diff --git a/.env.example b/.env.example
index 82b09ca25e..54986a97cd 100644
--- a/.env.example
+++ b/.env.example
@@ -20,6 +20,8 @@ REPLICATE_API_TOKEN = ""
 ANTHROPIC_API_KEY = ""
 # Infisical
 INFISICAL_TOKEN = ""
+# INFINITY
+INFINITY_API_KEY = ""
 
 # Development Configs
 LITELLM_MASTER_KEY = "sk-1234"
diff --git a/.gitignore b/.gitignore
index 81fff2d342..e8c18bed4c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -86,3 +86,5 @@ litellm/proxy/db/migrations/0_init/migration.sql
 litellm/proxy/db/migrations/*
 litellm/proxy/migrations/*config.yaml
 litellm/proxy/migrations/*
+config.yaml
+tests/litellm/litellm_core_utils/llm_cost_calc/log.txt
diff --git a/deploy/charts/litellm-helm/templates/migrations-job.yaml b/deploy/charts/litellm-helm/templates/migrations-job.yaml
index 1c4b6817fa..ba69f0fef8 100644
--- a/deploy/charts/litellm-helm/templates/migrations-job.yaml
+++ b/deploy/charts/litellm-helm/templates/migrations-job.yaml
@@ -16,6 +16,7 @@ spec:
         {{- toYaml . | nindent 8 }}
         {{- end }}
     spec:
+      serviceAccountName: {{ include "litellm.serviceAccountName" . }}
       containers:
         - name: prisma-migrations
           image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default (printf "main-%s" .Chart.AppVersion) }}"
diff --git a/docs/my-website/docs/completion/audio.md b/docs/my-website/docs/completion/audio.md
index 97153a5867..96b5e4f41c 100644
--- a/docs/my-website/docs/completion/audio.md
+++ b/docs/my-website/docs/completion/audio.md
@@ -3,7 +3,7 @@ import TabItem from '@theme/TabItem';
 
 # Using Audio Models
 
-How to send / receieve audio to a `/chat/completions` endpoint
+How to send / receive audio to a `/chat/completions` endpoint
 
 
 ## Audio Output from a model
diff --git a/docs/my-website/docs/completion/document_understanding.md b/docs/my-website/docs/completion/document_understanding.md
index f58b836c63..acebb2e160 100644
--- a/docs/my-website/docs/completion/document_understanding.md
+++ b/docs/my-website/docs/completion/document_understanding.md
@@ -3,7 +3,7 @@ import TabItem from '@theme/TabItem';
 
 # Using PDF Input
 
-How to send / receieve pdf's (other document types) to a `/chat/completions` endpoint
+How to send / receive pdf's (other document types) to a `/chat/completions` endpoint
 
 Works for:
 - Vertex AI models (Gemini + Anthropic)
diff --git a/docs/my-website/docs/completion/vision.md b/docs/my-website/docs/completion/vision.md
index 1e18109b3b..7670008486 100644
--- a/docs/my-website/docs/completion/vision.md
+++ b/docs/my-website/docs/completion/vision.md
@@ -194,7 +194,7 @@ Expected Response
 
 ## Explicitly specify image type 
 
-If you have images without a mime-type, or if litellm is incorrectly inferring the mime type of your image (e.g. calling `gs://` url's with vertex ai), you can set this explicity via the `format` param. 
+If you have images without a mime-type, or if litellm is incorrectly inferring the mime type of your image (e.g. calling `gs://` url's with vertex ai), you can set this explicitly via the `format` param. 
 
 ```python
 "image_url": {
diff --git a/docs/my-website/docs/image_generation.md b/docs/my-website/docs/image_generation.md
index 958ff4c020..5fe0bfb7d4 100644
--- a/docs/my-website/docs/image_generation.md
+++ b/docs/my-website/docs/image_generation.md
@@ -20,9 +20,9 @@ print(f"response: {response}")
 
 ```yaml
 model_list:
-  - model_name: dall-e-2 ### RECEIVED MODEL NAME ###
+  - model_name: gpt-image-1 ### RECEIVED MODEL NAME ###
     litellm_params: # all params accepted by litellm.image_generation()
-      model: azure/dall-e-2 ### MODEL NAME sent to `litellm.image_generation()` ###
+      model: azure/gpt-image-1 ### MODEL NAME sent to `litellm.image_generation()` ###
       api_base: https://my-endpoint-europe-berri-992.openai.azure.com/
       api_key: "os.environ/AZURE_API_KEY_EU" # does os.getenv("AZURE_API_KEY_EU")
       rpm: 6      # [OPTIONAL] Rate limit for this deployment: in requests per minute (rpm)
@@ -47,7 +47,7 @@ curl -X POST 'http://0.0.0.0:4000/v1/images/generations' \
 -H 'Content-Type: application/json' \
 -H 'Authorization: Bearer sk-1234' \
 -D '{
-    "model": "dall-e-2",
+    "model": "gpt-image-1",
     "prompt": "A cute baby sea otter",
     "n": 1,
     "size": "1024x1024"
@@ -104,7 +104,7 @@ Any non-openai params, will be treated as provider-specific params, and sent in
     litellm_logging_obj=None,
     custom_llm_provider=None,
 
-- `model`: *string (optional)* The model to use for image generation. Defaults to openai/dall-e-2
+- `model`: *string (optional)* The model to use for image generation. Defaults to openai/gpt-image-1
 
 - `n`: *int (optional)* The number of images to generate. Must be between 1 and 10. For dall-e-3, only n=1 is supported.
 
@@ -112,7 +112,7 @@ Any non-openai params, will be treated as provider-specific params, and sent in
 
 - `response_format`: *string (optional)* The format in which the generated images are returned. Must be one of url or b64_json.
 
-- `size`: *string (optional)* The size of the generated images. Must be one of 256x256, 512x512, or 1024x1024 for dall-e-2. Must be one of 1024x1024, 1792x1024, or 1024x1792 for dall-e-3 models.
+- `size`: *string (optional)* The size of the generated images. Must be one of 256x256, 512x512, or 1024x1024 for gpt-image-1. Must be one of 1024x1024, 1792x1024, or 1024x1792 for dall-e-3 models.
 
 - `timeout`: *integer* - The maximum time, in seconds, to wait for the API to respond. Defaults to 600 seconds (10 minutes).
 
@@ -148,13 +148,14 @@ Any non-openai params, will be treated as provider-specific params, and sent in
 from litellm import image_generation
 import os
 os.environ['OPENAI_API_KEY'] = ""
-response = image_generation(model='dall-e-2', prompt="cute baby otter")
+response = image_generation(model='gpt-image-1', prompt="cute baby otter")
 ```
 
 | Model Name           | Function Call                               | Required OS Variables                |
 |----------------------|---------------------------------------------|--------------------------------------|
-| dall-e-2 | `image_generation(model='dall-e-2', prompt="cute baby otter")` | `os.environ['OPENAI_API_KEY']`       |
+| gpt-image-1 | `image_generation(model='gpt-image-1', prompt="cute baby otter")` | `os.environ['OPENAI_API_KEY']`       |
 | dall-e-3 | `image_generation(model='dall-e-3', prompt="cute baby otter")` | `os.environ['OPENAI_API_KEY']`       |
+| dall-e-2 | `image_generation(model='dall-e-2', prompt="cute baby otter")` | `os.environ['OPENAI_API_KEY']`       |
 
 ## Azure OpenAI Image Generation Models
 
@@ -182,8 +183,9 @@ print(response)
 
 | Model Name           | Function Call                               |
 |----------------------|---------------------------------------------|
-| dall-e-2 | `image_generation(model="azure/<your deployment name>", prompt="cute baby otter")` |
+| gpt-image-1 | `image_generation(model="azure/<your deployment name>", prompt="cute baby otter")` |
 | dall-e-3 | `image_generation(model="azure/<your deployment name>", prompt="cute baby otter")` |
+| dall-e-2 | `image_generation(model="azure/<your deployment name>", prompt="cute baby otter")` |
 
 
 ## OpenAI Compatible Image Generation Models
diff --git a/docs/my-website/docs/observability/agentops_integration.md b/docs/my-website/docs/observability/agentops_integration.md
new file mode 100644
index 0000000000..e0599fab70
--- /dev/null
+++ b/docs/my-website/docs/observability/agentops_integration.md
@@ -0,0 +1,83 @@
+# 🖇️ AgentOps - LLM Observability Platform
+
+:::tip
+
+This is community maintained. Please make an issue if you run into a bug:
+https://github.com/BerriAI/litellm
+
+:::
+
+[AgentOps](https://docs.agentops.ai) is an observability platform that enables tracing and monitoring of LLM calls, providing detailed insights into your AI operations.
+
+## Using AgentOps with LiteLLM
+
+LiteLLM provides `success_callbacks` and `failure_callbacks`, allowing you to easily integrate AgentOps for comprehensive tracing and monitoring of your LLM operations.
+
+### Integration
+
+Use just a few lines of code to instantly trace your responses **across all providers** with AgentOps:
+Get your AgentOps API Keys from https://app.agentops.ai/
+```python
+import litellm
+
+# Configure LiteLLM to use AgentOps
+litellm.success_callback = ["agentops"]
+
+# Make your LLM calls as usual
+response = litellm.completion(
+    model="gpt-3.5-turbo",
+    messages=[{"role": "user", "content": "Hello, how are you?"}],
+)
+```
+
+Complete Code:
+
+```python
+import os
+from litellm import completion
+
+# Set env variables
+os.environ["OPENAI_API_KEY"] = "your-openai-key"
+os.environ["AGENTOPS_API_KEY"] = "your-agentops-api-key"
+
+# Configure LiteLLM to use AgentOps
+litellm.success_callback = ["agentops"]
+
+# OpenAI call
+response = completion(
+    model="gpt-4",
+    messages=[{"role": "user", "content": "Hi 👋 - I'm OpenAI"}],
+)
+
+print(response)
+```
+
+### Configuration Options
+
+The AgentOps integration can be configured through environment variables:
+
+- `AGENTOPS_API_KEY` (str, optional): Your AgentOps API key
+- `AGENTOPS_ENVIRONMENT` (str, optional): Deployment environment (defaults to "production")
+- `AGENTOPS_SERVICE_NAME` (str, optional): Service name for tracing (defaults to "agentops")
+
+### Advanced Usage
+
+You can configure additional settings through environment variables:
+
+```python
+import os
+
+# Configure AgentOps settings
+os.environ["AGENTOPS_API_KEY"] = "your-agentops-api-key"
+os.environ["AGENTOPS_ENVIRONMENT"] = "staging"
+os.environ["AGENTOPS_SERVICE_NAME"] = "my-service"
+
+# Enable AgentOps tracing
+litellm.success_callback = ["agentops"]
+```
+
+### Support
+
+For issues or questions, please refer to:
+- [AgentOps Documentation](https://docs.agentops.ai)
+- [LiteLLM Documentation](https://docs.litellm.ai) 
\ No newline at end of file
diff --git a/docs/my-website/docs/observability/greenscale_integration.md b/docs/my-website/docs/observability/greenscale_integration.md
index 49eadc6453..c9b00cd0e8 100644
--- a/docs/my-website/docs/observability/greenscale_integration.md
+++ b/docs/my-website/docs/observability/greenscale_integration.md
@@ -53,7 +53,7 @@ response = completion(
 
 ## Additional information in metadata
 
-You can send any additional information to Greenscale by using the `metadata` field in completion and `greenscale_` prefix. This can be useful for sending metadata about the request, such as the project and application name, customer_id, enviornment, or any other information you want to track usage. `greenscale_project` and `greenscale_application` are required fields.
+You can send any additional information to Greenscale by using the `metadata` field in completion and `greenscale_` prefix. This can be useful for sending metadata about the request, such as the project and application name, customer_id, environment, or any other information you want to track usage. `greenscale_project` and `greenscale_application` are required fields.
 
 ```python
 #openai call with additional metadata
diff --git a/docs/my-website/docs/observability/langfuse_integration.md b/docs/my-website/docs/observability/langfuse_integration.md
index 9727730363..576135ba67 100644
--- a/docs/my-website/docs/observability/langfuse_integration.md
+++ b/docs/my-website/docs/observability/langfuse_integration.md
@@ -185,7 +185,7 @@ curl --location --request POST 'http://0.0.0.0:4000/chat/completions' \
 * `trace_release`  - Release for the trace, defaults to `None`
 * `trace_metadata` - Metadata for the trace, defaults to `None`
 * `trace_user_id`  - User identifier for the trace, defaults to completion argument `user`
-* `tags`           - Tags for the trace, defeaults to `None`
+* `tags`           - Tags for the trace, defaults to `None`
 
 ##### Updatable Parameters on Continuation
 
diff --git a/docs/my-website/docs/pass_through/cohere.md b/docs/my-website/docs/pass_through/cohere.md
index a74ef695ef..227ff5777a 100644
--- a/docs/my-website/docs/pass_through/cohere.md
+++ b/docs/my-website/docs/pass_through/cohere.md
@@ -4,7 +4,7 @@ Pass-through endpoints for Cohere - call provider-specific endpoint, in native f
 
 | Feature | Supported | Notes | 
 |-------|-------|-------|
-| Cost Tracking | ✅ | works across all integrations |
+| Cost Tracking | ✅ | Supported for `/v1/chat`, and `/v2/chat` |
 | Logging | ✅ | works across all integrations |
 | End-user Tracking | ❌ | [Tell us if you need this](https://github.com/BerriAI/litellm/issues/new) |
 | Streaming | ✅ | |
diff --git a/docs/my-website/docs/pass_through/mistral.md b/docs/my-website/docs/pass_through/mistral.md
new file mode 100644
index 0000000000..ee7ca800c4
--- /dev/null
+++ b/docs/my-website/docs/pass_through/mistral.md
@@ -0,0 +1,217 @@
+# Mistral
+
+Pass-through endpoints for Mistral - call provider-specific endpoint, in native format (no translation).
+
+| Feature | Supported | Notes | 
+|-------|-------|-------|
+| Cost Tracking | ❌ | Not supported |
+| Logging | ✅ | works across all integrations |
+| End-user Tracking | ❌ | [Tell us if you need this](https://github.com/BerriAI/litellm/issues/new) |
+| Streaming | ✅ | |
+
+Just replace `https://api.mistral.ai/v1` with `LITELLM_PROXY_BASE_URL/mistral` 🚀
+
+#### **Example Usage**
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/mistral/v1/ocr' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234' \
+-d '{
+    "model": "mistral-ocr-latest",
+    "document": {
+        "type": "image_url",
+        "image_url": "https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/receipt.png"
+    }
+
+}'
+```
+
+Supports **ALL** Mistral Endpoints (including streaming).
+
+## Quick Start
+
+Let's call the Mistral [`/chat/completions` endpoint](https://docs.mistral.ai/api/#tag/chat/operation/chat_completion_v1_chat_completions_post)
+
+1. Add MISTRAL_API_KEY to your environment 
+
+```bash
+export MISTRAL_API_KEY="sk-1234"
+```
+
+2. Start LiteLLM Proxy 
+
+```bash
+litellm
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+3. Test it! 
+
+Let's call the Mistral `/ocr` endpoint
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/mistral/v1/ocr' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234' \
+-d '{
+    "model": "mistral-ocr-latest",
+    "document": {
+        "type": "image_url",
+        "image_url": "https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/receipt.png"
+    }
+
+}'
+```
+
+
+## Examples
+
+Anything after `http://0.0.0.0:4000/mistral` is treated as a provider-specific route, and handled accordingly.
+
+Key Changes: 
+
+| **Original Endpoint**                                | **Replace With**                  |
+|------------------------------------------------------|-----------------------------------|
+| `https://api.mistral.ai/v1`          | `http://0.0.0.0:4000/mistral` (LITELLM_PROXY_BASE_URL="http://0.0.0.0:4000")      |
+| `bearer $MISTRAL_API_KEY`                                 | `bearer anything` (use `bearer LITELLM_VIRTUAL_KEY` if Virtual Keys are setup on proxy)                    |
+
+
+### **Example 1: OCR endpoint**
+
+#### LiteLLM Proxy Call 
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/mistral/v1/ocr' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer $LITELLM_API_KEY' \
+-d '{
+    "model": "mistral-ocr-latest",
+    "document": {
+        "type": "image_url",
+        "image_url": "https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/receipt.png"
+    }
+}'
+```
+
+
+#### Direct Mistral API Call 
+
+```bash
+curl https://api.mistral.ai/v1/ocr \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer ${MISTRAL_API_KEY}" \
+  -d '{
+    "model": "mistral-ocr-latest",
+    "document": {
+        "type": "document_url",
+        "document_url": "https://arxiv.org/pdf/2201.04234"
+    },
+    "include_image_base64": true
+  }'
+```
+
+### **Example 2: Chat API**
+
+#### LiteLLM Proxy Call 
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/mistral/v1/chat/completions' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer $LITELLM_VIRTUAL_KEY' \
+-d '{
+    "messages": [
+        {
+            "role": "user",
+            "content": "I am going to Paris, what should I see?"
+        }
+    ],
+    "max_tokens": 2048,
+    "temperature": 0.8,
+    "top_p": 0.1,
+    "model": "mistral-large-latest",
+}'
+```
+
+#### Direct Mistral API Call 
+
+```bash
+curl -L -X POST 'https://api.mistral.ai/v1/chat/completions' \
+-H 'Content-Type: application/json' \
+-d '{
+    "messages": [
+        {
+            "role": "user",
+            "content": "I am going to Paris, what should I see?"
+        }
+    ],
+    "max_tokens": 2048,
+    "temperature": 0.8,
+    "top_p": 0.1,
+    "model": "mistral-large-latest",
+}'
+```
+
+
+## Advanced - Use with Virtual Keys 
+
+Pre-requisites
+- [Setup proxy with DB](../proxy/virtual_keys.md#setup)
+
+Use this, to avoid giving developers the raw Mistral API key, but still letting them use Mistral endpoints.
+
+### Usage
+
+1. Setup environment
+
+```bash
+export DATABASE_URL=""
+export LITELLM_MASTER_KEY=""
+export MISTRAL_API_BASE=""
+```
+
+```bash
+litellm
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+2. Generate virtual key 
+
+```bash
+curl -X POST 'http://0.0.0.0:4000/key/generate' \
+-H 'Authorization: Bearer sk-1234' \
+-H 'Content-Type: application/json' \
+-d '{}'
+```
+
+Expected Response 
+
+```bash
+{
+    ...
+    "key": "sk-1234ewknldferwedojwojw"
+}
+```
+
+3. Test it! 
+
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/mistral/v1/chat/completions' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234ewknldferwedojwojw' \
+  --data '{
+    "messages": [
+        {
+            "role": "user",
+            "content": "I am going to Paris, what should I see?"
+        }
+    ],
+    "max_tokens": 2048,
+    "temperature": 0.8,
+    "top_p": 0.1,
+    "model": "qwen2.5-7b-instruct",
+}'
+```
\ No newline at end of file
diff --git a/docs/my-website/docs/pass_through/vertex_ai.md b/docs/my-website/docs/pass_through/vertex_ai.md
index 4918d889ed..b99f0fcf98 100644
--- a/docs/my-website/docs/pass_through/vertex_ai.md
+++ b/docs/my-website/docs/pass_through/vertex_ai.md
@@ -13,6 +13,15 @@ Pass-through endpoints for Vertex AI - call provider-specific endpoint, in nativ
 | End-user Tracking | ❌ | [Tell us if you need this](https://github.com/BerriAI/litellm/issues/new) |
 | Streaming | ✅ | |
 
+## Supported Endpoints
+
+LiteLLM supports 2 vertex ai passthrough routes:
+
+1. `/vertex_ai` → routes to `https://{vertex_location}-aiplatform.googleapis.com/`
+2. `/vertex_ai/discovery` → routes to [`https://discoveryengine.googleapis.com`](https://discoveryengine.googleapis.com/)
+
+## How to use
+
 Just replace `https://REGION-aiplatform.googleapis.com` with `LITELLM_PROXY_BASE_URL/vertex_ai`
 
 LiteLLM supports 3 flows for calling Vertex AI endpoints via pass-through:
@@ -213,7 +222,7 @@ curl http://localhost:4000/vertex-ai/v1/projects/${PROJECT_ID}/locations/us-cent
 
 LiteLLM Proxy Server supports two methods of authentication to Vertex AI:
 
-1. Pass Vertex Credetials client side to proxy server
+1. Pass Vertex Credentials client side to proxy server
 
 2. Set Vertex AI credentials on proxy server
 
diff --git a/docs/my-website/docs/pass_through/vllm.md b/docs/my-website/docs/pass_through/vllm.md
new file mode 100644
index 0000000000..b267622948
--- /dev/null
+++ b/docs/my-website/docs/pass_through/vllm.md
@@ -0,0 +1,185 @@
+# VLLM
+
+Pass-through endpoints for VLLM - call provider-specific endpoint, in native format (no translation).
+
+| Feature | Supported | Notes | 
+|-------|-------|-------|
+| Cost Tracking | ❌ | Not supported |
+| Logging | ✅ | works across all integrations |
+| End-user Tracking | ❌ | [Tell us if you need this](https://github.com/BerriAI/litellm/issues/new) |
+| Streaming | ✅ | |
+
+Just replace `https://my-vllm-server.com` with `LITELLM_PROXY_BASE_URL/vllm` 🚀
+
+#### **Example Usage**
+
+```bash
+curl -L -X GET 'http://0.0.0.0:4000/vllm/metrics' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234' \
+```
+
+Supports **ALL** VLLM Endpoints (including streaming).
+
+## Quick Start
+
+Let's call the VLLM [`/metrics` endpoint](https://vllm.readthedocs.io/en/latest/api_reference/api_reference.html)
+
+1. Add HOSTED VLLM API BASE to your environment 
+
+```bash
+export HOSTED_VLLM_API_BASE="https://my-vllm-server.com"
+```
+
+2. Start LiteLLM Proxy 
+
+```bash
+litellm
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+3. Test it! 
+
+Let's call the VLLM `/metrics` endpoint
+
+```bash
+curl -L -X GET 'http://0.0.0.0:4000/vllm/metrics' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234' \
+```
+
+
+## Examples
+
+Anything after `http://0.0.0.0:4000/vllm` is treated as a provider-specific route, and handled accordingly.
+
+Key Changes: 
+
+| **Original Endpoint**                                | **Replace With**                  |
+|------------------------------------------------------|-----------------------------------|
+| `https://my-vllm-server.com`          | `http://0.0.0.0:4000/vllm` (LITELLM_PROXY_BASE_URL="http://0.0.0.0:4000")      |
+| `bearer $VLLM_API_KEY`                                 | `bearer anything` (use `bearer LITELLM_VIRTUAL_KEY` if Virtual Keys are setup on proxy)                    |
+
+
+### **Example 1: Metrics endpoint**
+
+#### LiteLLM Proxy Call 
+
+```bash
+curl -L -X GET 'http://0.0.0.0:4000/vllm/metrics' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer $LITELLM_VIRTUAL_KEY' \
+```
+
+
+#### Direct VLLM API Call 
+
+```bash
+curl -L -X GET 'https://my-vllm-server.com/metrics' \
+-H 'Content-Type: application/json' \
+```
+
+### **Example 2: Chat API**
+
+#### LiteLLM Proxy Call 
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/vllm/chat/completions' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer $LITELLM_VIRTUAL_KEY' \
+-d '{
+    "messages": [
+        {
+            "role": "user",
+            "content": "I am going to Paris, what should I see?"
+        }
+    ],
+    "max_tokens": 2048,
+    "temperature": 0.8,
+    "top_p": 0.1,
+    "model": "qwen2.5-7b-instruct",
+}'
+```
+
+#### Direct VLLM API Call 
+
+```bash
+curl -L -X POST 'https://my-vllm-server.com/chat/completions' \
+-H 'Content-Type: application/json' \
+-d '{
+    "messages": [
+        {
+            "role": "user",
+            "content": "I am going to Paris, what should I see?"
+        }
+    ],
+    "max_tokens": 2048,
+    "temperature": 0.8,
+    "top_p": 0.1,
+    "model": "qwen2.5-7b-instruct",
+}'
+```
+
+
+## Advanced - Use with Virtual Keys 
+
+Pre-requisites
+- [Setup proxy with DB](../proxy/virtual_keys.md#setup)
+
+Use this, to avoid giving developers the raw Cohere API key, but still letting them use Cohere endpoints.
+
+### Usage
+
+1. Setup environment
+
+```bash
+export DATABASE_URL=""
+export LITELLM_MASTER_KEY=""
+export HOSTED_VLLM_API_BASE=""
+```
+
+```bash
+litellm
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+2. Generate virtual key 
+
+```bash
+curl -X POST 'http://0.0.0.0:4000/key/generate' \
+-H 'Authorization: Bearer sk-1234' \
+-H 'Content-Type: application/json' \
+-d '{}'
+```
+
+Expected Response 
+
+```bash
+{
+    ...
+    "key": "sk-1234ewknldferwedojwojw"
+}
+```
+
+3. Test it! 
+
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/vllm/chat/completions' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234ewknldferwedojwojw' \
+  --data '{
+    "messages": [
+        {
+            "role": "user",
+            "content": "I am going to Paris, what should I see?"
+        }
+    ],
+    "max_tokens": 2048,
+    "temperature": 0.8,
+    "top_p": 0.1,
+    "model": "qwen2.5-7b-instruct",
+}'
+```
\ No newline at end of file
diff --git a/docs/my-website/docs/providers/anthropic.md b/docs/my-website/docs/providers/anthropic.md
index 9e4f6908a4..95323719f0 100644
--- a/docs/my-website/docs/providers/anthropic.md
+++ b/docs/my-website/docs/providers/anthropic.md
@@ -1095,7 +1095,7 @@ response = completion(
 print(response.choices[0])
 ```
 </TabItem>
-<TabItem value="proxy" lable="PROXY">
+<TabItem value="proxy" label="PROXY">
 
 1. Add model to config 
 
diff --git a/docs/my-website/docs/providers/azure.md b/docs/my-website/docs/providers/azure.md
index 30bf3be1e4..2ea444b029 100644
--- a/docs/my-website/docs/providers/azure.md
+++ b/docs/my-website/docs/providers/azure.md
@@ -483,7 +483,7 @@ response.stream_to_file(speech_file_path)
 This is a walkthrough on how to use Azure Active Directory Tokens - Microsoft Entra ID to make `litellm.completion()` calls 
 
 Step 1 - Download Azure CLI 
-Installation instructons: https://learn.microsoft.com/en-us/cli/azure/install-azure-cli
+Installation instructions: https://learn.microsoft.com/en-us/cli/azure/install-azure-cli
 ```shell
 brew update && brew install azure-cli
 ```
@@ -1002,8 +1002,125 @@ Expected Response:
 ```
 
 
+## **Azure Responses API**
 
+| Property | Details |
+|-------|-------|
+| Description | Azure OpenAI Responses API |
+| `custom_llm_provider` on LiteLLM | `azure/` |
+| Supported Operations | `/v1/responses`|
+| Azure OpenAI Responses API | [Azure OpenAI Responses API ↗](https://learn.microsoft.com/en-us/azure/ai-services/openai/how-to/responses?tabs=python-secure) |
+| Cost Tracking, Logging Support | ✅ LiteLLM will log, track cost for Responses API Requests |
+| Supported OpenAI Params | ✅ All OpenAI params are supported, [See here](https://github.com/BerriAI/litellm/blob/0717369ae6969882d149933da48eeb8ab0e691bd/litellm/llms/openai/responses/transformation.py#L23) |
 
+## Usage
+
+## Create a model response
+
+<Tabs>
+<TabItem value="litellm-sdk" label="LiteLLM SDK">
+
+#### Non-streaming
+
+```python showLineNumbers title="Azure Responses API"
+import litellm
+
+# Non-streaming response
+response = litellm.responses(
+    model="azure/o1-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    max_output_tokens=100,
+    api_key=os.getenv("AZURE_RESPONSES_OPENAI_API_KEY"),
+    api_base="https://litellm8397336933.openai.azure.com/",
+    api_version="2023-03-15-preview",
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="Azure Responses API"
+import litellm
+
+# Streaming response
+response = litellm.responses(
+    model="azure/o1-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True,
+    api_key=os.getenv("AZURE_RESPONSES_OPENAI_API_KEY"),
+    api_base="https://litellm8397336933.openai.azure.com/",
+    api_version="2023-03-15-preview",
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+<TabItem value="proxy" label="OpenAI SDK with LiteLLM Proxy">
+
+First, add this to your litellm proxy config.yaml:
+```yaml showLineNumbers title="Azure Responses API"
+model_list:
+  - model_name: o1-pro
+    litellm_params:
+      model: azure/o1-pro
+      api_key: os.environ/AZURE_RESPONSES_OPENAI_API_KEY
+      api_base: https://litellm8397336933.openai.azure.com/
+      api_version: 2023-03-15-preview
+```
+
+Start your LiteLLM proxy:
+```bash
+litellm --config /path/to/config.yaml
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+Then use the OpenAI SDK pointed to your proxy:
+
+#### Non-streaming
+```python showLineNumbers
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Non-streaming response
+response = client.responses.create(
+    model="o1-pro",
+    input="Tell me a three sentence bedtime story about a unicorn."
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Streaming response
+response = client.responses.create(
+    model="o1-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+</Tabs>
 
 
 
diff --git a/docs/my-website/docs/providers/gemini.md b/docs/my-website/docs/providers/gemini.md
index db63d33d8d..957c5c13c2 100644
--- a/docs/my-website/docs/providers/gemini.md
+++ b/docs/my-website/docs/providers/gemini.md
@@ -39,14 +39,164 @@ response = completion(
 - temperature
 - top_p
 - max_tokens
+- max_completion_tokens
 - stream
 - tools
 - tool_choice
+- functions
 - response_format
 - n
 - stop
+- logprobs
+- frequency_penalty
+- modalities
+- reasoning_content
+
+**Anthropic Params**
+- thinking (used to set max budget tokens across anthropic/gemini models)
+
+[**See Updated List**](https://github.com/BerriAI/litellm/blob/main/litellm/llms/gemini/chat/transformation.py#L70)
+
+
+
+## Usage - Thinking / `reasoning_content`
+
+LiteLLM translates OpenAI's `reasoning_effort` to Gemini's `thinking` parameter. [Code](https://github.com/BerriAI/litellm/blob/620664921902d7a9bfb29897a7b27c1a7ef4ddfb/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py#L362)
+
+**Mapping**
+
+| reasoning_effort | thinking |
+| ---------------- | -------- |
+| "low"            | "budget_tokens": 1024 |
+| "medium"         | "budget_tokens": 2048 |
+| "high"           | "budget_tokens": 4096 |
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+
+resp = completion(
+    model="gemini/gemini-2.5-flash-preview-04-17",
+    messages=[{"role": "user", "content": "What is the capital of France?"}],
+    reasoning_effort="low",
+)
+
+```
+
+</TabItem>
+
+<TabItem value="proxy" label="PROXY">
+
+1. Setup config.yaml
+
+```yaml
+- model_name: gemini-2.5-flash
+  litellm_params:
+    model: gemini/gemini-2.5-flash-preview-04-17
+    api_key: os.environ/GEMINI_API_KEY
+```
+
+2. Start proxy
+
+```bash
+litellm --config /path/to/config.yaml
+```
+
+3. Test it! 
+
+```bash
+curl http://0.0.0.0:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer <YOUR-LITELLM-KEY>" \
+  -d '{
+    "model": "gemini-2.5-flash",
+    "messages": [{"role": "user", "content": "What is the capital of France?"}],
+    "reasoning_effort": "low"
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+
+**Expected Response**
+
+```python
+ModelResponse(
+    id='chatcmpl-c542d76d-f675-4e87-8e5f-05855f5d0f5e',
+    created=1740470510,
+    model='claude-3-7-sonnet-20250219',
+    object='chat.completion',
+    system_fingerprint=None,
+    choices=[
+        Choices(
+            finish_reason='stop',
+            index=0,
+            message=Message(
+                content="The capital of France is Paris.",
+                role='assistant',
+                tool_calls=None,
+                function_call=None,
+                reasoning_content='The capital of France is Paris. This is a very straightforward factual question.'
+            ),
+        )
+    ],
+    usage=Usage(
+        completion_tokens=68,
+        prompt_tokens=42,
+        total_tokens=110,
+        completion_tokens_details=None,
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            audio_tokens=None,
+            cached_tokens=0,
+            text_tokens=None,
+            image_tokens=None
+        ),
+        cache_creation_input_tokens=0,
+        cache_read_input_tokens=0
+    )
+)
+```
+
+### Pass `thinking` to Gemini models
+
+You can also pass the `thinking` parameter to Gemini models.
+
+This is translated to Gemini's [`thinkingConfig` parameter](https://ai.google.dev/gemini-api/docs/thinking#set-budget).
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+response = litellm.completion(
+  model="gemini/gemini-2.5-flash-preview-04-17",
+  messages=[{"role": "user", "content": "What is the capital of France?"}],
+  thinking={"type": "enabled", "budget_tokens": 1024},
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+```bash
+curl http://0.0.0.0:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $LITELLM_KEY" \
+  -d '{
+    "model": "gemini/gemini-2.5-flash-preview-04-17",
+    "messages": [{"role": "user", "content": "What is the capital of France?"}],
+    "thinking": {"type": "enabled", "budget_tokens": 1024}
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+
+
 
-[**See Updated List**](https://github.com/BerriAI/litellm/blob/1c747f3ad372399c5b95cc5696b06a5fbe53186b/litellm/llms/vertex_httpx.py#L122)
 
 ## Passing Gemini Specific Params
 ### Response schema 
@@ -505,7 +655,7 @@ import os
 
 os.environ["GEMINI_API_KEY"] = ".."
 
-tools = [{"googleSearchRetrieval": {}}] # 👈 ADD GOOGLE SEARCH
+tools = [{"googleSearch": {}}] # 👈 ADD GOOGLE SEARCH
 
 response = completion(
     model="gemini/gemini-2.0-flash",
@@ -541,7 +691,7 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \
 -d '{
   "model": "gemini-2.0-flash",
   "messages": [{"role": "user", "content": "What is the weather in San Francisco?"}],
-  "tools": [{"googleSearchRetrieval": {}}]
+  "tools": [{"googleSearch": {}}]
 }
 '
 ```
diff --git a/docs/my-website/docs/providers/infinity.md b/docs/my-website/docs/providers/infinity.md
index 091503bf18..7900d5adb4 100644
--- a/docs/my-website/docs/providers/infinity.md
+++ b/docs/my-website/docs/providers/infinity.md
@@ -3,18 +3,17 @@ import TabItem from '@theme/TabItem';
 
 # Infinity
 
-| Property | Details |
-|-------|-------|
-| Description | Infinity is a high-throughput, low-latency REST API for serving text-embeddings, reranking models and clip|
-| Provider Route on LiteLLM | `infinity/` |
-| Supported Operations | `/rerank` |
-| Link to Provider Doc | [Infinity ↗](https://github.com/michaelfeil/infinity) |
-
+| Property                  | Details                                                                                                    |
+| ------------------------- | ---------------------------------------------------------------------------------------------------------- |
+| Description               | Infinity is a high-throughput, low-latency REST API for serving text-embeddings, reranking models and clip |
+| Provider Route on LiteLLM | `infinity/`                                                                                                |
+| Supported Operations      | `/rerank`, `/embeddings`                                                                                   |
+| Link to Provider Doc      | [Infinity ↗](https://github.com/michaelfeil/infinity)                                                      |
 
 ## **Usage - LiteLLM Python SDK**
 
 ```python
-from litellm import rerank
+from litellm import rerank, embedding
 import os
 
 os.environ["INFINITY_API_BASE"] = "http://localhost:8080"
@@ -39,8 +38,8 @@ model_list:
   - model_name: custom-infinity-rerank
     litellm_params:
       model: infinity/rerank
-      api_key: os.environ/INFINITY_API_KEY
       api_base: https://localhost:8080
+      api_key: os.environ/INFINITY_API_KEY
 ```
 
 Start litellm
@@ -51,7 +50,9 @@ litellm --config /path/to/config.yaml
 # RUNNING on http://0.0.0.0:4000
 ```
 
-Test request
+## Test request:
+
+### Rerank
 
 ```bash
 curl http://0.0.0.0:4000/rerank \
@@ -70,15 +71,14 @@ curl http://0.0.0.0:4000/rerank \
   }'
 ```
 
+#### Supported Cohere Rerank API Params
 
-## Supported Cohere Rerank API Params
-
-| Param | Type | Description |
-|-------|-------|-------|
-| `query` | `str` | The query to rerank the documents against |
-| `documents` | `list[str]` | The documents to rerank |
-| `top_n` | `int` | The number of documents to return |
-| `return_documents` | `bool` | Whether to return the documents in the response |
+| Param              | Type        | Description                                     |
+| ------------------ | ----------- | ----------------------------------------------- |
+| `query`            | `str`       | The query to rerank the documents against       |
+| `documents`        | `list[str]` | The documents to rerank                         |
+| `top_n`            | `int`       | The number of documents to return               |
+| `return_documents` | `bool`      | Whether to return the documents in the response |
 
 ### Usage - Return Documents
 
@@ -138,6 +138,7 @@ response = rerank(
     raw_scores=True, # 👈 PROVIDER-SPECIFIC PARAM
 )
 ```
+
 </TabItem>
 
 <TabItem value="proxy" label="PROXY">
@@ -161,7 +162,7 @@ litellm --config /path/to/config.yaml
 # RUNNING on http://0.0.0.0:4000
 ```
 
-3. Test it!  
+3. Test it!
 
 ```bash
 curl http://0.0.0.0:4000/rerank \
@@ -179,6 +180,121 @@ curl http://0.0.0.0:4000/rerank \
     "raw_scores": True # 👈 PROVIDER-SPECIFIC PARAM
   }'
 ```
+
 </TabItem>
 
 </Tabs>
+
+## Embeddings
+
+LiteLLM provides an OpenAI api compatible `/embeddings` endpoint for embedding calls.
+
+**Setup**
+
+Add this to your litellm proxy config.yaml
+
+```yaml
+model_list:
+  - model_name: custom-infinity-embedding
+    litellm_params:
+      model: infinity/provider/custom-embedding-v1
+      api_base: http://localhost:8080
+      api_key: os.environ/INFINITY_API_KEY
+```
+
+### Test request:
+
+```bash
+curl http://0.0.0.0:4000/embeddings \
+  -H "Authorization: Bearer sk-1234" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "custom-infinity-embedding",
+    "input": ["hello"]
+  }'
+```
+
+#### Supported Embedding API Params
+
+| Param             | Type        | Description                                                 |
+| ----------------- | ----------- | ----------------------------------------------------------- |
+| `model`           | `str`       | The embedding model to use                                  |
+| `input`           | `list[str]` | The text inputs to generate embeddings for                  |
+| `encoding_format` | `str`       | The format to return embeddings in (e.g. "float", "base64") |
+| `modality`        | `str`       | The type of input (e.g. "text", "image", "audio")           |
+
+### Usage - Basic Examples
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import embedding
+import os
+
+os.environ["INFINITY_API_BASE"] = "http://localhost:8080"
+
+response = embedding(
+    model="infinity/bge-small",
+    input=["good morning from litellm"]
+)
+
+print(response.data[0]['embedding'])
+```
+
+</TabItem>
+
+<TabItem value="proxy" label="PROXY">
+
+```bash
+curl http://0.0.0.0:4000/embeddings \
+  -H "Authorization: Bearer sk-1234" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "custom-infinity-embedding",
+    "input": ["hello"]
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+### Usage - OpenAI Client
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from openai import OpenAI
+
+client = OpenAI(
+  api_key="<LITELLM_MASTER_KEY>",
+  base_url="<LITELLM_URL>"
+)
+
+response = client.embeddings.create(
+  model="bge-small",
+  input=["The food was delicious and the waiter..."],
+  encoding_format="float"
+)
+
+print(response.data[0].embedding)
+```
+
+</TabItem>
+
+<TabItem value="proxy" label="PROXY">
+
+```bash
+curl http://0.0.0.0:4000/embeddings \
+  -H "Authorization: Bearer sk-1234" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "bge-small",
+    "input": ["The food was delicious and the waiter..."],
+    "encoding_format": "float"
+  }'
+```
+
+</TabItem>
+</Tabs>
diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md
index 9ab9061aaa..a4aee5dbf7 100644
--- a/docs/my-website/docs/providers/openai.md
+++ b/docs/my-website/docs/providers/openai.md
@@ -163,6 +163,12 @@ os.environ["OPENAI_API_BASE"] = "openaiai-api-base"     # OPTIONAL
 
 | Model Name            | Function Call                                                   |
 |-----------------------|-----------------------------------------------------------------|
+| gpt-4.1 | `response = completion(model="gpt-4.1", messages=messages)` |
+| gpt-4.1-mini | `response = completion(model="gpt-4.1-mini", messages=messages)` |
+| gpt-4.1-nano | `response = completion(model="gpt-4.1-nano", messages=messages)` |
+| o4-mini | `response = completion(model="o4-mini", messages=messages)` |
+| o3-mini | `response = completion(model="o3-mini", messages=messages)` |
+| o3 | `response = completion(model="o3", messages=messages)` |
 | o1-mini | `response = completion(model="o1-mini", messages=messages)` |
 | o1-preview | `response = completion(model="o1-preview", messages=messages)` |
 | gpt-4o-mini  | `response = completion(model="gpt-4o-mini", messages=messages)` |
diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 476cc8a453..b328c80577 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -364,7 +364,7 @@ from litellm import completion
 ## SETUP ENVIRONMENT
 # !gcloud auth application-default login - run this to add vertex credentials to your env
 
-tools = [{"googleSearchRetrieval": {}}] # 👈 ADD GOOGLE SEARCH
+tools = [{"googleSearch": {}}] # 👈 ADD GOOGLE SEARCH
 
 resp = litellm.completion(
                     model="vertex_ai/gemini-1.0-pro-001",
@@ -391,7 +391,7 @@ client = OpenAI(
 response = client.chat.completions.create(
     model="gemini-pro",
     messages=[{"role": "user", "content": "Who won the world cup?"}],
-    tools=[{"googleSearchRetrieval": {}}],
+    tools=[{"googleSearch": {}}],
 )
 
 print(response)
@@ -410,7 +410,7 @@ curl http://localhost:4000/v1/chat/completions \
     ],
    "tools": [
         {
-            "googleSearchRetrieval": {} 
+            "googleSearch": {} 
         }
     ]
   }'
@@ -529,7 +529,7 @@ from litellm import completion
 
 # !gcloud auth application-default login - run this to add vertex credentials to your env
 
-tools = [{"googleSearchRetrieval": {"disable_attributon": False}}] # 👈 ADD GOOGLE SEARCH
+tools = [{"googleSearch": {"disable_attributon": False}}] # 👈 ADD GOOGLE SEARCH
 
 resp = litellm.completion(
                     model="vertex_ai/gemini-1.0-pro-001",
@@ -542,9 +542,157 @@ print(resp)
 ```
 
 
+### **Thinking / `reasoning_content`**
+
+LiteLLM translates OpenAI's `reasoning_effort` to Gemini's `thinking` parameter. [Code](https://github.com/BerriAI/litellm/blob/620664921902d7a9bfb29897a7b27c1a7ef4ddfb/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py#L362)
+
+**Mapping**
+
+| reasoning_effort | thinking |
+| ---------------- | -------- |
+| "low"            | "budget_tokens": 1024 |
+| "medium"         | "budget_tokens": 2048 |
+| "high"           | "budget_tokens": 4096 |
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+
+# !gcloud auth application-default login - run this to add vertex credentials to your env
+
+resp = completion(
+    model="vertex_ai/gemini-2.5-flash-preview-04-17",
+    messages=[{"role": "user", "content": "What is the capital of France?"}],
+    reasoning_effort="low",
+    vertex_project="project-id",
+    vertex_location="us-central1"
+)
+
+```
+
+</TabItem>
+
+<TabItem value="proxy" label="PROXY">
+
+1. Setup config.yaml
+
+```yaml
+- model_name: gemini-2.5-flash
+  litellm_params:
+    model: vertex_ai/gemini-2.5-flash-preview-04-17
+    vertex_credentials: {"project_id": "project-id", "location": "us-central1", "project_key": "project-key"}
+    vertex_project: "project-id"
+    vertex_location: "us-central1"
+```
+
+2. Start proxy
+
+```bash
+litellm --config /path/to/config.yaml
+```
+
+3. Test it! 
+
+```bash
+curl http://0.0.0.0:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer <YOUR-LITELLM-KEY>" \
+  -d '{
+    "model": "gemini-2.5-flash",
+    "messages": [{"role": "user", "content": "What is the capital of France?"}],
+    "reasoning_effort": "low"
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+
+**Expected Response**
+
+```python
+ModelResponse(
+    id='chatcmpl-c542d76d-f675-4e87-8e5f-05855f5d0f5e',
+    created=1740470510,
+    model='claude-3-7-sonnet-20250219',
+    object='chat.completion',
+    system_fingerprint=None,
+    choices=[
+        Choices(
+            finish_reason='stop',
+            index=0,
+            message=Message(
+                content="The capital of France is Paris.",
+                role='assistant',
+                tool_calls=None,
+                function_call=None,
+                reasoning_content='The capital of France is Paris. This is a very straightforward factual question.'
+            ),
+        )
+    ],
+    usage=Usage(
+        completion_tokens=68,
+        prompt_tokens=42,
+        total_tokens=110,
+        completion_tokens_details=None,
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            audio_tokens=None,
+            cached_tokens=0,
+            text_tokens=None,
+            image_tokens=None
+        ),
+        cache_creation_input_tokens=0,
+        cache_read_input_tokens=0
+    )
+)
+```
+
+#### Pass `thinking` to Gemini models
+
+You can also pass the `thinking` parameter to Gemini models.
+
+This is translated to Gemini's [`thinkingConfig` parameter](https://ai.google.dev/gemini-api/docs/thinking#set-budget).
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+
+# !gcloud auth application-default login - run this to add vertex credentials to your env
+
+response = litellm.completion(
+  model="vertex_ai/gemini-2.5-flash-preview-04-17",
+  messages=[{"role": "user", "content": "What is the capital of France?"}],
+  thinking={"type": "enabled", "budget_tokens": 1024},
+  vertex_project="project-id",
+  vertex_location="us-central1"
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+```bash
+curl http://0.0.0.0:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $LITELLM_KEY" \
+  -d '{
+    "model": "vertex_ai/gemini-2.5-flash-preview-04-17",
+    "messages": [{"role": "user", "content": "What is the capital of France?"}],
+    "thinking": {"type": "enabled", "budget_tokens": 1024}
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+
 ### **Context Caching**
 
-Use Vertex AI context caching is supported by calling provider api directly. (Unified Endpoint support comin soon.).
+Use Vertex AI context caching is supported by calling provider api directly. (Unified Endpoint support coming soon.).
 
 [**Go straight to provider**](../pass_through/vertex_ai.md#context-caching)
 
@@ -762,7 +910,7 @@ export VERTEXAI_PROJECT="my-test-project" # ONLY use if model project is differe
 
 
 ## Specifying Safety Settings 
-In certain use-cases you may need to make calls to the models and pass [safety settigns](https://ai.google.dev/docs/safety_setting_gemini) different from the defaults. To do so, simple pass the `safety_settings` argument to `completion` or `acompletion`. For example:
+In certain use-cases you may need to make calls to the models and pass [safety settings](https://ai.google.dev/docs/safety_setting_gemini) different from the defaults. To do so, simple pass the `safety_settings` argument to `completion` or `acompletion`. For example:
 
 ### Set per model/request
 
@@ -1902,7 +2050,7 @@ response = completion(
 print(response.choices[0])
 ```
 </TabItem>
-<TabItem value="proxy" lable="PROXY">
+<TabItem value="proxy" label="PROXY">
 
 1. Add model to config 
 
diff --git a/docs/my-website/docs/providers/vllm.md b/docs/my-website/docs/providers/vllm.md
index b5987167ec..5c8233b056 100644
--- a/docs/my-website/docs/providers/vllm.md
+++ b/docs/my-website/docs/providers/vllm.md
@@ -161,6 +161,120 @@ curl -L -X POST 'http://0.0.0.0:4000/embeddings' \
 
 Example Implementation from VLLM [here](https://github.com/vllm-project/vllm/pull/10020)
 
+<Tabs>
+<TabItem value="files_message" label="(Unified) Files Message">
+
+Use this to send a video url to VLLM + Gemini in the same format, using OpenAI's `files` message type.
+
+There are two ways to send a video url to VLLM:
+
+1. Pass the video url directly
+
+```
+{"type": "file", "file": {"file_id": video_url}},
+```
+
+2. Pass the video data as base64
+
+```
+{"type": "file", "file": {"file_data": f"data:video/mp4;base64,{video_data_base64}"}}
+```
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+
+messages=[
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "text",
+                "text": "Summarize the following video"
+            },
+            {
+                "type": "file",
+                "file": {
+                    "file_id": "https://www.youtube.com/watch?v=dQw4w9WgXcQ"
+                }
+            }
+        ]
+    }
+]
+
+# call vllm 
+os.environ["HOSTED_VLLM_API_BASE"] = "https://hosted-vllm-api.co"
+os.environ["HOSTED_VLLM_API_KEY"] = "" # [optional], if your VLLM server requires an API key
+response = completion(
+    model="hosted_vllm/qwen", # pass the vllm model name
+    messages=messages,
+)
+
+# call gemini 
+os.environ["GEMINI_API_KEY"] = "your-gemini-api-key"
+response = completion(
+    model="gemini/gemini-1.5-flash", # pass the gemini model name
+    messages=messages,
+)
+
+print(response)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Setup config.yaml
+
+```yaml
+model_list:
+    - model_name: my-model
+      litellm_params:
+        model: hosted_vllm/qwen  # add hosted_vllm/ prefix to route as OpenAI provider
+        api_base: https://hosted-vllm-api.co      # add api base for OpenAI compatible provider
+    - model_name: my-gemini-model
+      litellm_params:
+        model: gemini/gemini-1.5-flash  # add gemini/ prefix to route as Google AI Studio provider
+        api_key: os.environ/GEMINI_API_KEY
+```
+
+2. Start the proxy 
+
+```bash
+$ litellm --config /path/to/config.yaml
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+3. Test it! 
+
+```bash
+curl -X POST http://0.0.0.0:4000/chat/completions \
+-H "Authorization: Bearer sk-1234" \
+-H "Content-Type: application/json" \
+-d '{
+    "model": "my-model",
+    "messages": [
+        {"role": "user", "content": 
+            [
+                {"type": "text", "text": "Summarize the following video"},
+                {"type": "file", "file": {"file_id": "https://www.youtube.com/watch?v=dQw4w9WgXcQ"}}
+            ]
+        }
+    ]
+}'
+```
+
+</TabItem>
+</Tabs>
+
+
+</TabItem>
+<TabItem value="video_url" label="(VLLM-specific) Video Message">
+
+Use this to send a video url to VLLM in it's native message format (`video_url`).
+
 There are two ways to send a video url to VLLM:
 
 1. Pass the video url directly
@@ -249,6 +363,10 @@ curl -X POST http://0.0.0.0:4000/chat/completions \
 </Tabs>
 
 
+</TabItem>
+</Tabs>
+
+
 ## (Deprecated) for `vllm pip package` 
 ### Using - `litellm.completion`
 
diff --git a/docs/my-website/docs/proxy/admin_ui_sso.md b/docs/my-website/docs/proxy/admin_ui_sso.md
index 0bbba57fd9..a0dde80e9c 100644
--- a/docs/my-website/docs/proxy/admin_ui_sso.md
+++ b/docs/my-website/docs/proxy/admin_ui_sso.md
@@ -243,12 +243,12 @@ We allow you to pass a local image or a an http/https url of your image
 
 Set `UI_LOGO_PATH` on your env. We recommend using a hosted image, it's a lot easier to set up and configure / debug
 
-Exaple setting Hosted image
+Example setting Hosted image
 ```shell
 UI_LOGO_PATH="https://litellm-logo-aws-marketplace.s3.us-west-2.amazonaws.com/berriai-logo-github.png"
 ```
 
-Exaple setting a local image (on your container)
+Example setting a local image (on your container)
 ```shell
 UI_LOGO_PATH="ui_images/logo.jpg"
 ```
diff --git a/docs/my-website/docs/proxy/alerting.md b/docs/my-website/docs/proxy/alerting.md
index c2fc510d96..e2f6223c8f 100644
--- a/docs/my-website/docs/proxy/alerting.md
+++ b/docs/my-website/docs/proxy/alerting.md
@@ -213,7 +213,7 @@ model_list:
 general_settings: 
   master_key: sk-1234
   alerting: ["slack"]
-  alerting_threshold: 0.0001 # (Seconds) set an artifically low threshold for testing alerting
+  alerting_threshold: 0.0001 # (Seconds) set an artificially low threshold for testing alerting
   alert_to_webhook_url: {
     "llm_exceptions": "https://hooks.slack.com/services/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",
     "llm_too_slow": "https://hooks.slack.com/services/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",
@@ -247,7 +247,7 @@ model_list:
 general_settings: 
   master_key: sk-1234
   alerting: ["slack"]
-  alerting_threshold: 0.0001 # (Seconds) set an artifically low threshold for testing alerting
+  alerting_threshold: 0.0001 # (Seconds) set an artificially low threshold for testing alerting
   alert_to_webhook_url: {
     "llm_exceptions": ["os.environ/SLACK_WEBHOOK_URL", "os.environ/SLACK_WEBHOOK_URL_2"],
     "llm_too_slow": ["https://webhook.site/7843a980-a494-4967-80fb-d502dbc16886", "https://webhook.site/28cfb179-f4fb-4408-8129-729ff55cf213"],
@@ -425,7 +425,7 @@ curl -X GET --location 'http://0.0.0.0:4000/health/services?service=webhook' \
 - `projected_exceeded_date` *str or null*: The date when the budget is projected to be exceeded, returned when 'soft_budget' is set for key (optional).
 - `projected_spend` *float or null*: The projected spend amount, returned when 'soft_budget' is set for key (optional).
 - `event` *Literal["budget_crossed", "threshold_crossed", "projected_limit_exceeded"]*: The type of event that triggered the webhook. Possible values are:
-    * "spend_tracked": Emitted whenver spend is tracked for a customer id. 
+    * "spend_tracked": Emitted whenever spend is tracked for a customer id. 
     * "budget_crossed": Indicates that the spend has exceeded the max budget.
     * "threshold_crossed": Indicates that spend has crossed a threshold (currently sent when 85% and 95% of budget is reached).
     * "projected_limit_exceeded": For "key" only - Indicates that the projected spend is expected to exceed the soft budget threshold.
@@ -480,7 +480,7 @@ LLM-related Alerts
 | `cooldown_deployment` | Alerts when a deployment is put into cooldown | ✅ |
 | `new_model_added` | Notifications when a new model is added to litellm proxy through /model/new| ✅ |
 | `outage_alerts` | Alerts when a specific LLM deployment is facing an outage | ✅ |
-| `region_outage_alerts` | Alerts when a specfic LLM region is facing an outage. Example us-east-1 | ✅ |
+| `region_outage_alerts` | Alerts when a specific LLM region is facing an outage. Example us-east-1 | ✅ |
 
 Budget and Spend Alerts
 
diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index bd8e2116c2..1e3c800b03 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -299,6 +299,9 @@ router_settings:
 |------|-------------|
 | ACTIONS_ID_TOKEN_REQUEST_TOKEN | Token for requesting ID in GitHub Actions
 | ACTIONS_ID_TOKEN_REQUEST_URL | URL for requesting ID token in GitHub Actions
+| AGENTOPS_ENVIRONMENT | Environment for AgentOps logging integration
+| AGENTOPS_API_KEY | API Key for AgentOps logging integration
+| AGENTOPS_SERVICE_NAME | Service Name for AgentOps logging integration
 | AISPEND_ACCOUNT_ID | Account ID for AI Spend
 | AISPEND_API_KEY | API Key for AI Spend
 | ALLOWED_EMAIL_DOMAINS | List of email domains allowed for access
diff --git a/docs/my-website/docs/proxy/custom_pricing.md b/docs/my-website/docs/proxy/custom_pricing.md
index 792d5c26dd..e2df7721bf 100644
--- a/docs/my-website/docs/proxy/custom_pricing.md
+++ b/docs/my-website/docs/proxy/custom_pricing.md
@@ -56,7 +56,7 @@ model_list:
       model: azure/<your_deployment_name>
       api_key: os.environ/AZURE_API_KEY
       api_base: os.environ/AZURE_API_BASE
-      api_version: os.envrion/AZURE_API_VERSION
+      api_version: os.environ/AZURE_API_VERSION
     model_info:
       input_cost_per_token: 0.000421 # 👈 ONLY to track cost per token
       output_cost_per_token: 0.000520 # 👈 ONLY to track cost per token
@@ -133,4 +133,4 @@ acompletion(
 
 If these keys are not present, LiteLLM will not use your custom pricing. 
 
-If the problem persists, please file an issue on [GitHub](https://github.com/BerriAI/litellm/issues). 
\ No newline at end of file
+If the problem persists, please file an issue on [GitHub](https://github.com/BerriAI/litellm/issues). 
diff --git a/docs/my-website/docs/proxy/db_deadlocks.md b/docs/my-website/docs/proxy/db_deadlocks.md
index 332374995d..0eee928fa6 100644
--- a/docs/my-website/docs/proxy/db_deadlocks.md
+++ b/docs/my-website/docs/proxy/db_deadlocks.md
@@ -19,7 +19,7 @@ LiteLLM writes `UPDATE` and `UPSERT` queries to the DB. When using 10+ instances
 
 ### Stage 1. Each instance writes updates to redis
 
-Each instance will accumlate the spend updates for a key, user, team, etc and write the updates to a redis queue. 
+Each instance will accumulate the spend updates for a key, user, team, etc and write the updates to a redis queue. 
 
 <Image img={require('../../img/deadlock_fix_1.png')}  style={{ width: '900px', height: 'auto' }} />
 <p style={{textAlign: 'left', color: '#666'}}>
diff --git a/docs/my-website/docs/proxy/deploy.md b/docs/my-website/docs/proxy/deploy.md
index 011778f584..d57686dc78 100644
--- a/docs/my-website/docs/proxy/deploy.md
+++ b/docs/my-website/docs/proxy/deploy.md
@@ -22,7 +22,7 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env
 
 # Add the litellm salt key - you cannot change this after adding a model
 # It is used to encrypt / decrypt your LLM API Key credentials
-# We recommned - https://1password.com/password-generator/ 
+# We recommend - https://1password.com/password-generator/ 
 # password generator to get a random hash for litellm salt key
 echo 'LITELLM_SALT_KEY="sk-1234"' >> .env
 
@@ -125,7 +125,7 @@ CMD ["--port", "4000", "--config", "config.yaml", "--detailed_debug"]
 
 ### Build from litellm `pip` package
 
-Follow these instructons to build a docker container from the litellm pip package. If your company has a strict requirement around security / building images you can follow these steps.
+Follow these instructions to build a docker container from the litellm pip package. If your company has a strict requirement around security / building images you can follow these steps.
 
 Dockerfile 
 
@@ -999,7 +999,7 @@ services:
       - "4000:4000" # Map the container port to the host, change the host port if necessary
     volumes:
       - ./litellm-config.yaml:/app/config.yaml # Mount the local configuration file
-    # You can change the port or number of workers as per your requirements or pass any new supported CLI augument. Make sure the port passed here matches with the container port defined above in `ports` value
+    # You can change the port or number of workers as per your requirements or pass any new supported CLI argument. Make sure the port passed here matches with the container port defined above in `ports` value
     command: [ "--config", "/app/config.yaml", "--port", "4000", "--num_workers", "8" ]
 
 # ...rest of your docker-compose config if any
diff --git a/docs/my-website/docs/proxy/enterprise.md b/docs/my-website/docs/proxy/enterprise.md
index fb0945d488..26dc9d4950 100644
--- a/docs/my-website/docs/proxy/enterprise.md
+++ b/docs/my-website/docs/proxy/enterprise.md
@@ -691,7 +691,7 @@ curl --request POST \
 <TabItem value="admin_only_routes" label="Test `admin_only_routes`">
 
 
-**Successfull Request**
+**Successful Request**
 
 ```shell
 curl --location 'http://0.0.0.0:4000/key/generate' \
@@ -729,7 +729,7 @@ curl --location 'http://0.0.0.0:4000/key/generate' \
 <TabItem value="allowed_routes" label="Test `allowed_routes`">
 
 
-**Successfull Request**
+**Successful Request**
 
 ```shell
 curl http://localhost:4000/chat/completions \
diff --git a/docs/my-website/docs/proxy/guardrails/quick_start.md b/docs/my-website/docs/proxy/guardrails/quick_start.md
index aeac507e0a..55cfa98d48 100644
--- a/docs/my-website/docs/proxy/guardrails/quick_start.md
+++ b/docs/my-website/docs/proxy/guardrails/quick_start.md
@@ -164,7 +164,7 @@ curl -i http://localhost:4000/v1/chat/completions \
 
 **Expected response**
 
-Your response headers will incude `x-litellm-applied-guardrails` with the guardrail applied 
+Your response headers will include `x-litellm-applied-guardrails` with the guardrail applied 
 
 ```
 x-litellm-applied-guardrails: aporia-pre-guard
diff --git a/docs/my-website/docs/proxy/logging.md b/docs/my-website/docs/proxy/logging.md
index c8731dd270..ad4cababc0 100644
--- a/docs/my-website/docs/proxy/logging.md
+++ b/docs/my-website/docs/proxy/logging.md
@@ -277,7 +277,7 @@ Found under `kwargs["standard_logging_object"]`. This is a standard payload, log
 
 ## Langfuse
 
-We will use the `--config` to set `litellm.success_callback = ["langfuse"]` this will log all successfull LLM calls to langfuse. Make sure to set `LANGFUSE_PUBLIC_KEY` and `LANGFUSE_SECRET_KEY` in your environment
+We will use the `--config` to set `litellm.success_callback = ["langfuse"]` this will log all successful LLM calls to langfuse. Make sure to set `LANGFUSE_PUBLIC_KEY` and `LANGFUSE_SECRET_KEY` in your environment
 
 **Step 1** Install langfuse
 
@@ -534,15 +534,15 @@ print(response)
 
 Use this if you want to control which LiteLLM-specific fields are logged as tags by the LiteLLM proxy. By default LiteLLM Proxy logs no LiteLLM-specific fields
 
-| LiteLLM specific field               | Description                                           | Example Value                                       |
-|------------------------|-------------------------------------------------------|------------------------------------------------|
-| `cache_hit`            | Indicates whether a cache hit occured (True) or not (False)   | `true`, `false`                                |
-| `cache_key`            | The Cache key used for this request                | `d2b758c****`|
-| `proxy_base_url`       | The base URL for the proxy server, the value of env var `PROXY_BASE_URL` on your server                | `https://proxy.example.com`|
-| `user_api_key_alias`   | An alias for the LiteLLM Virtual Key.| `prod-app1`        |
-| `user_api_key_user_id` | The unique ID associated with a user's API key.       | `user_123`, `user_456`                         |
-| `user_api_key_user_email` | The email associated with a user's API key.        | `user@example.com`, `admin@example.com`        |
-| `user_api_key_team_alias` | An alias for a team associated with an API key.    | `team_alpha`, `dev_team`                       |
+| LiteLLM specific field    | Description                                                                             | Example Value                                  |
+|---------------------------|-----------------------------------------------------------------------------------------|------------------------------------------------|
+| `cache_hit`               | Indicates whether a cache hit occurred (True) or not (False)                            | `true`, `false`                                |
+| `cache_key`               | The Cache key used for this request                                                     | `d2b758c****`                                  |
+| `proxy_base_url`          | The base URL for the proxy server, the value of env var `PROXY_BASE_URL` on your server | `https://proxy.example.com`                    |
+| `user_api_key_alias`      | An alias for the LiteLLM Virtual Key.                                                   | `prod-app1`                                    |
+| `user_api_key_user_id`    | The unique ID associated with a user's API key.                                         | `user_123`, `user_456`                         |
+| `user_api_key_user_email` | The email associated with a user's API key.                                             | `user@example.com`, `admin@example.com`        |
+| `user_api_key_team_alias` | An alias for a team associated with an API key.                                         | `team_alpha`, `dev_team`                       |
 
 
 **Usage**
@@ -1190,7 +1190,7 @@ We will use the `--config` to set
 
 - `litellm.success_callback = ["s3"]` 
 
-This will log all successfull LLM calls to s3 Bucket
+This will log all successful LLM calls to s3 Bucket
 
 **Step 1** Set AWS Credentials in .env
 
@@ -1279,7 +1279,7 @@ Log LLM Logs to [Azure Data Lake Storage](https://learn.microsoft.com/en-us/azur
 
 | Property | Details |
 |----------|---------|
-| Description | Log LLM Input/Output to Azure Blob Storag (Bucket) |
+| Description | Log LLM Input/Output to Azure Blob Storage (Bucket) |
 | Azure Docs on Data Lake Storage | [Azure Data Lake Storage](https://learn.microsoft.com/en-us/azure/storage/blobs/data-lake-storage-introduction) |
 
 
@@ -1360,7 +1360,7 @@ LiteLLM Supports logging to the following Datdog Integrations:
 <Tabs>
 <TabItem value="datadog" label="Datadog Logs">
 
-We will use the `--config` to set `litellm.callbacks = ["datadog"]` this will log all successfull LLM calls to DataDog
+We will use the `--config` to set `litellm.callbacks = ["datadog"]` this will log all successful LLM calls to DataDog
 
 **Step 1**: Create a `config.yaml` file and set `litellm_settings`: `success_callback`
 
@@ -1636,7 +1636,7 @@ class MyCustomHandler(CustomLogger):
             litellm_params = kwargs.get("litellm_params", {})
             metadata = litellm_params.get("metadata", {})   # headers passed to LiteLLM proxy, can be found here
 
-            # Acess Exceptions & Traceback
+            # Access Exceptions & Traceback
             exception_event = kwargs.get("exception", None)
             traceback_event = kwargs.get("traceback_exception", None)
 
@@ -2205,7 +2205,7 @@ We will use the `--config` to set
 - `litellm.success_callback = ["dynamodb"]` 
 - `litellm.dynamodb_table_name = "your-table-name"`
 
-This will log all successfull LLM calls to DynamoDB
+This will log all successful LLM calls to DynamoDB
 
 **Step 1** Set AWS Credentials in .env
 
@@ -2370,7 +2370,7 @@ litellm --test
 
 [Athina](https://athina.ai/) allows you to log LLM Input/Output for monitoring, analytics, and observability.
 
-We will use the `--config` to set `litellm.success_callback = ["athina"]` this will log all successfull LLM calls to athina
+We will use the `--config` to set `litellm.success_callback = ["athina"]` this will log all successful LLM calls to athina
 
 **Step 1** Set Athina API key
 
diff --git a/docs/my-website/docs/proxy/model_discovery.md b/docs/my-website/docs/proxy/model_discovery.md
new file mode 100644
index 0000000000..5790dfc520
--- /dev/null
+++ b/docs/my-website/docs/proxy/model_discovery.md
@@ -0,0 +1,108 @@
+# Model Discovery
+
+Use this to give users an accurate list of models available behind provider endpoint, when calling `/v1/models` for wildcard models.
+
+## Supported Models
+
+- Fireworks AI
+- OpenAI
+- Gemini
+- LiteLLM Proxy
+- Topaz
+- Anthropic
+- XAI
+- VLLM
+- Vertex AI
+
+### Usage
+
+**1. Setup config.yaml**
+
+```yaml
+model_list:
+    - model_name: xai/*
+      litellm_params:
+        model: xai/*
+        api_key: os.environ/XAI_API_KEY
+
+litellm_settings:
+    check_provider_endpoint: true # 👈 Enable checking provider endpoint for wildcard models
+```
+
+**2. Start proxy**
+
+```bash
+litellm --config /path/to/config.yaml
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+**3. Call `/v1/models`**
+
+```bash
+curl -X GET "http://localhost:4000/v1/models" -H "Authorization: Bearer $LITELLM_KEY"
+```
+
+Expected response
+
+```json
+{
+    "data": [
+        {
+            "id": "xai/grok-2-1212",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-2-vision-1212",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-3-beta",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-3-fast-beta",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-3-mini-beta",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-3-mini-fast-beta",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-beta",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-vision-beta",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        },
+        {
+            "id": "xai/grok-2-image-1212",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai"
+        }
+    ],
+    "object": "list"
+}
+```
\ No newline at end of file
diff --git a/docs/my-website/docs/proxy/prod.md b/docs/my-website/docs/proxy/prod.md
index 2d09502d52..e1b8336401 100644
--- a/docs/my-website/docs/proxy/prod.md
+++ b/docs/my-website/docs/proxy/prod.md
@@ -61,7 +61,7 @@ CMD ["--port", "4000", "--config", "./proxy_server_config.yaml"]
 
 ## 3. Use Redis 'port','host', 'password'. NOT 'redis_url'
 
-If you decide to use Redis, DO NOT use 'redis_url'. We recommend usig redis port, host, and password params. 
+If you decide to use Redis, DO NOT use 'redis_url'. We recommend using redis port, host, and password params. 
 
 `redis_url`is 80 RPS slower
 
@@ -169,7 +169,7 @@ If you plan on using the DB, set a salt key for encrypting/decrypting variables
 
 Do not change this after adding a model. It is used to encrypt / decrypt your LLM API Key credentials
 
-We recommned - https://1password.com/password-generator/ password generator to get a random hash for litellm salt key.
+We recommend - https://1password.com/password-generator/ password generator to get a random hash for litellm salt key.
 
 ```bash
 export LITELLM_SALT_KEY="sk-1234"
diff --git a/docs/my-website/docs/proxy/temporary_budget_increase.md b/docs/my-website/docs/proxy/temporary_budget_increase.md
index 917ff0d6b5..de985eb9bd 100644
--- a/docs/my-website/docs/proxy/temporary_budget_increase.md
+++ b/docs/my-website/docs/proxy/temporary_budget_increase.md
@@ -3,7 +3,7 @@
 Set temporary budget increase for a LiteLLM Virtual Key. Use this if you get asked to increase the budget for a key temporarily.
 
 
-| Heirarchy | Supported | 
+| Hierarchy | Supported | 
 |-----------|-----------|
 | LiteLLM Virtual Key | ✅ |
 | User | ❌ |
diff --git a/docs/my-website/docs/proxy/ui_credentials.md b/docs/my-website/docs/proxy/ui_credentials.md
index ba9d1c4c66..40db536859 100644
--- a/docs/my-website/docs/proxy/ui_credentials.md
+++ b/docs/my-website/docs/proxy/ui_credentials.md
@@ -4,7 +4,7 @@ import TabItem from '@theme/TabItem';
 
 # Adding LLM Credentials
 
-You can add LLM provider credentials on the UI. Once you add credentials you can re-use them when adding new models
+You can add LLM provider credentials on the UI. Once you add credentials you can reuse them when adding new models
 
 ## Add a credential + model
 
diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md
index 04be4ade48..26ec69b30d 100644
--- a/docs/my-website/docs/proxy/virtual_keys.md
+++ b/docs/my-website/docs/proxy/virtual_keys.md
@@ -23,7 +23,7 @@ Requirements:
   - ** Set on config.yaml** set your master key under `general_settings:master_key`, example below
   - ** Set env variable** set `LITELLM_MASTER_KEY`
 
-(the proxy Dockerfile checks if the `DATABASE_URL` is set and then intializes the DB connection)
+(the proxy Dockerfile checks if the `DATABASE_URL` is set and then initializes the DB connection)
 
 ```shell
 export DATABASE_URL=postgresql://<user>:<password>@<host>:<port>/<dbname>
@@ -333,7 +333,7 @@ curl http://localhost:4000/v1/chat/completions \
 
 **Expected Response**
 
-Expect to see a successfull response from the litellm proxy since the key passed in `X-Litellm-Key` is valid
+Expect to see a successful response from the litellm proxy since the key passed in `X-Litellm-Key` is valid
 ```shell
 {"id":"chatcmpl-f9b2b79a7c30477ab93cd0e717d1773e","choices":[{"finish_reason":"stop","index":0,"message":{"content":"\n\nHello there, how may I assist you today?","role":"assistant","tool_calls":null,"function_call":null}}],"created":1677652288,"model":"gpt-3.5-turbo-0125","object":"chat.completion","system_fingerprint":"fp_44709d6fcb","usage":{"completion_tokens":12,"prompt_tokens":9,"total_tokens":21}
 ```
diff --git a/docs/my-website/docs/reasoning_content.md b/docs/my-website/docs/reasoning_content.md
index 86ef58bd68..12a0f17ba0 100644
--- a/docs/my-website/docs/reasoning_content.md
+++ b/docs/my-website/docs/reasoning_content.md
@@ -16,6 +16,8 @@ Supported Providers:
 - Vertex AI (Anthropic) (`vertexai/`)
 - OpenRouter (`openrouter/`)
 - XAI (`xai/`)
+- Google AI Studio (`google/`)
+- Vertex AI (`vertex_ai/`)
 
 LiteLLM will standardize the `reasoning_content` in the response and `thinking_blocks` in the assistant message.
 
@@ -23,7 +25,7 @@ LiteLLM will standardize the `reasoning_content` in the response and `thinking_b
 "message": {
     ...
     "reasoning_content": "The capital of France is Paris.",
-    "thinking_blocks": [
+    "thinking_blocks": [ # only returned for Anthropic models
         {
             "type": "thinking",
             "thinking": "The capital of France is Paris.",
diff --git a/docs/my-website/docs/response_api.md b/docs/my-website/docs/response_api.md
index 1ab9865504..532f20bc05 100644
--- a/docs/my-website/docs/response_api.md
+++ b/docs/my-website/docs/response_api.md
@@ -14,22 +14,22 @@ LiteLLM provides a BETA endpoint in the spec of [OpenAI's `/responses` API](http
 | Fallbacks | ✅ | Works between supported models |
 | Loadbalancing | ✅ | Works between supported models |
 | Supported LiteLLM Versions | 1.63.8+ | |
-| Supported LLM providers | `openai` | |
+| Supported LLM providers | **All LiteLLM supported providers** | `openai`, `anthropic`, `bedrock`, `vertex_ai`, `gemini`, `azure`, `azure_ai` etc. |
 
 ## Usage
 
-## Create a model response
+### LiteLLM Python SDK
 
 <Tabs>
-<TabItem value="litellm-sdk" label="LiteLLM SDK">
+<TabItem value="openai" label="OpenAI">
 
 #### Non-streaming
-```python
+```python showLineNumbers title="OpenAI Non-streaming Response"
 import litellm
 
 # Non-streaming response
 response = litellm.responses(
-    model="o1-pro",
+    model="openai/o1-pro",
     input="Tell me a three sentence bedtime story about a unicorn.",
     max_output_tokens=100
 )
@@ -38,12 +38,12 @@ print(response)
 ```
 
 #### Streaming
-```python
+```python showLineNumbers title="OpenAI Streaming Response"
 import litellm
 
 # Streaming response
 response = litellm.responses(
-    model="o1-pro",
+    model="openai/o1-pro",
     input="Tell me a three sentence bedtime story about a unicorn.",
     stream=True
 )
@@ -53,58 +53,169 @@ for event in response:
 ```
 
 </TabItem>
-<TabItem value="proxy" label="OpenAI SDK with LiteLLM Proxy">
 
-First, add this to your litellm proxy config.yaml:
-```yaml
-model_list:
-  - model_name: o1-pro
-    litellm_params:
-      model: openai/o1-pro
-      api_key: os.environ/OPENAI_API_KEY
-```
-
-Start your LiteLLM proxy:
-```bash
-litellm --config /path/to/config.yaml
-
-# RUNNING on http://0.0.0.0:4000
-```
-
-Then use the OpenAI SDK pointed to your proxy:
+<TabItem value="anthropic" label="Anthropic">
 
 #### Non-streaming
-```python
-from openai import OpenAI
+```python showLineNumbers title="Anthropic Non-streaming Response"
+import litellm
+import os
 
-# Initialize client with your proxy URL
-client = OpenAI(
-    base_url="http://localhost:4000",  # Your proxy URL
-    api_key="your-api-key"             # Your proxy API key
-)
+# Set API key
+os.environ["ANTHROPIC_API_KEY"] = "your-anthropic-api-key"
 
 # Non-streaming response
-response = client.responses.create(
-    model="o1-pro",
-    input="Tell me a three sentence bedtime story about a unicorn."
+response = litellm.responses(
+    model="anthropic/claude-3-5-sonnet-20240620",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    max_output_tokens=100
 )
 
 print(response)
 ```
 
 #### Streaming
-```python
-from openai import OpenAI
+```python showLineNumbers title="Anthropic Streaming Response"
+import litellm
+import os
 
-# Initialize client with your proxy URL
-client = OpenAI(
-    base_url="http://localhost:4000",  # Your proxy URL
-    api_key="your-api-key"             # Your proxy API key
-)
+# Set API key
+os.environ["ANTHROPIC_API_KEY"] = "your-anthropic-api-key"
 
 # Streaming response
-response = client.responses.create(
-    model="o1-pro",
+response = litellm.responses(
+    model="anthropic/claude-3-5-sonnet-20240620",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="vertex" label="Vertex AI">
+
+#### Non-streaming
+```python showLineNumbers title="Vertex AI Non-streaming Response"
+import litellm
+import os
+
+# Set credentials - Vertex AI uses application default credentials
+# Run 'gcloud auth application-default login' to authenticate
+os.environ["VERTEXAI_PROJECT"] = "your-gcp-project-id"
+os.environ["VERTEXAI_LOCATION"] = "us-central1"
+
+# Non-streaming response
+response = litellm.responses(
+    model="vertex_ai/gemini-1.5-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    max_output_tokens=100
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="Vertex AI Streaming Response"
+import litellm
+import os
+
+# Set credentials - Vertex AI uses application default credentials
+# Run 'gcloud auth application-default login' to authenticate
+os.environ["VERTEXAI_PROJECT"] = "your-gcp-project-id"
+os.environ["VERTEXAI_LOCATION"] = "us-central1"
+
+# Streaming response
+response = litellm.responses(
+    model="vertex_ai/gemini-1.5-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="bedrock" label="AWS Bedrock">
+
+#### Non-streaming
+```python showLineNumbers title="AWS Bedrock Non-streaming Response"
+import litellm
+import os
+
+# Set AWS credentials
+os.environ["AWS_ACCESS_KEY_ID"] = "your-access-key-id"
+os.environ["AWS_SECRET_ACCESS_KEY"] = "your-secret-access-key"
+os.environ["AWS_REGION_NAME"] = "us-west-2"  # or your AWS region
+
+# Non-streaming response
+response = litellm.responses(
+    model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    max_output_tokens=100
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="AWS Bedrock Streaming Response"
+import litellm
+import os
+
+# Set AWS credentials
+os.environ["AWS_ACCESS_KEY_ID"] = "your-access-key-id"
+os.environ["AWS_SECRET_ACCESS_KEY"] = "your-secret-access-key"
+os.environ["AWS_REGION_NAME"] = "us-west-2"  # or your AWS region
+
+# Streaming response
+response = litellm.responses(
+    model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="gemini" label="Google AI Studio">
+
+#### Non-streaming
+```python showLineNumbers title="Google AI Studio Non-streaming Response"
+import litellm
+import os
+
+# Set API key for Google AI Studio
+os.environ["GEMINI_API_KEY"] = "your-gemini-api-key"
+
+# Non-streaming response
+response = litellm.responses(
+    model="gemini/gemini-1.5-flash",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    max_output_tokens=100
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="Google AI Studio Streaming Response"
+import litellm
+import os
+
+# Set API key for Google AI Studio
+os.environ["GEMINI_API_KEY"] = "your-gemini-api-key"
+
+# Streaming response
+response = litellm.responses(
+    model="gemini/gemini-1.5-flash",
     input="Tell me a three sentence bedtime story about a unicorn.",
     stream=True
 )
@@ -115,3 +226,408 @@ for event in response:
 
 </TabItem>
 </Tabs>
+
+### LiteLLM Proxy with OpenAI SDK
+
+First, set up and start your LiteLLM proxy server.
+
+```bash title="Start LiteLLM Proxy Server"
+litellm --config /path/to/config.yaml
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+<Tabs>
+<TabItem value="openai" label="OpenAI">
+
+First, add this to your litellm proxy config.yaml:
+```yaml showLineNumbers title="OpenAI Proxy Configuration"
+model_list:
+  - model_name: openai/o1-pro
+    litellm_params:
+      model: openai/o1-pro
+      api_key: os.environ/OPENAI_API_KEY
+```
+
+#### Non-streaming
+```python showLineNumbers title="OpenAI Proxy Non-streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Non-streaming response
+response = client.responses.create(
+    model="openai/o1-pro",
+    input="Tell me a three sentence bedtime story about a unicorn."
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="OpenAI Proxy Streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Streaming response
+response = client.responses.create(
+    model="openai/o1-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="anthropic" label="Anthropic">
+
+First, add this to your litellm proxy config.yaml:
+```yaml showLineNumbers title="Anthropic Proxy Configuration"
+model_list:
+  - model_name: anthropic/claude-3-5-sonnet-20240620
+    litellm_params:
+      model: anthropic/claude-3-5-sonnet-20240620
+      api_key: os.environ/ANTHROPIC_API_KEY
+```
+
+#### Non-streaming
+```python showLineNumbers title="Anthropic Proxy Non-streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Non-streaming response
+response = client.responses.create(
+    model="anthropic/claude-3-5-sonnet-20240620",
+    input="Tell me a three sentence bedtime story about a unicorn."
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="Anthropic Proxy Streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Streaming response
+response = client.responses.create(
+    model="anthropic/claude-3-5-sonnet-20240620",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="vertex" label="Vertex AI">
+
+First, add this to your litellm proxy config.yaml:
+```yaml showLineNumbers title="Vertex AI Proxy Configuration"
+model_list:
+  - model_name: vertex_ai/gemini-1.5-pro
+    litellm_params:
+      model: vertex_ai/gemini-1.5-pro
+      vertex_project: your-gcp-project-id
+      vertex_location: us-central1
+```
+
+#### Non-streaming
+```python showLineNumbers title="Vertex AI Proxy Non-streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Non-streaming response
+response = client.responses.create(
+    model="vertex_ai/gemini-1.5-pro",
+    input="Tell me a three sentence bedtime story about a unicorn."
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="Vertex AI Proxy Streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Streaming response
+response = client.responses.create(
+    model="vertex_ai/gemini-1.5-pro",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="bedrock" label="AWS Bedrock">
+
+First, add this to your litellm proxy config.yaml:
+```yaml showLineNumbers title="AWS Bedrock Proxy Configuration"
+model_list:
+  - model_name: bedrock/anthropic.claude-3-sonnet-20240229-v1:0
+    litellm_params:
+      model: bedrock/anthropic.claude-3-sonnet-20240229-v1:0
+      aws_access_key_id: os.environ/AWS_ACCESS_KEY_ID
+      aws_secret_access_key: os.environ/AWS_SECRET_ACCESS_KEY
+      aws_region_name: us-west-2
+```
+
+#### Non-streaming
+```python showLineNumbers title="AWS Bedrock Proxy Non-streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Non-streaming response
+response = client.responses.create(
+    model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
+    input="Tell me a three sentence bedtime story about a unicorn."
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="AWS Bedrock Proxy Streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Streaming response
+response = client.responses.create(
+    model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+
+<TabItem value="gemini" label="Google AI Studio">
+
+First, add this to your litellm proxy config.yaml:
+```yaml showLineNumbers title="Google AI Studio Proxy Configuration"
+model_list:
+  - model_name: gemini/gemini-1.5-flash
+    litellm_params:
+      model: gemini/gemini-1.5-flash
+      api_key: os.environ/GEMINI_API_KEY
+```
+
+#### Non-streaming
+```python showLineNumbers title="Google AI Studio Proxy Non-streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Non-streaming response
+response = client.responses.create(
+    model="gemini/gemini-1.5-flash",
+    input="Tell me a three sentence bedtime story about a unicorn."
+)
+
+print(response)
+```
+
+#### Streaming
+```python showLineNumbers title="Google AI Studio Proxy Streaming Response"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+    base_url="http://localhost:4000",  # Your proxy URL
+    api_key="your-api-key"             # Your proxy API key
+)
+
+# Streaming response
+response = client.responses.create(
+    model="gemini/gemini-1.5-flash",
+    input="Tell me a three sentence bedtime story about a unicorn.",
+    stream=True
+)
+
+for event in response:
+    print(event)
+```
+
+</TabItem>
+</Tabs>
+
+## Supported Responses API Parameters
+
+| Provider | Supported Parameters |
+|----------|---------------------|
+| `openai` | [All Responses API parameters are supported](https://github.com/BerriAI/litellm/blob/7c3df984da8e4dff9201e4c5353fdc7a2b441831/litellm/llms/openai/responses/transformation.py#L23) |
+| `azure` | [All Responses API parameters are supported](https://github.com/BerriAI/litellm/blob/7c3df984da8e4dff9201e4c5353fdc7a2b441831/litellm/llms/openai/responses/transformation.py#L23) |
+| `anthropic` | [See supported parameters here](https://github.com/BerriAI/litellm/blob/f39d9178868662746f159d5ef642c7f34f9bfe5f/litellm/responses/litellm_completion_transformation/transformation.py#L57) |
+| `bedrock` | [See supported parameters here](https://github.com/BerriAI/litellm/blob/f39d9178868662746f159d5ef642c7f34f9bfe5f/litellm/responses/litellm_completion_transformation/transformation.py#L57) |
+| `gemini` | [See supported parameters here](https://github.com/BerriAI/litellm/blob/f39d9178868662746f159d5ef642c7f34f9bfe5f/litellm/responses/litellm_completion_transformation/transformation.py#L57) |
+| `vertex_ai` | [See supported parameters here](https://github.com/BerriAI/litellm/blob/f39d9178868662746f159d5ef642c7f34f9bfe5f/litellm/responses/litellm_completion_transformation/transformation.py#L57) |
+| `azure_ai` | [See supported parameters here](https://github.com/BerriAI/litellm/blob/f39d9178868662746f159d5ef642c7f34f9bfe5f/litellm/responses/litellm_completion_transformation/transformation.py#L57) |
+| All other llm api providers | [See supported parameters here](https://github.com/BerriAI/litellm/blob/f39d9178868662746f159d5ef642c7f34f9bfe5f/litellm/responses/litellm_completion_transformation/transformation.py#L57) |
+
+## Load Balancing with Routing Affinity
+
+When using the Responses API with multiple deployments of the same model (e.g., multiple Azure OpenAI endpoints), LiteLLM provides routing affinity for conversations. This ensures that follow-up requests using a `previous_response_id` are routed to the same deployment that generated the original response.
+
+
+#### Example Usage
+
+<Tabs>
+<TabItem value="python-sdk" label="Python SDK">
+
+```python showLineNumbers title="Python SDK with Routing Affinity"
+import litellm
+
+# Set up router with multiple deployments of the same model
+router = litellm.Router(
+    model_list=[
+        {
+            "model_name": "azure-gpt4-turbo",
+            "litellm_params": {
+                "model": "azure/gpt-4-turbo",
+                "api_key": "your-api-key-1",
+                "api_version": "2024-06-01",
+                "api_base": "https://endpoint1.openai.azure.com",
+            },
+        },
+        {
+            "model_name": "azure-gpt4-turbo",
+            "litellm_params": {
+                "model": "azure/gpt-4-turbo",
+                "api_key": "your-api-key-2",
+                "api_version": "2024-06-01",
+                "api_base": "https://endpoint2.openai.azure.com",
+            },
+        },
+    ],
+    optional_pre_call_checks=["responses_api_deployment_check"],
+)
+
+# Initial request
+response = await router.aresponses(
+    model="azure-gpt4-turbo",
+    input="Hello, who are you?",
+    truncation="auto",
+)
+
+# Store the response ID
+response_id = response.id
+
+# Follow-up request - will be automatically routed to the same deployment
+follow_up = await router.aresponses(
+    model="azure-gpt4-turbo",
+    input="Tell me more about yourself",
+    truncation="auto",
+    previous_response_id=response_id  # This ensures routing to the same deployment
+)
+```
+
+</TabItem>
+<TabItem value="proxy-server" label="Proxy Server">
+
+#### 1. Setup routing affinity on proxy config.yaml
+
+To enable routing affinity for Responses API in your LiteLLM proxy, set `optional_pre_call_checks: ["responses_api_deployment_check"]` in your proxy config.yaml.
+
+```yaml showLineNumbers title="config.yaml with Responses API Routing Affinity"
+model_list:
+  - model_name: azure-gpt4-turbo
+    litellm_params:
+      model: azure/gpt-4-turbo
+      api_key: your-api-key-1
+      api_version: 2024-06-01
+      api_base: https://endpoint1.openai.azure.com
+  - model_name: azure-gpt4-turbo
+    litellm_params:
+      model: azure/gpt-4-turbo
+      api_key: your-api-key-2
+      api_version: 2024-06-01
+      api_base: https://endpoint2.openai.azure.com
+
+router_settings:
+  optional_pre_call_checks: ["responses_api_deployment_check"]
+```
+
+#### 2. Use the OpenAI Python SDK to make requests to LiteLLM Proxy
+
+```python showLineNumbers title="OpenAI Client with Proxy Server"
+from openai import OpenAI
+
+client = OpenAI(
+    base_url="http://localhost:4000",
+    api_key="your-api-key"
+)
+
+# Initial request
+response = client.responses.create(
+    model="azure-gpt4-turbo",
+    input="Hello, who are you?"
+)
+
+response_id = response.id
+
+# Follow-up request - will be automatically routed to the same deployment
+follow_up = client.responses.create(
+    model="azure-gpt4-turbo",
+    input="Tell me more about yourself",
+    previous_response_id=response_id  # This ensures routing to the same deployment
+)
+```
+
+</TabItem>
+</Tabs>
diff --git a/docs/my-website/docs/simple_proxy_old_doc.md b/docs/my-website/docs/simple_proxy_old_doc.md
index 64491b1ea8..730fd0aab4 100644
--- a/docs/my-website/docs/simple_proxy_old_doc.md
+++ b/docs/my-website/docs/simple_proxy_old_doc.md
@@ -994,16 +994,16 @@ litellm --health
 
 ## Logging Proxy Input/Output - OpenTelemetry
 
-### Step 1 Start OpenTelemetry Collecter Docker Container
+### Step 1 Start OpenTelemetry Collector Docker Container
 This container sends logs to your selected destination 
 
-#### Install OpenTelemetry Collecter Docker Image
+#### Install OpenTelemetry Collector Docker Image
 ```shell
 docker pull otel/opentelemetry-collector:0.90.0
 docker run -p 127.0.0.1:4317:4317 -p 127.0.0.1:55679:55679 otel/opentelemetry-collector:0.90.0
 ```
 
-#### Set Destination paths on OpenTelemetry Collecter
+#### Set Destination paths on OpenTelemetry Collector
 
 Here's the OpenTelemetry yaml config to use with Elastic Search
 ```yaml
@@ -1077,7 +1077,7 @@ general_settings:
 LiteLLM will read the `OTEL_ENDPOINT` environment variable to send data to your OTEL collector 
 
 ```python
-os.environ['OTEL_ENDPOINT'] # defauls to 127.0.0.1:4317 if not provided
+os.environ['OTEL_ENDPOINT'] # defaults to 127.0.0.1:4317 if not provided
 ```
 
 #### Start LiteLLM Proxy
@@ -1101,8 +1101,8 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \
 ```
 
 
-#### Test & View Logs on OpenTelemetry Collecter
-On successfull logging you should be able to see this log on your `OpenTelemetry Collecter` Docker Container
+#### Test & View Logs on OpenTelemetry Collector
+On successful logging you should be able to see this log on your `OpenTelemetry Collector` Docker Container
 ```shell
 Events:
 SpanEvent #0
@@ -1149,7 +1149,7 @@ Here's the log view on Elastic Search. You can see the request `input`, `output`
 <Image img={require('../img/elastic_otel.png')} />
 
 ## Logging Proxy Input/Output - Langfuse
-We will use the `--config` to set `litellm.success_callback = ["langfuse"]` this will log all successfull LLM calls to langfuse
+We will use the `--config` to set `litellm.success_callback = ["langfuse"]` this will log all successful LLM calls to langfuse
 
 **Step 1** Install langfuse
 
diff --git a/docs/my-website/docs/tutorials/compare_llms.md b/docs/my-website/docs/tutorials/compare_llms.md
index a7eda2c85f..d7fdf8d7d9 100644
--- a/docs/my-website/docs/tutorials/compare_llms.md
+++ b/docs/my-website/docs/tutorials/compare_llms.md
@@ -117,7 +117,7 @@ response = completion("command-nightly", messages)
 """
 
 
-# qustions/logs you want to run the LLM on
+# questions/logs you want to run the LLM on
 questions = [
     "what is litellm?",
     "why should I use LiteLLM",
diff --git a/docs/my-website/docs/tutorials/gradio_integration.md b/docs/my-website/docs/tutorials/gradio_integration.md
index 4854fc2ac9..021815d937 100644
--- a/docs/my-website/docs/tutorials/gradio_integration.md
+++ b/docs/my-website/docs/tutorials/gradio_integration.md
@@ -30,7 +30,7 @@ def inference(message, history):
             yield partial_message
     except Exception as e:
         print("Exception encountered:", str(e))
-        yield f"An Error occured please 'Clear' the error and try your question again"
+        yield f"An Error occurred please 'Clear' the error and try your question again"
 ```
 
 ### Define Chat Interface
diff --git a/docs/my-website/docs/tutorials/openai_codex.md b/docs/my-website/docs/tutorials/openai_codex.md
new file mode 100644
index 0000000000..bb5af956b0
--- /dev/null
+++ b/docs/my-website/docs/tutorials/openai_codex.md
@@ -0,0 +1,146 @@
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Using LiteLLM with OpenAI Codex
+
+This guide walks you through connecting OpenAI Codex to LiteLLM. Using LiteLLM with Codex allows teams to:
+- Access 100+ LLMs through the Codex interface
+- Use powerful models like Gemini through a familiar interface
+- Track spend and usage with LiteLLM's built-in analytics
+- Control model access with virtual keys
+
+<Image img={require('../../img/litellm_codex.gif')} />
+
+## Quickstart
+
+:::info
+
+Requires LiteLLM v1.66.3.dev5 and higher
+
+:::
+
+
+Make sure to set up LiteLLM with the [LiteLLM Getting Started Guide](../proxy/docker_quick_start.md).
+
+## 1. Install OpenAI Codex
+
+Install the OpenAI Codex CLI tool globally using npm:
+
+<Tabs>
+<TabItem value="npm" label="npm">
+
+```bash showLineNumbers
+npm i -g @openai/codex
+```
+
+</TabItem>
+<TabItem value="yarn" label="yarn">
+
+```bash showLineNumbers
+yarn global add @openai/codex
+```
+
+</TabItem>
+</Tabs>
+
+## 2. Start LiteLLM Proxy
+
+<Tabs>
+<TabItem value="docker" label="Docker">
+
+```bash showLineNumbers
+docker run \
+    -v $(pwd)/litellm_config.yaml:/app/config.yaml \
+    -p 4000:4000 \
+    ghcr.io/berriai/litellm:main-latest \
+    --config /app/config.yaml
+```
+
+</TabItem>
+<TabItem value="pip" label="LiteLLM CLI">
+
+```bash showLineNumbers
+litellm --config /path/to/config.yaml
+```
+
+</TabItem>
+</Tabs>
+
+LiteLLM should now be running on [http://localhost:4000](http://localhost:4000)
+
+## 3. Configure LiteLLM for Model Routing
+
+Ensure your LiteLLM Proxy is properly configured to route to your desired models. Create a `litellm_config.yaml` file with the following content:
+
+```yaml showLineNumbers
+model_list:
+  - model_name: o3-mini
+    litellm_params:
+      model: openai/o3-mini
+      api_key: os.environ/OPENAI_API_KEY
+  - model_name: claude-3-7-sonnet-latest
+    litellm_params:
+      model: anthropic/claude-3-7-sonnet-latest
+      api_key: os.environ/ANTHROPIC_API_KEY
+  - model_name: gemini-2.0-flash
+    litellm_params:
+      model: gemini/gemini-2.0-flash
+      api_key: os.environ/GEMINI_API_KEY
+
+litellm_settings:
+  drop_params: true
+```
+
+This configuration enables routing to specific OpenAI, Anthropic, and Gemini models with explicit names.
+
+## 4. Configure Codex to Use LiteLLM Proxy
+
+Set the required environment variables to point Codex to your LiteLLM Proxy:
+
+```bash
+# Point to your LiteLLM Proxy server
+export OPENAI_BASE_URL=http://0.0.0.0:4000 
+
+# Use your LiteLLM API key (if you've set up authentication)
+export OPENAI_API_KEY="sk-1234"
+```
+
+## 5. Run Codex with Gemini
+
+With everything configured, you can now run Codex with Gemini:
+
+```bash showLineNumbers
+codex --model gemini-2.0-flash --full-auto
+```
+
+<Image img={require('../../img/litellm_codex.gif')} />
+
+The `--full-auto` flag allows Codex to automatically generate code without additional prompting.
+
+## 6. Advanced Options
+
+### Using Different Models
+
+You can use any model configured in your LiteLLM proxy:
+
+```bash
+# Use Claude models
+codex --model claude-3-7-sonnet-latest
+
+# Use Google AI Studio Gemini models
+codex --model gemini/gemini-2.0-flash
+```
+
+## Troubleshooting
+
+- If you encounter connection issues, ensure your LiteLLM Proxy is running and accessible at the specified URL
+- Verify your LiteLLM API key is valid if you're using authentication
+- Check that your model routing configuration is correct
+- For model-specific errors, ensure the model is properly configured in your LiteLLM setup
+
+## Additional Resources
+
+- [LiteLLM Docker Quick Start Guide](../proxy/docker_quick_start.md)
+- [OpenAI Codex GitHub Repository](https://github.com/openai/codex)
+- [LiteLLM Virtual Keys and Authentication](../proxy/virtual_keys.md)
diff --git a/docs/my-website/docs/tutorials/scim_litellm.md b/docs/my-website/docs/tutorials/scim_litellm.md
new file mode 100644
index 0000000000..c744abe4b4
--- /dev/null
+++ b/docs/my-website/docs/tutorials/scim_litellm.md
@@ -0,0 +1,74 @@
+
+import Image from '@theme/IdealImage';
+
+# SCIM with LiteLLM
+
+Enables identity providers (Okta, Azure AD, OneLogin, etc.) to automate user and team (group) provisioning, updates, and deprovisioning on LiteLLM.
+
+
+This tutorial will walk you through the steps to connect your IDP to LiteLLM SCIM Endpoints.
+
+### Supported SSO Providers for SCIM
+Below is a list of supported SSO providers for connecting to LiteLLM SCIM Endpoints.
+- Microsoft Entra ID (Azure AD)
+- Okta
+- Google Workspace
+- OneLogin
+- Keycloak
+- Auth0
+
+
+## 1. Get your SCIM Tenant URL and Bearer Token
+
+On LiteLLM, navigate to the Settings > Admin Settings > SCIM. On this page you will create a SCIM Token, this allows your IDP to authenticate to litellm `/scim` endpoints.
+
+<Image img={require('../../img/scim_2.png')}  style={{ width: '800px', height: 'auto' }} />
+
+## 2. Connect your IDP to LiteLLM SCIM Endpoints
+
+On your IDP provider, navigate to your SSO application and select `Provisioning` > `New provisioning configuration`.
+
+On this page, paste in your litellm scim tenant url and bearer token.
+
+Once this is pasted in, click on `Test Connection` to ensure your IDP can authenticate to the LiteLLM SCIM endpoints.
+
+<Image img={require('../../img/scim_4.png')}  style={{ width: '800px', height: 'auto' }} />
+
+
+## 3. Test SCIM Connection
+
+### 3.1 Assign the group to your LiteLLM Enterprise App
+
+On your IDP Portal, navigate to `Enterprise Applications` > Select your litellm app 
+
+<Image img={require('../../img/msft_enterprise_app.png')}  style={{ width: '800px', height: 'auto' }} />
+
+<br />
+<br />
+
+Once you've selected your litellm app, click on `Users and Groups` > `Add user/group` 
+
+<Image img={require('../../img/msft_enterprise_assign_group.png')}  style={{ width: '800px', height: 'auto' }} />
+
+<br />
+
+Now select the group you created in step 1.1. And add it to the LiteLLM Enterprise App. At this point we have added `Production LLM Evals Group` to the LiteLLM Enterprise App. The next step is having LiteLLM automatically create the `Production LLM Evals Group` on the LiteLLM DB when a new user signs in.
+
+<Image img={require('../../img/msft_enterprise_select_group.png')}  style={{ width: '800px', height: 'auto' }} />
+
+
+### 3.2 Sign in to LiteLLM UI via SSO
+
+Sign into the LiteLLM UI via SSO. You should be redirected to the Entra ID SSO page. This SSO sign in flow will trigger LiteLLM to fetch the latest Groups and Members from Azure Entra ID.
+
+<Image img={require('../../img/msft_sso_sign_in.png')}  style={{ width: '800px', height: 'auto' }} />
+
+### 3.3 Check the new team on LiteLLM UI
+
+On the LiteLLM UI, Navigate to `Teams`, You should see the new team `Production LLM Evals Group` auto-created on LiteLLM. 
+
+<Image img={require('../../img/msft_auto_team.png')}  style={{ width: '900px', height: 'auto' }} />
+
+
+
+
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diff --git a/docs/my-website/img/scim_integration.png b/docs/my-website/img/scim_integration.png
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diff --git a/docs/my-website/release_notes/v1.67.0-stable/index.md b/docs/my-website/release_notes/v1.67.0-stable/index.md
new file mode 100644
index 0000000000..cb7938fce5
--- /dev/null
+++ b/docs/my-website/release_notes/v1.67.0-stable/index.md
@@ -0,0 +1,153 @@
+---
+title: v1.67.0-stable - SCIM Integration
+slug: v1.67.0-stable
+date: 2025-04-19T10:00:00
+authors:
+  - name: Krrish Dholakia
+    title: CEO, LiteLLM
+    url: https://www.linkedin.com/in/krish-d/
+    image_url: https://media.licdn.com/dms/image/v2/D4D03AQGrlsJ3aqpHmQ/profile-displayphoto-shrink_400_400/B4DZSAzgP7HYAg-/0/1737327772964?e=1749686400&v=beta&t=Hkl3U8Ps0VtvNxX0BNNq24b4dtX5wQaPFp6oiKCIHD8
+  - name: Ishaan Jaffer
+    title: CTO, LiteLLM
+    url: https://www.linkedin.com/in/reffajnaahsi/
+    image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg
+
+tags: ["sso", "unified_file_id", "cost_tracking", "security"]
+hide_table_of_contents: false
+---
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+## Key Highlights
+
+- **SCIM Integration**: Enables identity providers (Okta, Azure AD, OneLogin, etc.) to automate user and team (group) provisioning, updates, and deprovisioning
+- **Team and Tag based usage tracking**: You can now see usage and spend by team and tag at 1M+ spend logs.
+- **Unified Responses API**: Support for calling Anthropic, Gemini, Groq, etc. via OpenAI's new Responses API.
+
+Let's dive in.
+
+## SCIM Integration
+
+<Image img={require('../../img/scim_integration.png')}/>
+
+This release adds SCIM support to LiteLLM. This allows your SSO provider (Okta, Azure AD, etc) to automatically create/delete users, teams, and memberships on LiteLLM. This means that when you remove a team on your SSO provider, your SSO provider will automatically delete the corresponding team on LiteLLM. 
+
+[Read more](../../docs/tutorials/scim_litellm)
+## Team and Tag based usage tracking
+
+<Image img={require('../../img/release_notes/new_team_usage_highlight.jpg')}/>
+
+
+This release improves team and tag based usage tracking at 1m+ spend logs, making it easy to monitor your LLM API Spend in production. This covers:
+
+- View **daily spend** by teams + tags
+- View **usage / spend by key**, within teams
+- View **spend by multiple tags**
+- Allow **internal users** to view spend of teams they're a member of
+
+[Read more](#management-endpoints--ui)
+
+## Unified Responses API
+
+This release allows you to call Azure OpenAI, Anthropic, AWS Bedrock, and Google Vertex AI models via the POST /v1/responses endpoint on LiteLLM. This means you can now use popular tools like [OpenAI Codex](https://docs.litellm.ai/docs/tutorials/openai_codex) with your own models. 
+
+<Image img={require('../../img/release_notes/unified_responses_api_rn.png')}/>
+
+
+[Read more](https://docs.litellm.ai/docs/response_api)
+
+
+## New Models / Updated Models
+
+- **OpenAI**
+    1. gpt-4.1, gpt-4.1-mini, gpt-4.1-nano, o3, o3-mini, o4-mini pricing - [Get Started](../../docs/providers/openai#usage), [PR](https://github.com/BerriAI/litellm/pull/9990)
+    2. o4 - correctly map o4 to openai o_series model
+- **Azure AI**
+    1. Phi-4 output cost per token fix - [PR](https://github.com/BerriAI/litellm/pull/9880)
+    2. Responses API support [Get Started](../../docs/providers/azure#azure-responses-api),[PR](https://github.com/BerriAI/litellm/pull/10116)
+- **Anthropic**
+    1. redacted message thinking support - [Get Started](../../docs/providers/anthropic#usage---thinking--reasoning_content),[PR](https://github.com/BerriAI/litellm/pull/10129)
+- **Cohere**
+    1. `/v2/chat` Passthrough endpoint support w/ cost tracking - [Get Started](../../docs/pass_through/cohere), [PR](https://github.com/BerriAI/litellm/pull/9997)
+- **Azure**
+    1. Support azure tenant_id/client_id env vars - [Get Started](../../docs/providers/azure#entra-id---use-tenant_id-client_id-client_secret), [PR](https://github.com/BerriAI/litellm/pull/9993)
+    2. Fix response_format check for 2025+ api versions - [PR](https://github.com/BerriAI/litellm/pull/9993)
+    3. Add gpt-4.1, gpt-4.1-mini, gpt-4.1-nano, o3, o3-mini, o4-mini pricing
+- **VLLM**
+    1. Files - Support 'file' message type for VLLM video url's - [Get Started](../../docs/providers/vllm#send-video-url-to-vllm), [PR](https://github.com/BerriAI/litellm/pull/10129)
+    2. Passthrough - new `/vllm/` passthrough endpoint support [Get Started](../../docs/pass_through/vllm), [PR](https://github.com/BerriAI/litellm/pull/10002)
+- **Mistral**
+    1. new `/mistral` passthrough endpoint support [Get Started](../../docs/pass_through/mistral), [PR](https://github.com/BerriAI/litellm/pull/10002)
+- **AWS**
+    1. New mapped bedrock regions - [PR](https://github.com/BerriAI/litellm/pull/9430)
+- **VertexAI / Google AI Studio**
+    1. Gemini - Response format - Retain schema field ordering for google gemini and vertex by specifying propertyOrdering - [Get Started](../../docs/providers/vertex#json-schema), [PR](https://github.com/BerriAI/litellm/pull/9828)
+    2. Gemini-2.5-flash - return reasoning content [Google AI Studio](../../docs/providers/gemini#usage---thinking--reasoning_content), [Vertex AI](../../docs/providers/vertex#thinking--reasoning_content)
+    3. Gemini-2.5-flash - pricing + model information [PR](https://github.com/BerriAI/litellm/pull/10125)
+    4. Passthrough - new `/vertex_ai/discovery` route - enables calling AgentBuilder API routes [Get Started](../../docs/pass_through/vertex_ai#supported-api-endpoints), [PR](https://github.com/BerriAI/litellm/pull/10084)
+- **Fireworks AI**
+    1. return tool calling responses in `tool_calls` field (fireworks incorrectly returns this as a json str in content) [PR](https://github.com/BerriAI/litellm/pull/10130)
+- **Triton**
+    1. Remove fixed remove bad_words / stop words from `/generate` call - [Get Started](../../docs/providers/triton-inference-server#triton-generate---chat-completion), [PR](https://github.com/BerriAI/litellm/pull/10163)
+- **Other**
+    1. Support for all litellm providers on Responses API (works with Codex) - [Get Started](../../docs/tutorials/openai_codex), [PR](https://github.com/BerriAI/litellm/pull/10132)
+    2. Fix combining multiple tool calls in streaming response - [Get Started](../../docs/completion/stream#helper-function), [PR](https://github.com/BerriAI/litellm/pull/10040)
+
+
+## Spend Tracking Improvements
+
+- **Cost Control** - inject cache control points in prompt for cost reduction [Get Started](../../docs/tutorials/prompt_caching), [PR](https://github.com/BerriAI/litellm/pull/10000)
+- **Spend Tags** - spend tags in headers - support x-litellm-tags even if tag based routing not enabled [Get Started](../../docs/proxy/request_headers#litellm-headers), [PR](https://github.com/BerriAI/litellm/pull/10000)
+- **Gemini-2.5-flash** - support cost calculation for reasoning tokens [PR](https://github.com/BerriAI/litellm/pull/10141)
+
+## Management Endpoints / UI
+- **Users**
+    1. Show created_at and updated_at on users page - [PR](https://github.com/BerriAI/litellm/pull/10033)
+- **Virtual Keys**
+    1. Filter by key alias - https://github.com/BerriAI/litellm/pull/10085
+- **Usage Tab**
+
+    1. Team based usage
+        
+        - New `LiteLLM_DailyTeamSpend` Table for aggregate team based usage logging - [PR](https://github.com/BerriAI/litellm/pull/10039)
+        
+        - New Team based usage dashboard + new `/team/daily/activity` API - [PR](https://github.com/BerriAI/litellm/pull/10081)
+        - Return team alias on /team/daily/activity API - [PR](https://github.com/BerriAI/litellm/pull/10157)
+        - allow internal user view spend for teams they belong to - [PR](https://github.com/BerriAI/litellm/pull/10157)
+        - allow viewing top keys by team - [PR](https://github.com/BerriAI/litellm/pull/10157)
+
+        <Image img={require('../../img/release_notes/new_team_usage.png')}/>
+
+    2. Tag Based Usage
+        - New `LiteLLM_DailyTagSpend` Table for aggregate tag based usage logging - [PR](https://github.com/BerriAI/litellm/pull/10071)
+        - Restrict to only Proxy Admins - [PR](https://github.com/BerriAI/litellm/pull/10157)
+        - allow viewing top keys by tag
+        - Return tags passed in request (i.e. dynamic tags) on `/tag/list` API - [PR](https://github.com/BerriAI/litellm/pull/10157)
+        <Image img={require('../../img/release_notes/new_tag_usage.png')}/>
+    3. Track prompt caching metrics in daily user, team, tag tables - [PR](https://github.com/BerriAI/litellm/pull/10029)
+    4. Show usage by key (on all up, team, and tag usage dashboards) - [PR](https://github.com/BerriAI/litellm/pull/10157)
+    5. swap old usage with new usage tab
+- **Models**
+    1. Make columns resizable/hideable - [PR](https://github.com/BerriAI/litellm/pull/10119)
+- **API Playground**
+    1. Allow internal user to call api playground - [PR](https://github.com/BerriAI/litellm/pull/10157)
+- **SCIM**
+    1. Add LiteLLM SCIM Integration for Team and User management - [Get Started](../../docs/tutorials/scim_litellm), [PR](https://github.com/BerriAI/litellm/pull/10072)
+
+
+## Logging / Guardrail Integrations
+- **GCS**
+    1. Fix gcs pub sub logging with env var GCS_PROJECT_ID - [Get Started](../../docs/observability/gcs_bucket_integration#usage), [PR](https://github.com/BerriAI/litellm/pull/10042)
+- **AIM**
+    1. Add litellm call id passing to Aim guardrails on pre and post-hooks calls - [Get Started](../../docs/proxy/guardrails/aim_security), [PR](https://github.com/BerriAI/litellm/pull/10021)
+- **Azure blob storage**
+    1. Ensure logging works in high throughput scenarios - [Get Started](../../docs/proxy/logging#azure-blob-storage), [PR](https://github.com/BerriAI/litellm/pull/9962)
+
+## General Proxy Improvements
+
+- **Support setting `litellm.modify_params` via env var** [PR](https://github.com/BerriAI/litellm/pull/9964)
+- **Model Discovery** - Check provider’s `/models` endpoints when calling proxy’s `/v1/models` endpoint - [Get Started](../../docs/proxy/model_discovery), [PR](https://github.com/BerriAI/litellm/pull/9958)
+- **`/utils/token_counter`** - fix retrieving custom tokenizer for db models - [Get Started](../../docs/proxy/configs#set-custom-tokenizer), [PR](https://github.com/BerriAI/litellm/pull/10047)
+- **Prisma migrate** - handle existing columns in db table - [PR](https://github.com/BerriAI/litellm/pull/10138)
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index fdf2019cc2..60030a59bb 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -69,6 +69,7 @@ const sidebars = {
             "proxy/clientside_auth",
             "proxy/request_headers",
             "proxy/response_headers",
+            "proxy/model_discovery",
           ],
         },
         {
@@ -101,6 +102,7 @@ const sidebars = {
             "proxy/admin_ui_sso",
             "proxy/self_serve",
             "proxy/public_teams",
+            "tutorials/scim_litellm",
             "proxy/custom_sso",
             "proxy/ui_credentials",
             "proxy/ui_logs"
@@ -330,6 +332,8 @@ const sidebars = {
             "pass_through/vertex_ai",
             "pass_through/google_ai_studio",
             "pass_through/cohere",
+            "pass_through/vllm",
+            "pass_through/mistral",
             "pass_through/openai_passthrough",
             "pass_through/anthropic_completion",
             "pass_through/bedrock",
@@ -407,6 +411,7 @@ const sidebars = {
       type: "category",
       label: "Logging & Observability",
       items: [
+        "observability/agentops_integration",
         "observability/langfuse_integration",
         "observability/lunary_integration",
         "observability/mlflow",
@@ -443,6 +448,7 @@ const sidebars = {
       label: "Tutorials",
       items: [
         "tutorials/openweb_ui",
+        "tutorials/openai_codex",
         "tutorials/msft_sso",
         "tutorials/prompt_caching",
         "tutorials/tag_management",
diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py
index 2dab9421cb..e771e48e45 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/utils.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/utils.py
@@ -1,6 +1,7 @@
 import glob
 import os
 import random
+import re
 import subprocess
 import time
 from pathlib import Path
@@ -82,6 +83,26 @@ class ProxyExtrasDBManager:
         logger.info(f"Found {len(migration_paths)} migrations at {migrations_dir}")
         return [Path(p).parent.name for p in migration_paths]
 
+    @staticmethod
+    def _roll_back_migration(migration_name: str):
+        """Mark a specific migration as rolled back"""
+        subprocess.run(
+            ["prisma", "migrate", "resolve", "--rolled-back", migration_name],
+            timeout=60,
+            check=True,
+            capture_output=True,
+        )
+
+    @staticmethod
+    def _resolve_specific_migration(migration_name: str):
+        """Mark a specific migration as applied"""
+        subprocess.run(
+            ["prisma", "migrate", "resolve", "--applied", migration_name],
+            timeout=60,
+            check=True,
+            capture_output=True,
+        )
+
     @staticmethod
     def _resolve_all_migrations(migrations_dir: str):
         """Mark all existing migrations as applied"""
@@ -141,7 +162,34 @@ class ProxyExtrasDBManager:
                         return True
                     except subprocess.CalledProcessError as e:
                         logger.info(f"prisma db error: {e.stderr}, e: {e.stdout}")
-                        if (
+                        if "P3009" in e.stderr:
+                            # Extract the failed migration name from the error message
+                            migration_match = re.search(
+                                r"`(\d+_.*)` migration", e.stderr
+                            )
+                            if migration_match:
+                                failed_migration = migration_match.group(1)
+                                logger.info(
+                                    f"Found failed migration: {failed_migration}, marking as rolled back"
+                                )
+                                # Mark the failed migration as rolled back
+                                subprocess.run(
+                                    [
+                                        "prisma",
+                                        "migrate",
+                                        "resolve",
+                                        "--rolled-back",
+                                        failed_migration,
+                                    ],
+                                    timeout=60,
+                                    check=True,
+                                    capture_output=True,
+                                    text=True,
+                                )
+                                logger.info(
+                                    f"✅ Migration {failed_migration} marked as rolled back... retrying"
+                                )
+                        elif (
                             "P3005" in e.stderr
                             and "database schema is not empty" in e.stderr
                         ):
@@ -155,6 +203,29 @@ class ProxyExtrasDBManager:
                             ProxyExtrasDBManager._resolve_all_migrations(migrations_dir)
                             logger.info("✅ All migrations resolved.")
                             return True
+                        elif (
+                            "P3018" in e.stderr
+                        ):  # PostgreSQL error code for duplicate column
+                            logger.info(
+                                "Migration already exists, resolving specific migration"
+                            )
+                            # Extract the migration name from the error message
+                            migration_match = re.search(
+                                r"Migration name: (\d+_.*)", e.stderr
+                            )
+                            if migration_match:
+                                migration_name = migration_match.group(1)
+                                logger.info(f"Rolling back migration {migration_name}")
+                                ProxyExtrasDBManager._roll_back_migration(
+                                    migration_name
+                                )
+                                logger.info(
+                                    f"Resolving migration {migration_name} that failed due to existing columns"
+                                )
+                                ProxyExtrasDBManager._resolve_specific_migration(
+                                    migration_name
+                                )
+                                logger.info("✅ Migration resolved.")
                 else:
                     # Use prisma db push with increased timeout
                     subprocess.run(
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 634dbb2800..75e2ef9a5c 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm-proxy-extras"
-version = "0.1.10"
+version = "0.1.11"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 authors = ["BerriAI"]
 readme = "README.md"
@@ -22,7 +22,7 @@ requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "0.1.10"
+version = "0.1.11"
 version_files = [
     "pyproject.toml:version",
     "../requirements.txt:litellm-proxy-extras==",
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 7327c0e0ac..59c8c78eb9 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -113,6 +113,7 @@ _custom_logger_compatible_callbacks_literal = Literal[
     "pagerduty",
     "humanloop",
     "gcs_pubsub",
+    "agentops",
     "anthropic_cache_control_hook",
 ]
 logged_real_time_event_types: Optional[Union[List[str], Literal["*"]]] = None
@@ -128,19 +129,19 @@ prometheus_initialize_budget_metrics: Optional[bool] = False
 require_auth_for_metrics_endpoint: Optional[bool] = False
 argilla_batch_size: Optional[int] = None
 datadog_use_v1: Optional[bool] = False  # if you want to use v1 datadog logged payload
-gcs_pub_sub_use_v1: Optional[
-    bool
-] = False  # if you want to use v1 gcs pubsub logged payload
+gcs_pub_sub_use_v1: Optional[bool] = (
+    False  # if you want to use v1 gcs pubsub logged payload
+)
 argilla_transformation_object: Optional[Dict[str, Any]] = None
-_async_input_callback: List[
-    Union[str, Callable, CustomLogger]
-] = []  # internal variable - async custom callbacks are routed here.
-_async_success_callback: List[
-    Union[str, Callable, CustomLogger]
-] = []  # internal variable - async custom callbacks are routed here.
-_async_failure_callback: List[
-    Union[str, Callable, CustomLogger]
-] = []  # internal variable - async custom callbacks are routed here.
+_async_input_callback: List[Union[str, Callable, CustomLogger]] = (
+    []
+)  # internal variable - async custom callbacks are routed here.
+_async_success_callback: List[Union[str, Callable, CustomLogger]] = (
+    []
+)  # internal variable - async custom callbacks are routed here.
+_async_failure_callback: List[Union[str, Callable, CustomLogger]] = (
+    []
+)  # internal variable - async custom callbacks are routed here.
 pre_call_rules: List[Callable] = []
 post_call_rules: List[Callable] = []
 turn_off_message_logging: Optional[bool] = False
@@ -148,18 +149,18 @@ log_raw_request_response: bool = False
 redact_messages_in_exceptions: Optional[bool] = False
 redact_user_api_key_info: Optional[bool] = False
 filter_invalid_headers: Optional[bool] = False
-add_user_information_to_llm_headers: Optional[
-    bool
-] = None  # adds user_id, team_id, token hash (params from StandardLoggingMetadata) to request headers
+add_user_information_to_llm_headers: Optional[bool] = (
+    None  # adds user_id, team_id, token hash (params from StandardLoggingMetadata) to request headers
+)
 store_audit_logs = False  # Enterprise feature, allow users to see audit logs
 ### end of callbacks #############
 
-email: Optional[
-    str
-] = None  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
-token: Optional[
-    str
-] = None  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
+email: Optional[str] = (
+    None  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
+)
+token: Optional[str] = (
+    None  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
+)
 telemetry = True
 max_tokens: int = DEFAULT_MAX_TOKENS  # OpenAI Defaults
 drop_params = bool(os.getenv("LITELLM_DROP_PARAMS", False))
@@ -235,20 +236,24 @@ enable_loadbalancing_on_batch_endpoints: Optional[bool] = None
 enable_caching_on_provider_specific_optional_params: bool = (
     False  # feature-flag for caching on optional params - e.g. 'top_k'
 )
-caching: bool = False  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
-caching_with_models: bool = False  # # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
-cache: Optional[
-    Cache
-] = None  # cache object <- use this - https://docs.litellm.ai/docs/caching
+caching: bool = (
+    False  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
+)
+caching_with_models: bool = (
+    False  # # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
+)
+cache: Optional[Cache] = (
+    None  # cache object <- use this - https://docs.litellm.ai/docs/caching
+)
 default_in_memory_ttl: Optional[float] = None
 default_redis_ttl: Optional[float] = None
 default_redis_batch_cache_expiry: Optional[float] = None
 model_alias_map: Dict[str, str] = {}
 model_group_alias_map: Dict[str, str] = {}
 max_budget: float = 0.0  # set the max budget across all providers
-budget_duration: Optional[
-    str
-] = None  # proxy only - resets budget after fixed duration. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d").
+budget_duration: Optional[str] = (
+    None  # proxy only - resets budget after fixed duration. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d").
+)
 default_soft_budget: float = (
     DEFAULT_SOFT_BUDGET  # by default all litellm proxy keys have a soft budget of 50.0
 )
@@ -257,11 +262,15 @@ forward_traceparent_to_llm_provider: bool = False
 
 _current_cost = 0.0  # private variable, used if max budget is set
 error_logs: Dict = {}
-add_function_to_prompt: bool = False  # if function calling not supported by api, append function call details to system prompt
+add_function_to_prompt: bool = (
+    False  # if function calling not supported by api, append function call details to system prompt
+)
 client_session: Optional[httpx.Client] = None
 aclient_session: Optional[httpx.AsyncClient] = None
 model_fallbacks: Optional[List] = None  # Deprecated for 'litellm.fallbacks'
-model_cost_map_url: str = "https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json"
+model_cost_map_url: str = (
+    "https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json"
+)
 suppress_debug_info = False
 dynamodb_table_name: Optional[str] = None
 s3_callback_params: Optional[Dict] = None
@@ -284,7 +293,9 @@ disable_end_user_cost_tracking_prometheus_only: Optional[bool] = None
 custom_prometheus_metadata_labels: List[str] = []
 #### REQUEST PRIORITIZATION ####
 priority_reservation: Optional[Dict[str, float]] = None
-force_ipv4: bool = False  # when True, litellm will force ipv4 for all LLM requests. Some users have seen httpx ConnectionError when using ipv6.
+force_ipv4: bool = (
+    False  # when True, litellm will force ipv4 for all LLM requests. Some users have seen httpx ConnectionError when using ipv6.
+)
 module_level_aclient = AsyncHTTPHandler(
     timeout=request_timeout, client_alias="module level aclient"
 )
@@ -298,13 +309,13 @@ fallbacks: Optional[List] = None
 context_window_fallbacks: Optional[List] = None
 content_policy_fallbacks: Optional[List] = None
 allowed_fails: int = 3
-num_retries_per_request: Optional[
-    int
-] = None  # for the request overall (incl. fallbacks + model retries)
+num_retries_per_request: Optional[int] = (
+    None  # for the request overall (incl. fallbacks + model retries)
+)
 ####### SECRET MANAGERS #####################
-secret_manager_client: Optional[
-    Any
-] = None  # list of instantiated key management clients - e.g. azure kv, infisical, etc.
+secret_manager_client: Optional[Any] = (
+    None  # list of instantiated key management clients - e.g. azure kv, infisical, etc.
+)
 _google_kms_resource_name: Optional[str] = None
 _key_management_system: Optional[KeyManagementSystem] = None
 _key_management_settings: KeyManagementSettings = KeyManagementSettings()
@@ -405,6 +416,7 @@ deepseek_models: List = []
 azure_ai_models: List = []
 jina_ai_models: List = []
 voyage_models: List = []
+infinity_models: List = []
 databricks_models: List = []
 cloudflare_models: List = []
 codestral_models: List = []
@@ -546,6 +558,8 @@ def add_known_models():
             azure_ai_models.append(key)
         elif value.get("litellm_provider") == "voyage":
             voyage_models.append(key)
+        elif value.get("litellm_provider") == "infinity":
+            infinity_models.append(key)
         elif value.get("litellm_provider") == "databricks":
             databricks_models.append(key)
         elif value.get("litellm_provider") == "cloudflare":
@@ -634,6 +648,7 @@ model_list = (
     + deepseek_models
     + azure_ai_models
     + voyage_models
+    + infinity_models
     + databricks_models
     + cloudflare_models
     + codestral_models
@@ -689,6 +704,7 @@ models_by_provider: dict = {
     "mistral": mistral_chat_models,
     "azure_ai": azure_ai_models,
     "voyage": voyage_models,
+    "infinity": infinity_models,
     "databricks": databricks_models,
     "cloudflare": cloudflare_models,
     "codestral": codestral_models,
@@ -936,9 +952,11 @@ from .llms.topaz.image_variations.transformation import TopazImageVariationConfi
 from litellm.llms.openai.completion.transformation import OpenAITextCompletionConfig
 from .llms.groq.chat.transformation import GroqChatConfig
 from .llms.voyage.embedding.transformation import VoyageEmbeddingConfig
+from .llms.infinity.embedding.transformation import InfinityEmbeddingConfig
 from .llms.azure_ai.chat.transformation import AzureAIStudioConfig
 from .llms.mistral.mistral_chat_transformation import MistralConfig
 from .llms.openai.responses.transformation import OpenAIResponsesAPIConfig
+from .llms.azure.responses.transformation import AzureOpenAIResponsesAPIConfig
 from .llms.openai.chat.o_series_transformation import (
     OpenAIOSeriesConfig as OpenAIO1Config,  # maintain backwards compatibility
     OpenAIOSeriesConfig,
@@ -1055,10 +1073,10 @@ from .types.llms.custom_llm import CustomLLMItem
 from .types.utils import GenericStreamingChunk
 
 custom_provider_map: List[CustomLLMItem] = []
-_custom_providers: List[
-    str
-] = []  # internal helper util, used to track names of custom providers
-disable_hf_tokenizer_download: Optional[
-    bool
-] = None  # disable huggingface tokenizer download. Defaults to openai clk100
+_custom_providers: List[str] = (
+    []
+)  # internal helper util, used to track names of custom providers
+disable_hf_tokenizer_download: Optional[bool] = (
+    None  # disable huggingface tokenizer download. Defaults to openai clk100
+)
 global_disable_no_log_param: bool = False
diff --git a/litellm/assistants/main.py b/litellm/assistants/main.py
index 28f4518f15..928b6e8ac2 100644
--- a/litellm/assistants/main.py
+++ b/litellm/assistants/main.py
@@ -304,6 +304,11 @@ def create_assistants(
         "response_format": response_format,
     }
 
+    # only send params that are not None
+    create_assistant_data = {
+        k: v for k, v in create_assistant_data.items() if v is not None
+    }
+
     response: Optional[Union[Coroutine[Any, Any, Assistant], Assistant]] = None
     if custom_llm_provider == "openai":
         api_base = (
diff --git a/litellm/constants.py b/litellm/constants.py
index 9c30dc06a2..f48ce97afe 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -21,6 +21,10 @@ DEFAULT_MAX_TOKENS = 256  # used when providers need a default
 MAX_SIZE_PER_ITEM_IN_MEMORY_CACHE_IN_KB = 1024  # 1MB = 1024KB
 SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD = 1000  # Minimum number of requests to consider "reasonable traffic". Used for single-deployment cooldown logic.
 
+DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET = 1024
+DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET = 2048
+DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET = 4096
+
 ########## Networking constants ##############################################################
 _DEFAULT_TTL_FOR_HTTPX_CLIENTS = 3600  # 1 hour, re-use the same httpx client for 1 hour
 
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 7f3d4fcc9f..eafd924bc6 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -57,6 +57,7 @@ from litellm.llms.vertex_ai.image_generation.cost_calculator import (
 from litellm.responses.utils import ResponseAPILoggingUtils
 from litellm.types.llms.openai import (
     HttpxBinaryResponseContent,
+    ImageGenerationRequestQuality,
     OpenAIRealtimeStreamList,
     OpenAIRealtimeStreamResponseBaseObject,
     OpenAIRealtimeStreamSessionEvents,
@@ -642,9 +643,9 @@ def completion_cost(  # noqa: PLR0915
                     or isinstance(completion_response, dict)
                 ):  # tts returns a custom class
                     if isinstance(completion_response, dict):
-                        usage_obj: Optional[
-                            Union[dict, Usage]
-                        ] = completion_response.get("usage", {})
+                        usage_obj: Optional[Union[dict, Usage]] = (
+                            completion_response.get("usage", {})
+                        )
                     else:
                         usage_obj = getattr(completion_response, "usage", {})
                     if isinstance(usage_obj, BaseModel) and not _is_known_usage_objects(
@@ -913,7 +914,7 @@ def completion_cost(  # noqa: PLR0915
 
 
 def get_response_cost_from_hidden_params(
-    hidden_params: Union[dict, BaseModel]
+    hidden_params: Union[dict, BaseModel],
 ) -> Optional[float]:
     if isinstance(hidden_params, BaseModel):
         _hidden_params_dict = hidden_params.model_dump()
@@ -1101,30 +1102,37 @@ def default_image_cost_calculator(
         f"{quality}/{base_model_name}" if quality else base_model_name
     )
 
+    # gpt-image-1 models use low, medium, high quality. If user did not specify quality, use medium fot gpt-image-1 model family
+    model_name_with_v2_quality = (
+        f"{ImageGenerationRequestQuality.MEDIUM.value}/{base_model_name}"
+    )
+
     verbose_logger.debug(
         f"Looking up cost for models: {model_name_with_quality}, {base_model_name}"
     )
 
-    # Try model with quality first, fall back to base model name
-    if model_name_with_quality in litellm.model_cost:
-        cost_info = litellm.model_cost[model_name_with_quality]
-    elif base_model_name in litellm.model_cost:
-        cost_info = litellm.model_cost[base_model_name]
-    else:
-        # Try without provider prefix
-        model_without_provider = f"{size_str}/{model.split('/')[-1]}"
-        model_with_quality_without_provider = (
-            f"{quality}/{model_without_provider}" if quality else model_without_provider
-        )
+    model_without_provider = f"{size_str}/{model.split('/')[-1]}"
+    model_with_quality_without_provider = (
+        f"{quality}/{model_without_provider}" if quality else model_without_provider
+    )
 
-        if model_with_quality_without_provider in litellm.model_cost:
-            cost_info = litellm.model_cost[model_with_quality_without_provider]
-        elif model_without_provider in litellm.model_cost:
-            cost_info = litellm.model_cost[model_without_provider]
-        else:
-            raise Exception(
-                f"Model not found in cost map. Tried {model_name_with_quality}, {base_model_name}, {model_with_quality_without_provider}, and {model_without_provider}"
-            )
+    # Try model with quality first, fall back to base model name
+    cost_info: Optional[dict] = None
+    models_to_check = [
+        model_name_with_quality,
+        base_model_name,
+        model_name_with_v2_quality,
+        model_with_quality_without_provider,
+        model_without_provider,
+    ]
+    for model in models_to_check:
+        if model in litellm.model_cost:
+            cost_info = litellm.model_cost[model]
+            break
+    if cost_info is None:
+        raise Exception(
+            f"Model not found in cost map. Tried checking {models_to_check}"
+        )
 
     return cost_info["input_cost_per_pixel"] * height * width * n
 
diff --git a/litellm/integrations/_types/open_inference.py b/litellm/integrations/_types/open_inference.py
index bcfabe9b7b..65ecadcf37 100644
--- a/litellm/integrations/_types/open_inference.py
+++ b/litellm/integrations/_types/open_inference.py
@@ -45,6 +45,14 @@ class SpanAttributes:
     """
     The name of the model being used.
     """
+    LLM_PROVIDER = "llm.provider"
+    """
+    The provider of the model, such as OpenAI, Azure, Google, etc.
+    """
+    LLM_SYSTEM = "llm.system"
+    """
+    The AI product as identified by the client or server
+    """
     LLM_PROMPTS = "llm.prompts"
     """
     Prompts provided to a completions API.
@@ -65,15 +73,40 @@ class SpanAttributes:
     """
     Number of tokens in the prompt.
     """
+    LLM_TOKEN_COUNT_PROMPT_DETAILS_CACHE_WRITE = "llm.token_count.prompt_details.cache_write"
+    """
+    Number of tokens in the prompt that were written to cache.
+    """
+    LLM_TOKEN_COUNT_PROMPT_DETAILS_CACHE_READ = "llm.token_count.prompt_details.cache_read"
+    """
+    Number of tokens in the prompt that were read from cache.
+    """
+    LLM_TOKEN_COUNT_PROMPT_DETAILS_AUDIO = "llm.token_count.prompt_details.audio"
+    """
+    The number of audio input tokens presented in the prompt
+    """
     LLM_TOKEN_COUNT_COMPLETION = "llm.token_count.completion"
     """
     Number of tokens in the completion.
     """
+    LLM_TOKEN_COUNT_COMPLETION_DETAILS_REASONING = "llm.token_count.completion_details.reasoning"
+    """
+    Number of tokens used for reasoning steps in the completion.
+    """
+    LLM_TOKEN_COUNT_COMPLETION_DETAILS_AUDIO = "llm.token_count.completion_details.audio"
+    """
+    The number of audio input tokens generated by the model
+    """
     LLM_TOKEN_COUNT_TOTAL = "llm.token_count.total"
     """
     Total number of tokens, including both prompt and completion.
     """
 
+    LLM_TOOLS = "llm.tools"
+    """
+    List of tools that are advertised to the LLM to be able to call
+    """
+
     TOOL_NAME = "tool.name"
     """
     Name of the tool being used.
@@ -112,6 +145,19 @@ class SpanAttributes:
     The id of the user
     """
 
+    PROMPT_VENDOR = "prompt.vendor"
+    """
+    The vendor or origin of the prompt, e.g. a prompt library, a specialized service, etc.
+    """
+    PROMPT_ID = "prompt.id"
+    """
+    A vendor-specific id used to locate the prompt.
+    """
+    PROMPT_URL = "prompt.url"
+    """
+    A vendor-specific url used to locate the prompt.
+    """
+
 
 class MessageAttributes:
     """
@@ -151,6 +197,10 @@ class MessageAttributes:
     The JSON string representing the arguments passed to the function
     during a function call.
     """
+    MESSAGE_TOOL_CALL_ID = "message.tool_call_id"
+    """
+    The id of the tool call.
+    """
 
 
 class MessageContentAttributes:
@@ -186,6 +236,25 @@ class ImageAttributes:
     """
 
 
+class AudioAttributes:
+    """
+    Attributes for audio
+    """
+
+    AUDIO_URL = "audio.url"
+    """
+    The url to an audio file
+    """
+    AUDIO_MIME_TYPE = "audio.mime_type"
+    """
+    The mime type of the audio file
+    """
+    AUDIO_TRANSCRIPT = "audio.transcript"
+    """
+    The transcript of the audio file
+    """
+
+
 class DocumentAttributes:
     """
     Attributes for a document.
@@ -257,6 +326,10 @@ class ToolCallAttributes:
     Attributes for a tool call
     """
 
+    TOOL_CALL_ID = "tool_call.id"
+    """
+    The id of the tool call.
+    """
     TOOL_CALL_FUNCTION_NAME = "tool_call.function.name"
     """
     The name of function that is being called during a tool call.
@@ -268,6 +341,18 @@ class ToolCallAttributes:
     """
 
 
+class ToolAttributes:
+    """
+    Attributes for a tools
+    """
+
+    TOOL_JSON_SCHEMA = "tool.json_schema"
+    """
+    The json schema of a tool input, It is RECOMMENDED that this be in the
+    OpenAI tool calling format: https://platform.openai.com/docs/assistants/tools
+    """
+
+
 class OpenInferenceSpanKindValues(Enum):
     TOOL = "TOOL"
     CHAIN = "CHAIN"
@@ -284,3 +369,21 @@ class OpenInferenceSpanKindValues(Enum):
 class OpenInferenceMimeTypeValues(Enum):
     TEXT = "text/plain"
     JSON = "application/json"
+
+
+class OpenInferenceLLMSystemValues(Enum):
+    OPENAI = "openai"
+    ANTHROPIC = "anthropic"
+    COHERE = "cohere"
+    MISTRALAI = "mistralai"
+    VERTEXAI = "vertexai"
+
+
+class OpenInferenceLLMProviderValues(Enum):
+    OPENAI = "openai"
+    ANTHROPIC = "anthropic"
+    COHERE = "cohere"
+    MISTRALAI = "mistralai"
+    GOOGLE = "google"
+    AZURE = "azure"
+    AWS = "aws"
diff --git a/litellm/integrations/agentops/__init__.py b/litellm/integrations/agentops/__init__.py
new file mode 100644
index 0000000000..6ad02ce0ba
--- /dev/null
+++ b/litellm/integrations/agentops/__init__.py
@@ -0,0 +1,3 @@
+from .agentops import AgentOps
+
+__all__ = ["AgentOps"] 
\ No newline at end of file
diff --git a/litellm/integrations/agentops/agentops.py b/litellm/integrations/agentops/agentops.py
new file mode 100644
index 0000000000..11e76841e9
--- /dev/null
+++ b/litellm/integrations/agentops/agentops.py
@@ -0,0 +1,118 @@
+"""
+AgentOps integration for LiteLLM - Provides OpenTelemetry tracing for LLM calls
+"""
+import os
+from dataclasses import dataclass
+from typing import Optional, Dict, Any
+from litellm.integrations.opentelemetry import OpenTelemetry, OpenTelemetryConfig
+from litellm.llms.custom_httpx.http_handler import _get_httpx_client
+
+@dataclass
+class AgentOpsConfig:
+    endpoint: str = "https://otlp.agentops.cloud/v1/traces"
+    api_key: Optional[str] = None
+    service_name: Optional[str] = None
+    deployment_environment: Optional[str] = None
+    auth_endpoint: str = "https://api.agentops.ai/v3/auth/token"
+
+    @classmethod
+    def from_env(cls):
+        return cls(
+            endpoint="https://otlp.agentops.cloud/v1/traces",
+            api_key=os.getenv("AGENTOPS_API_KEY"),
+            service_name=os.getenv("AGENTOPS_SERVICE_NAME", "agentops"),
+            deployment_environment=os.getenv("AGENTOPS_ENVIRONMENT", "production"),
+            auth_endpoint="https://api.agentops.ai/v3/auth/token"
+        )
+
+class AgentOps(OpenTelemetry):
+    """
+    AgentOps integration - built on top of OpenTelemetry
+
+    Example usage:
+        ```python
+        import litellm
+        
+        litellm.success_callback = ["agentops"]
+
+        response = litellm.completion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "Hello, how are you?"}],
+        )
+        ```
+    """
+    def __init__(
+        self,
+        config: Optional[AgentOpsConfig] = None,
+    ):
+        if config is None:
+            config = AgentOpsConfig.from_env()
+
+        # Prefetch JWT token for authentication
+        jwt_token = None
+        project_id = None
+        if config.api_key:
+            try:
+                response = self._fetch_auth_token(config.api_key, config.auth_endpoint)
+                jwt_token = response.get("token")
+                project_id = response.get("project_id")
+            except Exception:
+                pass
+
+        headers = f"Authorization=Bearer {jwt_token}" if jwt_token else None
+        
+        otel_config = OpenTelemetryConfig(
+            exporter="otlp_http",
+            endpoint=config.endpoint,
+            headers=headers
+        )
+
+        # Initialize OpenTelemetry with our config
+        super().__init__(
+            config=otel_config,
+            callback_name="agentops"
+        )
+
+        # Set AgentOps-specific resource attributes
+        resource_attrs = {
+            "service.name": config.service_name or "litellm",
+            "deployment.environment": config.deployment_environment or "production",
+            "telemetry.sdk.name": "agentops",
+        }
+        
+        if project_id:
+            resource_attrs["project.id"] = project_id
+            
+        self.resource_attributes = resource_attrs
+
+    def _fetch_auth_token(self, api_key: str, auth_endpoint: str) -> Dict[str, Any]:
+        """
+        Fetch JWT authentication token from AgentOps API
+        
+        Args:
+            api_key: AgentOps API key
+            auth_endpoint: Authentication endpoint
+            
+        Returns:
+            Dict containing JWT token and project ID
+        """
+        headers = {
+            "Content-Type": "application/json",
+            "Connection": "keep-alive",
+        }
+        
+        client = _get_httpx_client()
+        try:
+            response = client.post(
+                url=auth_endpoint,
+                headers=headers,
+                json={"api_key": api_key},
+                timeout=10
+            )
+            
+            if response.status_code != 200:
+                raise Exception(f"Failed to fetch auth token: {response.text}")
+            
+            return response.json()
+        finally:
+            client.close() 
\ No newline at end of file
diff --git a/litellm/integrations/arize/_utils.py b/litellm/integrations/arize/_utils.py
index 5a090968b4..e93ef128b4 100644
--- a/litellm/integrations/arize/_utils.py
+++ b/litellm/integrations/arize/_utils.py
@@ -1,3 +1,4 @@
+import json
 from typing import TYPE_CHECKING, Any, Optional, Union
 
 from litellm._logging import verbose_logger
@@ -12,36 +13,141 @@ else:
     Span = Any
 
 
-def set_attributes(span: Span, kwargs, response_obj):
+def cast_as_primitive_value_type(value) -> Union[str, bool, int, float]:
+    """
+    Converts a value to an OTEL-supported primitive for Arize/Phoenix observability.
+    """
+    if value is None:
+        return ""
+    if isinstance(value, (str, bool, int, float)):
+        return value
+    try:
+        return str(value)
+    except Exception:
+        return ""
+
+
+def safe_set_attribute(span: Span, key: str, value: Any):
+    """
+    Sets a span attribute safely with OTEL-compliant primitive typing for Arize/Phoenix.
+    """
+    primitive_value = cast_as_primitive_value_type(value)
+    span.set_attribute(key, primitive_value)
+
+
+def set_attributes(span: Span, kwargs, response_obj):  # noqa: PLR0915
+    """
+    Populates span with OpenInference-compliant LLM attributes for Arize and Phoenix tracing.
+    """
     from litellm.integrations._types.open_inference import (
         MessageAttributes,
         OpenInferenceSpanKindValues,
         SpanAttributes,
+        ToolCallAttributes,
     )
 
     try:
+        optional_params = kwargs.get("optional_params", {})
+        litellm_params = kwargs.get("litellm_params", {})
         standard_logging_payload: Optional[StandardLoggingPayload] = kwargs.get(
             "standard_logging_object"
         )
+        if standard_logging_payload is None:
+            raise ValueError("standard_logging_object not found in kwargs")
 
         #############################################
         ############ LLM CALL METADATA ##############
         #############################################
 
-        if standard_logging_payload and (
-            metadata := standard_logging_payload["metadata"]
-        ):
-            span.set_attribute(SpanAttributes.METADATA, safe_dumps(metadata))
+        # Set custom metadata for observability and trace enrichment.
+        metadata = (
+            standard_logging_payload.get("metadata")
+            if standard_logging_payload
+            else None
+        )
+        if metadata is not None:
+            safe_set_attribute(span, SpanAttributes.METADATA, safe_dumps(metadata))
 
         #############################################
         ########## LLM Request Attributes ###########
         #############################################
 
-        # The name of the LLM a request is being made to
+        # The name of the LLM a request is being made to.
         if kwargs.get("model"):
-            span.set_attribute(SpanAttributes.LLM_MODEL_NAME, kwargs.get("model"))
+            safe_set_attribute(
+                span,
+                SpanAttributes.LLM_MODEL_NAME,
+                kwargs.get("model"),
+            )
 
-        span.set_attribute(
+        # The LLM request type.
+        safe_set_attribute(
+            span,
+            "llm.request.type",
+            standard_logging_payload["call_type"],
+        )
+
+        # The Generative AI Provider: Azure, OpenAI, etc.
+        safe_set_attribute(
+            span,
+            SpanAttributes.LLM_PROVIDER,
+            litellm_params.get("custom_llm_provider", "Unknown"),
+        )
+
+        # The maximum number of tokens the LLM generates for a request.
+        if optional_params.get("max_tokens"):
+            safe_set_attribute(
+                span,
+                "llm.request.max_tokens",
+                optional_params.get("max_tokens"),
+            )
+
+        # The temperature setting for the LLM request.
+        if optional_params.get("temperature"):
+            safe_set_attribute(
+                span,
+                "llm.request.temperature",
+                optional_params.get("temperature"),
+            )
+
+        # The top_p sampling setting for the LLM request.
+        if optional_params.get("top_p"):
+            safe_set_attribute(
+                span,
+                "llm.request.top_p",
+                optional_params.get("top_p"),
+            )
+
+        # Indicates whether response is streamed.
+        safe_set_attribute(
+            span,
+            "llm.is_streaming",
+            str(optional_params.get("stream", False)),
+        )
+
+        # Logs the user ID if present.
+        if optional_params.get("user"):
+            safe_set_attribute(
+                span,
+                "llm.user",
+                optional_params.get("user"),
+            )
+
+        # The unique identifier for the completion.
+        if response_obj and response_obj.get("id"):
+            safe_set_attribute(span, "llm.response.id", response_obj.get("id"))
+
+        # The model used to generate the response.
+        if response_obj and response_obj.get("model"):
+            safe_set_attribute(
+                span,
+                "llm.response.model",
+                response_obj.get("model"),
+            )
+
+        # Required by OpenInference to mark span as LLM kind.
+        safe_set_attribute(
+            span,
             SpanAttributes.OPENINFERENCE_SPAN_KIND,
             OpenInferenceSpanKindValues.LLM.value,
         )
@@ -50,77 +156,132 @@ def set_attributes(span: Span, kwargs, response_obj):
         # for /chat/completions
         # https://docs.arize.com/arize/large-language-models/tracing/semantic-conventions
         if messages:
-            span.set_attribute(
+            last_message = messages[-1]
+            safe_set_attribute(
+                span,
                 SpanAttributes.INPUT_VALUE,
-                messages[-1].get("content", ""),  # get the last message for input
+                last_message.get("content", ""),
             )
 
-            # LLM_INPUT_MESSAGES shows up under `input_messages` tab on the span page
+            # LLM_INPUT_MESSAGES shows up under `input_messages` tab on the span page.
             for idx, msg in enumerate(messages):
-                # Set the role per message
-                span.set_attribute(
-                    f"{SpanAttributes.LLM_INPUT_MESSAGES}.{idx}.{MessageAttributes.MESSAGE_ROLE}",
-                    msg["role"],
+                prefix = f"{SpanAttributes.LLM_INPUT_MESSAGES}.{idx}"
+                # Set the role per message.
+                safe_set_attribute(
+                    span, f"{prefix}.{MessageAttributes.MESSAGE_ROLE}", msg.get("role")
                 )
-                # Set the content per message
-                span.set_attribute(
-                    f"{SpanAttributes.LLM_INPUT_MESSAGES}.{idx}.{MessageAttributes.MESSAGE_CONTENT}",
+                # Set the content per message.
+                safe_set_attribute(
+                    span,
+                    f"{prefix}.{MessageAttributes.MESSAGE_CONTENT}",
                     msg.get("content", ""),
                 )
 
-        if standard_logging_payload and (
-            model_params := standard_logging_payload["model_parameters"]
-        ):
+        # Capture tools (function definitions) used in the LLM call.
+        tools = optional_params.get("tools")
+        if tools:
+            for idx, tool in enumerate(tools):
+                function = tool.get("function")
+                if not function:
+                    continue
+                prefix = f"{SpanAttributes.LLM_TOOLS}.{idx}"
+                safe_set_attribute(
+                    span, f"{prefix}.{SpanAttributes.TOOL_NAME}", function.get("name")
+                )
+                safe_set_attribute(
+                    span,
+                    f"{prefix}.{SpanAttributes.TOOL_DESCRIPTION}",
+                    function.get("description"),
+                )
+                safe_set_attribute(
+                    span,
+                    f"{prefix}.{SpanAttributes.TOOL_PARAMETERS}",
+                    json.dumps(function.get("parameters")),
+                )
+
+        # Capture tool calls made during function-calling LLM flows.
+        functions = optional_params.get("functions")
+        if functions:
+            for idx, function in enumerate(functions):
+                prefix = f"{MessageAttributes.MESSAGE_TOOL_CALLS}.{idx}"
+                safe_set_attribute(
+                    span,
+                    f"{prefix}.{ToolCallAttributes.TOOL_CALL_FUNCTION_NAME}",
+                    function.get("name"),
+                )
+
+        # Capture invocation parameters and user ID if available.
+        model_params = (
+            standard_logging_payload.get("model_parameters")
+            if standard_logging_payload
+            else None
+        )
+        if model_params:
             # The Generative AI Provider: Azure, OpenAI, etc.
-            span.set_attribute(
-                SpanAttributes.LLM_INVOCATION_PARAMETERS, safe_dumps(model_params)
+            safe_set_attribute(
+                span,
+                SpanAttributes.LLM_INVOCATION_PARAMETERS,
+                safe_dumps(model_params),
             )
 
             if model_params.get("user"):
                 user_id = model_params.get("user")
                 if user_id is not None:
-                    span.set_attribute(SpanAttributes.USER_ID, user_id)
+                    safe_set_attribute(span, SpanAttributes.USER_ID, user_id)
 
         #############################################
         ########## LLM Response Attributes ##########
-        # https://docs.arize.com/arize/large-language-models/tracing/semantic-conventions
         #############################################
-        if hasattr(response_obj, "get"):
-            for choice in response_obj.get("choices", []):
-                response_message = choice.get("message", {})
-                span.set_attribute(
-                    SpanAttributes.OUTPUT_VALUE, response_message.get("content", "")
-                )
 
-                # This shows up under `output_messages` tab on the span page
-                # This code assumes a single response
-                span.set_attribute(
-                    f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.0.{MessageAttributes.MESSAGE_ROLE}",
-                    response_message.get("role"),
-                )
-                span.set_attribute(
-                    f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.0.{MessageAttributes.MESSAGE_CONTENT}",
+        # Captures response tokens, message, and content.
+        if hasattr(response_obj, "get"):
+            for idx, choice in enumerate(response_obj.get("choices", [])):
+                response_message = choice.get("message", {})
+                safe_set_attribute(
+                    span,
+                    SpanAttributes.OUTPUT_VALUE,
                     response_message.get("content", ""),
                 )
 
-            usage = response_obj.get("usage")
+                # This shows up under `output_messages` tab on the span page.
+                prefix = f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.{idx}"
+                safe_set_attribute(
+                    span,
+                    f"{prefix}.{MessageAttributes.MESSAGE_ROLE}",
+                    response_message.get("role"),
+                )
+                safe_set_attribute(
+                    span,
+                    f"{prefix}.{MessageAttributes.MESSAGE_CONTENT}",
+                    response_message.get("content", ""),
+                )
+
+            # Token usage info.
+            usage = response_obj and response_obj.get("usage")
             if usage:
-                span.set_attribute(
+                safe_set_attribute(
+                    span,
                     SpanAttributes.LLM_TOKEN_COUNT_TOTAL,
                     usage.get("total_tokens"),
                 )
 
                 # The number of tokens used in the LLM response (completion).
-                span.set_attribute(
+                safe_set_attribute(
+                    span,
                     SpanAttributes.LLM_TOKEN_COUNT_COMPLETION,
                     usage.get("completion_tokens"),
                 )
 
                 # The number of tokens used in the LLM prompt.
-                span.set_attribute(
+                safe_set_attribute(
+                    span,
                     SpanAttributes.LLM_TOKEN_COUNT_PROMPT,
                     usage.get("prompt_tokens"),
                 )
-        pass
+
     except Exception as e:
-        verbose_logger.error(f"Error setting arize attributes: {e}")
+        verbose_logger.error(
+            f"[Arize/Phoenix] Failed to set OpenInference span attributes: {e}"
+        )
+        if hasattr(span, "record_exception"):
+            span.record_exception(e)
diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py
index e4e074bab7..bbb042c57b 100644
--- a/litellm/integrations/datadog/datadog_llm_obs.py
+++ b/litellm/integrations/datadog/datadog_llm_obs.py
@@ -13,10 +13,15 @@ import uuid
 from datetime import datetime
 from typing import Any, Dict, List, Optional, Union
 
+import httpx
+
 import litellm
 from litellm._logging import verbose_logger
 from litellm.integrations.custom_batch_logger import CustomBatchLogger
 from litellm.integrations.datadog.datadog import DataDogLogger
+from litellm.litellm_core_utils.prompt_templates.common_utils import (
+    handle_any_messages_to_chat_completion_str_messages_conversion,
+)
 from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
@@ -106,7 +111,6 @@ class DataDogLLMObsLogger(DataDogLogger, CustomBatchLogger):
                 },
             )
 
-            response.raise_for_status()
             if response.status_code != 202:
                 raise Exception(
                     f"DataDogLLMObs: Unexpected response - status_code: {response.status_code}, text: {response.text}"
@@ -116,6 +120,10 @@ class DataDogLLMObsLogger(DataDogLogger, CustomBatchLogger):
                 f"DataDogLLMObs: Successfully sent batch - status_code: {response.status_code}"
             )
             self.log_queue.clear()
+        except httpx.HTTPStatusError as e:
+            verbose_logger.exception(
+                f"DataDogLLMObs: Error sending batch - {e.response.text}"
+            )
         except Exception as e:
             verbose_logger.exception(f"DataDogLLMObs: Error sending batch - {str(e)}")
 
@@ -133,7 +141,11 @@ class DataDogLLMObsLogger(DataDogLogger, CustomBatchLogger):
 
         metadata = kwargs.get("litellm_params", {}).get("metadata", {})
 
-        input_meta = InputMeta(messages=messages)  # type: ignore
+        input_meta = InputMeta(
+            messages=handle_any_messages_to_chat_completion_str_messages_conversion(
+                messages
+            )
+        )
         output_meta = OutputMeta(messages=self._get_response_messages(response_obj))
 
         meta = Meta(
diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py
index 54d87cc42e..7578019dff 100644
--- a/litellm/litellm_core_utils/exception_mapping_utils.py
+++ b/litellm/litellm_core_utils/exception_mapping_utils.py
@@ -311,6 +311,9 @@ def exception_type(  # type: ignore  # noqa: PLR0915
                 elif (
                     "invalid_request_error" in error_str
                     and "content_policy_violation" in error_str
+                ) or (
+                    "Invalid prompt" in error_str
+                    and "violating our usage policy" in error_str
                 ):
                     exception_mapping_worked = True
                     raise ContentPolicyViolationError(
diff --git a/litellm/litellm_core_utils/get_supported_openai_params.py b/litellm/litellm_core_utils/get_supported_openai_params.py
index bcf9fdb961..c0f638ddc2 100644
--- a/litellm/litellm_core_utils/get_supported_openai_params.py
+++ b/litellm/litellm_core_utils/get_supported_openai_params.py
@@ -221,6 +221,8 @@ def get_supported_openai_params(  # noqa: PLR0915
         return litellm.PredibaseConfig().get_supported_openai_params(model=model)
     elif custom_llm_provider == "voyage":
         return litellm.VoyageEmbeddingConfig().get_supported_openai_params(model=model)
+    elif custom_llm_provider == "infinity":
+        return litellm.InfinityEmbeddingConfig().get_supported_openai_params(model=model)
     elif custom_llm_provider == "triton":
         if request_type == "embeddings":
             return litellm.TritonEmbeddingConfig().get_supported_openai_params(
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index 4d0b93f390..77d4fd7d5d 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -28,6 +28,7 @@ from litellm._logging import _is_debugging_on, verbose_logger
 from litellm.batches.batch_utils import _handle_completed_batch
 from litellm.caching.caching import DualCache, InMemoryCache
 from litellm.caching.caching_handler import LLMCachingHandler
+
 from litellm.constants import (
     DEFAULT_MOCK_RESPONSE_COMPLETION_TOKEN_COUNT,
     DEFAULT_MOCK_RESPONSE_PROMPT_TOKEN_COUNT,
@@ -36,6 +37,7 @@ from litellm.cost_calculator import (
     RealtimeAPITokenUsageProcessor,
     _select_model_name_for_cost_calc,
 )
+from litellm.integrations.agentops import AgentOps
 from litellm.integrations.anthropic_cache_control_hook import AnthropicCacheControlHook
 from litellm.integrations.arize.arize import ArizeLogger
 from litellm.integrations.custom_guardrail import CustomGuardrail
@@ -2685,7 +2687,15 @@ def _init_custom_logger_compatible_class(  # noqa: PLR0915
     """
     try:
         custom_logger_init_args = custom_logger_init_args or {}
-        if logging_integration == "lago":
+        if logging_integration == "agentops":  # Add AgentOps initialization
+            for callback in _in_memory_loggers:
+                if isinstance(callback, AgentOps):
+                    return callback  # type: ignore
+
+            agentops_logger = AgentOps()
+            _in_memory_loggers.append(agentops_logger)
+            return agentops_logger  # type: ignore
+        elif logging_integration == "lago":
             for callback in _in_memory_loggers:
                 if isinstance(callback, LagoLogger):
                     return callback  # type: ignore
diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py
index ae5eb286e4..48809fe856 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/utils.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py
@@ -265,8 +265,10 @@ def generic_cost_per_token(
     )
 
     ## CALCULATE OUTPUT COST
-    text_tokens = usage.completion_tokens
+    text_tokens = 0
     audio_tokens = 0
+    reasoning_tokens = 0
+    is_text_tokens_total = False
     if usage.completion_tokens_details is not None:
         audio_tokens = (
             cast(
@@ -280,9 +282,20 @@ def generic_cost_per_token(
                 Optional[int],
                 getattr(usage.completion_tokens_details, "text_tokens", None),
             )
-            or usage.completion_tokens  # default to completion tokens, if this field is not set
+            or 0  # default to completion tokens, if this field is not set
+        )
+        reasoning_tokens = (
+            cast(
+                Optional[int],
+                getattr(usage.completion_tokens_details, "reasoning_tokens", 0),
+            )
+            or 0
         )
 
+    if text_tokens == 0:
+        text_tokens = usage.completion_tokens
+    if text_tokens == usage.completion_tokens:
+        is_text_tokens_total = True
     ## TEXT COST
     completion_cost = float(text_tokens) * completion_base_cost
 
@@ -290,12 +303,26 @@ def generic_cost_per_token(
         "output_cost_per_audio_token"
     )
 
+    _output_cost_per_reasoning_token: Optional[float] = model_info.get(
+        "output_cost_per_reasoning_token"
+    )
+
     ## AUDIO COST
-    if (
-        _output_cost_per_audio_token is not None
-        and audio_tokens is not None
-        and audio_tokens > 0
-    ):
+    if not is_text_tokens_total and audio_tokens is not None and audio_tokens > 0:
+        _output_cost_per_audio_token = (
+            _output_cost_per_audio_token
+            if _output_cost_per_audio_token is not None
+            else completion_base_cost
+        )
         completion_cost += float(audio_tokens) * _output_cost_per_audio_token
 
+    ## REASONING COST
+    if not is_text_tokens_total and reasoning_tokens and reasoning_tokens > 0:
+        _output_cost_per_reasoning_token = (
+            _output_cost_per_reasoning_token
+            if _output_cost_per_reasoning_token is not None
+            else completion_base_cost
+        )
+        completion_cost += float(reasoning_tokens) * _output_cost_per_reasoning_token
+
     return prompt_cost, completion_cost
diff --git a/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py b/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
index a0a99f580b..5a8319a747 100644
--- a/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
+++ b/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
@@ -14,6 +14,7 @@ from litellm.types.llms.openai import ChatCompletionThinkingBlock
 from litellm.types.utils import (
     ChatCompletionDeltaToolCall,
     ChatCompletionMessageToolCall,
+    ChatCompletionRedactedThinkingBlock,
     Choices,
     Delta,
     EmbeddingResponse,
@@ -486,7 +487,14 @@ def convert_to_model_response_object(  # noqa: PLR0915
                     )
 
                     # Handle thinking models that display `thinking_blocks` within `content`
-                    thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+                    thinking_blocks: Optional[
+                        List[
+                            Union[
+                                ChatCompletionThinkingBlock,
+                                ChatCompletionRedactedThinkingBlock,
+                            ]
+                        ]
+                    ] = None
                     if "thinking_blocks" in choice["message"]:
                         thinking_blocks = choice["message"]["thinking_blocks"]
                         provider_specific_fields["thinking_blocks"] = thinking_blocks
diff --git a/litellm/litellm_core_utils/model_param_helper.py b/litellm/litellm_core_utils/model_param_helper.py
index c96b4a3f5b..91f2f1341c 100644
--- a/litellm/litellm_core_utils/model_param_helper.py
+++ b/litellm/litellm_core_utils/model_param_helper.py
@@ -75,6 +75,10 @@ class ModelParamHelper:
         combined_kwargs = combined_kwargs.difference(exclude_kwargs)
         return combined_kwargs
 
+    @staticmethod
+    def get_litellm_provider_specific_params_for_chat_params() -> Set[str]:
+        return set(["thinking"])
+
     @staticmethod
     def _get_litellm_supported_chat_completion_kwargs() -> Set[str]:
         """
@@ -82,11 +86,18 @@ class ModelParamHelper:
 
         This follows the OpenAI API Spec
         """
-        all_chat_completion_kwargs = set(
+        non_streaming_params: Set[str] = set(
             getattr(CompletionCreateParamsNonStreaming, "__annotations__", {}).keys()
-        ).union(
-            set(getattr(CompletionCreateParamsStreaming, "__annotations__", {}).keys())
         )
+        streaming_params: Set[str] = set(
+            getattr(CompletionCreateParamsStreaming, "__annotations__", {}).keys()
+        )
+        litellm_provider_specific_params: Set[str] = (
+            ModelParamHelper.get_litellm_provider_specific_params_for_chat_params()
+        )
+        all_chat_completion_kwargs: Set[str] = non_streaming_params.union(
+            streaming_params
+        ).union(litellm_provider_specific_params)
         return all_chat_completion_kwargs
 
     @staticmethod
diff --git a/litellm/litellm_core_utils/prompt_templates/common_utils.py b/litellm/litellm_core_utils/prompt_templates/common_utils.py
index 2fe99fb27b..963ab33f52 100644
--- a/litellm/litellm_core_utils/prompt_templates/common_utils.py
+++ b/litellm/litellm_core_utils/prompt_templates/common_utils.py
@@ -6,7 +6,7 @@ import io
 import mimetypes
 import re
 from os import PathLike
-from typing import Dict, List, Literal, Mapping, Optional, Union, cast
+from typing import Any, Dict, List, Literal, Mapping, Optional, Union, cast
 
 from litellm.types.llms.openai import (
     AllMessageValues,
@@ -32,6 +32,35 @@ DEFAULT_ASSISTANT_CONTINUE_MESSAGE = ChatCompletionAssistantMessage(
 )
 
 
+def handle_any_messages_to_chat_completion_str_messages_conversion(
+    messages: Any,
+) -> List[Dict[str, str]]:
+    """
+    Handles any messages to chat completion str messages conversion
+
+    Relevant Issue: https://github.com/BerriAI/litellm/issues/9494
+    """
+    import json
+
+    if isinstance(messages, list):
+        try:
+            return cast(
+                List[Dict[str, str]],
+                handle_messages_with_content_list_to_str_conversion(messages),
+            )
+        except Exception:
+            return [{"input": json.dumps(message, default=str)} for message in messages]
+    elif isinstance(messages, dict):
+        try:
+            return [{"input": json.dumps(messages, default=str)}]
+        except Exception:
+            return [{"input": str(messages)}]
+    elif isinstance(messages, str):
+        return [{"input": messages}]
+    else:
+        return [{"input": str(messages)}]
+
+
 def handle_messages_with_content_list_to_str_conversion(
     messages: List[AllMessageValues],
 ) -> List[AllMessageValues]:
@@ -471,3 +500,59 @@ def unpack_defs(schema, defs):
                 unpack_defs(ref, defs)
                 value["items"] = ref
                 continue
+
+
+def _get_image_mime_type_from_url(url: str) -> Optional[str]:
+    """
+    Get mime type for common image URLs
+    See gemini mime types: https://cloud.google.com/vertex-ai/generative-ai/docs/multimodal/image-understanding#image-requirements
+
+    Supported by Gemini:
+     application/pdf
+    audio/mpeg
+    audio/mp3
+    audio/wav
+    image/png
+    image/jpeg
+    image/webp
+    text/plain
+    video/mov
+    video/mpeg
+    video/mp4
+    video/mpg
+    video/avi
+    video/wmv
+    video/mpegps
+    video/flv
+    """
+    url = url.lower()
+
+    # Map file extensions to mime types
+    mime_types = {
+        # Images
+        (".jpg", ".jpeg"): "image/jpeg",
+        (".png",): "image/png",
+        (".webp",): "image/webp",
+        # Videos
+        (".mp4",): "video/mp4",
+        (".mov",): "video/mov",
+        (".mpeg", ".mpg"): "video/mpeg",
+        (".avi",): "video/avi",
+        (".wmv",): "video/wmv",
+        (".mpegps",): "video/mpegps",
+        (".flv",): "video/flv",
+        # Audio
+        (".mp3",): "audio/mp3",
+        (".wav",): "audio/wav",
+        (".mpeg",): "audio/mpeg",
+        # Documents
+        (".pdf",): "application/pdf",
+        (".txt",): "text/plain",
+    }
+
+    # Check each extension group against the URL
+    for extensions, mime_type in mime_types.items():
+        if any(url.endswith(ext) for ext in extensions):
+            return mime_type
+
+    return None
diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index aa5dc0d49a..5b11b224bb 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -2258,6 +2258,14 @@ def _parse_content_type(content_type: str) -> str:
     return m.get_content_type()
 
 
+def _parse_mime_type(base64_data: str) -> Optional[str]:
+    mime_type_match = re.match(r"data:(.*?);base64", base64_data)
+    if mime_type_match:
+        return mime_type_match.group(1)
+    else:
+        return None
+
+
 class BedrockImageProcessor:
     """Handles both sync and async image processing for Bedrock conversations."""
 
diff --git a/litellm/llms/anthropic/chat/handler.py b/litellm/llms/anthropic/chat/handler.py
index ebb8650044..397aa1e047 100644
--- a/litellm/llms/anthropic/chat/handler.py
+++ b/litellm/llms/anthropic/chat/handler.py
@@ -29,6 +29,7 @@ from litellm.types.llms.anthropic import (
     UsageDelta,
 )
 from litellm.types.llms.openai import (
+    ChatCompletionRedactedThinkingBlock,
     ChatCompletionThinkingBlock,
     ChatCompletionToolCallChunk,
 )
@@ -501,18 +502,19 @@ class ModelResponseIterator:
     ) -> Tuple[
         str,
         Optional[ChatCompletionToolCallChunk],
-        List[ChatCompletionThinkingBlock],
+        List[Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]],
         Dict[str, Any],
     ]:
         """
         Helper function to handle the content block delta
         """
-
         text = ""
         tool_use: Optional[ChatCompletionToolCallChunk] = None
         provider_specific_fields = {}
         content_block = ContentBlockDelta(**chunk)  # type: ignore
-        thinking_blocks: List[ChatCompletionThinkingBlock] = []
+        thinking_blocks: List[
+            Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+        ] = []
 
         self.content_blocks.append(content_block)
         if "text" in content_block["delta"]:
@@ -541,20 +543,25 @@ class ModelResponseIterator:
                 )
             ]
             provider_specific_fields["thinking_blocks"] = thinking_blocks
+
         return text, tool_use, thinking_blocks, provider_specific_fields
 
     def _handle_reasoning_content(
-        self, thinking_blocks: List[ChatCompletionThinkingBlock]
+        self,
+        thinking_blocks: List[
+            Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+        ],
     ) -> Optional[str]:
         """
         Handle the reasoning content
         """
         reasoning_content = None
         for block in thinking_blocks:
+            thinking_content = cast(Optional[str], block.get("thinking"))
             if reasoning_content is None:
                 reasoning_content = ""
-            if "thinking" in block:
-                reasoning_content += block["thinking"]
+            if thinking_content is not None:
+                reasoning_content += thinking_content
         return reasoning_content
 
     def chunk_parser(self, chunk: dict) -> ModelResponseStream:
@@ -567,7 +574,13 @@ class ModelResponseIterator:
             usage: Optional[Usage] = None
             provider_specific_fields: Dict[str, Any] = {}
             reasoning_content: Optional[str] = None
-            thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+            thinking_blocks: Optional[
+                List[
+                    Union[
+                        ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock
+                    ]
+                ]
+            ] = None
 
             index = int(chunk.get("index", 0))
             if type_chunk == "content_block_delta":
@@ -605,6 +618,15 @@ class ModelResponseIterator:
                         },
                         "index": self.tool_index,
                     }
+                elif (
+                    content_block_start["content_block"]["type"] == "redacted_thinking"
+                ):
+                    thinking_blocks = [
+                        ChatCompletionRedactedThinkingBlock(
+                            type="redacted_thinking",
+                            data=content_block_start["content_block"]["data"],
+                        )
+                    ]
             elif type_chunk == "content_block_stop":
                 ContentBlockStop(**chunk)  # type: ignore
                 # check if tool call content block
diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index 590931321d..06e0553f8d 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -7,6 +7,9 @@ import httpx
 import litellm
 from litellm.constants import (
     DEFAULT_ANTHROPIC_CHAT_MAX_TOKENS,
+    DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
     RESPONSE_FORMAT_TOOL_NAME,
 )
 from litellm.litellm_core_utils.core_helpers import map_finish_reason
@@ -27,6 +30,7 @@ from litellm.types.llms.openai import (
     REASONING_EFFORT,
     AllMessageValues,
     ChatCompletionCachedContent,
+    ChatCompletionRedactedThinkingBlock,
     ChatCompletionSystemMessage,
     ChatCompletionThinkingBlock,
     ChatCompletionToolCallChunk,
@@ -276,11 +280,20 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         if reasoning_effort is None:
             return None
         elif reasoning_effort == "low":
-            return AnthropicThinkingParam(type="enabled", budget_tokens=1024)
+            return AnthropicThinkingParam(
+                type="enabled",
+                budget_tokens=DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,
+            )
         elif reasoning_effort == "medium":
-            return AnthropicThinkingParam(type="enabled", budget_tokens=2048)
+            return AnthropicThinkingParam(
+                type="enabled",
+                budget_tokens=DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+            )
         elif reasoning_effort == "high":
-            return AnthropicThinkingParam(type="enabled", budget_tokens=4096)
+            return AnthropicThinkingParam(
+                type="enabled",
+                budget_tokens=DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+            )
         else:
             raise ValueError(f"Unmapped reasoning effort: {reasoning_effort}")
 
@@ -563,13 +576,21 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
     ) -> Tuple[
         str,
         Optional[List[Any]],
-        Optional[List[ChatCompletionThinkingBlock]],
+        Optional[
+            List[
+                Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+            ]
+        ],
         Optional[str],
         List[ChatCompletionToolCallChunk],
     ]:
         text_content = ""
         citations: Optional[List[Any]] = None
-        thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+        thinking_blocks: Optional[
+            List[
+                Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+            ]
+        ] = None
         reasoning_content: Optional[str] = None
         tool_calls: List[ChatCompletionToolCallChunk] = []
         for idx, content in enumerate(completion_response["content"]):
@@ -588,20 +609,30 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                         index=idx,
                     )
                 )
-            ## CITATIONS
-            if content.get("citations", None) is not None:
-                if citations is None:
-                    citations = []
-                citations.append(content["citations"])
-            if content.get("thinking", None) is not None:
+
+            elif content.get("thinking", None) is not None:
                 if thinking_blocks is None:
                     thinking_blocks = []
                 thinking_blocks.append(cast(ChatCompletionThinkingBlock, content))
+            elif content["type"] == "redacted_thinking":
+                if thinking_blocks is None:
+                    thinking_blocks = []
+                thinking_blocks.append(
+                    cast(ChatCompletionRedactedThinkingBlock, content)
+                )
+
+            ## CITATIONS
+            if content.get("citations") is not None:
+                if citations is None:
+                    citations = []
+                citations.append(content["citations"])
         if thinking_blocks is not None:
             reasoning_content = ""
             for block in thinking_blocks:
-                if "thinking" in block:
-                    reasoning_content += block["thinking"]
+                thinking_content = cast(Optional[str], block.get("thinking"))
+                if thinking_content is not None:
+                    reasoning_content += thinking_content
+
         return text_content, citations, thinking_blocks, reasoning_content, tool_calls
 
     def calculate_usage(
@@ -691,7 +722,13 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         else:
             text_content = ""
             citations: Optional[List[Any]] = None
-            thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+            thinking_blocks: Optional[
+                List[
+                    Union[
+                        ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock
+                    ]
+                ]
+            ] = None
             reasoning_content: Optional[str] = None
             tool_calls: List[ChatCompletionToolCallChunk] = []
 
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
index a37d816770..ab335ca7c1 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
@@ -1,6 +1,6 @@
 """
 - call /messages on Anthropic API
-- Make streaming + non-streaming request - just pass it through direct to Anthropic. No need to do anything special here 
+- Make streaming + non-streaming request - just pass it through direct to Anthropic. No need to do anything special here
 - Ensure requests are logged in the DB - stream + non-stream
 
 """
@@ -43,7 +43,9 @@ class AnthropicMessagesHandler:
         from litellm.proxy.pass_through_endpoints.success_handler import (
             PassThroughEndpointLogging,
         )
-        from litellm.proxy.pass_through_endpoints.types import EndpointType
+        from litellm.types.passthrough_endpoints.pass_through_endpoints import (
+            EndpointType,
+        )
 
         # Create success handler object
         passthrough_success_handler_obj = PassThroughEndpointLogging()
@@ -98,11 +100,11 @@ async def anthropic_messages(
         api_base=optional_params.api_base,
         api_key=optional_params.api_key,
     )
-    anthropic_messages_provider_config: Optional[
-        BaseAnthropicMessagesConfig
-    ] = ProviderConfigManager.get_provider_anthropic_messages_config(
-        model=model,
-        provider=litellm.LlmProviders(_custom_llm_provider),
+    anthropic_messages_provider_config: Optional[BaseAnthropicMessagesConfig] = (
+        ProviderConfigManager.get_provider_anthropic_messages_config(
+            model=model,
+            provider=litellm.LlmProviders(_custom_llm_provider),
+        )
     )
     if anthropic_messages_provider_config is None:
         raise ValueError(
diff --git a/litellm/llms/azure/assistants.py b/litellm/llms/azure/assistants.py
index 2e8c78b259..271cd698e7 100644
--- a/litellm/llms/azure/assistants.py
+++ b/litellm/llms/azure/assistants.py
@@ -288,6 +288,7 @@ class AzureAssistantsAPI(BaseAzureLLM):
             timeout=timeout,
             max_retries=max_retries,
             client=client,
+            litellm_params=litellm_params,
         )
 
         thread_message: OpenAIMessage = openai_client.beta.threads.messages.create(  # type: ignore
diff --git a/litellm/llms/azure/chat/o_series_transformation.py b/litellm/llms/azure/chat/o_series_transformation.py
index 21aafce7fb..69fb941ca5 100644
--- a/litellm/llms/azure/chat/o_series_transformation.py
+++ b/litellm/llms/azure/chat/o_series_transformation.py
@@ -79,7 +79,7 @@ class AzureOpenAIO1Config(OpenAIOSeriesConfig):
         return True
 
     def is_o_series_model(self, model: str) -> bool:
-        return "o1" in model or "o3" in model or "o_series/" in model
+        return "o1" in model or "o3" in model or "o4" in model or "o_series/" in model
 
     def transform_request(
         self,
diff --git a/litellm/llms/azure/responses/transformation.py b/litellm/llms/azure/responses/transformation.py
new file mode 100644
index 0000000000..7d9244e31b
--- /dev/null
+++ b/litellm/llms/azure/responses/transformation.py
@@ -0,0 +1,172 @@
+from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, cast
+
+import httpx
+
+import litellm
+from litellm._logging import verbose_logger
+from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import *
+from litellm.types.responses.main import *
+from litellm.types.router import GenericLiteLLMParams
+from litellm.utils import _add_path_to_api_base
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
+
+    LiteLLMLoggingObj = _LiteLLMLoggingObj
+else:
+    LiteLLMLoggingObj = Any
+
+
+class AzureOpenAIResponsesAPIConfig(OpenAIResponsesAPIConfig):
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        api_key: Optional[str] = None,
+    ) -> dict:
+        api_key = (
+            api_key
+            or litellm.api_key
+            or litellm.azure_key
+            or get_secret_str("AZURE_OPENAI_API_KEY")
+            or get_secret_str("AZURE_API_KEY")
+        )
+
+        headers.update(
+            {
+                "Authorization": f"Bearer {api_key}",
+            }
+        )
+        return headers
+
+    def get_complete_url(
+        self,
+        api_base: Optional[str],
+        litellm_params: dict,
+    ) -> str:
+        """
+        Constructs a complete URL for the API request.
+
+        Args:
+        - api_base: Base URL, e.g.,
+            "https://litellm8397336933.openai.azure.com"
+            OR
+            "https://litellm8397336933.openai.azure.com/openai/responses?api-version=2024-05-01-preview"
+        - model: Model name.
+        - optional_params: Additional query parameters, including "api_version".
+        - stream: If streaming is required (optional).
+
+        Returns:
+        - A complete URL string, e.g.,
+        "https://litellm8397336933.openai.azure.com/openai/responses?api-version=2024-05-01-preview"
+        """
+        api_base = api_base or litellm.api_base or get_secret_str("AZURE_API_BASE")
+        if api_base is None:
+            raise ValueError(
+                f"api_base is required for Azure AI Studio. Please set the api_base parameter. Passed `api_base={api_base}`"
+            )
+        original_url = httpx.URL(api_base)
+
+        # Extract api_version or use default
+        api_version = cast(Optional[str], litellm_params.get("api_version"))
+
+        # Create a new dictionary with existing params
+        query_params = dict(original_url.params)
+
+        # Add api_version if needed
+        if "api-version" not in query_params and api_version:
+            query_params["api-version"] = api_version
+
+        # Add the path to the base URL
+        if "/openai/responses" not in api_base:
+            new_url = _add_path_to_api_base(
+                api_base=api_base, ending_path="/openai/responses"
+            )
+        else:
+            new_url = api_base
+
+        # Use the new query_params dictionary
+        final_url = httpx.URL(new_url).copy_with(params=query_params)
+
+        return str(final_url)
+
+    #########################################################
+    ########## DELETE RESPONSE API TRANSFORMATION ##############
+    #########################################################
+    def _construct_url_for_response_id_in_path(
+        self, api_base: str, response_id: str
+    ) -> str:
+        """
+        Constructs a URL for the API request with the response_id in the path.
+        """
+        from urllib.parse import urlparse, urlunparse
+
+        # Parse the URL to separate its components
+        parsed_url = urlparse(api_base)
+
+        # Insert the response_id at the end of the path component
+        # Remove trailing slash if present to avoid double slashes
+        path = parsed_url.path.rstrip("/")
+        new_path = f"{path}/{response_id}"
+
+        # Reconstruct the URL with all original components but with the modified path
+        constructed_url = urlunparse(
+            (
+                parsed_url.scheme,  # http, https
+                parsed_url.netloc,  # domain name, port
+                new_path,  # path with response_id added
+                parsed_url.params,  # parameters
+                parsed_url.query,  # query string
+                parsed_url.fragment,  # fragment
+            )
+        )
+        return constructed_url
+
+    def transform_delete_response_api_request(
+        self,
+        response_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[str, Dict]:
+        """
+        Transform the delete response API request into a URL and data
+
+        Azure OpenAI API expects the following request:
+        - DELETE /openai/responses/{response_id}?api-version=xxx
+
+        This function handles URLs with query parameters by inserting the response_id
+        at the correct location (before any query parameters).
+        """
+        delete_url = self._construct_url_for_response_id_in_path(
+            api_base=api_base, response_id=response_id
+        )
+
+        data: Dict = {}
+        verbose_logger.debug(f"delete response url={delete_url}")
+        return delete_url, data
+
+    #########################################################
+    ########## GET RESPONSE API TRANSFORMATION ###############
+    #########################################################
+    def transform_get_response_api_request(
+        self,
+        response_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[str, Dict]:
+        """
+        Transform the get response API request into a URL and data
+
+        OpenAI API expects the following request
+        - GET /v1/responses/{response_id}
+        """
+        get_url = self._construct_url_for_response_id_in_path(
+            api_base=api_base, response_id=response_id
+        )
+        data: Dict = {}
+        verbose_logger.debug(f"get response url={get_url}")
+        return get_url, data
diff --git a/litellm/llms/azure_ai/chat/transformation.py b/litellm/llms/azure_ai/chat/transformation.py
index 839f875f75..1adc56804f 100644
--- a/litellm/llms/azure_ai/chat/transformation.py
+++ b/litellm/llms/azure_ai/chat/transformation.py
@@ -1,3 +1,4 @@
+import enum
 from typing import Any, List, Optional, Tuple, cast
 from urllib.parse import urlparse
 
@@ -19,6 +20,10 @@ from litellm.types.utils import ModelResponse, ProviderField
 from litellm.utils import _add_path_to_api_base, supports_tool_choice
 
 
+class AzureFoundryErrorStrings(str, enum.Enum):
+    SET_EXTRA_PARAMETERS_TO_PASS_THROUGH = "Set extra-parameters to 'pass-through'"
+
+
 class AzureAIStudioConfig(OpenAIConfig):
     def get_supported_openai_params(self, model: str) -> List:
         model_supports_tool_choice = True  # azure ai supports this by default
@@ -240,12 +245,18 @@ class AzureAIStudioConfig(OpenAIConfig):
     ) -> bool:
         should_drop_params = litellm_params.get("drop_params") or litellm.drop_params
         error_text = e.response.text
+
         if should_drop_params and "Extra inputs are not permitted" in error_text:
             return True
         elif (
             "unknown field: parameter index is not a valid field" in error_text
         ):  # remove index from tool calls
             return True
+        elif (
+            AzureFoundryErrorStrings.SET_EXTRA_PARAMETERS_TO_PASS_THROUGH.value
+            in error_text
+        ):  # remove extra-parameters from tool calls
+            return True
         return super().should_retry_llm_api_inside_llm_translation_on_http_error(
             e=e, litellm_params=litellm_params
         )
@@ -265,5 +276,46 @@ class AzureAIStudioConfig(OpenAIConfig):
             litellm.remove_index_from_tool_calls(
                 messages=_messages,
             )
+        elif (
+            AzureFoundryErrorStrings.SET_EXTRA_PARAMETERS_TO_PASS_THROUGH.value
+            in e.response.text
+        ):
+            request_data = self._drop_extra_params_from_request_data(
+                request_data, e.response.text
+            )
         data = drop_params_from_unprocessable_entity_error(e=e, data=request_data)
         return data
+
+    def _drop_extra_params_from_request_data(
+        self, request_data: dict, error_text: str
+    ) -> dict:
+        params_to_drop = self._extract_params_to_drop_from_error_text(error_text)
+        if params_to_drop:
+            for param in params_to_drop:
+                if param in request_data:
+                    request_data.pop(param, None)
+        return request_data
+
+    def _extract_params_to_drop_from_error_text(
+        self, error_text: str
+    ) -> Optional[List[str]]:
+        """
+        Error text looks like this"
+            "Extra parameters ['stream_options', 'extra-parameters'] are not allowed when extra-parameters is not set or set to be 'error'.
+        """
+        import re
+
+        # Extract parameters within square brackets
+        match = re.search(r"\[(.*?)\]", error_text)
+        if not match:
+            return []
+
+        # Parse the extracted string into a list of parameter names
+        params_str = match.group(1)
+        params = []
+        for param in params_str.split(","):
+            # Clean up the parameter name (remove quotes, spaces)
+            clean_param = param.strip().strip("'").strip('"')
+            if clean_param:
+                params.append(clean_param)
+        return params
diff --git a/litellm/llms/base_llm/responses/transformation.py b/litellm/llms/base_llm/responses/transformation.py
index e98a579845..751d29dd56 100644
--- a/litellm/llms/base_llm/responses/transformation.py
+++ b/litellm/llms/base_llm/responses/transformation.py
@@ -1,6 +1,6 @@
 import types
 from abc import ABC, abstractmethod
-from typing import TYPE_CHECKING, Any, Dict, Optional, Union
+from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, Union
 
 import httpx
 
@@ -10,6 +10,7 @@ from litellm.types.llms.openai import (
     ResponsesAPIResponse,
     ResponsesAPIStreamingResponse,
 )
+from litellm.types.responses.main import *
 from litellm.types.router import GenericLiteLLMParams
 
 if TYPE_CHECKING:
@@ -73,8 +74,7 @@ class BaseResponsesAPIConfig(ABC):
     def get_complete_url(
         self,
         api_base: Optional[str],
-        model: str,
-        stream: Optional[bool] = None,
+        litellm_params: dict,
     ) -> str:
         """
         OPTIONAL
@@ -119,6 +119,56 @@ class BaseResponsesAPIConfig(ABC):
         """
         pass
 
+    #########################################################
+    ########## DELETE RESPONSE API TRANSFORMATION ##############
+    #########################################################
+    @abstractmethod
+    def transform_delete_response_api_request(
+        self,
+        response_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[str, Dict]:
+        pass
+
+    @abstractmethod
+    def transform_delete_response_api_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+    ) -> DeleteResponseResult:
+        pass
+
+    #########################################################
+    ########## END DELETE RESPONSE API TRANSFORMATION #######
+    #########################################################
+
+    #########################################################
+    ########## GET RESPONSE API TRANSFORMATION ###############
+    #########################################################
+    @abstractmethod
+    def transform_get_response_api_request(
+        self,
+        response_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[str, Dict]:
+        pass
+    
+    @abstractmethod
+    def transform_get_response_api_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+    ) -> ResponsesAPIResponse:
+        pass
+
+    #########################################################
+    ########## END GET RESPONSE API TRANSFORMATION ##########
+    #########################################################
+    
     def get_error_class(
         self, error_message: str, status_code: int, headers: Union[dict, httpx.Headers]
     ) -> BaseLLMException:
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index 76ea51f435..8332463c5c 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -22,6 +22,7 @@ from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMExcepti
 from litellm.types.llms.bedrock import *
 from litellm.types.llms.openai import (
     AllMessageValues,
+    ChatCompletionRedactedThinkingBlock,
     ChatCompletionResponseMessage,
     ChatCompletionSystemMessage,
     ChatCompletionThinkingBlock,
@@ -106,6 +107,15 @@ class AmazonConverseConfig(BaseConfig):
             "response_format",
         ]
 
+        if (
+            "arn" in model
+        ):  # we can't infer the model from the arn, so just add all params
+            supported_params.append("tools")
+            supported_params.append("tool_choice")
+            supported_params.append("thinking")
+            supported_params.append("reasoning_effort")
+            return supported_params
+
         ## Filter out 'cross-region' from model name
         base_model = BedrockModelInfo.get_base_model(model)
 
@@ -375,25 +385,27 @@ class AmazonConverseConfig(BaseConfig):
         system_content_blocks: List[SystemContentBlock] = []
         for idx, message in enumerate(messages):
             if message["role"] == "system":
-                _system_content_block: Optional[SystemContentBlock] = None
-                _cache_point_block: Optional[SystemContentBlock] = None
-                if isinstance(message["content"], str) and len(message["content"]) > 0:
-                    _system_content_block = SystemContentBlock(text=message["content"])
-                    _cache_point_block = self._get_cache_point_block(
+                system_prompt_indices.append(idx)
+                if isinstance(message["content"], str) and message["content"]:
+                    system_content_blocks.append(
+                        SystemContentBlock(text=message["content"])
+                    )
+                    cache_block = self._get_cache_point_block(
                         message, block_type="system"
                     )
+                    if cache_block:
+                        system_content_blocks.append(cache_block)
                 elif isinstance(message["content"], list):
                     for m in message["content"]:
-                        if m.get("type", "") == "text" and len(m["text"]) > 0:
-                            _system_content_block = SystemContentBlock(text=m["text"])
-                            _cache_point_block = self._get_cache_point_block(
+                        if m.get("type") == "text" and m.get("text"):
+                            system_content_blocks.append(
+                                SystemContentBlock(text=m["text"])
+                            )
+                            cache_block = self._get_cache_point_block(
                                 m, block_type="system"
                             )
-                if _system_content_block is not None:
-                    system_content_blocks.append(_system_content_block)
-                if _cache_point_block is not None:
-                    system_content_blocks.append(_cache_point_block)
-                system_prompt_indices.append(idx)
+                            if cache_block:
+                                system_content_blocks.append(cache_block)
         if len(system_prompt_indices) > 0:
             for idx in reversed(system_prompt_indices):
                 messages.pop(idx)
@@ -627,9 +639,11 @@ class AmazonConverseConfig(BaseConfig):
 
     def _transform_thinking_blocks(
         self, thinking_blocks: List[BedrockConverseReasoningContentBlock]
-    ) -> List[ChatCompletionThinkingBlock]:
+    ) -> List[Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]]:
         """Return a consistent format for thinking blocks between Anthropic and Bedrock."""
-        thinking_blocks_list: List[ChatCompletionThinkingBlock] = []
+        thinking_blocks_list: List[
+            Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+        ] = []
         for block in thinking_blocks:
             if "reasoningText" in block:
                 _thinking_block = ChatCompletionThinkingBlock(type="thinking")
@@ -640,6 +654,11 @@ class AmazonConverseConfig(BaseConfig):
                 if _signature is not None:
                     _thinking_block["signature"] = _signature
                 thinking_blocks_list.append(_thinking_block)
+            elif "redactedContent" in block:
+                _redacted_block = ChatCompletionRedactedThinkingBlock(
+                    type="redacted_thinking", data=block["redactedContent"]
+                )
+                thinking_blocks_list.append(_redacted_block)
         return thinking_blocks_list
 
     def _transform_usage(self, usage: ConverseTokenUsageBlock) -> Usage:
diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index 09bdd63572..dfd1658543 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -50,6 +50,7 @@ from litellm.llms.custom_httpx.http_handler import (
 )
 from litellm.types.llms.bedrock import *
 from litellm.types.llms.openai import (
+    ChatCompletionRedactedThinkingBlock,
     ChatCompletionThinkingBlock,
     ChatCompletionToolCallChunk,
     ChatCompletionToolCallFunctionChunk,
@@ -1255,19 +1256,33 @@ class AWSEventStreamDecoder:
 
     def translate_thinking_blocks(
         self, thinking_block: BedrockConverseReasoningContentBlockDelta
-    ) -> Optional[List[ChatCompletionThinkingBlock]]:
+    ) -> Optional[
+        List[Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]]
+    ]:
         """
         Translate the thinking blocks to a string
         """
 
-        thinking_blocks_list: List[ChatCompletionThinkingBlock] = []
-        _thinking_block = ChatCompletionThinkingBlock(type="thinking")
+        thinking_blocks_list: List[
+            Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+        ] = []
+        _thinking_block: Optional[
+            Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+        ] = None
+
         if "text" in thinking_block:
+            _thinking_block = ChatCompletionThinkingBlock(type="thinking")
             _thinking_block["thinking"] = thinking_block["text"]
         elif "signature" in thinking_block:
+            _thinking_block = ChatCompletionThinkingBlock(type="thinking")
             _thinking_block["signature"] = thinking_block["signature"]
             _thinking_block["thinking"] = ""  # consistent with anthropic response
-        thinking_blocks_list.append(_thinking_block)
+        elif "redactedContent" in thinking_block:
+            _thinking_block = ChatCompletionRedactedThinkingBlock(
+                type="redacted_thinking", data=thinking_block["redactedContent"]
+            )
+        if _thinking_block is not None:
+            thinking_blocks_list.append(_thinking_block)
         return thinking_blocks_list
 
     def converse_chunk_parser(self, chunk_data: dict) -> ModelResponseStream:
@@ -1279,31 +1294,44 @@ class AWSEventStreamDecoder:
             usage: Optional[Usage] = None
             provider_specific_fields: dict = {}
             reasoning_content: Optional[str] = None
-            thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+            thinking_blocks: Optional[
+                List[
+                    Union[
+                        ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock
+                    ]
+                ]
+            ] = None
 
             index = int(chunk_data.get("contentBlockIndex", 0))
             if "start" in chunk_data:
                 start_obj = ContentBlockStartEvent(**chunk_data["start"])
                 self.content_blocks = []  # reset
-                if (
-                    start_obj is not None
-                    and "toolUse" in start_obj
-                    and start_obj["toolUse"] is not None
-                ):
-                    ## check tool name was formatted by litellm
-                    _response_tool_name = start_obj["toolUse"]["name"]
-                    response_tool_name = get_bedrock_tool_name(
-                        response_tool_name=_response_tool_name
-                    )
-                    tool_use = {
-                        "id": start_obj["toolUse"]["toolUseId"],
-                        "type": "function",
-                        "function": {
-                            "name": response_tool_name,
-                            "arguments": "",
-                        },
-                        "index": index,
-                    }
+                if start_obj is not None:
+                    if "toolUse" in start_obj and start_obj["toolUse"] is not None:
+                        ## check tool name was formatted by litellm
+                        _response_tool_name = start_obj["toolUse"]["name"]
+                        response_tool_name = get_bedrock_tool_name(
+                            response_tool_name=_response_tool_name
+                        )
+                        tool_use = {
+                            "id": start_obj["toolUse"]["toolUseId"],
+                            "type": "function",
+                            "function": {
+                                "name": response_tool_name,
+                                "arguments": "",
+                            },
+                            "index": index,
+                        }
+                    elif (
+                        "reasoningContent" in start_obj
+                        and start_obj["reasoningContent"] is not None
+                    ):  # redacted thinking can be in start object
+                        thinking_blocks = self.translate_thinking_blocks(
+                            start_obj["reasoningContent"]
+                        )
+                        provider_specific_fields = {
+                            "reasoningContent": start_obj["reasoningContent"],
+                        }
             elif "delta" in chunk_data:
                 delta_obj = ContentBlockDeltaEvent(**chunk_data["delta"])
                 self.content_blocks.append(delta_obj)
diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index 627dd8c9f9..f99e04ab9d 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -650,6 +650,49 @@ class HTTPHandler:
         except Exception as e:
             raise e
 
+    def delete(
+        self,
+        url: str,
+        data: Optional[Union[dict, str]] = None,  # type: ignore
+        json: Optional[dict] = None,
+        params: Optional[dict] = None,
+        headers: Optional[dict] = None,
+        timeout: Optional[Union[float, httpx.Timeout]] = None,
+        stream: bool = False,
+    ):
+        try:
+            if timeout is not None:
+                req = self.client.build_request(
+                    "DELETE", url, data=data, json=json, params=params, headers=headers, timeout=timeout  # type: ignore
+                )
+            else:
+                req = self.client.build_request(
+                    "DELETE", url, data=data, json=json, params=params, headers=headers  # type: ignore
+                )
+            response = self.client.send(req, stream=stream)
+            response.raise_for_status()
+            return response
+        except httpx.TimeoutException:
+            raise litellm.Timeout(
+                message=f"Connection timed out after {timeout} seconds.",
+                model="default-model-name",
+                llm_provider="litellm-httpx-handler",
+            )
+        except httpx.HTTPStatusError as e:
+            if stream is True:
+                setattr(e, "message", mask_sensitive_info(e.response.read()))
+                setattr(e, "text", mask_sensitive_info(e.response.read()))
+            else:
+                error_text = mask_sensitive_info(e.response.text)
+                setattr(e, "message", error_text)
+                setattr(e, "text", error_text)
+
+            setattr(e, "status_code", e.response.status_code)
+
+            raise e
+        except Exception as e:
+            raise e
+
     def __del__(self) -> None:
         try:
             self.close()
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 1ab8a94adf..abbbc2e595 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -36,6 +36,7 @@ from litellm.types.llms.openai import (
     ResponsesAPIResponse,
 )
 from litellm.types.rerank import OptionalRerankParams, RerankResponse
+from litellm.types.responses.main import DeleteResponseResult
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.utils import EmbeddingResponse, FileTypes, TranscriptionResponse
 from litellm.utils import CustomStreamWrapper, ModelResponse, ProviderConfigManager
@@ -229,13 +230,17 @@ class BaseLLMHTTPHandler:
         api_key: Optional[str] = None,
         headers: Optional[dict] = {},
         client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+        provider_config: Optional[BaseConfig] = None,
     ):
         json_mode: bool = optional_params.pop("json_mode", False)
         extra_body: Optional[dict] = optional_params.pop("extra_body", None)
         fake_stream = fake_stream or optional_params.pop("fake_stream", False)
 
-        provider_config = ProviderConfigManager.get_provider_chat_config(
-            model=model, provider=litellm.LlmProviders(custom_llm_provider)
+        provider_config = (
+            provider_config
+            or ProviderConfigManager.get_provider_chat_config(
+                model=model, provider=litellm.LlmProviders(custom_llm_provider)
+            )
         )
         if provider_config is None:
             raise ValueError(
@@ -462,7 +467,7 @@ class BaseLLMHTTPHandler:
         )
 
         if fake_stream is True:
-            model_response: (ModelResponse) = provider_config.transform_response(
+            model_response: ModelResponse = provider_config.transform_response(
                 model=model,
                 raw_response=response,
                 model_response=litellm.ModelResponse(),
@@ -595,7 +600,7 @@ class BaseLLMHTTPHandler:
         )
 
         if fake_stream is True:
-            model_response: (ModelResponse) = provider_config.transform_response(
+            model_response: ModelResponse = provider_config.transform_response(
                 model=model,
                 raw_response=response,
                 model_response=litellm.ModelResponse(),
@@ -1011,6 +1016,7 @@ class BaseLLMHTTPHandler:
         client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
         _is_async: bool = False,
         fake_stream: bool = False,
+        litellm_metadata: Optional[Dict[str, Any]] = None,
     ) -> Union[
         ResponsesAPIResponse,
         BaseResponsesAPIStreamingIterator,
@@ -1037,6 +1043,7 @@ class BaseLLMHTTPHandler:
                 timeout=timeout,
                 client=client if isinstance(client, AsyncHTTPHandler) else None,
                 fake_stream=fake_stream,
+                litellm_metadata=litellm_metadata,
             )
 
         if client is None or not isinstance(client, HTTPHandler):
@@ -1055,9 +1062,12 @@ class BaseLLMHTTPHandler:
         if extra_headers:
             headers.update(extra_headers)
 
+        # Check if streaming is requested
+        stream = response_api_optional_request_params.get("stream", False)
+
         api_base = responses_api_provider_config.get_complete_url(
             api_base=litellm_params.api_base,
-            model=model,
+            litellm_params=dict(litellm_params),
         )
 
         data = responses_api_provider_config.transform_responses_api_request(
@@ -1079,9 +1089,6 @@ class BaseLLMHTTPHandler:
             },
         )
 
-        # Check if streaming is requested
-        stream = response_api_optional_request_params.get("stream", False)
-
         try:
             if stream:
                 # For streaming, use stream=True in the request
@@ -1105,6 +1112,8 @@ class BaseLLMHTTPHandler:
                         model=model,
                         logging_obj=logging_obj,
                         responses_api_provider_config=responses_api_provider_config,
+                        litellm_metadata=litellm_metadata,
+                        custom_llm_provider=custom_llm_provider,
                     )
 
                 return SyncResponsesAPIStreamingIterator(
@@ -1112,6 +1121,8 @@ class BaseLLMHTTPHandler:
                     model=model,
                     logging_obj=logging_obj,
                     responses_api_provider_config=responses_api_provider_config,
+                    litellm_metadata=litellm_metadata,
+                    custom_llm_provider=custom_llm_provider,
                 )
             else:
                 # For non-streaming requests
@@ -1148,6 +1159,7 @@ class BaseLLMHTTPHandler:
         timeout: Optional[Union[float, httpx.Timeout]] = None,
         client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
         fake_stream: bool = False,
+        litellm_metadata: Optional[Dict[str, Any]] = None,
     ) -> Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]:
         """
         Async version of the responses API handler.
@@ -1170,9 +1182,12 @@ class BaseLLMHTTPHandler:
         if extra_headers:
             headers.update(extra_headers)
 
+        # Check if streaming is requested
+        stream = response_api_optional_request_params.get("stream", False)
+
         api_base = responses_api_provider_config.get_complete_url(
             api_base=litellm_params.api_base,
-            model=model,
+            litellm_params=dict(litellm_params),
         )
 
         data = responses_api_provider_config.transform_responses_api_request(
@@ -1193,8 +1208,6 @@ class BaseLLMHTTPHandler:
                 "headers": headers,
             },
         )
-        # Check if streaming is requested
-        stream = response_api_optional_request_params.get("stream", False)
 
         try:
             if stream:
@@ -1221,6 +1234,8 @@ class BaseLLMHTTPHandler:
                         model=model,
                         logging_obj=logging_obj,
                         responses_api_provider_config=responses_api_provider_config,
+                        litellm_metadata=litellm_metadata,
+                        custom_llm_provider=custom_llm_provider,
                     )
 
                 # Return the streaming iterator
@@ -1229,6 +1244,8 @@ class BaseLLMHTTPHandler:
                     model=model,
                     logging_obj=logging_obj,
                     responses_api_provider_config=responses_api_provider_config,
+                    litellm_metadata=litellm_metadata,
+                    custom_llm_provider=custom_llm_provider,
                 )
             else:
                 # For non-streaming, proceed as before
@@ -1252,6 +1269,319 @@ class BaseLLMHTTPHandler:
             logging_obj=logging_obj,
         )
 
+    async def async_delete_response_api_handler(
+        self,
+        response_id: str,
+        responses_api_provider_config: BaseResponsesAPIConfig,
+        litellm_params: GenericLiteLLMParams,
+        logging_obj: LiteLLMLoggingObj,
+        custom_llm_provider: Optional[str],
+        extra_headers: Optional[Dict[str, Any]] = None,
+        extra_body: Optional[Dict[str, Any]] = None,
+        timeout: Optional[Union[float, httpx.Timeout]] = None,
+        client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+        _is_async: bool = False,
+    ) -> DeleteResponseResult:
+        """
+        Async version of the delete response API handler.
+        Uses async HTTP client to make requests.
+        """
+        if client is None or not isinstance(client, AsyncHTTPHandler):
+            async_httpx_client = get_async_httpx_client(
+                llm_provider=litellm.LlmProviders(custom_llm_provider),
+                params={"ssl_verify": litellm_params.get("ssl_verify", None)},
+            )
+        else:
+            async_httpx_client = client
+
+        headers = responses_api_provider_config.validate_environment(
+            api_key=litellm_params.api_key,
+            headers=extra_headers or {},
+            model="None",
+        )
+
+        if extra_headers:
+            headers.update(extra_headers)
+
+        api_base = responses_api_provider_config.get_complete_url(
+            api_base=litellm_params.api_base,
+            litellm_params=dict(litellm_params),
+        )
+
+        url, data = responses_api_provider_config.transform_delete_response_api_request(
+            response_id=response_id,
+            api_base=api_base,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+
+        ## LOGGING
+        logging_obj.pre_call(
+            input=input,
+            api_key="",
+            additional_args={
+                "complete_input_dict": data,
+                "api_base": api_base,
+                "headers": headers,
+            },
+        )
+
+        try:
+            response = await async_httpx_client.delete(
+                url=url, headers=headers, data=json.dumps(data), timeout=timeout
+            )
+
+        except Exception as e:
+            raise self._handle_error(
+                e=e,
+                provider_config=responses_api_provider_config,
+            )
+
+        return responses_api_provider_config.transform_delete_response_api_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
+
+    def delete_response_api_handler(
+        self,
+        response_id: str,
+        responses_api_provider_config: BaseResponsesAPIConfig,
+        litellm_params: GenericLiteLLMParams,
+        logging_obj: LiteLLMLoggingObj,
+        custom_llm_provider: Optional[str],
+        extra_headers: Optional[Dict[str, Any]] = None,
+        extra_body: Optional[Dict[str, Any]] = None,
+        timeout: Optional[Union[float, httpx.Timeout]] = None,
+        client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+        _is_async: bool = False,
+    ) -> Union[DeleteResponseResult, Coroutine[Any, Any, DeleteResponseResult]]:
+        """
+        Async version of the responses API handler.
+        Uses async HTTP client to make requests.
+        """
+        if _is_async:
+            return self.async_delete_response_api_handler(
+                response_id=response_id,
+                responses_api_provider_config=responses_api_provider_config,
+                litellm_params=litellm_params,
+                logging_obj=logging_obj,
+                custom_llm_provider=custom_llm_provider,
+                extra_headers=extra_headers,
+                extra_body=extra_body,
+                timeout=timeout,
+                client=client,
+            )
+        if client is None or not isinstance(client, HTTPHandler):
+            sync_httpx_client = _get_httpx_client(
+                params={"ssl_verify": litellm_params.get("ssl_verify", None)}
+            )
+        else:
+            sync_httpx_client = client
+
+        headers = responses_api_provider_config.validate_environment(
+            api_key=litellm_params.api_key,
+            headers=extra_headers or {},
+            model="None",
+        )
+
+        if extra_headers:
+            headers.update(extra_headers)
+
+        api_base = responses_api_provider_config.get_complete_url(
+            api_base=litellm_params.api_base,
+            litellm_params=dict(litellm_params),
+        )
+
+        url, data = responses_api_provider_config.transform_delete_response_api_request(
+            response_id=response_id,
+            api_base=api_base,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+
+        ## LOGGING
+        logging_obj.pre_call(
+            input=input,
+            api_key="",
+            additional_args={
+                "complete_input_dict": data,
+                "api_base": api_base,
+                "headers": headers,
+            },
+        )
+
+        try:
+            response = sync_httpx_client.delete(
+                url=url, headers=headers, data=json.dumps(data), timeout=timeout
+            )
+
+        except Exception as e:
+            raise self._handle_error(
+                e=e,
+                provider_config=responses_api_provider_config,
+            )
+
+        return responses_api_provider_config.transform_delete_response_api_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
+
+    def get_responses(
+        self,
+        response_id: str,
+        responses_api_provider_config: BaseResponsesAPIConfig,
+        litellm_params: GenericLiteLLMParams,
+        logging_obj: LiteLLMLoggingObj,
+        custom_llm_provider: Optional[str] = None,
+        extra_headers: Optional[Dict[str, Any]] = None,
+        extra_body: Optional[Dict[str, Any]] = None,
+        timeout: Optional[Union[float, httpx.Timeout]] = None,
+        client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+        _is_async: bool = False,
+    ) -> Union[ResponsesAPIResponse, Coroutine[Any, Any, ResponsesAPIResponse]]:
+        """
+        Get a response by ID
+        Uses GET /v1/responses/{response_id} endpoint in the responses API
+        """
+        if _is_async:
+            return self.async_get_responses(
+                response_id=response_id,
+                responses_api_provider_config=responses_api_provider_config,
+                litellm_params=litellm_params,
+                logging_obj=logging_obj,
+                custom_llm_provider=custom_llm_provider,
+                extra_headers=extra_headers,
+                extra_body=extra_body,
+                timeout=timeout,
+                client=client,
+            )
+        
+        if client is None or not isinstance(client, HTTPHandler):
+            sync_httpx_client = _get_httpx_client(
+                params={"ssl_verify": litellm_params.get("ssl_verify", None)}
+            )
+        else:
+            sync_httpx_client = client
+
+        headers = responses_api_provider_config.validate_environment(
+            api_key=litellm_params.api_key,
+            headers=extra_headers or {},
+            model="None",
+        )
+
+        if extra_headers:
+            headers.update(extra_headers)
+
+        api_base = responses_api_provider_config.get_complete_url(
+            api_base=litellm_params.api_base,
+            litellm_params=dict(litellm_params),
+        )
+
+        url, data = responses_api_provider_config.transform_get_response_api_request(
+            response_id=response_id,
+            api_base=api_base,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+
+        ## LOGGING
+        logging_obj.pre_call(
+            input="",
+            api_key="",
+            additional_args={
+                "complete_input_dict": data,
+                "api_base": api_base,
+                "headers": headers,
+            },
+        )
+
+        try:
+            response = sync_httpx_client.get(
+                url=url, headers=headers, params=data
+            )
+        except Exception as e:
+            raise self._handle_error(
+                e=e,
+                provider_config=responses_api_provider_config,
+            )
+
+        return responses_api_provider_config.transform_get_response_api_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
+
+    async def async_get_responses(
+        self,
+        response_id: str,
+        responses_api_provider_config: BaseResponsesAPIConfig,
+        litellm_params: GenericLiteLLMParams,
+        logging_obj: LiteLLMLoggingObj,
+        custom_llm_provider: Optional[str] = None,
+        extra_headers: Optional[Dict[str, Any]] = None,
+        extra_body: Optional[Dict[str, Any]] = None,
+        timeout: Optional[Union[float, httpx.Timeout]] = None,
+        client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+    ) -> ResponsesAPIResponse:
+        """
+        Async version of get_responses
+        """
+        if client is None or not isinstance(client, AsyncHTTPHandler):
+            async_httpx_client = get_async_httpx_client(
+                llm_provider=litellm.LlmProviders(custom_llm_provider),
+                params={"ssl_verify": litellm_params.get("ssl_verify", None)},
+            )
+        else:
+            async_httpx_client = client
+
+        headers = responses_api_provider_config.validate_environment(
+            api_key=litellm_params.api_key,
+            headers=extra_headers or {},
+            model="None",
+        )
+
+        if extra_headers:
+            headers.update(extra_headers)
+
+        api_base = responses_api_provider_config.get_complete_url(
+            api_base=litellm_params.api_base,
+            litellm_params=dict(litellm_params),
+        )
+
+        url, data = responses_api_provider_config.transform_get_response_api_request(
+            response_id=response_id,
+            api_base=api_base,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+
+        ## LOGGING
+        logging_obj.pre_call(
+            input="",
+            api_key="",
+            additional_args={
+                "complete_input_dict": data,
+                "api_base": api_base,
+                "headers": headers,
+            },
+        )
+
+        try:
+            response = await async_httpx_client.get(
+                url=url, headers=headers, params=data
+            )
+
+        except Exception as e:
+            verbose_logger.exception(f"Error retrieving response: {e}")
+            raise self._handle_error(
+                e=e,
+                provider_config=responses_api_provider_config,
+            )
+
+        return responses_api_provider_config.transform_get_response_api_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
+
     def create_file(
         self,
         create_file_data: CreateFileRequest,
diff --git a/litellm/llms/databricks/chat/transformation.py b/litellm/llms/databricks/chat/transformation.py
index 6f5738fb4b..7eb3d82963 100644
--- a/litellm/llms/databricks/chat/transformation.py
+++ b/litellm/llms/databricks/chat/transformation.py
@@ -37,6 +37,7 @@ from litellm.types.llms.databricks import (
 )
 from litellm.types.llms.openai import (
     AllMessageValues,
+    ChatCompletionRedactedThinkingBlock,
     ChatCompletionThinkingBlock,
     ChatCompletionToolChoiceFunctionParam,
     ChatCompletionToolChoiceObjectParam,
@@ -314,13 +315,24 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig):
     @staticmethod
     def extract_reasoning_content(
         content: Optional[AllDatabricksContentValues],
-    ) -> Tuple[Optional[str], Optional[List[ChatCompletionThinkingBlock]]]:
+    ) -> Tuple[
+        Optional[str],
+        Optional[
+            List[
+                Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+            ]
+        ],
+    ]:
         """
         Extract and return the reasoning content and thinking blocks
         """
         if content is None:
             return None, None
-        thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+        thinking_blocks: Optional[
+            List[
+                Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+            ]
+        ] = None
         reasoning_content: Optional[str] = None
         if isinstance(content, list):
             for item in content:
diff --git a/litellm/llms/fireworks_ai/chat/transformation.py b/litellm/llms/fireworks_ai/chat/transformation.py
index dc78c5bc5d..2a795bdf2f 100644
--- a/litellm/llms/fireworks_ai/chat/transformation.py
+++ b/litellm/llms/fireworks_ai/chat/transformation.py
@@ -1,15 +1,33 @@
-from typing import List, Literal, Optional, Tuple, Union, cast
+import json
+import uuid
+from typing import Any, List, Literal, Optional, Tuple, Union, cast
+
+import httpx
 
 import litellm
+from litellm.constants import RESPONSE_FORMAT_TOOL_NAME
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.litellm_core_utils.llm_response_utils.get_headers import (
+    get_response_headers,
+)
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionImageObject,
+    ChatCompletionToolParam,
     OpenAIChatCompletionToolParam,
 )
-from litellm.types.utils import ProviderSpecificModelInfo
+from litellm.types.utils import (
+    ChatCompletionMessageToolCall,
+    Choices,
+    Function,
+    Message,
+    ModelResponse,
+    ProviderSpecificModelInfo,
+)
 
 from ...openai.chat.gpt_transformation import OpenAIGPTConfig
+from ..common_utils import FireworksAIException
 
 
 class FireworksAIConfig(OpenAIGPTConfig):
@@ -219,6 +237,94 @@ class FireworksAIConfig(OpenAIGPTConfig):
             headers=headers,
         )
 
+    def _handle_message_content_with_tool_calls(
+        self,
+        message: Message,
+        tool_calls: Optional[List[ChatCompletionToolParam]],
+    ) -> Message:
+        """
+        Fireworks AI sends tool calls in the content field instead of tool_calls
+
+        Relevant Issue: https://github.com/BerriAI/litellm/issues/7209#issuecomment-2813208780
+        """
+        if (
+            tool_calls is not None
+            and message.content is not None
+            and message.tool_calls is None
+        ):
+            try:
+                function = Function(**json.loads(message.content))
+                if function.name != RESPONSE_FORMAT_TOOL_NAME and function.name in [
+                    tool["function"]["name"] for tool in tool_calls
+                ]:
+                    tool_call = ChatCompletionMessageToolCall(
+                        function=function, id=str(uuid.uuid4()), type="function"
+                    )
+                    message.tool_calls = [tool_call]
+
+                    message.content = None
+            except Exception:
+                pass
+
+        return message
+
+    def transform_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        model_response: ModelResponse,
+        logging_obj: LiteLLMLoggingObj,
+        request_data: dict,
+        messages: List[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        encoding: Any,
+        api_key: Optional[str] = None,
+        json_mode: Optional[bool] = None,
+    ) -> ModelResponse:
+        ## LOGGING
+        logging_obj.post_call(
+            input=messages,
+            api_key=api_key,
+            original_response=raw_response.text,
+            additional_args={"complete_input_dict": request_data},
+        )
+
+        ## RESPONSE OBJECT
+        try:
+            completion_response = raw_response.json()
+        except Exception as e:
+            response_headers = getattr(raw_response, "headers", None)
+            raise FireworksAIException(
+                message="Unable to get json response - {}, Original Response: {}".format(
+                    str(e), raw_response.text
+                ),
+                status_code=raw_response.status_code,
+                headers=response_headers,
+            )
+
+        raw_response_headers = dict(raw_response.headers)
+
+        additional_headers = get_response_headers(raw_response_headers)
+
+        response = ModelResponse(**completion_response)
+
+        if response.model is not None:
+            response.model = "fireworks_ai/" + response.model
+
+        ## FIREWORKS AI sends tool calls in the content field instead of tool_calls
+        for choice in response.choices:
+            cast(
+                Choices, choice
+            ).message = self._handle_message_content_with_tool_calls(
+                message=cast(Choices, choice).message,
+                tool_calls=optional_params.get("tools", None),
+            )
+
+        response._hidden_params = {"additional_headers": additional_headers}
+
+        return response
+
     def _get_openai_compatible_provider_info(
         self, api_base: Optional[str], api_key: Optional[str]
     ) -> Tuple[Optional[str], Optional[str]]:
diff --git a/litellm/llms/gemini/chat/transformation.py b/litellm/llms/gemini/chat/transformation.py
index 795333d598..dc65c46455 100644
--- a/litellm/llms/gemini/chat/transformation.py
+++ b/litellm/llms/gemini/chat/transformation.py
@@ -7,6 +7,7 @@ from litellm.litellm_core_utils.prompt_templates.factory import (
 )
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.llms.vertex_ai import ContentType, PartType
+from litellm.utils import supports_reasoning
 
 from ...vertex_ai.gemini.transformation import _gemini_convert_messages_with_history
 from ...vertex_ai.gemini.vertex_and_google_ai_studio_gemini import VertexGeminiConfig
@@ -67,7 +68,7 @@ class GoogleAIStudioGeminiConfig(VertexGeminiConfig):
         return super().get_config()
 
     def get_supported_openai_params(self, model: str) -> List[str]:
-        return [
+        supported_params = [
             "temperature",
             "top_p",
             "max_tokens",
@@ -83,6 +84,10 @@ class GoogleAIStudioGeminiConfig(VertexGeminiConfig):
             "frequency_penalty",
             "modalities",
         ]
+        if supports_reasoning(model):
+            supported_params.append("reasoning_effort")
+            supported_params.append("thinking")
+        return supported_params
 
     def map_openai_params(
         self,
diff --git a/litellm/llms/hosted_vllm/chat/transformation.py b/litellm/llms/hosted_vllm/chat/transformation.py
index 9332e98789..e328bf2881 100644
--- a/litellm/llms/hosted_vllm/chat/transformation.py
+++ b/litellm/llms/hosted_vllm/chat/transformation.py
@@ -2,9 +2,19 @@
 Translate from OpenAI's `/v1/chat/completions` to VLLM's `/v1/chat/completions`
 """
 
-from typing import Optional, Tuple
+from typing import List, Optional, Tuple, cast
 
+from litellm.litellm_core_utils.prompt_templates.common_utils import (
+    _get_image_mime_type_from_url,
+)
+from litellm.litellm_core_utils.prompt_templates.factory import _parse_mime_type
 from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    ChatCompletionFileObject,
+    ChatCompletionVideoObject,
+    ChatCompletionVideoUrlObject,
+)
 
 from ....utils import _remove_additional_properties, _remove_strict_from_schema
 from ...openai.chat.gpt_transformation import OpenAIGPTConfig
@@ -38,3 +48,71 @@ class HostedVLLMChatConfig(OpenAIGPTConfig):
             api_key or get_secret_str("HOSTED_VLLM_API_KEY") or "fake-api-key"
         )  # vllm does not require an api key
         return api_base, dynamic_api_key
+
+    def _is_video_file(self, content_item: ChatCompletionFileObject) -> bool:
+        """
+        Check if the file is a video
+
+        - format: video/<extension>
+        - file_data: base64 encoded video data
+        - file_id: infer mp4 from extension
+        """
+        file = content_item.get("file", {})
+        format = file.get("format")
+        file_data = file.get("file_data")
+        file_id = file.get("file_id")
+        if content_item.get("type") != "file":
+            return False
+        if format and format.startswith("video/"):
+            return True
+        elif file_data:
+            mime_type = _parse_mime_type(file_data)
+            if mime_type and mime_type.startswith("video/"):
+                return True
+        elif file_id:
+            mime_type = _get_image_mime_type_from_url(file_id)
+            if mime_type and mime_type.startswith("video/"):
+                return True
+        return False
+
+    def _convert_file_to_video_url(
+        self, content_item: ChatCompletionFileObject
+    ) -> ChatCompletionVideoObject:
+        file = content_item.get("file", {})
+        file_id = file.get("file_id")
+        file_data = file.get("file_data")
+
+        if file_id:
+            return ChatCompletionVideoObject(
+                type="video_url", video_url=ChatCompletionVideoUrlObject(url=file_id)
+            )
+        elif file_data:
+            return ChatCompletionVideoObject(
+                type="video_url", video_url=ChatCompletionVideoUrlObject(url=file_data)
+            )
+        raise ValueError("file_id or file_data is required")
+
+    def _transform_messages(
+        self, messages: List[AllMessageValues], model: str
+    ) -> List[AllMessageValues]:
+        """
+        Support translating video files from file_id or file_data to video_url
+        """
+        for message in messages:
+            if message["role"] == "user":
+                message_content = message.get("content")
+                if message_content and isinstance(message_content, list):
+                    replaced_content_items: List[
+                        Tuple[int, ChatCompletionFileObject]
+                    ] = []
+                    for idx, content_item in enumerate(message_content):
+                        if content_item.get("type") == "file":
+                            content_item = cast(ChatCompletionFileObject, content_item)
+                            if self._is_video_file(content_item):
+                                replaced_content_items.append((idx, content_item))
+                    for idx, content_item in replaced_content_items:
+                        message_content[idx] = self._convert_file_to_video_url(
+                            content_item
+                        )
+        transformed_messages = super()._transform_messages(messages, model)
+        return transformed_messages
diff --git a/litellm/llms/infinity/rerank/common_utils.py b/litellm/llms/infinity/common_utils.py
similarity index 76%
rename from litellm/llms/infinity/rerank/common_utils.py
rename to litellm/llms/infinity/common_utils.py
index 99477d1a33..089818c829 100644
--- a/litellm/llms/infinity/rerank/common_utils.py
+++ b/litellm/llms/infinity/common_utils.py
@@ -1,10 +1,16 @@
+from typing import Union
 import httpx
 
 from litellm.llms.base_llm.chat.transformation import BaseLLMException
 
 
 class InfinityError(BaseLLMException):
-    def __init__(self, status_code, message):
+    def __init__(
+        self, 
+        status_code: int, 
+        message: str,
+        headers: Union[dict, httpx.Headers] = {}
+        ):
         self.status_code = status_code
         self.message = message
         self.request = httpx.Request(
@@ -16,4 +22,5 @@ class InfinityError(BaseLLMException):
             message=message,
             request=self.request,
             response=self.response,
+            headers=headers,
         )  # Call the base class constructor with the parameters it needs
diff --git a/litellm/llms/infinity/embedding/handler.py b/litellm/llms/infinity/embedding/handler.py
new file mode 100644
index 0000000000..cdcb99c433
--- /dev/null
+++ b/litellm/llms/infinity/embedding/handler.py
@@ -0,0 +1,5 @@
+"""
+Infinity Embedding - uses `llm_http_handler.py` to make httpx requests
+
+Request/Response transformation is handled in `transformation.py`
+"""
diff --git a/litellm/llms/infinity/embedding/transformation.py b/litellm/llms/infinity/embedding/transformation.py
new file mode 100644
index 0000000000..824dcd38da
--- /dev/null
+++ b/litellm/llms/infinity/embedding/transformation.py
@@ -0,0 +1,141 @@
+from typing import List, Optional, Union
+
+import httpx
+
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
+from litellm.llms.base_llm.embedding.transformation import BaseEmbeddingConfig
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import AllEmbeddingInputValues, AllMessageValues
+from litellm.types.utils import EmbeddingResponse, Usage
+
+from ..common_utils import InfinityError
+
+
+class InfinityEmbeddingConfig(BaseEmbeddingConfig):
+    """
+    Reference: https://infinity.modal.michaelfeil.eu/docs
+    """
+
+    def __init__(self) -> None:
+        pass
+
+    def get_complete_url(
+        self,
+        api_base: Optional[str],
+        api_key: Optional[str],
+        model: str,
+        optional_params: dict,
+        litellm_params: dict,
+        stream: Optional[bool] = None,
+    ) -> str:
+        if api_base is None:
+            raise ValueError("api_base is required for Infinity embeddings")
+        # Remove trailing slashes and ensure clean base URL
+        api_base = api_base.rstrip("/")
+        if not api_base.endswith("/embeddings"):
+            api_base = f"{api_base}/embeddings"
+        return api_base
+
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        messages: List[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        api_key: Optional[str] = None,
+        api_base: Optional[str] = None,
+    ) -> dict:
+        if api_key is None:
+            api_key = get_secret_str("INFINITY_API_KEY")
+
+        default_headers = {
+            "Authorization": f"Bearer {api_key}",
+            "accept": "application/json",
+            "Content-Type": "application/json",
+        }
+
+        # If 'Authorization' is provided in headers, it overrides the default.
+        if "Authorization" in headers:
+            default_headers["Authorization"] = headers["Authorization"]
+
+        # Merge other headers, overriding any default ones except Authorization
+        return {**default_headers, **headers}
+
+    def get_supported_openai_params(self, model: str) -> list:
+        return [
+            "encoding_format",
+            "modality",
+            "dimensions",
+        ]
+
+    def map_openai_params(
+        self,
+        non_default_params: dict,
+        optional_params: dict,
+        model: str,
+        drop_params: bool,
+    ) -> dict:
+        """
+        Map OpenAI params to Infinity params
+
+        Reference: https://infinity.modal.michaelfeil.eu/docs
+        """
+        if "encoding_format" in non_default_params:
+            optional_params["encoding_format"] = non_default_params["encoding_format"]
+        if "modality" in non_default_params:
+            optional_params["modality"] = non_default_params["modality"]
+        if "dimensions" in non_default_params:
+            optional_params["output_dimension"] = non_default_params["dimensions"]
+        return optional_params
+
+    def transform_embedding_request(
+        self,
+        model: str,
+        input: AllEmbeddingInputValues,
+        optional_params: dict,
+        headers: dict,
+    ) -> dict:
+        return {
+            "input": input,
+            "model": model,
+            **optional_params,
+        }
+
+    def transform_embedding_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        model_response: EmbeddingResponse,
+        logging_obj: LiteLLMLoggingObj,
+        api_key: Optional[str] = None,
+        request_data: dict = {},
+        optional_params: dict = {},
+        litellm_params: dict = {},
+    ) -> EmbeddingResponse:
+        try:
+            raw_response_json = raw_response.json()
+        except Exception:
+            raise InfinityError(
+                message=raw_response.text, status_code=raw_response.status_code
+            )
+
+        # model_response.usage
+        model_response.model = raw_response_json.get("model")
+        model_response.data = raw_response_json.get("data")
+        model_response.object = raw_response_json.get("object")
+
+        usage = Usage(
+            prompt_tokens=raw_response_json.get("usage", {}).get("prompt_tokens", 0),
+            total_tokens=raw_response_json.get("usage", {}).get("total_tokens", 0),
+        )
+        model_response.usage = usage
+        return model_response
+
+    def get_error_class(
+        self, error_message: str, status_code: int, headers: Union[dict, httpx.Headers]
+    ) -> BaseLLMException:
+        return InfinityError(
+            message=error_message, status_code=status_code, headers=headers
+        )
diff --git a/litellm/llms/infinity/rerank/transformation.py b/litellm/llms/infinity/rerank/transformation.py
index 1e7234ab17..4b75fa121b 100644
--- a/litellm/llms/infinity/rerank/transformation.py
+++ b/litellm/llms/infinity/rerank/transformation.py
@@ -22,7 +22,7 @@ from litellm.types.rerank import (
     RerankTokens,
 )
 
-from .common_utils import InfinityError
+from ..common_utils import InfinityError
 
 
 class InfinityRerankConfig(CohereRerankConfig):
diff --git a/litellm/llms/litellm_proxy/chat/transformation.py b/litellm/llms/litellm_proxy/chat/transformation.py
index 6699ef70d4..22013198ba 100644
--- a/litellm/llms/litellm_proxy/chat/transformation.py
+++ b/litellm/llms/litellm_proxy/chat/transformation.py
@@ -13,6 +13,7 @@ class LiteLLMProxyChatConfig(OpenAIGPTConfig):
     def get_supported_openai_params(self, model: str) -> List:
         list = super().get_supported_openai_params(model)
         list.append("thinking")
+        list.append("reasoning_effort")
         return list
 
     def _map_openai_params(
diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py
index e062c0c9fa..8cbdf6bdcc 100644
--- a/litellm/llms/openai/responses/transformation.py
+++ b/litellm/llms/openai/responses/transformation.py
@@ -7,6 +7,7 @@ from litellm._logging import verbose_logger
 from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.openai import *
+from litellm.types.responses.main import *
 from litellm.types.router import GenericLiteLLMParams
 
 from ..common_utils import OpenAIError
@@ -110,8 +111,7 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
     def get_complete_url(
         self,
         api_base: Optional[str],
-        model: str,
-        stream: Optional[bool] = None,
+        litellm_params: dict,
     ) -> str:
         """
         Get the endpoint for OpenAI responses API
@@ -187,7 +187,7 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
 
         model_class = event_models.get(cast(ResponsesAPIStreamEvents, event_type))
         if not model_class:
-            raise ValueError(f"Unknown event type: {event_type}")
+            return GenericEvent
 
         return model_class
 
@@ -214,3 +214,75 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
                     f"Error getting model info in OpenAIResponsesAPIConfig: {e}"
                 )
         return False
+
+    #########################################################
+    ########## DELETE RESPONSE API TRANSFORMATION ##############
+    #########################################################
+    def transform_delete_response_api_request(
+        self,
+        response_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[str, Dict]:
+        """
+        Transform the delete response API request into a URL and data
+
+        OpenAI API expects the following request
+        - DELETE /v1/responses/{response_id}
+        """
+        url = f"{api_base}/{response_id}"
+        data: Dict = {}
+        return url, data
+
+    def transform_delete_response_api_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+    ) -> DeleteResponseResult:
+        """
+        Transform the delete response API response into a DeleteResponseResult
+        """
+        try:
+            raw_response_json = raw_response.json()
+        except Exception:
+            raise OpenAIError(
+                message=raw_response.text, status_code=raw_response.status_code
+            )
+        return DeleteResponseResult(**raw_response_json)
+    
+    #########################################################
+    ########## GET RESPONSE API TRANSFORMATION ###############
+    #########################################################
+    def transform_get_response_api_request(
+        self,
+        response_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[str, Dict]:
+        """
+        Transform the get response API request into a URL and data
+
+        OpenAI API expects the following request
+        - GET /v1/responses/{response_id}
+        """
+        url = f"{api_base}/{response_id}"
+        data: Dict = {}
+        return url, data
+    
+    def transform_get_response_api_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+    ) -> ResponsesAPIResponse:
+        """
+        Transform the get response API response into a ResponsesAPIResponse
+        """
+        try:
+            raw_response_json = raw_response.json()
+        except Exception:
+            raise OpenAIError(
+                message=raw_response.text, status_code=raw_response.status_code
+            )
+        return ResponsesAPIResponse(**raw_response_json)
diff --git a/litellm/llms/triton/completion/transformation.py b/litellm/llms/triton/completion/transformation.py
index 21fcf2eefb..0db83b2d3d 100644
--- a/litellm/llms/triton/completion/transformation.py
+++ b/litellm/llms/triton/completion/transformation.py
@@ -201,8 +201,6 @@ class TritonGenerateConfig(TritonConfig):
                 "max_tokens": int(
                     optional_params.get("max_tokens", DEFAULT_MAX_TOKENS_FOR_TRITON)
                 ),
-                "bad_words": [""],
-                "stop_words": [""],
             },
             "stream": bool(stream),
         }
diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index 0afad13feb..e50954b8f9 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -12,6 +12,9 @@ from pydantic import BaseModel
 
 import litellm
 from litellm._logging import verbose_logger
+from litellm.litellm_core_utils.prompt_templates.common_utils import (
+    _get_image_mime_type_from_url,
+)
 from litellm.litellm_core_utils.prompt_templates.factory import (
     convert_to_anthropic_image_obj,
     convert_to_gemini_tool_call_invoke,
@@ -99,62 +102,6 @@ def _process_gemini_image(image_url: str, format: Optional[str] = None) -> PartT
         raise e
 
 
-def _get_image_mime_type_from_url(url: str) -> Optional[str]:
-    """
-    Get mime type for common image URLs
-    See gemini mime types: https://cloud.google.com/vertex-ai/generative-ai/docs/multimodal/image-understanding#image-requirements
-
-    Supported by Gemini:
-     application/pdf
-    audio/mpeg
-    audio/mp3
-    audio/wav
-    image/png
-    image/jpeg
-    image/webp
-    text/plain
-    video/mov
-    video/mpeg
-    video/mp4
-    video/mpg
-    video/avi
-    video/wmv
-    video/mpegps
-    video/flv
-    """
-    url = url.lower()
-
-    # Map file extensions to mime types
-    mime_types = {
-        # Images
-        (".jpg", ".jpeg"): "image/jpeg",
-        (".png",): "image/png",
-        (".webp",): "image/webp",
-        # Videos
-        (".mp4",): "video/mp4",
-        (".mov",): "video/mov",
-        (".mpeg", ".mpg"): "video/mpeg",
-        (".avi",): "video/avi",
-        (".wmv",): "video/wmv",
-        (".mpegps",): "video/mpegps",
-        (".flv",): "video/flv",
-        # Audio
-        (".mp3",): "audio/mp3",
-        (".wav",): "audio/wav",
-        (".mpeg",): "audio/mpeg",
-        # Documents
-        (".pdf",): "application/pdf",
-        (".txt",): "text/plain",
-    }
-
-    # Check each extension group against the URL
-    for extensions, mime_type in mime_types.items():
-        if any(url.endswith(ext) for ext in extensions):
-            return mime_type
-
-    return None
-
-
 def _gemini_convert_messages_with_history(  # noqa: PLR0915
     messages: List[AllMessageValues],
 ) -> List[ContentType]:
@@ -269,6 +216,11 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                     msg_dict = messages[msg_i]  # type: ignore
                 assistant_msg = ChatCompletionAssistantMessage(**msg_dict)  # type: ignore
                 _message_content = assistant_msg.get("content", None)
+                reasoning_content = assistant_msg.get("reasoning_content", None)
+                if reasoning_content is not None:
+                    assistant_content.append(
+                        PartType(thought=True, text=reasoning_content)
+                    )
                 if _message_content is not None and isinstance(_message_content, list):
                     _parts = []
                     for element in _message_content:
@@ -276,6 +228,7 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                             if element["type"] == "text":
                                 _part = PartType(text=element["text"])
                                 _parts.append(_part)
+
                     assistant_content.extend(_parts)
                 elif (
                     _message_content is not None
diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index 3a58bb2c6d..9ea1c2ee12 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -24,6 +24,11 @@ import litellm
 import litellm.litellm_core_utils
 import litellm.litellm_core_utils.litellm_logging
 from litellm import verbose_logger
+from litellm.constants import (
+    DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+)
 from litellm.litellm_core_utils.core_helpers import map_finish_reason
 from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMException
 from litellm.llms.custom_httpx.http_handler import (
@@ -31,6 +36,7 @@ from litellm.llms.custom_httpx.http_handler import (
     HTTPHandler,
     get_async_httpx_client,
 )
+from litellm.types.llms.anthropic import AnthropicThinkingParam
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionResponseMessage,
@@ -45,11 +51,13 @@ from litellm.types.llms.vertex_ai import (
     ContentType,
     FunctionCallingConfig,
     FunctionDeclaration,
+    GeminiThinkingConfig,
     GenerateContentResponseBody,
     HttpxPartType,
     LogprobsResult,
     ToolConfig,
     Tools,
+    UsageMetadata,
 )
 from litellm.types.utils import (
     ChatCompletionTokenLogprob,
@@ -59,7 +67,7 @@ from litellm.types.utils import (
     TopLogprob,
     Usage,
 )
-from litellm.utils import CustomStreamWrapper, ModelResponse
+from litellm.utils import CustomStreamWrapper, ModelResponse, supports_reasoning
 
 from ....utils import _remove_additional_properties, _remove_strict_from_schema
 from ..common_utils import VertexAIError, _build_vertex_schema
@@ -190,7 +198,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
         return super().get_config()
 
     def get_supported_openai_params(self, model: str) -> List[str]:
-        return [
+        supported_params = [
             "temperature",
             "top_p",
             "max_tokens",
@@ -210,6 +218,10 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
             "top_logprobs",
             "modalities",
         ]
+        if supports_reasoning(model):
+            supported_params.append("reasoning_effort")
+            supported_params.append("thinking")
+        return supported_params
 
     def map_tool_choice_values(
         self, model: str, tool_choice: Union[str, dict]
@@ -313,10 +325,14 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
         if isinstance(old_schema, list):
             for item in old_schema:
                 if isinstance(item, dict):
-                    item = _build_vertex_schema(parameters=item, add_property_ordering=True)
+                    item = _build_vertex_schema(
+                        parameters=item, add_property_ordering=True
+                    )
 
         elif isinstance(old_schema, dict):
-            old_schema = _build_vertex_schema(parameters=old_schema, add_property_ordering=True)
+            old_schema = _build_vertex_schema(
+                parameters=old_schema, add_property_ordering=True
+            )
         return old_schema
 
     def apply_response_schema_transformation(self, value: dict, optional_params: dict):
@@ -343,6 +359,43 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
                 value=optional_params["response_schema"]
             )
 
+    @staticmethod
+    def _map_reasoning_effort_to_thinking_budget(
+        reasoning_effort: str,
+    ) -> GeminiThinkingConfig:
+        if reasoning_effort == "low":
+            return {
+                "thinkingBudget": DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,
+                "includeThoughts": True,
+            }
+        elif reasoning_effort == "medium":
+            return {
+                "thinkingBudget": DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+                "includeThoughts": True,
+            }
+        elif reasoning_effort == "high":
+            return {
+                "thinkingBudget": DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+                "includeThoughts": True,
+            }
+        else:
+            raise ValueError(f"Invalid reasoning effort: {reasoning_effort}")
+
+    @staticmethod
+    def _map_thinking_param(
+        thinking_param: AnthropicThinkingParam,
+    ) -> GeminiThinkingConfig:
+        thinking_enabled = thinking_param.get("type") == "enabled"
+        thinking_budget = thinking_param.get("budget_tokens")
+
+        params: GeminiThinkingConfig = {}
+        if thinking_enabled:
+            params["includeThoughts"] = True
+        if thinking_budget is not None and isinstance(thinking_budget, int):
+            params["thinkingBudget"] = thinking_budget
+
+        return params
+
     def map_openai_params(
         self,
         non_default_params: Dict,
@@ -399,6 +452,16 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
                     optional_params["tool_choice"] = _tool_choice_value
             elif param == "seed":
                 optional_params["seed"] = value
+            elif param == "reasoning_effort" and isinstance(value, str):
+                optional_params[
+                    "thinkingConfig"
+                ] = VertexGeminiConfig._map_reasoning_effort_to_thinking_budget(value)
+            elif param == "thinking":
+                optional_params[
+                    "thinkingConfig"
+                ] = VertexGeminiConfig._map_thinking_param(
+                    cast(AnthropicThinkingParam, value)
+                )
             elif param == "modalities" and isinstance(value, list):
                 response_modalities = []
                 for modality in value:
@@ -514,19 +577,28 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
 
     def get_assistant_content_message(
         self, parts: List[HttpxPartType]
-    ) -> Optional[str]:
-        _content_str = ""
+    ) -> Tuple[Optional[str], Optional[str]]:
+        content_str: Optional[str] = None
+        reasoning_content_str: Optional[str] = None
         for part in parts:
+            _content_str = ""
             if "text" in part:
                 _content_str += part["text"]
             elif "inlineData" in part:  # base64 encoded image
                 _content_str += "data:{};base64,{}".format(
                     part["inlineData"]["mimeType"], part["inlineData"]["data"]
                 )
+            if len(_content_str) > 0:
+                if part.get("thought") is True:
+                    if reasoning_content_str is None:
+                        reasoning_content_str = ""
+                    reasoning_content_str += _content_str
+                else:
+                    if content_str is None:
+                        content_str = ""
+                    content_str += _content_str
 
-        if _content_str:
-            return _content_str
-        return None
+        return content_str, reasoning_content_str
 
     def _transform_parts(
         self,
@@ -669,6 +741,23 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
 
         return model_response
 
+    def is_candidate_token_count_inclusive(self, usage_metadata: UsageMetadata) -> bool:
+        """
+        Check if the candidate token count is inclusive of the thinking token count
+
+        if prompttokencount + candidatesTokenCount == totalTokenCount, then the candidate token count is inclusive of the thinking token count
+
+        else the candidate token count is exclusive of the thinking token count
+
+        Addresses - https://github.com/BerriAI/litellm/pull/10141#discussion_r2052272035
+        """
+        if usage_metadata.get("promptTokenCount", 0) + usage_metadata.get(
+            "candidatesTokenCount", 0
+        ) == usage_metadata.get("totalTokenCount", 0):
+            return True
+        else:
+            return False
+
     def _calculate_usage(
         self,
         completion_response: GenerateContentResponseBody,
@@ -677,6 +766,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
         audio_tokens: Optional[int] = None
         text_tokens: Optional[int] = None
         prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = None
+        reasoning_tokens: Optional[int] = None
         if "cachedContentTokenCount" in completion_response["usageMetadata"]:
             cached_tokens = completion_response["usageMetadata"][
                 "cachedContentTokenCount"
@@ -687,22 +777,35 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
                     audio_tokens = detail["tokenCount"]
                 elif detail["modality"] == "TEXT":
                     text_tokens = detail["tokenCount"]
-
+        if "thoughtsTokenCount" in completion_response["usageMetadata"]:
+            reasoning_tokens = completion_response["usageMetadata"][
+                "thoughtsTokenCount"
+            ]
         prompt_tokens_details = PromptTokensDetailsWrapper(
             cached_tokens=cached_tokens,
             audio_tokens=audio_tokens,
             text_tokens=text_tokens,
         )
+
+        completion_tokens = completion_response["usageMetadata"].get(
+            "candidatesTokenCount", 0
+        )
+        if (
+            not self.is_candidate_token_count_inclusive(
+                completion_response["usageMetadata"]
+            )
+            and reasoning_tokens
+        ):
+            completion_tokens = reasoning_tokens + completion_tokens
         ## GET USAGE ##
         usage = Usage(
             prompt_tokens=completion_response["usageMetadata"].get(
                 "promptTokenCount", 0
             ),
-            completion_tokens=completion_response["usageMetadata"].get(
-                "candidatesTokenCount", 0
-            ),
+            completion_tokens=completion_tokens,
             total_tokens=completion_response["usageMetadata"].get("totalTokenCount", 0),
             prompt_tokens_details=prompt_tokens_details,
+            reasoning_tokens=reasoning_tokens,
         )
 
         return usage
@@ -731,11 +834,16 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
                 citation_metadata.append(candidate["citationMetadata"])
 
             if "parts" in candidate["content"]:
-                chat_completion_message[
-                    "content"
-                ] = VertexGeminiConfig().get_assistant_content_message(
+                (
+                    content,
+                    reasoning_content,
+                ) = VertexGeminiConfig().get_assistant_content_message(
                     parts=candidate["content"]["parts"]
                 )
+                if content is not None:
+                    chat_completion_message["content"] = content
+                if reasoning_content is not None:
+                    chat_completion_message["reasoning_content"] = reasoning_content
 
                 functions, tools = self._transform_parts(
                     parts=candidate["content"]["parts"],
diff --git a/litellm/llms/watsonx/common_utils.py b/litellm/llms/watsonx/common_utils.py
index e13e015add..d6f296c608 100644
--- a/litellm/llms/watsonx/common_utils.py
+++ b/litellm/llms/watsonx/common_utils.py
@@ -38,7 +38,7 @@ def generate_iam_token(api_key=None, **params) -> str:
         headers = {}
         headers["Content-Type"] = "application/x-www-form-urlencoded"
         if api_key is None:
-            api_key = get_secret_str("WX_API_KEY") or get_secret_str("WATSONX_API_KEY")
+            api_key = get_secret_str("WX_API_KEY") or get_secret_str("WATSONX_API_KEY") or get_secret_str("WATSONX_APIKEY")
         if api_key is None:
             raise ValueError("API key is required")
         headers["Accept"] = "application/json"
diff --git a/litellm/main.py b/litellm/main.py
index 1dffb87f43..de0716fd96 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -182,6 +182,7 @@ from .types.llms.openai import (
     ChatCompletionPredictionContentParam,
     ChatCompletionUserMessage,
     HttpxBinaryResponseContent,
+    ImageGenerationRequestQuality,
 )
 from .types.utils import (
     LITELLM_IMAGE_VARIATION_PROVIDERS,
@@ -1435,6 +1436,7 @@ def completion(  # type: ignore # noqa: PLR0915
                     custom_llm_provider=custom_llm_provider,
                     encoding=encoding,
                     stream=stream,
+                    provider_config=provider_config,
                 )
             except Exception as e:
                 ## LOGGING - log the original exception returned
@@ -1596,6 +1598,37 @@ def completion(  # type: ignore # noqa: PLR0915
                     additional_args={"headers": headers},
                 )
             response = _response
+        elif custom_llm_provider == "fireworks_ai":
+            ## COMPLETION CALL
+            try:
+                response = base_llm_http_handler.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    model_response=model_response,
+                    api_key=api_key,
+                    api_base=api_base,
+                    acompletion=acompletion,
+                    logging_obj=logging,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    timeout=timeout,  # type: ignore
+                    client=client,
+                    custom_llm_provider=custom_llm_provider,
+                    encoding=encoding,
+                    stream=stream,
+                    provider_config=provider_config,
+                )
+            except Exception as e:
+                ## LOGGING - log the original exception returned
+                logging.post_call(
+                    input=messages,
+                    api_key=api_key,
+                    original_response=str(e),
+                    additional_args={"headers": headers},
+                )
+                raise e
+
         elif custom_llm_provider == "groq":
             api_base = (
                 api_base  # for deepinfra/perplexity/anyscale/groq/friendliai we check in get_llm_provider and pass in the api base from there
@@ -2656,9 +2689,9 @@ def completion(  # type: ignore # noqa: PLR0915
                     "aws_region_name" not in optional_params
                     or optional_params["aws_region_name"] is None
                 ):
-                    optional_params[
-                        "aws_region_name"
-                    ] = aws_bedrock_client.meta.region_name
+                    optional_params["aws_region_name"] = (
+                        aws_bedrock_client.meta.region_name
+                    )
 
             bedrock_route = BedrockModelInfo.get_bedrock_route(model)
             if bedrock_route == "converse":
@@ -3852,6 +3885,21 @@ def embedding(  # noqa: PLR0915
                 aembedding=aembedding,
                 litellm_params={},
             )
+        elif custom_llm_provider == "infinity":
+            response = base_llm_http_handler.embedding(
+                model=model,
+                input=input,
+                custom_llm_provider=custom_llm_provider,
+                api_base=api_base,
+                api_key=api_key,
+                logging_obj=logging,
+                timeout=timeout,
+                model_response=EmbeddingResponse(),
+                optional_params=optional_params,
+                client=client,
+                aembedding=aembedding,
+                litellm_params={},
+            )
         elif custom_llm_provider == "watsonx":
             credentials = IBMWatsonXMixin.get_watsonx_credentials(
                 optional_params=optional_params, api_key=api_key, api_base=api_base
@@ -4365,9 +4413,9 @@ def adapter_completion(
     new_kwargs = translation_obj.translate_completion_input_params(kwargs=kwargs)
 
     response: Union[ModelResponse, CustomStreamWrapper] = completion(**new_kwargs)  # type: ignore
-    translated_response: Optional[
-        Union[BaseModel, AdapterCompletionStreamWrapper]
-    ] = None
+    translated_response: Optional[Union[BaseModel, AdapterCompletionStreamWrapper]] = (
+        None
+    )
     if isinstance(response, ModelResponse):
         translated_response = translation_obj.translate_completion_output_params(
             response=response
@@ -4520,7 +4568,7 @@ def image_generation(  # noqa: PLR0915
     prompt: str,
     model: Optional[str] = None,
     n: Optional[int] = None,
-    quality: Optional[str] = None,
+    quality: Optional[Union[str, ImageGenerationRequestQuality]] = None,
     response_format: Optional[str] = None,
     size: Optional[str] = None,
     style: Optional[str] = None,
@@ -5787,9 +5835,9 @@ def stream_chunk_builder(  # noqa: PLR0915
         ]
 
         if len(content_chunks) > 0:
-            response["choices"][0]["message"][
-                "content"
-            ] = processor.get_combined_content(content_chunks)
+            response["choices"][0]["message"]["content"] = (
+                processor.get_combined_content(content_chunks)
+            )
 
         reasoning_chunks = [
             chunk
@@ -5800,9 +5848,9 @@ def stream_chunk_builder(  # noqa: PLR0915
         ]
 
         if len(reasoning_chunks) > 0:
-            response["choices"][0]["message"][
-                "reasoning_content"
-            ] = processor.get_combined_reasoning_content(reasoning_chunks)
+            response["choices"][0]["message"]["reasoning_content"] = (
+                processor.get_combined_reasoning_content(reasoning_chunks)
+            )
 
         audio_chunks = [
             chunk
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 9918743bc9..55052761c7 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -5,6 +5,7 @@
         "max_output_tokens": "max output tokens, if the provider specifies it. if not default to max_tokens", 
         "input_cost_per_token": 0.0000,
         "output_cost_per_token": 0.000,
+        "output_cost_per_reasoning_token": 0.000,
         "litellm_provider": "one of https://docs.litellm.ai/docs/providers",
         "mode": "one of: chat, embedding, completion, image_generation, audio_transcription, audio_speech, image_generation, moderation, rerank",
         "supports_function_calling": true,
@@ -1436,6 +1437,76 @@
         "output_cost_per_pixel": 0.0,
         "litellm_provider": "openai"
     },
+    "gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "low/1024-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.0490417e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "medium/1024-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "high/1024-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.59263611e-7,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "low/1024-x-1536/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.0172526e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "medium/1024-x-1536/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "high/1024-x-1536/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.58945719e-7,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "low/1536-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.0172526e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "medium/1536-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "high/1536-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.58945719e-7,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
     "gpt-4o-transcribe": {
         "mode": "audio_transcription",
         "input_cost_per_token": 0.0000025,
@@ -1471,6 +1542,294 @@
         "litellm_provider": "openai",
         "supported_endpoints": ["/v1/audio/speech"]
     },
+    "azure/computer-use-preview": {
+        "max_tokens": 1024,
+        "max_input_tokens": 8192,
+        "max_output_tokens": 1024,
+        "input_cost_per_token": 0.000003,
+        "output_cost_per_token": 0.000012,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": false,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true
+    },
+    "azure/gpt-4o-audio-preview-2024-12-17": {
+        "max_tokens": 16384,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "input_cost_per_token": 0.0000025,
+        "input_cost_per_audio_token": 0.00004,
+        "output_cost_per_token": 0.00001,
+        "output_cost_per_audio_token": 0.00008,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions"],
+        "supported_modalities": ["text", "audio"],
+        "supported_output_modalities": ["text", "audio"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": false,
+        "supports_vision": false,
+        "supports_prompt_caching": false,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_reasoning": false
+    },
+    "azure/gpt-4o-mini-audio-preview-2024-12-17": {
+        "max_tokens": 16384,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "input_cost_per_token": 0.0000025,
+        "input_cost_per_audio_token": 0.00004,
+        "output_cost_per_token": 0.00001,
+        "output_cost_per_audio_token": 0.00008,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions"],
+        "supported_modalities": ["text", "audio"],
+        "supported_output_modalities": ["text", "audio"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": false,
+        "supports_vision": false,
+        "supports_prompt_caching": false,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_reasoning": false
+    },
+    "azure/gpt-4.1": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 2e-6,
+        "output_cost_per_token": 8e-6,
+        "input_cost_per_token_batches": 1e-6,
+        "output_cost_per_token_batches": 4e-6,
+        "cache_read_input_token_cost": 0.5e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_web_search": true,
+        "search_context_cost_per_query": {
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/261-57d48f76eec1e568.js b/litellm/proxy/_experimental/out/_next/static/chunks/261-92d8946249b3296e.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/261-57d48f76eec1e568.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/261-92d8946249b3296e.js
index 44e5f1be73..e87c443917 100644
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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y=ti(t,v,n,c,e.dragStartMousePosition,f,l,i,o,p),b=y.dropPosition,x=y.dropLevelOffset,w=y.dropTargetKey,S=y.dropContainerKey,k=y.dropTargetPos,E=y.dropAllowed,C=y.dragOverNodeKey;if(-1!==a.indexOf(w)||!E||(e.delayedDragEnterLogic||(e.delayedDragEnterLogic={}),Object.keys(e.delayedDragEnterLogic).forEach(function(t){clearTimeout(e.delayedDragEnterLogic[t])}),v.props.eventKey!==n.props.eventKey&&(t.persist(),e.delayedDragEnterLogic[m]=window.setTimeout(function(){if(null!==e.state.draggingNodeKey){var r=(0,ec.Z)(o),a=i[n.props.eventKey];a&&(a.children||[]).length&&(r=tr(o,n.props.eventKey)),"expandedKeys"in e.props||e.setExpandedKeys(r),null==d||d(r,{node:e5(n.props),expanded:!0,nativeEvent:t.nativeEvent})}},800)),v.props.eventKey===w&&0===x)){e.resetDragState();return}e.setState({dragOverNodeKey:C,dropPosition:b,dropLevelOffset:x,dropTargetKey:w,dropContainerKey:S,dropTargetPos:k,dropAllowed:E}),null==u||u({event:t,node:e5(n.props),expandedKeys:o})},e.onNodeDragOver=function(t,n){var r=e.state,o=r.dragChildrenKeys,i=r.flattenNodes,a=r.keyEntities,l=r.expandedKeys,c=r.indent,s=e.props,u=s.onDragOver,d=s.allowDrop,f=s.direction,p=(0,eV.Z)(e).dragNode;if(p){var h=ti(t,p,n,c,e.dragStartMousePosition,d,i,a,l,f),m=h.dropPosition,g=h.dropLevelOffset,v=h.dropTargetKey,y=h.dropContainerKey,b=h.dropAllowed,x=h.dropTargetPos,w=h.dragOverNodeKey;-1===o.indexOf(v)&&b&&(p.props.eventKey===v&&0===g?null===e.state.dropPosition&&null===e.state.dropLevelOffset&&null===e.state.dropTargetKey&&null===e.state.dropContainerKey&&null===e.state.dropTargetPos&&!1===e.state.dropAllowed&&null===e.state.dragOverNodeKey||e.resetDragState():m===e.state.dropPosition&&g===e.state.dropLevelOffset&&v===e.state.dropTargetKey&&y===e.state.dropContainerKey&&x===e.state.dropTargetPos&&b===e.state.dropAllowed&&w===e.state.dragOverNodeKey||e.setState({dropPosition:m,dropLevelOffset:g,dropTargetKey:v,dropContainerKey:y,dropTargetPos:x,dropAllowed:b,dragOverNodeKey:w}),null==u||u({event:t,node:e5(n.props)}))}},e.onNodeDragLeave=function(t,n){e.currentMouseOverDroppableNodeKey!==n.props.eventKey||t.currentTarget.contains(t.relatedTarget)||(e.resetDragState(),e.currentMouseOverDroppableNodeKey=null);var r=e.props.onDragLeave;null==r||r({event:t,node:e5(n.props)})},e.onWindowDragEnd=function(t){e.onNodeDragEnd(t,null,!0),window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDragEnd=function(t,n){var r=e.props.onDragEnd;e.setState({dragOverNodeKey:null}),e.cleanDragState(),null==r||r({event:t,node:e5(n.props)}),e.dragNode=null,window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDrop=function(t,n){var r,o=arguments.length>2&&void 0!==arguments[2]&&arguments[2],i=e.state,a=i.dragChildrenKeys,l=i.dropPosition,c=i.dropTargetKey,s=i.dropTargetPos;if(i.dropAllowed){var u=e.props.onDrop;if(e.setState({dragOverNodeKey:null}),e.cleanDragState(),null!==c){var d=(0,C.Z)((0,C.Z)({},e3(c,e.getTreeNodeRequiredProps())),{},{active:(null===(r=e.getActiveItem())||void 0===r?void 0:r.key)===c,data:e.state.keyEntities[c].node}),f=-1!==a.indexOf(c);(0,M.ZP)(!f,"Can not drop to dragNode's children node. 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t=e.state;return{expandedKeys:t.expandedKeys||[],selectedKeys:t.selectedKeys||[],loadedKeys:t.loadedKeys||[],loadingKeys:t.loadingKeys||[],checkedKeys:t.checkedKeys||[],halfCheckedKeys:t.halfCheckedKeys||[],dragOverNodeKey:t.dragOverNodeKey,dropPosition:t.dropPosition,keyEntities:t.keyEntities}},e.setExpandedKeys=function(t){var n=e.state,r=e6(n.treeData,t,n.fieldNames);e.setUncontrolledState({expandedKeys:t,flattenNodes:r},!0)},e.onNodeExpand=function(t,n){var r=e.state.expandedKeys,o=e.state,i=o.listChanging,a=o.fieldNames,l=e.props,c=l.onExpand,s=l.loadData,u=n.expanded,d=n[a.key];if(!i){var f=r.indexOf(d),p=!u;if((0,M.ZP)(u&&-1!==f||!u&&-1===f,"Expand state not sync with index check"),r=p?tr(r,d):tn(r,d),e.setExpandedKeys(r),null==c||c(r,{node:n,expanded:p,nativeEvent:t.nativeEvent}),p&&s){var h=e.onNodeLoad(n);h&&h.then(function(){var t=e6(e.state.treeData,r,a);e.setUncontrolledState({flattenNodes:t})}).catch(function(){var 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o=!1,i=!0,a={};Object.keys(t).forEach(function(n){if(n in e.props){i=!1;return}o=!0,a[n]=t[n]}),o&&(!n||i)&&e.setState((0,C.Z)((0,C.Z)({},a),r))}},e.scrollTo=function(t){e.listRef.current.scrollTo(t)},e}return(0,eK.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var 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r=c.props.onMouseMove;l()(r)&&r(n,e)}),tn(e3(c),"handleItemMouseEnter",function(e){c.setState(function(){return{isTooltipActive:!0,activeItem:e,activePayload:e.tooltipPayload,activeCoordinate:e.tooltipPosition||{x:e.cx,y:e.cy}}})}),tn(e3(c),"handleItemMouseLeave",function(){c.setState(function(){return{isTooltipActive:!1}})}),tn(e3(c),"handleMouseMove",function(e){e.persist(),c.throttleTriggeredAfterMouseMove(e)}),tn(e3(c),"handleMouseLeave",function(e){var t={isTooltipActive:!1};c.setState(t),c.triggerSyncEvent(t);var n=c.props.onMouseLeave;l()(n)&&n(t,e)}),tn(e3(c),"handleOuterEvent",function(e){var t,n=(0,P.Bh)(e),r=d()(c.props,"".concat(n));n&&l()(r)&&r(null!==(t=/.*touch.*/i.test(n)?c.getMouseInfo(e.changedTouches[0]):c.getMouseInfo(e))&&void 0!==t?t:{},e)}),tn(e3(c),"handleClick",function(e){var t=c.getMouseInfo(e);if(t){var n=tt(tt({},t),{},{isTooltipActive:!0});c.setState(n),c.triggerSyncEvent(n);var r=c.props.onClick;l()(r)&&r(n,e)}}),tn(e3(c),"handleMouseDown",function(e){var t=c.props.onMouseDown;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e3(c),"handleMouseUp",function(e){var t=c.props.onMouseUp;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e3(c),"handleTouchMove",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.throttleTriggeredAfterMouseMove(e.changedTouches[0])}),tn(e3(c),"handleTouchStart",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseDown(e.changedTouches[0])}),tn(e3(c),"handleTouchEnd",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseUp(e.changedTouches[0])}),tn(e3(c),"triggerSyncEvent",function(e){void 0!==c.props.syncId&&eR.emit(e_,c.props.syncId,e,c.eventEmitterSymbol)}),tn(e3(c),"applySyncEvent",function(e){var t=c.props,n=t.layout,r=t.syncMethod,o=c.state.updateId,i=e.dataStartIndex,a=e.dataEndIndex;if(void 0!==e.dataStartIndex||void 0!==e.dataEndIndex)c.setState(tt({dataStartIndex:i,dataEndIndex:a},C({props:c.props,dataStartIndex:i,dataEndIndex:a,updateId:o},c.state)));else if(void 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r.createElement(eY,{key:m,activeCoordinate:a,activePayload:l,activeTooltipIndex:u,chartName:n,element:e,isActive:p,layout:h,offset:s,tooltipAxisBandSize:d,tooltipEventType:f})}),tn(e3(c),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),i=d()(c.state,"".concat(o,"Map")),a=i&&i[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tt(tt({},a),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,M.uY)(a,!0)}))}),tn(e3(c),"renderGrid",function(e){var t=c.state,n=t.xAxisMap,o=t.yAxisMap,i=t.offset,a=(0,R.Kt)(n),l=v()(o,function(e){return b()(e.domain,Number.isFinite)})||(0,R.Kt)(o),s=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,R.hj)(s.x)?s.x:i.left,y:(0,R.hj)(s.y)?s.y:i.top,width:(0,R.hj)(s.width)?s.width:i.width,height:(0,R.hj)(s.height)?s.height:i.height,xAxis:a,yAxis:l,verticalCoordinatesGenerator:s.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:s.horizontalCoordinatesGenerator})}),tn(e3(c),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,i=t.polarRadius,a=c.state,l=a.radiusAxisMap,s=a.angleAxisMap,u=(0,R.Kt)(l),d=(0,R.Kt)(s),f=d.cx,p=d.cy,h=d.innerRadius,m=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,M.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(i)?i:(0,M.uY)(u,!0).map(function(e){return e.coordinate}),cx:f,cy:p,innerRadius:h,outerRadius:m,key:e.key||"polar-grid",radialLines:n})}),tn(e3(c),"renderLegend",function(){var e=c.state.formattedGraphicalItems,t=c.props,n=t.children,o=t.width,i=t.height,a=c.props.margin||{},l=o-(a.left||0)-(a.right||0),s=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:l,legendContent:p});if(!s)return null;var u=s.item,d=e6(s,eQ);return(0,r.cloneElement)(u,tt(tt({},d),{},{chartWidth:o,chartHeight:i,margin:a,onBBoxUpdate:c.handleLegendBBoxUpdate}))}),tn(e3(c),"renderTooltip",function(){var e,t=c.props.children,n=(0,P.sP)(t,E.u);if(!n)return null;var o=c.state,i=o.isTooltipActive,a=o.activeCoordinate,l=o.activePayload,s=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:i;return(0,r.cloneElement)(n,{viewBox:tt(tt({},u),{},{x:u.left,y:u.top}),active:d,label:s,payload:d?l:[],coordinate:a})}),tn(e3(c),"renderBrush",function(e){var t=c.props,n=t.margin,o=t.data,i=c.state,a=i.offset,l=i.dataStartIndex,s=i.dataEndIndex,u=i.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,M.DO)(c.handleBrushChange,e.props.onChange),data:o,x:(0,R.hj)(e.props.x)?e.props.x:a.left,y:(0,R.hj)(e.props.y)?e.props.y:a.top+a.height+a.brushBottom-(n.bottom||0),width:(0,R.hj)(e.props.width)?e.props.width:a.width,startIndex:l,endIndex:s,updateId:"brush-".concat(u)})}),tn(e3(c),"renderReferenceElement",function(e,t,n){if(!e)return null;var 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a=c.getTooltipEventType(),l=c.state,s=l.isTooltipActive,u=l.tooltipAxis,d=l.activeTooltipIndex,f=l.activeLabel,p=c.props.children,h=(0,P.sP)(p,E.u),m=o.props,g=m.points,v=m.isRange,y=m.baseLine,b=o.item.props,x=b.activeDot,w=b.hide,S=b.activeBar,k=b.activeShape,C={};"axis"!==a&&h&&"click"===h.props.trigger?C={onClick:(0,M.DO)(c.handleItemMouseEnter,e.props.onClick)}:"axis"!==a&&(C={onMouseLeave:(0,M.DO)(c.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,M.DO)(c.handleItemMouseEnter,e.props.onMouseEnter)});var O=(0,r.cloneElement)(e,tt(tt({},o.props),C));if(!w&&s&&h&&(x||S||k)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var j="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());N=(0,R.Ap)(g,j,f),_=v&&y&&(0,R.Ap)(y,j,f)}else N=null==g?void 0:g[d],_=v&&y&&y[d];if(k||S){var I=void 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l=this.state.tooltipTicks[a]&&this.state.tooltipTicks[a].value,c=td(this.state,n,a,l),s=this.state.tooltipTicks[a].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:s,y:u}:{y:s,x:u},f=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});f&&(d=tt(tt({},d),f.props.points[a].tooltipPosition),c=f.props.points[a].tooltipPayload);var p={activeTooltipIndex:a,isTooltipActive:!0,activeLabel:l,activePayload:c,activeCoordinate:d};this.setState(p),this.renderCursor(i),this.accessibilityManager.setIndex(a)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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u=(0,R.Kt)(c).scale,d=(0,R.Kt)(s).scale,f=u&&u.invert?u.invert(o.chartX):null,p=d&&d.invert?d.invert(o.chartY):null;return tt(tt({},o),{},{xValue:f,yValue:p})}var h=tf(this.state,this.props.data,this.props.layout,a);return h?tt(tt({},o),h):null}},{key:"inRange",value:function(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,r=this.props.layout,o=e/n,i=t/n;if("horizontal"===r||"vertical"===r){var a=this.state.offset;return o>=a.left&&o<=a.left+a.width&&i>=a.top&&i<=a.top+a.height?{x:o,y:i}:null}var l=this.state,c=l.angleAxisMap,s=l.radiusAxisMap;if(c&&s){var u=(0,R.Kt)(c);return(0,eI.z3)({x:o,y:i},u)}return null}},{key:"parseEventsOfWrapper",value:function(){var e=this.props.children,t=this.getTooltipEventType(),n=(0,P.sP)(e,E.u),r={};return n&&"axis"===t&&(r="click"===n.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd}),tt(tt({},(0,eT.Ym)(this.props,this.handleOuterEvent)),r)}},{key:"addListener",value:function(){eR.on(e_,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){eR.removeListener(e_,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(e,t,n){for(var r=this.state.formattedGraphicalItems,o=0,i=r.length;o<i;o++){var a=r[o];if(a.item===e||a.props.key===e.key||t===(0,P.Gf)(a.item.type)&&n===a.childIndex)return a}return null}},{key:"renderClipPath",value:function(){var e=this.clipPathId,t=this.state.offset,n=t.left,o=t.top,i=t.height,a=t.width;return r.createElement("defs",null,r.createElement("clipPath",{id:e},r.createElement("rect",{x:n,y:o,height:i,width:a})))}},{key:"getXScales",value:function(){var e=this.state.xAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getYScales",value:function(){var e=this.state.yAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(e){var t;return null===(t=this.state.xAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getYScaleByAxisId",value:function(e){var t;return null===(t=this.state.yAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getItemByXY",value:function(e){var t=this.state,n=t.formattedGraphicalItems,r=t.activeItem;if(n&&n.length)for(var o=0,i=n.length;o<i;o++){var a=n[o],l=a.props,c=a.item,s=(0,P.Gf)(c.type);if("Bar"===s){var 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t.response_format?t.response_format.$parseRaw(n):JSON.parse(n):null):null}}});return{...e,choices:n}}function nA(e){return!!nR(e.response_format)||(e.tools?.some(e=>n_(e)||"function"===e.type&&!0===e.function.strict)??!1)}$=new WeakMap,G=new WeakMap,X=new WeakMap,Y=new WeakMap,Q=new WeakMap,J=new WeakMap,ee=new WeakMap,et=new WeakMap,en=new WeakMap,er=new WeakMap,eo=new WeakMap,U=new WeakSet,ei=function(e){if(nI(this,en,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new R),e instanceof R)return nI(this,er,!0,"f"),this._emit("abort",e);if(e instanceof N)return this._emit("error",e);if(e instanceof Error){let t=new N(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new N(String(e)))};var nD=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare 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this.done(),nD(this,ea,"m",ec).call(this)}async finalFunctionCall(){return await this.done(),nD(this,ea,"m",es).call(this)}async finalFunctionCallResult(){return await this.done(),nD(this,ea,"m",eu).call(this)}async totalUsage(){return await this.done(),nD(this,ea,"m",ed).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=nD(this,ea,"m",ec).call(this);t&&this._emit("finalMessage",t);let n=nD(this,ea,"m",el).call(this);n&&this._emit("finalContent",n);let r=nD(this,ea,"m",es).call(this);r&&this._emit("finalFunctionCall",r);let o=nD(this,ea,"m",eu).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",nD(this,ea,"m",ed).call(this))}async _createChatCompletion(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),nD(this,ea,"m",ef).call(this,t);let o=await e.chat.completions.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(nT(o,t))}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:i,...a}=t,l="string"!=typeof o&&o?.name,{maxChatCompletions:c=10}=n||{},s={};for(let e of t.functions)s[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<c;++t){let t;let i=await this._createChatCompletion(e,{...a,function_call:o,functions:u,messages:[...this.messages]},n),c=i.choices[0]?.message;if(!c)throw new N("missing message in ChatCompletion 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nZ{constructor(e){super(),eh.add(this),em.set(this,void 0),eg.set(this,void 0),ev.set(this,void 0),nW(this,em,e,"f"),nW(this,eg,[],"f")}get currentChatCompletionSnapshot(){return nK(this,ev,"f")}static fromReadableStream(e){let t=new nV(null);return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new nV(t);return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){super._createChatCompletion;let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),nK(this,eh,"m",ey).call(this);let o=await e.chat.completions.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))nK(this,eh,"m",ex).call(this,e);if(o.controller.signal?.aborted)throw new R;return this._addChatCompletion(nK(this,eh,"m",ek).call(this))}async _fromReadableStream(e,t){let n;let r=t?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),nK(this,eh,"m",ey).call(this),this._connected();let o=e8.fromReadableStream(e,this.controller);for await(let e of o)n&&n!==e.id&&this._addChatCompletion(nK(this,eh,"m",ek).call(this)),nK(this,eh,"m",ex).call(this,e),n=e.id;if(o.controller.signal?.aborted)throw new R;return this._addChatCompletion(nK(this,eh,"m",ek).call(this))}[(em=new WeakMap,eg=new WeakMap,ev=new WeakMap,eh=new WeakSet,ey=function(){this.ended||nW(this,ev,void 0,"f")},eb=function(e){let t=nK(this,eg,"f")[e.index];return t||(t={content_done:!1,refusal_done:!1,logprobs_content_done:!1,logprobs_refusal_done:!1,done_tool_calls:new Set,current_tool_call_index:null},nK(this,eg,"f")[e.index]=t),t},ex=function(e){if(this.ended)return;let t=nK(this,eh,"m",eC).call(this,e);for(let n of(this._emit("chunk",e,t),e.choices)){let e=t.choices[n.index];null!=n.delta.content&&e.message?.role==="assistant"&&e.message?.content&&(this._emit("content",n.delta.content,e.message.content),this._emit("content.delta",{delta:n.delta.content,snapshot:e.message.content,parsed:e.message.parsed})),null!=n.delta.refusal&&e.message?.role==="assistant"&&e.message?.refusal&&this._emit("refusal.delta",{delta:n.delta.refusal,snapshot:e.message.refusal}),n.logprobs?.content!=null&&e.message?.role==="assistant"&&this._emit("logprobs.content.delta",{content:n.logprobs?.content,snapshot:e.logprobs?.content??[]}),n.logprobs?.refusal!=null&&e.message?.role==="assistant"&&this._emit("logprobs.refusal.delta",{refusal:n.logprobs?.refusal,snapshot:e.logprobs?.refusal??[]});let r=nK(this,eh,"m",eb).call(this,e);for(let t of(e.finish_reason&&(nK(this,eh,"m",eS).call(this,e),null!=r.current_tool_call_index&&nK(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),n.delta.tool_calls??[]))r.current_tool_call_index!==t.index&&(nK(this,eh,"m",eS).call(this,e),null!=r.current_tool_call_index&&nK(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),r.current_tool_call_index=t.index;for(let t of n.delta.tool_calls??[]){let n=e.message.tool_calls?.[t.index];n?.type&&(n?.type==="function"?this._emit("tool_calls.function.arguments.delta",{name:n.function?.name,index:t.index,arguments:n.function.arguments,parsed_arguments:n.function.parsed_arguments,arguments_delta:t.function?.arguments??""}):n?.type)}}},ew=function(e,t){if(nK(this,eh,"m",eb).call(this,e).done_tool_calls.has(t))return;let n=e.message.tool_calls?.[t];if(!n)throw Error("no tool call snapshot");if(!n.type)throw Error("tool call snapshot missing `type`");if("function"===n.type){let e=nK(this,em,"f")?.tools?.find(e=>"function"===e.type&&e.function.name===n.function.name);this._emit("tool_calls.function.arguments.done",{name:n.function.name,index:t,arguments:n.function.arguments,parsed_arguments:n_(e)?e.$parseRaw(n.function.arguments):e?.function.strict?JSON.parse(n.function.arguments):null})}else n.type},eS=function(e){let t=nK(this,eh,"m",eb).call(this,e);if(e.message.content&&!t.content_done){t.content_done=!0;let n=nK(this,eh,"m",eE).call(this);this._emit("content.done",{content:e.message.content,parsed:n?n.$parseRaw(e.message.content):null})}e.message.refusal&&!t.refusal_done&&(t.refusal_done=!0,this._emit("refusal.done",{refusal:e.message.refusal})),e.logprobs?.content&&!t.logprobs_content_done&&(t.logprobs_content_done=!0,this._emit("logprobs.content.done",{content:e.logprobs.content})),e.logprobs?.refusal&&!t.logprobs_refusal_done&&(t.logprobs_refusal_done=!0,this._emit("logprobs.refusal.done",{refusal:e.logprobs.refusal}))},ek=function(){if(this.ended)throw new N("stream has ended, this shouldn't happen");let e=nK(this,ev,"f");if(!e)throw new N("request ended without sending any chunks");return nW(this,ev,void 0,"f"),nW(this,eg,[],"f"),function(e,t){var n;let{id:r,choices:o,created:i,model:a,system_fingerprint:l,...c}=e;return n={...c,id:r,choices:o.map(({message:t,finish_reason:n,index:r,logprobs:o,...i})=>{if(!n)throw new N(`missing finish_reason for choice ${r}`);let{content:a=null,function_call:l,tool_calls:c,...s}=t,u=t.role;if(!u)throw new N(`missing role for choice ${r}`);if(l){let{arguments:e,name:c}=l;if(null==e)throw new N(`missing function_call.arguments for choice ${r}`);if(!c)throw new N(`missing function_call.name for choice ${r}`);return{...i,message:{content:a,function_call:{arguments:e,name:c},role:u,refusal:t.refusal??null},finish_reason:n,index:r,logprobs:o}}return c?{...i,index:r,finish_reason:n,logprobs:o,message:{...s,role:u,content:a,refusal:t.refusal??null,tool_calls:c.map((t,n)=>{let{function:o,type:i,id:a,...l}=t,{arguments:c,name:s,...u}=o||{};if(null==a)throw new N(`missing choices[${r}].tool_calls[${n}].id
-${nU(e)}`);if(null==i)throw new N(`missing choices[${r}].tool_calls[${n}].type
-${nU(e)}`);if(null==s)throw new N(`missing choices[${r}].tool_calls[${n}].function.name
-${nU(e)}`);if(null==c)throw new N(`missing choices[${r}].tool_calls[${n}].function.arguments
-${nU(e)}`);return{...l,id:a,type:i,function:{...u,name:s,arguments:c}}})}}:{...i,message:{...s,content:a,role:u,refusal:t.refusal??null},finish_reason:n,index:r,logprobs:o}}),created:i,model:a,object:"chat.completion",...l?{system_fingerprint:l}:{}},t&&nA(t)?nT(n,t):{...n,choices:n.choices.map(e=>({...e,message:{...e.message,parsed:null,...e.message.tool_calls?{tool_calls:e.message.tool_calls}:void 0}}))}}(e,nK(this,em,"f"))},eE=function(){let e=nK(this,em,"f")?.response_format;return nR(e)?e:null},eC=function(e){var t,n,r,o;let i=nK(this,ev,"f"),{choices:a,...l}=e;for(let{delta:a,finish_reason:c,index:s,logprobs:u=null,...d}of(i?Object.assign(i,l):i=nW(this,ev,{...l,choices:[]},"f"),e.choices)){let e=i.choices[s];if(e||(e=i.choices[s]={finish_reason:c,index:s,message:{},logprobs:u,...d}),u){if(e.logprobs){let{content:r,refusal:o,...i}=u;Object.assign(e.logprobs,i),r&&((t=e.logprobs).content??(t.content=[]),e.logprobs.content.push(...r)),o&&((n=e.logprobs).refusal??(n.refusal=[]),e.logprobs.refusal.push(...o))}else e.logprobs=Object.assign({},u)}if(c&&(e.finish_reason=c,nK(this,em,"f")&&nA(nK(this,em,"f")))){if("length"===c)throw new q;if("content_filter"===c)throw new W}if(Object.assign(e,d),!a)continue;let{content:l,refusal:f,function_call:p,role:h,tool_calls:m,...g}=a;if(Object.assign(e.message,g),f&&(e.message.refusal=(e.message.refusal||"")+f),h&&(e.message.role=h),p&&(e.message.function_call?(p.name&&(e.message.function_call.name=p.name),p.arguments&&((r=e.message.function_call).arguments??(r.arguments=""),e.message.function_call.arguments+=p.arguments)):e.message.function_call=p),l&&(e.message.content=(e.message.content||"")+l,!e.message.refusal&&nK(this,eh,"m",eE).call(this)&&(e.message.parsed=nq(e.message.content))),m)for(let{index:t,id:n,type:r,function:i,...a}of(e.message.tool_calls||(e.message.tool_calls=[]),m)){let l=(o=e.message.tool_calls)[t]??(o[t]={});Object.assign(l,a),n&&(l.id=n),r&&(l.type=r),i&&(l.function??(l.function={name:i.name??"",arguments:""})),i?.name&&(l.function.name=i.name),i?.arguments&&(l.function.arguments+=i.arguments,function(e,t){if(!e)return!1;let n=e.tools?.find(e=>e.function?.name===t.function.name);return n_(n)||n?.function.strict||!1}(nK(this,em,"f"),l)&&(l.function.parsed_arguments=nq(l.function.arguments)))}}return i},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new e8(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function nU(e){return JSON.stringify(e)}class n$ extends nV{static fromReadableStream(e){let t=new n$(null);return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new n$(null),o={...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new n$(t),o={...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class nG extends tX{parse(e,t){return!function(e){for(let t of e??[]){if("function"!==t.type)throw new N(`Currently only \`function\` tool types support auto-parsing; Received \`${t.type}\``);if(!0!==t.function.strict)throw new N(`The \`${t.function.name}\` tool is not marked with \`strict: true\`. Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>nT(t,e))}runFunctions(e,t){return e.stream?n$.runFunctions(this._client,e,t):nL.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?n$.runTools(this._client,e,t):nL.runTools(this._client,e,t)}stream(e,t){return nV.createChatCompletion(this._client,e,t)}}class nX extends tX{constructor(){super(...arguments),this.completions=new nG(this._client)}}(nX||(nX={})).Completions=nG;class nY extends tX{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nQ extends tX{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nJ extends tX{constructor(){super(...arguments),this.sessions=new nY(this._client),this.transcriptionSessions=new nQ(this._client)}}nJ.Sessions=nY,nJ.TranscriptionSessions=nQ;var n0=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},n1=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class n2 extends nM{constructor(){super(...arguments),eO.add(this),ej.set(this,[]),eP.set(this,{}),eI.set(this,{}),eN.set(this,void 0),eM.set(this,void 0),eR.set(this,void 0),e_.set(this,void 0),eT.set(this,void 0),eA.set(this,void 0),eD.set(this,void 0),eZ.set(this,void 0),eL.set(this,void 0)}[(ej=new WeakMap,eP=new WeakMap,eI=new WeakMap,eN=new WeakMap,eM=new WeakMap,eR=new WeakMap,e_=new WeakMap,eT=new WeakMap,eA=new WeakMap,eD=new WeakMap,eZ=new WeakMap,eL=new WeakMap,eO=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new n2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),this._connected();let r=e8.fromReadableStream(e,this.controller);for await(let e of r)n0(this,eO,"m",ez).call(this,e);if(r.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}toReadableStream(){return new e8(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}static createToolAssistantStream(e,t,n,r,o){let i=new n2;return i._run(()=>i._runToolAssistantStream(e,t,n,r,{...o,headers:{...o?.headers,"X-Stainless-Helper-Method":"stream"}})),i}async _createToolAssistantStream(e,t,n,r,o){let i=o?.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort()));let a={...r,stream:!0},l=await e.submitToolOutputs(t,n,a,{...o,signal:this.controller.signal});for await(let e of(this._connected(),l))n0(this,eO,"m",ez).call(this,e);if(l.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}static createThreadAssistantStream(e,t,n){let r=new n2;return r._run(()=>r._threadAssistantStream(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}static createAssistantStream(e,t,n,r){let o=new n2;return o._run(()=>o._runAssistantStream(e,t,n,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),o}currentEvent(){return n0(this,eD,"f")}currentRun(){return n0(this,eZ,"f")}currentMessageSnapshot(){return n0(this,eN,"f")}currentRunStepSnapshot(){return n0(this,eL,"f")}async finalRunSteps(){return await this.done(),Object.values(n0(this,eP,"f"))}async finalMessages(){return await this.done(),Object.values(n0(this,eI,"f"))}async finalRun(){if(await this.done(),!n0(this,eM,"f"))throw Error("Final run was not received.");return n0(this,eM,"f")}async _createThreadAssistantStream(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort()));let o={...t,stream:!0},i=await e.createAndRun(o,{...n,signal:this.controller.signal});for await(let e of(this._connected(),i))n0(this,eO,"m",ez).call(this,e);if(i.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}async _createAssistantStream(e,t,n,r){let o=r?.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort()));let i={...n,stream:!0},a=await e.create(t,i,{...r,signal:this.controller.signal});for await(let e of(this._connected(),a))n0(this,eO,"m",ez).call(this,e);if(a.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}static accumulateDelta(e,t){for(let[n,r]of Object.entries(t)){if(!e.hasOwnProperty(n)){e[n]=r;continue}let t=e[n];if(null==t||"index"===n||"type"===n){e[n]=r;continue}if("string"==typeof t&&"string"==typeof r)t+=r;else if("number"==typeof t&&"number"==typeof r)t+=r;else if(tG(t)&&tG(r))t=this.accumulateDelta(t,r);else if(Array.isArray(t)&&Array.isArray(r)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...r);continue}for(let e of r){if(!tG(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let n=e.index;if(null==n)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof n)throw Error(`Expected array delta entry \`index\` property to be a number but got ${n}`);let r=t[n];null==r?t.push(e):t[n]=this.accumulateDelta(r,e)}continue}else throw Error(`Unhandled record type: ${n}, deltaValue: ${r}, accValue: ${t}`);e[n]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,n){return await this._createThreadAssistantStream(t,e,n)}async _runAssistantStream(e,t,n,r){return await this._createAssistantStream(t,e,n,r)}async _runToolAssistantStream(e,t,n,r,o){return await this._createToolAssistantStream(n,e,t,r,o)}}ez=function(e){if(!this.ended)switch(n1(this,eD,e,"f"),n0(this,eO,"m",eq).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":n0(this,eO,"m",eU).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n0(this,eO,"m",eH).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":n0(this,eO,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eB=function(){if(this.ended)throw new N("stream has ended, this shouldn't happen");if(!n0(this,eM,"f"))throw Error("Final run has not been received");return n0(this,eM,"f")},eF=function(e){let[t,n]=n0(this,eO,"m",eK).call(this,e,n0(this,eN,"f"));for(let e of(n1(this,eN,t,"f"),n0(this,eI,"f")[t.id]=t,n)){let n=t.content[e.index];n?.type=="text"&&this._emit("textCreated",n.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let n of e.data.delta.content){if("text"==n.type&&n.text){let e=n.text,r=t.content[n.index];if(r&&"text"==r.type)this._emit("textDelta",e,r.text);else throw Error("The snapshot associated with this text delta is not text or 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n=e.data.delta;if(n.step_details&&"tool_calls"==n.step_details.type&&n.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of n.step_details.tool_calls)e.index==n0(this,eT,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(n0(this,eA,"f")&&this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eT,e.index,"f"),n1(this,eA,t.step_details.tool_calls[e.index],"f"),n0(this,eA,"f")&&this._emit("toolCallCreated",n0(this,eA,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n1(this,eL,void 0,"f"),"tool_calls"==e.data.step_details.type&&n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f")),this._emit("runStepDone",e.data,t)}},eq=function(e){n0(this,ej,"f").push(e),this._emit("event",e)},eW=function(e){switch(e.event){case"thread.run.step.created":return 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t.content[e.index]=e,n.push(e);return[t,n];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,n];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eV=function(e,t){return n2.accumulateDelta(t,e)},eU=function(e){switch(n1(this,eZ,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":n1(this,eM,e.data,"f"),n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f"))}};class n6 extends tX{create(e,t,n){return this._client.post(`/threads/${e}/messages`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/messages/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,n4,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t,n){return this._client.delete(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class n4 extends t0{}n6.MessagesPage=n4;class n3 extends tX{retrieve(e,t,n,r={},o){return tj(r)?this.retrieve(e,t,n,{},r):this._client.get(`/threads/${e}/runs/${t}/steps/${n}`,{query:r,...o,headers:{"OpenAI-Beta":"assistants=v2",...o?.headers}})}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,n5,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class n5 extends t0{}n3.RunStepsPage=n5;class n8 extends tX{constructor(){super(...arguments),this.steps=new n3(this._client)}create(e,t,n){let{include:r,...o}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:r},body:o,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers},stream:t.stream??!1})}retrieve(e,t,n){return this._client.get(`/threads/${e}/runs/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,n7,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t,n);return await this.poll(e,r.id,n)}createAndStream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}async poll(e,t,n){let r={...n?.headers,"X-Stainless-Poll-Helper":"true"};for(n?.pollIntervalMs&&(r["X-Stainless-Custom-Poll-Interval"]=n.pollIntervalMs.toString());;){let{data:o,response:i}=await this.retrieve(e,t,{...n,headers:{...n?.headers,...r}}).withResponse();switch(o.status){case"queued":case"in_progress":case"cancelling":let a=5e3;if(n?.pollIntervalMs)a=n.pollIntervalMs;else{let e=i.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(a=t)}}await tA(a);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return o}}}stream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}submitToolOutputs(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:n.stream??!1})}async submitToolOutputsAndPoll(e,t,n,r){let o=await this.submitToolOutputs(e,t,n,r);return await this.poll(e,o.id,r)}submitToolOutputsStream(e,t,n,r){return n2.createToolAssistantStream(e,t,this._client.beta.threads.runs,n,r)}}class n7 extends t0{}n8.RunsPage=n7,n8.Steps=n3,n8.RunStepsPage=n5;class n9 extends tX{constructor(){super(...arguments),this.runs=new n8(this._client),this.messages=new n6(this._client)}create(e={},t){return tj(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,n){return this._client.post(`/threads/${e}`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let n=await this.createAndRun(e,t);return await this.runs.poll(n.thread_id,n.id,t)}createAndRunStream(e,t){return n2.createThreadAssistantStream(e,this._client.beta.threads,t)}}n9.Runs=n8,n9.RunsPage=n7,n9.Messages=n6,n9.MessagesPage=n4;class re extends tX{constructor(){super(...arguments),this.realtime=new nJ(this._client),this.chat=new nX(this._client),this.assistants=new nk(this._client),this.threads=new n9(this._client)}}re.Realtime=nJ,re.Assistants=nk,re.AssistantsPage=nE,re.Threads=n9;class rt extends tX{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/batches",rn,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class rn extends t0{}rt.BatchesPage=rn;class rr extends tX{create(e,t,n){return this._client.post(`/uploads/${e}/parts`,td({body:t,...n}))}}class ro extends tX{constructor(){super(...arguments),this.parts=new rr(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,n){return this._client.post(`/uploads/${e}/complete`,{body:t,...n})}}function ri(e,t){let n=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var n,r;let o=(n=e.tools??[],r=t.name,n.find(e=>"function"===e.type&&e.name===r));return{...t,...t,parsed_arguments:o?.$brand==="auto-parseable-tool"?o.$parseRaw(t.arguments):o?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let n=e.content.map(e=>{var n;return"output_text"===e.type?{...e,parsed:(n=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(n):JSON.parse(n))}:e});return{...e,content:n}}return e}),r=Object.assign({},e,{output:n});return Object.getOwnPropertyDescriptor(e,"output_text")||ra(r),Object.defineProperty(r,"output_parsed",{enumerable:!0,get(){for(let e of r.output)if("message"===e.type){for(let t of e.content)if("output_text"===t.type&&null!==t.parsed)return t.parsed}return null}}),r}function ra(e){let t=[];for(let n of e.output)if("message"===n.type)for(let e of n.content)"output_text"===e.type&&t.push(e.text);e.output_text=t.join("")}ro.Parts=rr;class rl extends tX{list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/responses/${e}/input_items`,rf,{query:t,...n})}}var rc=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare 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new N(`missing output at index ${e.output_index}`);"message"===n.type&&n.content.push(e.part);break}case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new N(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new N(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new N(`expected content to be 'output_text', got ${t.type}`);t.text+=e.delta}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new N(`missing output at index ${e.output_index}`);"function_call"===n.type&&(n.arguments+=e.delta);break}case"response.completed":rc(this,eX,e.response,"f")}return t},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}async finalResponse(){await this.done();let e=rs(this,eY,"f");if(!e)throw new N("stream ended without producing a ChatCompletion");return e}}class rd extends tX{constructor(){super(...arguments),this.inputItems=new rl(this._client)}create(e,t){return this._client.post("/responses",{body:e,...t,stream:e.stream??!1})._thenUnwrap(e=>("object"in e&&"response"===e.object&&ra(e),e))}retrieve(e,t={},n){return tj(t)?this.retrieve(e,{},t):this._client.get(`/responses/${e}`,{query:t,...n})}del(e,t){return this._client.delete(`/responses/${e}`,{...t,headers:{Accept:"*/*",...t?.headers}})}parse(e,t){return this._client.responses.create(e,t)._thenUnwrap(t=>ri(t,e))}stream(e,t){return ru.createResponse(this._client,e,t)}}class rf extends t0{}rd.InputItems=rl;class rp extends tX{retrieve(e,t,n,r){return this._client.get(`/evals/${e}/runs/${t}/output_items/${n}`,r)}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/evals/${e}/runs/${t}/output_items`,rh,{query:n,...r})}}class rh extends t0{}rp.OutputItemListResponsesPage=rh;class rm extends tX{constructor(){super(...arguments),this.outputItems=new rp(this._client)}create(e,t,n){return this._client.post(`/evals/${e}/runs`,{body:t,...n})}retrieve(e,t,n){return this._client.get(`/evals/${e}/runs/${t}`,n)}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/evals/${e}/runs`,rg,{query:t,...n})}del(e,t,n){return this._client.delete(`/evals/${e}/runs/${t}`,n)}cancel(e,t,n){return this._client.post(`/evals/${e}/runs/${t}`,n)}}class rg extends t0{}rm.RunListResponsesPage=rg,rm.OutputItems=rp,rm.OutputItemListResponsesPage=rh;class rv extends tX{constructor(){super(...arguments),this.runs=new rm(this._client)}create(e,t){return this._client.post("/evals",{body:e,...t})}retrieve(e,t){return this._client.get(`/evals/${e}`,t)}update(e,t,n){return this._client.post(`/evals/${e}`,{body:t,...n})}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/evals",ry,{query:e,...t})}del(e,t){return this._client.delete(`/evals/${e}`,t)}}class ry extends t0{}rv.EvalListResponsesPage=ry,rv.Runs=rm,rv.RunListResponsesPage=rg,n(40257);class rb extends tS{constructor({baseURL:e=tL("OPENAI_BASE_URL"),apiKey:t=tL("OPENAI_API_KEY"),organization:n=tL("OPENAI_ORG_ID")??null,project:r=tL("OPENAI_PROJECT_ID")??null,...o}={}){if(void 0===t)throw new N("The OPENAI_API_KEY environment variable is missing or empty; either provide it, or instantiate the OpenAI client with an apiKey option, like new OpenAI({ apiKey: 'My API Key' }).");let i={apiKey:t,organization:n,project:r,...o,baseURL:e||"https://api.openai.com/v1"};if(!i.dangerouslyAllowBrowser&&tK())throw new N("It looks like you're running in a browser-like 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/899-9af4feaf6f21839c.js b/litellm/proxy/_experimental/out/_next/static/chunks/899-54ea329f41297bf0.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/899-9af4feaf6f21839c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/899-54ea329f41297bf0.js
index 103c197b1e..8c9d425487 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/899-9af4feaf6f21839c.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/899-54ea329f41297bf0.js
@@ -1 +1 @@
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b=ta(t,v,n,c,e.dragStartMousePosition,f,l,a,o,p),y=b.dropPosition,x=b.dropLevelOffset,w=b.dropTargetKey,S=b.dropContainerKey,k=b.dropTargetPos,E=b.dropAllowed,C=b.dragOverNodeKey;if(-1!==i.indexOf(w)||!E||(e.delayedDragEnterLogic||(e.delayedDragEnterLogic={}),Object.keys(e.delayedDragEnterLogic).forEach(function(t){clearTimeout(e.delayedDragEnterLogic[t])}),v.props.eventKey!==n.props.eventKey&&(t.persist(),e.delayedDragEnterLogic[m]=window.setTimeout(function(){if(null!==e.state.draggingNodeKey){var r=(0,ec.Z)(o),i=a[n.props.eventKey];i&&(i.children||[]).length&&(r=tr(o,n.props.eventKey)),"expandedKeys"in e.props||e.setExpandedKeys(r),null==d||d(r,{node:e5(n.props),expanded:!0,nativeEvent:t.nativeEvent})}},800)),v.props.eventKey===w&&0===x)){e.resetDragState();return}e.setState({dragOverNodeKey:C,dropPosition:y,dropLevelOffset:x,dropTargetKey:w,dropContainerKey:S,dropTargetPos:k,dropAllowed:E}),null==u||u({event:t,node:e5(n.props),expandedKeys:o})},e.onNodeDragOver=function(t,n){var r=e.state,o=r.dragChildrenKeys,a=r.flattenNodes,i=r.keyEntities,l=r.expandedKeys,c=r.indent,s=e.props,u=s.onDragOver,d=s.allowDrop,f=s.direction,p=(0,eV.Z)(e).dragNode;if(p){var h=ta(t,p,n,c,e.dragStartMousePosition,d,a,i,l,f),m=h.dropPosition,g=h.dropLevelOffset,v=h.dropTargetKey,b=h.dropContainerKey,y=h.dropAllowed,x=h.dropTargetPos,w=h.dragOverNodeKey;-1===o.indexOf(v)&&y&&(p.props.eventKey===v&&0===g?null===e.state.dropPosition&&null===e.state.dropLevelOffset&&null===e.state.dropTargetKey&&null===e.state.dropContainerKey&&null===e.state.dropTargetPos&&!1===e.state.dropAllowed&&null===e.state.dragOverNodeKey||e.resetDragState():m===e.state.dropPosition&&g===e.state.dropLevelOffset&&v===e.state.dropTargetKey&&b===e.state.dropContainerKey&&x===e.state.dropTargetPos&&y===e.state.dropAllowed&&w===e.state.dragOverNodeKey||e.setState({dropPosition:m,dropLevelOffset:g,dropTargetKey:v,dropContainerKey:b,dropTargetPos:x,dropAllowed:y,dragOverNodeKey:w}),null==u||u({event:t,node:e5(n.props)}))}},e.onNodeDragLeave=function(t,n){e.currentMouseOverDroppableNodeKey!==n.props.eventKey||t.currentTarget.contains(t.relatedTarget)||(e.resetDragState(),e.currentMouseOverDroppableNodeKey=null);var r=e.props.onDragLeave;null==r||r({event:t,node:e5(n.props)})},e.onWindowDragEnd=function(t){e.onNodeDragEnd(t,null,!0),window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDragEnd=function(t,n){var r=e.props.onDragEnd;e.setState({dragOverNodeKey:null}),e.cleanDragState(),null==r||r({event:t,node:e5(n.props)}),e.dragNode=null,window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDrop=function(t,n){var r,o=arguments.length>2&&void 0!==arguments[2]&&arguments[2],a=e.state,i=a.dragChildrenKeys,l=a.dropPosition,c=a.dropTargetKey,s=a.dropTargetPos;if(a.dropAllowed){var u=e.props.onDrop;if(e.setState({dragOverNodeKey:null}),e.cleanDragState(),null!==c){var d=(0,C.Z)((0,C.Z)({},e4(c,e.getTreeNodeRequiredProps())),{},{active:(null===(r=e.getActiveItem())||void 0===r?void 0:r.key)===c,data:e.state.keyEntities[c].node}),f=-1!==i.indexOf(c);(0,I.ZP)(!f,"Can not drop to dragNode's children node. This is a bug of rc-tree. 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t=e.state;return{expandedKeys:t.expandedKeys||[],selectedKeys:t.selectedKeys||[],loadedKeys:t.loadedKeys||[],loadingKeys:t.loadingKeys||[],checkedKeys:t.checkedKeys||[],halfCheckedKeys:t.halfCheckedKeys||[],dragOverNodeKey:t.dragOverNodeKey,dropPosition:t.dropPosition,keyEntities:t.keyEntities}},e.setExpandedKeys=function(t){var n=e.state,r=e6(n.treeData,t,n.fieldNames);e.setUncontrolledState({expandedKeys:t,flattenNodes:r},!0)},e.onNodeExpand=function(t,n){var r=e.state.expandedKeys,o=e.state,a=o.listChanging,i=o.fieldNames,l=e.props,c=l.onExpand,s=l.loadData,u=n.expanded,d=n[i.key];if(!a){var f=r.indexOf(d),p=!u;if((0,I.ZP)(u&&-1!==f||!u&&-1===f,"Expand state not sync with index check"),r=p?tr(r,d):tn(r,d),e.setExpandedKeys(r),null==c||c(r,{node:n,expanded:p,nativeEvent:t.nativeEvent}),p&&s){var h=e.onNodeLoad(n);h&&h.then(function(){var t=e6(e.state.treeData,r,i);e.setUncontrolledState({flattenNodes:t})}).catch(function(){var 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o=!1,a=!0,i={};Object.keys(t).forEach(function(n){if(n in e.props){a=!1;return}o=!0,i[n]=t[n]}),o&&(!n||a)&&e.setState((0,C.Z)((0,C.Z)({},i),r))}},e.scrollTo=function(t){e.listRef.current.scrollTo(t)},e}return(0,eK.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var 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r=c.props.onMouseMove;l()(r)&&r(n,e)}),tn(e4(c),"handleItemMouseEnter",function(e){c.setState(function(){return{isTooltipActive:!0,activeItem:e,activePayload:e.tooltipPayload,activeCoordinate:e.tooltipPosition||{x:e.cx,y:e.cy}}})}),tn(e4(c),"handleItemMouseLeave",function(){c.setState(function(){return{isTooltipActive:!1}})}),tn(e4(c),"handleMouseMove",function(e){e.persist(),c.throttleTriggeredAfterMouseMove(e)}),tn(e4(c),"handleMouseLeave",function(e){var t={isTooltipActive:!1};c.setState(t),c.triggerSyncEvent(t);var n=c.props.onMouseLeave;l()(n)&&n(t,e)}),tn(e4(c),"handleOuterEvent",function(e){var t,n=(0,P.Bh)(e),r=d()(c.props,"".concat(n));n&&l()(r)&&r(null!==(t=/.*touch.*/i.test(n)?c.getMouseInfo(e.changedTouches[0]):c.getMouseInfo(e))&&void 0!==t?t:{},e)}),tn(e4(c),"handleClick",function(e){var t=c.getMouseInfo(e);if(t){var n=tt(tt({},t),{},{isTooltipActive:!0});c.setState(n),c.triggerSyncEvent(n);var r=c.props.onClick;l()(r)&&r(n,e)}}),tn(e4(c),"handleMouseDown",function(e){var t=c.props.onMouseDown;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e4(c),"handleMouseUp",function(e){var t=c.props.onMouseUp;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e4(c),"handleTouchMove",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.throttleTriggeredAfterMouseMove(e.changedTouches[0])}),tn(e4(c),"handleTouchStart",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseDown(e.changedTouches[0])}),tn(e4(c),"handleTouchEnd",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseUp(e.changedTouches[0])}),tn(e4(c),"triggerSyncEvent",function(e){void 0!==c.props.syncId&&eR.emit(e_,c.props.syncId,e,c.eventEmitterSymbol)}),tn(e4(c),"applySyncEvent",function(e){var t=c.props,n=t.layout,r=t.syncMethod,o=c.state.updateId,a=e.dataStartIndex,i=e.dataEndIndex;if(void 0!==e.dataStartIndex||void 0!==e.dataEndIndex)c.setState(tt({dataStartIndex:a,dataEndIndex:i},C({props:c.props,dataStartIndex:a,dataEndIndex:i,updateId:o},c.state)));else if(void 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r.createElement(eY,{key:m,activeCoordinate:i,activePayload:l,activeTooltipIndex:u,chartName:n,element:e,isActive:p,layout:h,offset:s,tooltipAxisBandSize:d,tooltipEventType:f})}),tn(e4(c),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(c.state,"".concat(o,"Map")),i=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tt(tt({},i),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,I.uY)(i,!0)}))}),tn(e4(c),"renderGrid",function(e){var t=c.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,i=(0,R.Kt)(n),l=v()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,R.Kt)(o),s=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,R.hj)(s.x)?s.x:a.left,y:(0,R.hj)(s.y)?s.y:a.top,width:(0,R.hj)(s.width)?s.width:a.width,height:(0,R.hj)(s.height)?s.height:a.height,xAxis:i,yAxis:l,verticalCoordinatesGenerator:s.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:s.horizontalCoordinatesGenerator})}),tn(e4(c),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,i=c.state,l=i.radiusAxisMap,s=i.angleAxisMap,u=(0,R.Kt)(l),d=(0,R.Kt)(s),f=d.cx,p=d.cy,h=d.innerRadius,m=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,I.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,I.uY)(u,!0).map(function(e){return e.coordinate}),cx:f,cy:p,innerRadius:h,outerRadius:m,key:e.key||"polar-grid",radialLines:n})}),tn(e4(c),"renderLegend",function(){var e=c.state.formattedGraphicalItems,t=c.props,n=t.children,o=t.width,a=t.height,i=c.props.margin||{},l=o-(i.left||0)-(i.right||0),s=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:l,legendContent:p});if(!s)return null;var u=s.item,d=e6(s,eQ);return(0,r.cloneElement)(u,tt(tt({},d),{},{chartWidth:o,chartHeight:a,margin:i,onBBoxUpdate:c.handleLegendBBoxUpdate}))}),tn(e4(c),"renderTooltip",function(){var e,t=c.props.children,n=(0,P.sP)(t,E.u);if(!n)return null;var o=c.state,a=o.isTooltipActive,i=o.activeCoordinate,l=o.activePayload,s=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:a;return(0,r.cloneElement)(n,{viewBox:tt(tt({},u),{},{x:u.left,y:u.top}),active:d,label:s,payload:d?l:[],coordinate:i})}),tn(e4(c),"renderBrush",function(e){var t=c.props,n=t.margin,o=t.data,a=c.state,i=a.offset,l=a.dataStartIndex,s=a.dataEndIndex,u=a.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,I.DO)(c.handleBrushChange,e.props.onChange),data:o,x:(0,R.hj)(e.props.x)?e.props.x:i.left,y:(0,R.hj)(e.props.y)?e.props.y:i.top+i.height+i.brushBottom-(n.bottom||0),width:(0,R.hj)(e.props.width)?e.props.width:i.width,startIndex:l,endIndex:s,updateId:"brush-".concat(u)})}),tn(e4(c),"renderReferenceElement",function(e,t,n){if(!e)return null;var o=e4(c).clipPathId,a=c.state,i=a.xAxisMap,l=a.yAxisMap,s=a.offset,u=e.props,d=u.xAxisId,f=u.yAxisId;return(0,r.cloneElement)(e,{key:e.key||"".concat(t,"-").concat(n),xAxis:i[d],yAxis:l[f],viewBox:{x:s.left,y:s.top,width:s.width,height:s.height},clipPathId:o})}),tn(e4(c),"renderActivePoints",function(e){var t=e.item,n=e.activePoint,r=e.basePoint,o=e.childIndex,a=e.isRange,i=[],l=t.props.key,c=t.item.props,u=c.activeDot,d=tt(tt({index:o,dataKey:c.dataKey,cx:n.x,cy:n.y,r:4,fill:(0,I.fk)(t.item),strokeWidth:2,stroke:"#fff",payload:n.payload,value:n.value,key:"".concat(l,"-activePoint-").concat(o)},(0,P.L6)(u,!1)),(0,eT.Ym)(u));return i.push(s.renderActiveDot(u,d)),r?i.push(s.renderActiveDot(u,tt(tt({},d),{},{cx:r.x,cy:r.y,key:"".concat(l,"-basePoint-").concat(o)}))):a&&i.push(null),i}),tn(e4(c),"renderGraphicChild",function(e,t,n){var o=c.filterFormatItem(e,t,n);if(!o)return null;var i=c.getTooltipEventType(),l=c.state,s=l.isTooltipActive,u=l.tooltipAxis,d=l.activeTooltipIndex,f=l.activeLabel,p=c.props.children,h=(0,P.sP)(p,E.u),m=o.props,g=m.points,v=m.isRange,b=m.baseLine,y=o.item.props,x=y.activeDot,w=y.hide,S=y.activeBar,k=y.activeShape,C={};"axis"!==i&&h&&"click"===h.props.trigger?C={onClick:(0,I.DO)(c.handleItemMouseEnter,e.props.onClick)}:"axis"!==i&&(C={onMouseLeave:(0,I.DO)(c.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,I.DO)(c.handleItemMouseEnter,e.props.onMouseEnter)});var O=(0,r.cloneElement)(e,tt(tt({},o.props),C));if(!w&&s&&h&&(x||S||k)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var j="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());M=(0,R.Ap)(g,j,f),_=v&&b&&(0,R.Ap)(b,j,f)}else M=null==g?void 0:g[d],_=v&&b&&b[d];if(k||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,c=td(this.state,n,i,l),s=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:s,y:u}:{y:s,x:u},f=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});f&&(d=tt(tt({},d),f.props.points[i].tooltipPosition),c=f.props.points[i].tooltipPayload);var p={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:c,activeCoordinate:d};this.setState(p),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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u=(0,R.Kt)(c).scale,d=(0,R.Kt)(s).scale,f=u&&u.invert?u.invert(o.chartX):null,p=d&&d.invert?d.invert(o.chartY):null;return tt(tt({},o),{},{xValue:f,yValue:p})}var h=tf(this.state,this.props.data,this.props.layout,i);return h?tt(tt({},o),h):null}},{key:"inRange",value:function(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,r=this.props.layout,o=e/n,a=t/n;if("horizontal"===r||"vertical"===r){var i=this.state.offset;return o>=i.left&&o<=i.left+i.width&&a>=i.top&&a<=i.top+i.height?{x:o,y:a}:null}var l=this.state,c=l.angleAxisMap,s=l.radiusAxisMap;if(c&&s){var u=(0,R.Kt)(c);return(0,eN.z3)({x:o,y:a},u)}return null}},{key:"parseEventsOfWrapper",value:function(){var e=this.props.children,t=this.getTooltipEventType(),n=(0,P.sP)(e,E.u),r={};return n&&"axis"===t&&(r="click"===n.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd}),tt(tt({},(0,eT.Ym)(this.props,this.handleOuterEvent)),r)}},{key:"addListener",value:function(){eR.on(e_,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){eR.removeListener(e_,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(e,t,n){for(var r=this.state.formattedGraphicalItems,o=0,a=r.length;o<a;o++){var i=r[o];if(i.item===e||i.props.key===e.key||t===(0,P.Gf)(i.item.type)&&n===i.childIndex)return i}return null}},{key:"renderClipPath",value:function(){var e=this.clipPathId,t=this.state.offset,n=t.left,o=t.top,a=t.height,i=t.width;return r.createElement("defs",null,r.createElement("clipPath",{id:e},r.createElement("rect",{x:n,y:o,height:a,width:i})))}},{key:"getXScales",value:function(){var e=this.state.xAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getYScales",value:function(){var e=this.state.yAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(e){var t;return null===(t=this.state.xAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getYScaleByAxisId",value:function(e){var t;return null===(t=this.state.yAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getItemByXY",value:function(e){var t=this.state,n=t.formattedGraphicalItems,r=t.activeItem;if(n&&n.length)for(var o=0,a=n.length;o<a;o++){var i=n[o],l=i.props,c=i.item,s=(0,P.Gf)(c.type);if("Bar"===s){var 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Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>nT(t,e))}runFunctions(e,t){return e.stream?n$.runFunctions(this._client,e,t):nL.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?n$.runTools(this._client,e,t):nL.runTools(this._client,e,t)}stream(e,t){return nV.createChatCompletion(this._client,e,t)}}class nX extends tX{constructor(){super(...arguments),this.completions=new nG(this._client)}}(nX||(nX={})).Completions=nG;class nY extends tX{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nQ extends tX{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nJ extends tX{constructor(){super(...arguments),this.sessions=new nY(this._client),this.transcriptionSessions=new nQ(this._client)}}nJ.Sessions=nY,nJ.TranscriptionSessions=nQ;var n0=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},n1=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class n2 extends nI{constructor(){super(...arguments),eO.add(this),ej.set(this,[]),eP.set(this,{}),eN.set(this,{}),eM.set(this,void 0),eI.set(this,void 0),eR.set(this,void 0),e_.set(this,void 0),eT.set(this,void 0),eA.set(this,void 0),eD.set(this,void 0),eZ.set(this,void 0),eL.set(this,void 0)}[(ej=new WeakMap,eP=new WeakMap,eN=new WeakMap,eM=new WeakMap,eI=new WeakMap,eR=new WeakMap,e_=new WeakMap,eT=new WeakMap,eA=new WeakMap,eD=new WeakMap,eZ=new WeakMap,eL=new WeakMap,eO=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new n2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let 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this._addRun(n0(this,eO,"m",eB).call(this))}static createThreadAssistantStream(e,t,n){let r=new n2;return r._run(()=>r._threadAssistantStream(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}static createAssistantStream(e,t,n,r){let o=new n2;return o._run(()=>o._runAssistantStream(e,t,n,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),o}currentEvent(){return n0(this,eD,"f")}currentRun(){return n0(this,eZ,"f")}currentMessageSnapshot(){return n0(this,eM,"f")}currentRunStepSnapshot(){return n0(this,eL,"f")}async finalRunSteps(){return await this.done(),Object.values(n0(this,eP,"f"))}async finalMessages(){return await this.done(),Object.values(n0(this,eN,"f"))}async finalRun(){if(await this.done(),!n0(this,eI,"f"))throw Error("Final run was not received.");return n0(this,eI,"f")}async _createThreadAssistantStream(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort()));let o={...t,stream:!0},a=await e.createAndRun(o,{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))n0(this,eO,"m",ez).call(this,e);if(a.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}async _createAssistantStream(e,t,n,r){let o=r?.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort()));let a={...n,stream:!0},i=await e.create(t,a,{...r,signal:this.controller.signal});for await(let e of(this._connected(),i))n0(this,eO,"m",ez).call(this,e);if(i.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}static accumulateDelta(e,t){for(let[n,r]of Object.entries(t)){if(!e.hasOwnProperty(n)){e[n]=r;continue}let t=e[n];if(null==t||"index"===n||"type"===n){e[n]=r;continue}if("string"==typeof t&&"string"==typeof r)t+=r;else if("number"==typeof t&&"number"==typeof r)t+=r;else if(tG(t)&&tG(r))t=this.accumulateDelta(t,r);else if(Array.isArray(t)&&Array.isArray(r)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...r);continue}for(let e of r){if(!tG(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let n=e.index;if(null==n)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof n)throw Error(`Expected array delta entry \`index\` property to be a number but got ${n}`);let r=t[n];null==r?t.push(e):t[n]=this.accumulateDelta(r,e)}continue}else throw Error(`Unhandled record type: ${n}, deltaValue: ${r}, accValue: ${t}`);e[n]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,n){return await this._createThreadAssistantStream(t,e,n)}async _runAssistantStream(e,t,n,r){return await this._createAssistantStream(t,e,n,r)}async _runToolAssistantStream(e,t,n,r,o){return await this._createToolAssistantStream(n,e,t,r,o)}}ez=function(e){if(!this.ended)switch(n1(this,eD,e,"f"),n0(this,eO,"m",eW).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":n0(this,eO,"m",eU).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n0(this,eO,"m",eH).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":n0(this,eO,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eB=function(){if(this.ended)throw new M("stream has ended, this shouldn't happen");if(!n0(this,eI,"f"))throw Error("Final run has not been received");return n0(this,eI,"f")},eF=function(e){let[t,n]=n0(this,eO,"m",eK).call(this,e,n0(this,eM,"f"));for(let e of(n1(this,eM,t,"f"),n0(this,eN,"f")[t.id]=t,n)){let n=t.content[e.index];n?.type=="text"&&this._emit("textCreated",n.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let n of e.data.delta.content){if("text"==n.type&&n.text){let e=n.text,r=t.content[n.index];if(r&&"text"==r.type)this._emit("textDelta",e,r.text);else throw Error("The snapshot associated with this text delta is not text or missing")}if(n.index!=n0(this,eR,"f")){if(n0(this,e_,"f"))switch(n0(this,e_,"f").type){case"text":this._emit("textDone",n0(this,e_,"f").text,n0(this,eM,"f"));break;case"image_file":this._emit("imageFileDone",n0(this,e_,"f").image_file,n0(this,eM,"f"))}n1(this,eR,n.index,"f")}n1(this,e_,t.content[n.index],"f")}break;case"thread.message.completed":case"thread.message.incomplete":if(void 0!==n0(this,eR,"f")){let t=e.data.content[n0(this,eR,"f")];if(t)switch(t.type){case"image_file":this._emit("imageFileDone",t.image_file,n0(this,eM,"f"));break;case"text":this._emit("textDone",t.text,n0(this,eM,"f"))}}n0(this,eM,"f")&&this._emit("messageDone",e.data),n1(this,eM,void 0,"f")}},eH=function(e){let t=n0(this,eO,"m",eq).call(this,e);switch(n1(this,eL,t,"f"),e.event){case"thread.run.step.created":this._emit("runStepCreated",e.data);break;case"thread.run.step.delta":let n=e.data.delta;if(n.step_details&&"tool_calls"==n.step_details.type&&n.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of n.step_details.tool_calls)e.index==n0(this,eT,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(n0(this,eA,"f")&&this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eT,e.index,"f"),n1(this,eA,t.step_details.tool_calls[e.index],"f"),n0(this,eA,"f")&&this._emit("toolCallCreated",n0(this,eA,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n1(this,eL,void 0,"f"),"tool_calls"==e.data.step_details.type&&n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f")),this._emit("runStepDone",e.data,t)}},eW=function(e){n0(this,ej,"f").push(e),this._emit("event",e)},eq=function(e){switch(e.event){case"thread.run.step.created":return n0(this,eP,"f")[e.data.id]=e.data,e.data;case"thread.run.step.delta":let t=n0(this,eP,"f")[e.data.id];if(!t)throw Error("Received a RunStepDelta before creation of a snapshot");let n=e.data;if(n.delta){let r=n2.accumulateDelta(t,n.delta);n0(this,eP,"f")[e.data.id]=r}return n0(this,eP,"f")[e.data.id];case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":case"thread.run.step.in_progress":n0(this,eP,"f")[e.data.id]=e.data}if(n0(this,eP,"f")[e.data.id])return n0(this,eP,"f")[e.data.id];throw Error("No snapshot available")},eK=function(e,t){let n=[];switch(e.event){case"thread.message.created":return[e.data,n];case"thread.message.delta":if(!t)throw Error("Received a delta with no existing snapshot (there should be one from message creation)");let r=e.data;if(r.delta.content)for(let e of r.delta.content)if(e.index in t.content){let n=t.content[e.index];t.content[e.index]=n0(this,eO,"m",eV).call(this,e,n)}else t.content[e.index]=e,n.push(e);return[t,n];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,n];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eV=function(e,t){return n2.accumulateDelta(t,e)},eU=function(e){switch(n1(this,eZ,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":n1(this,eI,e.data,"f"),n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f"))}};class n6 extends tX{create(e,t,n){return this._client.post(`/threads/${e}/messages`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/messages/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,n3,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t,n){return this._client.delete(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class n3 extends t0{}n6.MessagesPage=n3;class n4 extends tX{retrieve(e,t,n,r={},o){return tj(r)?this.retrieve(e,t,n,{},r):this._client.get(`/threads/${e}/runs/${t}/steps/${n}`,{query:r,...o,headers:{"OpenAI-Beta":"assistants=v2",...o?.headers}})}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,n5,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class n5 extends t0{}n4.RunStepsPage=n5;class n8 extends tX{constructor(){super(...arguments),this.steps=new n4(this._client)}create(e,t,n){let{include:r,...o}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:r},body:o,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers},stream:t.stream??!1})}retrieve(e,t,n){return this._client.get(`/threads/${e}/runs/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,n7,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t,n);return await this.poll(e,r.id,n)}createAndStream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}async poll(e,t,n){let r={...n?.headers,"X-Stainless-Poll-Helper":"true"};for(n?.pollIntervalMs&&(r["X-Stainless-Custom-Poll-Interval"]=n.pollIntervalMs.toString());;){let{data:o,response:a}=await this.retrieve(e,t,{...n,headers:{...n?.headers,...r}}).withResponse();switch(o.status){case"queued":case"in_progress":case"cancelling":let i=5e3;if(n?.pollIntervalMs)i=n.pollIntervalMs;else{let e=a.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(i=t)}}await tA(i);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return o}}}stream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}submitToolOutputs(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:n.stream??!1})}async submitToolOutputsAndPoll(e,t,n,r){let o=await this.submitToolOutputs(e,t,n,r);return await this.poll(e,o.id,r)}submitToolOutputsStream(e,t,n,r){return n2.createToolAssistantStream(e,t,this._client.beta.threads.runs,n,r)}}class n7 extends t0{}n8.RunsPage=n7,n8.Steps=n4,n8.RunStepsPage=n5;class n9 extends tX{constructor(){super(...arguments),this.runs=new n8(this._client),this.messages=new n6(this._client)}create(e={},t){return tj(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,n){return this._client.post(`/threads/${e}`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let n=await this.createAndRun(e,t);return await this.runs.poll(n.thread_id,n.id,t)}createAndRunStream(e,t){return n2.createThreadAssistantStream(e,this._client.beta.threads,t)}}n9.Runs=n8,n9.RunsPage=n7,n9.Messages=n6,n9.MessagesPage=n3;class re extends tX{constructor(){super(...arguments),this.realtime=new nJ(this._client),this.chat=new nX(this._client),this.assistants=new nk(this._client),this.threads=new n9(this._client)}}re.Realtime=nJ,re.Assistants=nk,re.AssistantsPage=nE,re.Threads=n9;class rt extends tX{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/batches",rn,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class rn extends t0{}rt.BatchesPage=rn;class rr extends tX{create(e,t,n){return this._client.post(`/uploads/${e}/parts`,td({body:t,...n}))}}class ro extends tX{constructor(){super(...arguments),this.parts=new rr(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,n){return this._client.post(`/uploads/${e}/complete`,{body:t,...n})}}function ra(e,t){let n=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var n,r;let o=(n=e.tools??[],r=t.name,n.find(e=>"function"===e.type&&e.name===r));return{...t,...t,parsed_arguments:o?.$brand==="auto-parseable-tool"?o.$parseRaw(t.arguments):o?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let n=e.content.map(e=>{var n;return"output_text"===e.type?{...e,parsed:(n=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(n):JSON.parse(n))}:e});return{...e,content:n}}return e}),r=Object.assign({},e,{output:n});return Object.getOwnPropertyDescriptor(e,"output_text")||ri(r),Object.defineProperty(r,"output_parsed",{enumerable:!0,get(){for(let e of r.output)if("message"===e.type){for(let t of e.content)if("output_text"===t.type&&null!==t.parsed)return t.parsed}return null}}),r}function ri(e){let t=[];for(let n of e.output)if("message"===n.type)for(let e of n.content)"output_text"===e.type&&t.push(e.text);e.output_text=t.join("")}ro.Parts=rr;class rl extends tX{list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/responses/${e}/input_items`,rf,{query:t,...n})}}var rc=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n},rs=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)};class ru extends nI{constructor(e){super(),e$.add(this),eG.set(this,void 0),eX.set(this,void 0),eY.set(this,void 0),rc(this,eG,e,"f")}static createResponse(e,t,n){let r=new ru(t);return r._run(()=>r._createResponse(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createResponse(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),rs(this,e$,"m",eQ).call(this);let o=await e.responses.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))rs(this,e$,"m",eJ).call(this,e);if(o.controller.signal?.aborted)throw new R;return rs(this,e$,"m",e0).call(this)}[(eG=new WeakMap,eX=new WeakMap,eY=new WeakMap,e$=new WeakSet,eQ=function(){this.ended||rc(this,eX,void 0,"f")},eJ=function(e){if(this.ended)return;let t=rs(this,e$,"m",e1).call(this,e);switch(this._emit("event",e),e.type){case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new M(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new M(`expected content to be 'output_text', got ${t.type}`);this._emit("response.output_text.delta",{...e,snapshot:t.text})}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);"function_call"===n.type&&this._emit("response.function_call_arguments.delta",{...e,snapshot:n.arguments});break}default:this._emit(e.type,e)}},e0=function(){if(this.ended)throw new M("stream has ended, this shouldn't happen");let e=rs(this,eX,"f");if(!e)throw new M("request ended without sending any events");rc(this,eX,void 0,"f");let t=function(e,t){return t&&nR(t.text?.format)?ra(e,t):{...e,output_parsed:null,output:e.output.map(e=>"function_call"===e.type?{...e,parsed_arguments:null}:"message"===e.type?{...e,content:e.content.map(e=>({...e,parsed:null}))}:e)}}(e,rs(this,eG,"f"));return rc(this,eY,t,"f"),t},e1=function(e){let t=rs(this,eX,"f");if(!t){if("response.created"!==e.type)throw new M(`When snapshot hasn't been set yet, expected 'response.created' event, got ${e.type}`);return rc(this,eX,e.response,"f")}switch(e.type){case"response.output_item.added":t.output.push(e.item);break;case"response.content_part.added":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);"message"===n.type&&n.content.push(e.part);break}case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new M(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new M(`expected content to be 'output_text', got ${t.type}`);t.text+=e.delta}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);"function_call"===n.type&&(n.arguments+=e.delta);break}case"response.completed":rc(this,eX,e.response,"f")}return t},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let 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diff --git a/litellm/proxy/_experimental/out/_next/static/css/be22292d8ac48764.css b/litellm/proxy/_experimental/out/_next/static/css/be22292d8ac48764.css
deleted file mode 100644
index df2a2af68d..0000000000
--- a/litellm/proxy/_experimental/out/_next/static/css/be22292d8ac48764.css
+++ /dev/null
@@ -1,3 +0,0 @@
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similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/u3E41CAVE1NTuNPVcBvVa/_buildManifest.js
rename to litellm/proxy/_experimental/out/_next/static/sh3mKTgIKifNl8lsgZ675/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/u3E41CAVE1NTuNPVcBvVa/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/sh3mKTgIKifNl8lsgZ675/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/u3E41CAVE1NTuNPVcBvVa/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/sh3mKTgIKifNl8lsgZ675/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/index.html b/litellm/proxy/_experimental/out/index.html
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diff --git a/litellm/proxy/_experimental/out/index.txt b/litellm/proxy/_experimental/out/index.txt
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diff --git a/litellm/proxy/_experimental/out/model_hub.txt b/litellm/proxy/_experimental/out/model_hub.txt
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new file mode 100644
index 0000000000..048ef581b2
--- /dev/null
+++ b/litellm/proxy/_experimental/out/onboarding.html
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diff --git a/litellm/proxy/_experimental/out/onboarding.txt b/litellm/proxy/_experimental/out/onboarding.txt
index 8559298cfa..1c75637f9d 100644
--- a/litellm/proxy/_experimental/out/onboarding.txt
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diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index e166133cec..ad9ae99f7a 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
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       api_key: os.environ/DATABRICKS_API_KEY
       api_base: os.environ/DATABRICKS_API_BASE
-  - model_name: "gpt-4o-realtime-preview"
+  - model_name: "gpt-4.1"
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+      model: azure/gpt-4.1
       api_key: os.environ/AZURE_API_KEY_REALTIME
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-      base_model: azure/gpt-4o-realtime-preview-2024-10-01
-
+  - model_name: "xai/*"
+    litellm_params:
+      model: xai/*
+      api_key: os.environ/XAI_API_KEY
 
 litellm_settings:
   num_retries: 0
-  callbacks: ["prometheus"]
+  callbacks: ["datadog_llm_observability"]
   check_provider_endpoint: true
 
 files_settings:
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index f72fcd5b33..354f6bb54c 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -287,6 +287,7 @@ class LiteLLMRoutes(enum.Enum):
         "/v1/models",
         # token counter
         "/utils/token_counter",
+        "/utils/transform_request",
         # rerank
         "/rerank",
         "/v1/rerank",
@@ -462,6 +463,7 @@ class LiteLLMRoutes(enum.Enum):
         "/team/member_delete",
         "/team/permissions_list",
         "/team/permissions_update",
+        "/team/daily/activity",
         "/model/new",
         "/model/update",
         "/model/delete",
@@ -650,9 +652,9 @@ class GenerateRequestBase(LiteLLMPydanticObjectBase):
     allowed_cache_controls: Optional[list] = []
     config: Optional[dict] = {}
     permissions: Optional[dict] = {}
-    model_max_budget: Optional[dict] = (
-        {}
-    )  # {"gpt-4": 5.0, "gpt-3.5-turbo": 5.0}, defaults to {}
+    model_max_budget: Optional[
+        dict
+    ] = {}  # {"gpt-4": 5.0, "gpt-3.5-turbo": 5.0}, defaults to {}
 
     model_config = ConfigDict(protected_namespaces=())
     model_rpm_limit: Optional[dict] = None
@@ -685,6 +687,8 @@ class GenerateKeyResponse(KeyRequestBase):
     token: Optional[str] = None
     created_by: Optional[str] = None
     updated_by: Optional[str] = None
+    created_at: Optional[datetime] = None
+    updated_at: Optional[datetime] = None
 
     @model_validator(mode="before")
     @classmethod
@@ -911,12 +915,12 @@ class NewCustomerRequest(BudgetNewRequest):
     alias: Optional[str] = None  # human-friendly alias
     blocked: bool = False  # allow/disallow requests for this end-user
     budget_id: Optional[str] = None  # give either a budget_id or max_budget
-    allowed_model_region: Optional[AllowedModelRegion] = (
-        None  # require all user requests to use models in this specific region
-    )
-    default_model: Optional[str] = (
-        None  # if no equivalent model in allowed region - default all requests to this model
-    )
+    allowed_model_region: Optional[
+        AllowedModelRegion
+    ] = None  # require all user requests to use models in this specific region
+    default_model: Optional[
+        str
+    ] = None  # if no equivalent model in allowed region - default all requests to this model
 
     @model_validator(mode="before")
     @classmethod
@@ -938,12 +942,12 @@ class UpdateCustomerRequest(LiteLLMPydanticObjectBase):
     blocked: bool = False  # allow/disallow requests for this end-user
     max_budget: Optional[float] = None
     budget_id: Optional[str] = None  # give either a budget_id or max_budget
-    allowed_model_region: Optional[AllowedModelRegion] = (
-        None  # require all user requests to use models in this specific region
-    )
-    default_model: Optional[str] = (
-        None  # if no equivalent model in allowed region - default all requests to this model
-    )
+    allowed_model_region: Optional[
+        AllowedModelRegion
+    ] = None  # require all user requests to use models in this specific region
+    default_model: Optional[
+        str
+    ] = None  # if no equivalent model in allowed region - default all requests to this model
 
 
 class DeleteCustomerRequest(LiteLLMPydanticObjectBase):
@@ -1079,9 +1083,9 @@ class BlockKeyRequest(LiteLLMPydanticObjectBase):
 
 class AddTeamCallback(LiteLLMPydanticObjectBase):
     callback_name: str
-    callback_type: Optional[Literal["success", "failure", "success_and_failure"]] = (
-        "success_and_failure"
-    )
+    callback_type: Optional[
+        Literal["success", "failure", "success_and_failure"]
+    ] = "success_and_failure"
     callback_vars: Dict[str, str]
 
     @model_validator(mode="before")
@@ -1339,9 +1343,9 @@ class ConfigList(LiteLLMPydanticObjectBase):
     stored_in_db: Optional[bool]
     field_default_value: Any
     premium_field: bool = False
-    nested_fields: Optional[List[FieldDetail]] = (
-        None  # For nested dictionary or Pydantic fields
-    )
+    nested_fields: Optional[
+        List[FieldDetail]
+    ] = None  # For nested dictionary or Pydantic fields
 
 
 class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
@@ -1609,9 +1613,9 @@ class LiteLLM_OrganizationMembershipTable(LiteLLMPydanticObjectBase):
     budget_id: Optional[str] = None
     created_at: datetime
     updated_at: datetime
-    user: Optional[Any] = (
-        None  # You might want to replace 'Any' with a more specific type if available
-    )
+    user: Optional[
+        Any
+    ] = None  # You might want to replace 'Any' with a more specific type if available
     litellm_budget_table: Optional[LiteLLM_BudgetTable] = None
 
     model_config = ConfigDict(protected_namespaces=())
@@ -2359,9 +2363,9 @@ class TeamModelDeleteRequest(BaseModel):
 # Organization Member Requests
 class OrganizationMemberAddRequest(OrgMemberAddRequest):
     organization_id: str
-    max_budget_in_organization: Optional[float] = (
-        None  # Users max budget within the organization
-    )
+    max_budget_in_organization: Optional[
+        float
+    ] = None  # Users max budget within the organization
 
 
 class OrganizationMemberDeleteRequest(MemberDeleteRequest):
@@ -2550,9 +2554,9 @@ class ProviderBudgetResponse(LiteLLMPydanticObjectBase):
     Maps provider names to their budget configs.
     """
 
-    providers: Dict[str, ProviderBudgetResponseObject] = (
-        {}
-    )  # Dictionary mapping provider names to their budget configurations
+    providers: Dict[
+        str, ProviderBudgetResponseObject
+    ] = {}  # Dictionary mapping provider names to their budget configurations
 
 
 class ProxyStateVariables(TypedDict):
@@ -2680,9 +2684,9 @@ class LiteLLM_JWTAuth(LiteLLMPydanticObjectBase):
     enforce_rbac: bool = False
     roles_jwt_field: Optional[str] = None  # v2 on role mappings
     role_mappings: Optional[List[RoleMapping]] = None
-    object_id_jwt_field: Optional[str] = (
-        None  # can be either user / team, inferred from the role mapping
-    )
+    object_id_jwt_field: Optional[
+        str
+    ] = None  # can be either user / team, inferred from the role mapping
     scope_mappings: Optional[List[ScopeMapping]] = None
     enforce_scope_based_access: bool = False
     enforce_team_based_model_access: bool = False
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index bf8fd2350e..ede3624da6 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -88,7 +88,7 @@ async def common_checks(
     9. Check if request body is safe
     10. [OPTIONAL] Organization checks - is user_object.organization_id is set, run these checks
     """
-    _model = request_body.get("model", None)
+    _model: Optional[str] = cast(Optional[str], request_body.get("model", None))
 
     # 1. If team is blocked
     if team_object is not None and team_object.blocked is True:
@@ -112,7 +112,7 @@ async def common_checks(
             )
 
     ## 2.1 If user can call model (if personal key)
-    if team_object is None and user_object is not None:
+    if _model and team_object is None and user_object is not None:
         await can_user_call_model(
             model=_model,
             llm_router=llm_router,
@@ -644,6 +644,7 @@ async def get_user_object(
     proxy_logging_obj: Optional[ProxyLogging] = None,
     sso_user_id: Optional[str] = None,
     user_email: Optional[str] = None,
+    check_db_only: Optional[bool] = None,
 ) -> Optional[LiteLLM_UserTable]:
     """
     - Check if user id in proxy User Table
@@ -655,12 +656,13 @@ async def get_user_object(
         return None
 
     # check if in cache
-    cached_user_obj = await user_api_key_cache.async_get_cache(key=user_id)
-    if cached_user_obj is not None:
-        if isinstance(cached_user_obj, dict):
-            return LiteLLM_UserTable(**cached_user_obj)
-        elif isinstance(cached_user_obj, LiteLLM_UserTable):
-            return cached_user_obj
+    if not check_db_only:
+        cached_user_obj = await user_api_key_cache.async_get_cache(key=user_id)
+        if cached_user_obj is not None:
+            if isinstance(cached_user_obj, dict):
+                return LiteLLM_UserTable(**cached_user_obj)
+            elif isinstance(cached_user_obj, LiteLLM_UserTable):
+                return cached_user_obj
     # else, check db
     if prisma_client is None:
         raise Exception("No db connected")
diff --git a/litellm/proxy/hooks/proxy_track_cost_callback.py b/litellm/proxy/hooks/proxy_track_cost_callback.py
index cf0e0a07ed..4b8447fb03 100644
--- a/litellm/proxy/hooks/proxy_track_cost_callback.py
+++ b/litellm/proxy/hooks/proxy_track_cost_callback.py
@@ -199,9 +199,13 @@ class _ProxyDBLogger(CustomLogger):
         except Exception as e:
             error_msg = f"Error in tracking cost callback - {str(e)}\n Traceback:{traceback.format_exc()}"
             model = kwargs.get("model", "")
-            metadata = kwargs.get("litellm_params", {}).get("metadata", {})
+            metadata = get_litellm_metadata_from_kwargs(kwargs=kwargs)
+            litellm_metadata = kwargs.get("litellm_params", {}).get(
+                "litellm_metadata", {}
+            )
+            old_metadata = kwargs.get("litellm_params", {}).get("metadata", {})
             call_type = kwargs.get("call_type", "")
-            error_msg += f"\n Args to _PROXY_track_cost_callback\n model: {model}\n metadata: {metadata}\n call_type: {call_type}\n"
+            error_msg += f"\n Args to _PROXY_track_cost_callback\n model: {model}\n chosen_metadata: {metadata}\n litellm_metadata: {litellm_metadata}\n old_metadata: {old_metadata}\n call_type: {call_type}\n"
             asyncio.create_task(
                 proxy_logging_obj.failed_tracking_alert(
                     error_message=error_msg,
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index 4877ad0a36..097f798de2 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -433,14 +433,13 @@ class LiteLLMProxyRequestSetup:
     ) -> Optional[List[str]]:
         tags = None
 
-        if llm_router and llm_router.enable_tag_filtering is True:
-            # Check request headers for tags
-            if "x-litellm-tags" in headers:
-                if isinstance(headers["x-litellm-tags"], str):
-                    _tags = headers["x-litellm-tags"].split(",")
-                    tags = [tag.strip() for tag in _tags]
-                elif isinstance(headers["x-litellm-tags"], list):
-                    tags = headers["x-litellm-tags"]
+        # Check request headers for tags
+        if "x-litellm-tags" in headers:
+            if isinstance(headers["x-litellm-tags"], str):
+                _tags = headers["x-litellm-tags"].split(",")
+                tags = [tag.strip() for tag in _tags]
+            elif isinstance(headers["x-litellm-tags"], list):
+                tags = headers["x-litellm-tags"]
         # Check request body for tags
         if "tags" in data and isinstance(data["tags"], list):
             tags = data["tags"]
diff --git a/litellm/proxy/management_endpoints/common_daily_activity.py b/litellm/proxy/management_endpoints/common_daily_activity.py
index e5604ed79d..d782adf85c 100644
--- a/litellm/proxy/management_endpoints/common_daily_activity.py
+++ b/litellm/proxy/management_endpoints/common_daily_activity.py
@@ -1,5 +1,5 @@
 from datetime import datetime
-from typing import Any, Dict, List, Optional, Union
+from typing import Any, Dict, List, Optional, Set, Union
 
 from fastapi import HTTPException, status
 
@@ -39,6 +39,7 @@ def update_breakdown_metrics(
     provider_metadata: Dict[str, Dict[str, Any]],
     api_key_metadata: Dict[str, Dict[str, Any]],
     entity_id_field: Optional[str] = None,
+    entity_metadata_field: Optional[Dict[str, dict]] = None,
 ) -> BreakdownMetrics:
     """Updates breakdown metrics for a single record using the existing update_metrics function"""
 
@@ -74,7 +75,8 @@ def update_breakdown_metrics(
             metadata=KeyMetadata(
                 key_alias=api_key_metadata.get(record.api_key, {}).get(
                     "key_alias", None
-                )
+                ),
+                team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
             ),  # Add any api_key-specific metadata here
         )
     breakdown.api_keys[record.api_key].metrics = update_metrics(
@@ -87,7 +89,10 @@ def update_breakdown_metrics(
         if entity_value:
             if entity_value not in breakdown.entities:
                 breakdown.entities[entity_value] = MetricWithMetadata(
-                    metrics=SpendMetrics(), metadata={}
+                    metrics=SpendMetrics(),
+                    metadata=entity_metadata_field.get(entity_value, {})
+                    if entity_metadata_field
+                    else {},
                 )
             breakdown.entities[entity_value].metrics = update_metrics(
                 breakdown.entities[entity_value].metrics, record
@@ -96,17 +101,32 @@ def update_breakdown_metrics(
     return breakdown
 
 
+async def get_api_key_metadata(
+    prisma_client: PrismaClient,
+    api_keys: Set[str],
+) -> Dict[str, Dict[str, Any]]:
+    """Update api key metadata for a single record."""
+    key_records = await prisma_client.db.litellm_verificationtoken.find_many(
+        where={"token": {"in": list(api_keys)}}
+    )
+    return {
+        k.token: {"key_alias": k.key_alias, "team_id": k.team_id} for k in key_records
+    }
+
+
 async def get_daily_activity(
     prisma_client: Optional[PrismaClient],
     table_name: str,
     entity_id_field: str,
     entity_id: Optional[Union[str, List[str]]],
+    entity_metadata_field: Optional[Dict[str, dict]],
     start_date: Optional[str],
     end_date: Optional[str],
     model: Optional[str],
     api_key: Optional[str],
     page: int,
     page_size: int,
+    exclude_entity_ids: Optional[List[str]] = None,
 ) -> SpendAnalyticsPaginatedResponse:
     """Common function to get daily activity for any entity type."""
     if prisma_client is None:
@@ -134,11 +154,15 @@ async def get_daily_activity(
             where_conditions["model"] = model
         if api_key:
             where_conditions["api_key"] = api_key
-        if entity_id:
+        if entity_id is not None:
             if isinstance(entity_id, list):
                 where_conditions[entity_id_field] = {"in": entity_id}
             else:
                 where_conditions[entity_id_field] = entity_id
+        if exclude_entity_ids:
+            where_conditions.setdefault(entity_id_field, {})["not"] = {
+                "in": exclude_entity_ids
+            }
 
         # Get total count for pagination
         total_count = await getattr(prisma_client.db, table_name).count(
@@ -166,12 +190,7 @@ async def get_daily_activity(
         model_metadata: Dict[str, Dict[str, Any]] = {}
         provider_metadata: Dict[str, Dict[str, Any]] = {}
         if api_keys:
-            key_records = await prisma_client.db.litellm_verificationtoken.find_many(
-                where={"token": {"in": list(api_keys)}}
-            )
-            api_key_metadata.update(
-                {k.token: {"key_alias": k.key_alias} for k in key_records}
-            )
+            api_key_metadata = await get_api_key_metadata(prisma_client, api_keys)
 
         # Process results
         results = []
@@ -198,6 +217,7 @@ async def get_daily_activity(
                 provider_metadata,
                 api_key_metadata,
                 entity_id_field=entity_id_field,
+                entity_metadata_field=entity_metadata_field,
             )
 
             # Update total metrics
diff --git a/litellm/proxy/management_endpoints/common_utils.py b/litellm/proxy/management_endpoints/common_utils.py
index 550ff44616..87bf7f5799 100644
--- a/litellm/proxy/management_endpoints/common_utils.py
+++ b/litellm/proxy/management_endpoints/common_utils.py
@@ -4,11 +4,19 @@ from litellm.proxy._types import (
     GenerateKeyRequest,
     LiteLLM_ManagementEndpoint_MetadataFields_Premium,
     LiteLLM_TeamTable,
+    LitellmUserRoles,
     UserAPIKeyAuth,
 )
 from litellm.proxy.utils import _premium_user_check
 
 
+def _user_has_admin_view(user_api_key_dict: UserAPIKeyAuth) -> bool:
+    return (
+        user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN
+        or user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
+    )
+
+
 def _is_user_team_admin(
     user_api_key_dict: UserAPIKeyAuth, team_obj: LiteLLM_TeamTable
 ) -> bool:
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index a91bc2dc62..589b30d524 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -25,6 +25,8 @@ from litellm._logging import verbose_proxy_logger
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.management_endpoints.common_daily_activity import get_daily_activity
+from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view
 from litellm.proxy.management_endpoints.key_management_endpoints import (
     generate_key_helper_fn,
     prepare_metadata_fields,
@@ -34,8 +36,6 @@ from litellm.proxy.management_helpers.utils import management_endpoint_wrapper
 from litellm.proxy.utils import handle_exception_on_proxy
 from litellm.types.proxy.management_endpoints.common_daily_activity import (
     BreakdownMetrics,
-    DailySpendData,
-    DailySpendMetadata,
     KeyMetadata,
     KeyMetricWithMetadata,
     LiteLLM_DailyUserSpend,
@@ -43,6 +43,9 @@ from litellm.types.proxy.management_endpoints.common_daily_activity import (
     SpendAnalyticsPaginatedResponse,
     SpendMetrics,
 )
+from litellm.types.proxy.management_endpoints.internal_user_endpoints import (
+    UserListResponse,
+)
 
 router = APIRouter()
 
@@ -899,15 +902,47 @@ async def get_user_key_counts(
     return result
 
 
-@router.get(
-    "/user/get_users",
-    tags=["Internal User management"],
-    dependencies=[Depends(user_api_key_auth)],
-)
+def _validate_sort_params(
+    sort_by: Optional[str], sort_order: str
+) -> Optional[Dict[str, str]]:
+    order_by: Dict[str, str] = {}
+
+    if sort_by is None:
+        return None
+    # Validate sort_by is a valid column
+    valid_columns = [
+        "user_id",
+        "user_email",
+        "created_at",
+        "spend",
+        "user_alias",
+        "user_role",
+    ]
+    if sort_by not in valid_columns:
+        raise HTTPException(
+            status_code=400,
+            detail={
+                "error": f"Invalid sort column. Must be one of: {', '.join(valid_columns)}"
+            },
+        )
+
+    # Validate sort_order
+    if sort_order.lower() not in ["asc", "desc"]:
+        raise HTTPException(
+            status_code=400,
+            detail={"error": "Invalid sort order. Must be 'asc' or 'desc'"},
+        )
+
+    order_by[sort_by] = sort_order.lower()
+
+    return order_by
+
+
 @router.get(
     "/user/list",
     tags=["Internal User management"],
     dependencies=[Depends(user_api_key_auth)],
+    response_model=UserListResponse,
 )
 async def get_users(
     role: Optional[str] = fastapi.Query(
@@ -916,15 +951,29 @@ async def get_users(
     user_ids: Optional[str] = fastapi.Query(
         default=None, description="Get list of users by user_ids"
     ),
+    sso_user_ids: Optional[str] = fastapi.Query(
+        default=None, description="Get list of users by sso_user_id"
+    ),
+    user_email: Optional[str] = fastapi.Query(
+        default=None, description="Filter users by partial email match"
+    ),
+    team: Optional[str] = fastapi.Query(
+        default=None, description="Filter users by team id"
+    ),
     page: int = fastapi.Query(default=1, ge=1, description="Page number"),
     page_size: int = fastapi.Query(
         default=25, ge=1, le=100, description="Number of items per page"
     ),
+    sort_by: Optional[str] = fastapi.Query(
+        default=None,
+        description="Column to sort by (e.g. 'user_id', 'user_email', 'created_at', 'spend')",
+    ),
+    sort_order: str = fastapi.Query(
+        default="asc", description="Sort order ('asc' or 'desc')"
+    ),
 ):
     """
-    Get a paginated list of users, optionally filtered by role.
-
-    Used by the UI to populate the user lists.
+    Get a paginated list of users with filtering and sorting options.
 
     Parameters:
         role: Optional[str]
@@ -935,17 +984,20 @@ async def get_users(
             - internal_user_viewer
         user_ids: Optional[str]
             Get list of users by user_ids. Comma separated list of user_ids.
+        sso_ids: Optional[str]
+            Get list of users by sso_ids. Comma separated list of sso_ids.
+        user_email: Optional[str]
+            Filter users by partial email match
+        team: Optional[str]
+            Filter users by team id. Will match if user has this team in their teams array.
         page: int
             The page number to return
         page_size: int
             The number of items per page
-
-    Currently - admin-only endpoint.
-
-    Example curl:
-    ```
-    http://0.0.0.0:4000/user/list?user_ids=default_user_id,693c1a4a-1cc0-4c7c-afe8-b5d2c8d52e17
-    ```
+        sort_by: Optional[str]
+            Column to sort by (e.g. 'user_id', 'user_email', 'created_at', 'spend')
+        sort_order: Optional[str]
+            Sort order ('asc' or 'desc')
     """
     from litellm.proxy.proxy_server import prisma_client
 
@@ -958,35 +1010,57 @@ async def get_users(
     # Calculate skip and take for pagination
     skip = (page - 1) * page_size
 
-    # Prepare the query conditions
     # Build where conditions based on provided parameters
     where_conditions: Dict[str, Any] = {}
 
     if role:
-        where_conditions["user_role"] = {
-            "contains": role,
-            "mode": "insensitive",  # Case-insensitive search
-        }
+        where_conditions["user_role"] = role  # Exact match instead of contains
 
     if user_ids and isinstance(user_ids, str):
         user_id_list = [uid.strip() for uid in user_ids.split(",") if uid.strip()]
         where_conditions["user_id"] = {
-            "in": user_id_list,  # Now passing a list of strings as required by Prisma
+            "in": user_id_list,
         }
 
-    users: Optional[
-        List[LiteLLM_UserTable]
-    ] = await prisma_client.db.litellm_usertable.find_many(
+    if user_email is not None and isinstance(user_email, str):
+        where_conditions["user_email"] = {
+            "contains": user_email,
+            "mode": "insensitive",  # Case-insensitive search
+        }
+
+    if team is not None and isinstance(team, str):
+        where_conditions["teams"] = {
+            "has": team  # Array contains for string arrays in Prisma
+        }
+
+    if sso_user_ids is not None and isinstance(sso_user_ids, str):
+        sso_id_list = [sid.strip() for sid in sso_user_ids.split(",") if sid.strip()]
+        where_conditions["sso_user_id"] = {
+            "in": sso_id_list,
+        }
+
+    ## Filter any none fastapi.Query params - e.g. where_conditions: {'user_email': {'contains': Query(None), 'mode': 'insensitive'}, 'teams': {'has': Query(None)}}
+    where_conditions = {k: v for k, v in where_conditions.items() if v is not None}
+
+    # Build order_by conditions
+
+    order_by: Optional[Dict[str, str]] = (
+        _validate_sort_params(sort_by, sort_order)
+        if sort_by is not None and isinstance(sort_by, str)
+        else None
+    )
+
+    users = await prisma_client.db.litellm_usertable.find_many(
         where=where_conditions,
         skip=skip,
         take=page_size,
-        order={"created_at": "desc"},
+        order=order_by
+        if order_by
+        else {"created_at": "desc"},  # Default to created_at desc if no sort specified
     )
 
     # Get total count of user rows
-    total_count = await prisma_client.db.litellm_usertable.count(
-        where=where_conditions  # type: ignore
-    )
+    total_count = await prisma_client.db.litellm_usertable.count(where=where_conditions)
 
     # Get key count for each user
     if users is not None:
@@ -1009,7 +1083,7 @@ async def get_users(
                 LiteLLM_UserTableWithKeyCount(
                     **user.model_dump(), key_count=user_key_counts.get(user.user_id, 0)
                 )
-            )  # Return full key object
+            )
     else:
         user_list = []
 
@@ -1382,136 +1456,22 @@ async def get_user_daily_activity(
         )
 
     try:
-        # Build filter conditions
-        where_conditions: Dict[str, Any] = {
-            "date": {
-                "gte": start_date,
-                "lte": end_date,
-            }
-        }
+        entity_id: Optional[str] = None
+        if not _user_has_admin_view(user_api_key_dict):
+            entity_id = user_api_key_dict.user_id
 
-        if model:
-            where_conditions["model"] = model
-        if api_key:
-            where_conditions["api_key"] = api_key
-
-        if (
-            user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN
-            and user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
-        ):
-            where_conditions[
-                "user_id"
-            ] = user_api_key_dict.user_id  # only allow access to own data
-
-        # Get total count for pagination
-        total_count = await prisma_client.db.litellm_dailyuserspend.count(
-            where=where_conditions
-        )
-
-        # Fetch paginated results
-        daily_spend_data = await prisma_client.db.litellm_dailyuserspend.find_many(
-            where=where_conditions,
-            order=[
-                {"date": "desc"},
-            ],
-            skip=(page - 1) * page_size,
-            take=page_size,
-        )
-
-        daily_spend_data_pydantic_list = [
-            LiteLLM_DailyUserSpend(**record.model_dump()) for record in daily_spend_data
-        ]
-
-        # Get all unique API keys from the spend data
-        api_keys = set()
-        for record in daily_spend_data_pydantic_list:
-            if record.api_key:
-                api_keys.add(record.api_key)
-
-        # Fetch key aliases in bulk
-
-        api_key_metadata: Dict[str, Dict[str, Any]] = {}
-        model_metadata: Dict[str, Dict[str, Any]] = {}
-        provider_metadata: Dict[str, Dict[str, Any]] = {}
-        if api_keys:
-            key_records = await prisma_client.db.litellm_verificationtoken.find_many(
-                where={"token": {"in": list(api_keys)}}
-            )
-            api_key_metadata.update(
-                {k.token: {"key_alias": k.key_alias} for k in key_records}
-            )
-        # Process results
-        results = []
-        total_metrics = SpendMetrics()
-
-        # Group data by date and other dimensions
-
-        grouped_data: Dict[str, Dict[str, Any]] = {}
-        for record in daily_spend_data_pydantic_list:
-            date_str = record.date
-            if date_str not in grouped_data:
-                grouped_data[date_str] = {
-                    "metrics": SpendMetrics(),
-                    "breakdown": BreakdownMetrics(),
-                }
-
-            # Update metrics
-            grouped_data[date_str]["metrics"] = update_metrics(
-                grouped_data[date_str]["metrics"], record
-            )
-            # Update breakdowns
-            grouped_data[date_str]["breakdown"] = update_breakdown_metrics(
-                grouped_data[date_str]["breakdown"],
-                record,
-                model_metadata,
-                provider_metadata,
-                api_key_metadata,
-            )
-
-            # Update total metrics
-            total_metrics.spend += record.spend
-            total_metrics.prompt_tokens += record.prompt_tokens
-            total_metrics.completion_tokens += record.completion_tokens
-            total_metrics.total_tokens += (
-                record.prompt_tokens + record.completion_tokens
-            )
-            total_metrics.cache_read_input_tokens += record.cache_read_input_tokens
-            total_metrics.cache_creation_input_tokens += (
-                record.cache_creation_input_tokens
-            )
-            total_metrics.api_requests += record.api_requests
-            total_metrics.successful_requests += record.successful_requests
-            total_metrics.failed_requests += record.failed_requests
-
-        # Convert grouped data to response format
-        for date_str, data in grouped_data.items():
-            results.append(
-                DailySpendData(
-                    date=datetime.strptime(date_str, "%Y-%m-%d").date(),
-                    metrics=data["metrics"],
-                    breakdown=data["breakdown"],
-                )
-            )
-
-        # Sort results by date
-        results.sort(key=lambda x: x.date, reverse=True)
-
-        return SpendAnalyticsPaginatedResponse(
-            results=results,
-            metadata=DailySpendMetadata(
-                total_spend=total_metrics.spend,
-                total_prompt_tokens=total_metrics.prompt_tokens,
-                total_completion_tokens=total_metrics.completion_tokens,
-                total_tokens=total_metrics.total_tokens,
-                total_api_requests=total_metrics.api_requests,
-                total_successful_requests=total_metrics.successful_requests,
-                total_failed_requests=total_metrics.failed_requests,
-                total_cache_read_input_tokens=total_metrics.cache_read_input_tokens,
-                total_cache_creation_input_tokens=total_metrics.cache_creation_input_tokens,
-                page=page,
-                total_pages=-(-total_count // page_size),  # Ceiling division
-                has_more=(page * page_size) < total_count,
-            ),
+        return await get_daily_activity(
+            prisma_client=prisma_client,
+            table_name="litellm_dailyuserspend",
+            entity_id_field="user_id",
+            entity_id=entity_id,
+            entity_metadata_field=None,
+            start_date=start_date,
+            end_date=end_date,
+            model=model,
+            api_key=api_key,
+            page=page,
+            page_size=page_size,
         )
 
     except Exception as e:
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index ad9813aaf8..15edab8909 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -577,12 +577,16 @@ async def generate_key_fn(  # noqa: PLR0915
             request_type="key", **data_json, table_name="key"
         )
 
-        response["soft_budget"] = (
-            data.soft_budget
-        )  # include the user-input soft budget in the response
+        response[
+            "soft_budget"
+        ] = data.soft_budget  # include the user-input soft budget in the response
 
         response = GenerateKeyResponse(**response)
 
+        response.token = (
+            response.token_id
+        )  # remap token to use the hash, and leave the key in the `key` field [TODO]: clean up generate_key_helper_fn to do this
+
         asyncio.create_task(
             KeyManagementEventHooks.async_key_generated_hook(
                 data=data,
@@ -1343,10 +1347,13 @@ async def generate_key_helper_fn(  # noqa: PLR0915
             create_key_response = await prisma_client.insert_data(
                 data=key_data, table_name="key"
             )
+
             key_data["token_id"] = getattr(create_key_response, "token", None)
             key_data["litellm_budget_table"] = getattr(
                 create_key_response, "litellm_budget_table", None
             )
+            key_data["created_at"] = getattr(create_key_response, "created_at", None)
+            key_data["updated_at"] = getattr(create_key_response, "updated_at", None)
     except Exception as e:
         verbose_proxy_logger.error(
             "litellm.proxy.proxy_server.generate_key_helper_fn(): Exception occured - {}".format(
@@ -1470,10 +1477,10 @@ async def delete_verification_tokens(
     try:
         if prisma_client:
             tokens = [_hash_token_if_needed(token=key) for key in tokens]
-            _keys_being_deleted: List[LiteLLM_VerificationToken] = (
-                await prisma_client.db.litellm_verificationtoken.find_many(
-                    where={"token": {"in": tokens}}
-                )
+            _keys_being_deleted: List[
+                LiteLLM_VerificationToken
+            ] = await prisma_client.db.litellm_verificationtoken.find_many(
+                where={"token": {"in": tokens}}
             )
 
             # Assuming 'db' is your Prisma Client instance
@@ -1575,9 +1582,9 @@ async def _rotate_master_key(
     from litellm.proxy.proxy_server import proxy_config
 
     try:
-        models: Optional[List] = (
-            await prisma_client.db.litellm_proxymodeltable.find_many()
-        )
+        models: Optional[
+            List
+        ] = await prisma_client.db.litellm_proxymodeltable.find_many()
     except Exception:
         models = None
     # 2. process model table
@@ -1864,11 +1871,11 @@ async def validate_key_list_check(
             param="user_id",
             code=status.HTTP_403_FORBIDDEN,
         )
-    complete_user_info_db_obj: Optional[BaseModel] = (
-        await prisma_client.db.litellm_usertable.find_unique(
-            where={"user_id": user_api_key_dict.user_id},
-            include={"organization_memberships": True},
-        )
+    complete_user_info_db_obj: Optional[
+        BaseModel
+    ] = await prisma_client.db.litellm_usertable.find_unique(
+        where={"user_id": user_api_key_dict.user_id},
+        include={"organization_memberships": True},
     )
 
     if complete_user_info_db_obj is None:
@@ -1929,10 +1936,10 @@ async def get_admin_team_ids(
     if complete_user_info is None:
         return []
     # Get all teams that user is an admin of
-    teams: Optional[List[BaseModel]] = (
-        await prisma_client.db.litellm_teamtable.find_many(
-            where={"team_id": {"in": complete_user_info.teams}}
-        )
+    teams: Optional[
+        List[BaseModel]
+    ] = await prisma_client.db.litellm_teamtable.find_many(
+        where={"team_id": {"in": complete_user_info.teams}}
     )
     if teams is None:
         return []
diff --git a/litellm/proxy/management_endpoints/tag_management_endpoints.py b/litellm/proxy/management_endpoints/tag_management_endpoints.py
index 79a69a16c1..7c731400fb 100644
--- a/litellm/proxy/management_endpoints/tag_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/tag_management_endpoints.py
@@ -12,7 +12,7 @@ All /tag management endpoints
 
 import datetime
 import json
-from typing import Dict, Optional
+from typing import Dict, List, Optional
 
 from fastapi import APIRouter, Depends, HTTPException
 
@@ -25,6 +25,7 @@ from litellm.proxy.management_endpoints.common_daily_activity import (
     get_daily_activity,
 )
 from litellm.types.tag_management import (
+    LiteLLM_DailyTagSpendTable,
     TagConfig,
     TagDeleteRequest,
     TagInfoRequest,
@@ -301,6 +302,7 @@ async def info_tag(
     "/tag/list",
     tags=["tag management"],
     dependencies=[Depends(user_api_key_auth)],
+    response_model=List[TagConfig],
 )
 async def list_tags(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
@@ -314,9 +316,33 @@ async def list_tags(
         raise HTTPException(status_code=500, detail="Database not connected")
 
     try:
+        ## QUERY STORED TAGS ##
         tags_config = await _get_tags_config(prisma_client)
         list_of_tags = list(tags_config.values())
-        return list_of_tags
+
+        ## QUERY DYNAMIC TAGS ##
+        dynamic_tags = await prisma_client.db.litellm_dailytagspend.find_many(
+            distinct=["tag"],
+        )
+
+        dynamic_tags_list = [
+            LiteLLM_DailyTagSpendTable(**dynamic_tag.model_dump())
+            for dynamic_tag in dynamic_tags
+        ]
+
+        dynamic_tag_config = [
+            TagConfig(
+                name=tag.tag,
+                description="This is just a spend tag that was passed dynamically in a request. It does not control any LLM models.",
+                models=None,
+                created_at=tag.created_at.isoformat(),
+                updated_at=tag.updated_at.isoformat(),
+            )
+            for tag in dynamic_tags_list
+            if tag.tag not in tags_config
+        ]
+
+        return list_of_tags + dynamic_tag_config
     except Exception as e:
         raise HTTPException(status_code=500, detail=str(e))
 
@@ -400,6 +426,7 @@ async def get_tag_daily_activity(
         table_name="litellm_dailytagspend",
         entity_id_field="tag",
         entity_id=tag_list,
+        entity_metadata_field=None,
         start_date=start_date,
         end_date=end_date,
         model=model,
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 706f7d2c2f..cd4ae97ac7 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -56,11 +56,13 @@ from litellm.proxy._types import (
 from litellm.proxy.auth.auth_checks import (
     allowed_route_check_inside_route,
     get_team_object,
+    get_user_object,
 )
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.management_endpoints.common_utils import (
     _is_user_team_admin,
     _set_object_metadata_field,
+    _user_has_admin_view,
 )
 from litellm.proxy.management_endpoints.tag_management_endpoints import (
     get_daily_activity,
@@ -2091,7 +2093,6 @@ async def update_team_member_permissions(
     "/team/daily/activity",
     response_model=SpendAnalyticsPaginatedResponse,
     tags=["team management"],
-    dependencies=[Depends(user_api_key_auth)],
 )
 async def get_team_daily_activity(
     team_ids: Optional[str] = None,
@@ -2101,6 +2102,8 @@ async def get_team_daily_activity(
     api_key: Optional[str] = None,
     page: int = 1,
     page_size: int = 10,
+    exclude_team_ids: Optional[str] = None,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
     Get daily activity for specific teams or all teams.
@@ -2113,20 +2116,82 @@ async def get_team_daily_activity(
         api_key (Optional[str]): Filter by API key.
         page (int): Page number for pagination.
         page_size (int): Number of items per page.
-
+        exclude_team_ids (Optional[str]): Comma-separated list of team IDs to exclude.
     Returns:
         SpendAnalyticsPaginatedResponse: Paginated response containing daily activity data.
     """
-    from litellm.proxy.proxy_server import prisma_client
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+        proxy_logging_obj,
+        user_api_key_cache,
+    )
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": CommonProxyErrors.db_not_connected_error.value},
+        )
 
     # Convert comma-separated tags string to list if provided
     team_ids_list = team_ids.split(",") if team_ids else None
+    exclude_team_ids_list: Optional[List[str]] = None
+
+    if exclude_team_ids:
+        exclude_team_ids_list = (
+            exclude_team_ids.split(",") if exclude_team_ids else None
+        )
+
+    if not _user_has_admin_view(user_api_key_dict):
+        user_info = await get_user_object(
+            user_id=user_api_key_dict.user_id,
+            prisma_client=prisma_client,
+            user_id_upsert=False,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=user_api_key_dict.parent_otel_span,
+            proxy_logging_obj=proxy_logging_obj,
+            check_db_only=True,
+        )
+        if user_info is None:
+            raise HTTPException(
+                status_code=404,
+                detail={
+                    "error": "User= {} not found".format(user_api_key_dict.user_id)
+                },
+            )
+
+        if team_ids_list is None:
+            team_ids_list = user_info.teams
+        else:
+            # check if all team_ids are in user_info.teams
+            for team_id in team_ids_list:
+                if team_id not in user_info.teams:
+                    raise HTTPException(
+                        status_code=404,
+                        detail={
+                            "error": "User does not belong to Team= {}. Call `/user/info` to see user's teams".format(
+                                team_id
+                            )
+                        },
+                    )
+
+    ## Fetch team aliases
+    where_condition = {}
+    if team_ids_list:
+        where_condition["team_id"] = {"in": list(team_ids_list)}
+    team_aliases = await prisma_client.db.litellm_teamtable.find_many(
+        where=where_condition
+    )
+    team_alias_metadata = {
+        t.team_id: {"team_alias": t.team_alias} for t in team_aliases
+    }
 
     return await get_daily_activity(
         prisma_client=prisma_client,
         table_name="litellm_dailyteamspend",
         entity_id_field="team_id",
         entity_id=team_ids_list,
+        entity_metadata_field=team_alias_metadata,
+        exclude_entity_ids=exclude_team_ids_list,
         start_date=start_date,
         end_date=end_date,
         model=model,
diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index 6e50bdd5a3..23054fc45b 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -553,7 +553,7 @@ async def auth_callback(request: Request):  # noqa: PLR0915
         algorithm="HS256",
     )
     if user_id is not None and isinstance(user_id, str):
-        litellm_dashboard_ui += "?userID=" + user_id
+        litellm_dashboard_ui += "?login=success"
     redirect_response = RedirectResponse(url=litellm_dashboard_ui, status_code=303)
     redirect_response.set_cookie(key="token", value=jwt_token, secure=True)
     return redirect_response
@@ -592,9 +592,9 @@ async def insert_sso_user(
         if user_defined_values.get("max_budget") is None:
             user_defined_values["max_budget"] = litellm.max_internal_user_budget
         if user_defined_values.get("budget_duration") is None:
-            user_defined_values["budget_duration"] = (
-                litellm.internal_user_budget_duration
-            )
+            user_defined_values[
+                "budget_duration"
+            ] = litellm.internal_user_budget_duration
 
     if user_defined_values["user_role"] is None:
         user_defined_values["user_role"] = LitellmUserRoles.INTERNAL_USER_VIEW_ONLY
@@ -787,9 +787,9 @@ class SSOAuthenticationHandler:
                 if state:
                     redirect_params["state"] = state
                 elif "okta" in generic_authorization_endpoint:
-                    redirect_params["state"] = (
-                        uuid.uuid4().hex
-                    )  # set state param for okta - required
+                    redirect_params[
+                        "state"
+                    ] = uuid.uuid4().hex  # set state param for okta - required
                 return await generic_sso.get_login_redirect(**redirect_params)  # type: ignore
         raise ValueError(
             "Unknown SSO provider. Please setup SSO with client IDs https://docs.litellm.ai/docs/proxy/admin_ui_sso"
@@ -1023,7 +1023,7 @@ class MicrosoftSSOHandler:
         original_msft_result = (
             await microsoft_sso.verify_and_process(
                 request=request,
-                convert_response=False,
+                convert_response=False,  # type: ignore
             )
             or {}
         )
@@ -1034,9 +1034,9 @@ class MicrosoftSSOHandler:
 
         # if user is trying to get the raw sso response for debugging, return the raw sso response
         if return_raw_sso_response:
-            original_msft_result[MicrosoftSSOHandler.GRAPH_API_RESPONSE_KEY] = (
-                user_team_ids
-            )
+            original_msft_result[
+                MicrosoftSSOHandler.GRAPH_API_RESPONSE_KEY
+            ] = user_team_ids
             return original_msft_result or {}
 
         result = MicrosoftSSOHandler.openid_from_response(
@@ -1086,12 +1086,13 @@ class MicrosoftSSOHandler:
             service_principal_group_ids: Optional[List[str]] = []
             service_principal_teams: Optional[List[MicrosoftServicePrincipalTeam]] = []
             if service_principal_id:
-                service_principal_group_ids, service_principal_teams = (
-                    await MicrosoftSSOHandler.get_group_ids_from_service_principal(
-                        service_principal_id=service_principal_id,
-                        async_client=async_client,
-                        access_token=access_token,
-                    )
+                (
+                    service_principal_group_ids,
+                    service_principal_teams,
+                ) = await MicrosoftSSOHandler.get_group_ids_from_service_principal(
+                    service_principal_id=service_principal_id,
+                    async_client=async_client,
+                    access_token=access_token,
                 )
                 verbose_proxy_logger.debug(
                     f"Service principal group IDs: {service_principal_group_ids}"
@@ -1103,9 +1104,9 @@ class MicrosoftSSOHandler:
 
             # Fetch user membership from Microsoft Graph API
             all_group_ids = []
-            next_link: Optional[str] = (
-                MicrosoftSSOHandler.graph_api_user_groups_endpoint
-            )
+            next_link: Optional[
+                str
+            ] = MicrosoftSSOHandler.graph_api_user_groups_endpoint
             auth_headers = {"Authorization": f"Bearer {access_token}"}
             page_count = 0
 
@@ -1304,7 +1305,7 @@ class GoogleSSOHandler:
             return (
                 await google_sso.verify_and_process(
                     request=request,
-                    convert_response=False,
+                    convert_response=False,  # type: ignore
                 )
                 or {}
             )
diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
index d6f2a01712..0edccdf89b 100644
--- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
+++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
@@ -13,7 +13,9 @@ from litellm.llms.anthropic.chat.handler import (
 from litellm.llms.anthropic.chat.transformation import AnthropicConfig
 from litellm.proxy._types import PassThroughEndpointLoggingTypedDict
 from litellm.proxy.auth.auth_utils import get_end_user_id_from_request_body
-from litellm.proxy.pass_through_endpoints.types import PassthroughStandardLoggingPayload
+from litellm.types.passthrough_endpoints.pass_through_endpoints import (
+    PassthroughStandardLoggingPayload,
+)
 from litellm.types.utils import ModelResponse, TextCompletionResponse
 
 if TYPE_CHECKING:
@@ -122,9 +124,9 @@ class AnthropicPassthroughLoggingHandler:
             litellm_model_response.id = logging_obj.litellm_call_id
             litellm_model_response.model = model
             logging_obj.model_call_details["model"] = model
-            logging_obj.model_call_details[
-                "custom_llm_provider"
-            ] = litellm.LlmProviders.ANTHROPIC.value
+            logging_obj.model_call_details["custom_llm_provider"] = (
+                litellm.LlmProviders.ANTHROPIC.value
+            )
             return kwargs
         except Exception as e:
             verbose_proxy_logger.exception(
diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/assembly_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/assembly_passthrough_logging_handler.py
index cba558248d..1acaf5f361 100644
--- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/assembly_passthrough_logging_handler.py
+++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/assembly_passthrough_logging_handler.py
@@ -14,11 +14,13 @@ from litellm.litellm_core_utils.litellm_logging import (
     get_standard_logging_object_payload,
 )
 from litellm.litellm_core_utils.thread_pool_executor import executor
-from litellm.proxy.pass_through_endpoints.types import PassthroughStandardLoggingPayload
 from litellm.types.passthrough_endpoints.assembly_ai import (
     ASSEMBLY_AI_MAX_POLLING_ATTEMPTS,
     ASSEMBLY_AI_POLLING_INTERVAL,
 )
+from litellm.types.passthrough_endpoints.pass_through_endpoints import (
+    PassthroughStandardLoggingPayload,
+)
 
 
 class AssemblyAITranscriptResponse(TypedDict, total=False):
diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/base_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/base_passthrough_logging_handler.py
index e73b652d83..b9df8ecede 100644
--- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/base_passthrough_logging_handler.py
+++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/base_passthrough_logging_handler.py
@@ -13,7 +13,9 @@ from litellm.litellm_core_utils.litellm_logging import (
 from litellm.llms.base_llm.chat.transformation import BaseConfig
 from litellm.proxy._types import PassThroughEndpointLoggingTypedDict
 from litellm.proxy.auth.auth_utils import get_end_user_id_from_request_body
-from litellm.proxy.pass_through_endpoints.types import PassthroughStandardLoggingPayload
+from litellm.types.passthrough_endpoints.pass_through_endpoints import (
+    PassthroughStandardLoggingPayload,
+)
 from litellm.types.utils import LlmProviders, ModelResponse, TextCompletionResponse
 
 if TYPE_CHECKING:
diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
index 737cf12001..2fbedaeb22 100644
--- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
@@ -23,6 +23,7 @@ from starlette.datastructures import UploadFile as StarletteUploadFile
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 from litellm.proxy._types import (
@@ -38,11 +39,14 @@ from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessin
 from litellm.proxy.common_utils.http_parsing_utils import _read_request_body
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.custom_http import httpxSpecialProvider
+from litellm.types.passthrough_endpoints.pass_through_endpoints import (
+    EndpointType,
+    PassthroughStandardLoggingPayload,
+)
 from litellm.types.utils import StandardLoggingUserAPIKeyMetadata
 
 from .streaming_handler import PassThroughStreamingHandler
 from .success_handler import PassThroughEndpointLogging
-from .types import EndpointType, PassthroughStandardLoggingPayload
 
 router = APIRouter()
 
@@ -530,6 +534,7 @@ async def pass_through_request(  # noqa: PLR0915
         passthrough_logging_payload = PassthroughStandardLoggingPayload(
             url=str(url),
             request_body=_parsed_body,
+            request_method=getattr(request, "method", None),
         )
         kwargs = _init_kwargs_for_pass_through_endpoint(
             user_api_key_dict=user_api_key_dict,
@@ -537,6 +542,7 @@ async def pass_through_request(  # noqa: PLR0915
             passthrough_logging_payload=passthrough_logging_payload,
             litellm_call_id=litellm_call_id,
             request=request,
+            logging_obj=logging_obj,
         )
         # done for supporting 'parallel_request_limiter.py' with pass-through endpoints
         logging_obj.update_environment_variables(
@@ -741,6 +747,7 @@ def _init_kwargs_for_pass_through_endpoint(
     request: Request,
     user_api_key_dict: UserAPIKeyAuth,
     passthrough_logging_payload: PassthroughStandardLoggingPayload,
+    logging_obj: LiteLLMLoggingObj,
     _parsed_body: Optional[dict] = None,
     litellm_call_id: Optional[str] = None,
 ) -> dict:
@@ -775,6 +782,11 @@ def _init_kwargs_for_pass_through_endpoint(
         "litellm_call_id": litellm_call_id,
         "passthrough_logging_payload": passthrough_logging_payload,
     }
+
+    logging_obj.model_call_details["passthrough_logging_payload"] = (
+        passthrough_logging_payload
+    )
+
     return kwargs
 
 
diff --git a/litellm/proxy/pass_through_endpoints/streaming_handler.py b/litellm/proxy/pass_through_endpoints/streaming_handler.py
index 2c11e4a2dd..d4260a0300 100644
--- a/litellm/proxy/pass_through_endpoints/streaming_handler.py
+++ b/litellm/proxy/pass_through_endpoints/streaming_handler.py
@@ -8,6 +8,7 @@ import httpx
 from litellm._logging import verbose_proxy_logger
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.proxy._types import PassThroughEndpointLoggingResultValues
+from litellm.types.passthrough_endpoints.pass_through_endpoints import EndpointType
 from litellm.types.utils import StandardPassThroughResponseObject
 
 from .llm_provider_handlers.anthropic_passthrough_logging_handler import (
@@ -17,7 +18,6 @@ from .llm_provider_handlers.vertex_passthrough_logging_handler import (
     VertexPassthroughLoggingHandler,
 )
 from .success_handler import PassThroughEndpointLogging
-from .types import EndpointType
 
 
 class PassThroughStreamingHandler:
diff --git a/litellm/proxy/pass_through_endpoints/success_handler.py b/litellm/proxy/pass_through_endpoints/success_handler.py
index e8676f018f..09f0e3847a 100644
--- a/litellm/proxy/pass_through_endpoints/success_handler.py
+++ b/litellm/proxy/pass_through_endpoints/success_handler.py
@@ -7,6 +7,9 @@ import httpx
 
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.proxy._types import PassThroughEndpointLoggingResultValues
+from litellm.types.passthrough_endpoints.pass_through_endpoints import (
+    PassthroughStandardLoggingPayload,
+)
 from litellm.types.utils import StandardPassThroughResponseObject
 from litellm.utils import executor as thread_pool_executor
 
@@ -92,11 +95,15 @@ class PassThroughEndpointLogging:
         end_time: datetime,
         cache_hit: bool,
         request_body: dict,
+        passthrough_logging_payload: PassthroughStandardLoggingPayload,
         **kwargs,
     ):
         standard_logging_response_object: Optional[
             PassThroughEndpointLoggingResultValues
         ] = None
+        logging_obj.model_call_details["passthrough_logging_payload"] = (
+            passthrough_logging_payload
+        )
         if self.is_vertex_route(url_route):
             vertex_passthrough_logging_handler_result = (
                 VertexPassthroughLoggingHandler.vertex_passthrough_handler(
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 17658df903..63d0a3ffe2 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -1,6 +1,16 @@
 model_list:
-  - model_name: fake-openai-endpoint
+  - model_name: azure-computer-use-preview
     litellm_params:
-      model: openai/fake
-      api_key: fake-key
-      api_base: https://exampleopenaiendpoint-production.up.railway.app/
+      model: azure/computer-use-preview
+      api_key: mock-api-key
+      api_version: mock-api-version
+      api_base: https://mock-endpoint.openai.azure.com
+  - model_name: azure-computer-use-preview
+    litellm_params:
+      model: azure/computer-use-preview-2
+      api_key: mock-api-key-2
+      api_version: mock-api-version-2
+      api_base: https://mock-endpoint-2.openai.azure.com
+
+router_settings:
+  optional_pre_call_checks: ["responses_api_deployment_check"]
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index bd5d65de8f..fd32a62ee4 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -804,9 +804,9 @@ model_max_budget_limiter = _PROXY_VirtualKeyModelMaxBudgetLimiter(
     dual_cache=user_api_key_cache
 )
 litellm.logging_callback_manager.add_litellm_callback(model_max_budget_limiter)
-redis_usage_cache: Optional[RedisCache] = (
-    None  # redis cache used for tracking spend, tpm/rpm limits
-)
+redis_usage_cache: Optional[
+    RedisCache
+] = None  # redis cache used for tracking spend, tpm/rpm limits
 user_custom_auth = None
 user_custom_key_generate = None
 user_custom_sso = None
@@ -1132,9 +1132,9 @@ async def update_cache(  # noqa: PLR0915
         _id = "team_id:{}".format(team_id)
         try:
             # Fetch the existing cost for the given user
-            existing_spend_obj: Optional[LiteLLM_TeamTable] = (
-                await user_api_key_cache.async_get_cache(key=_id)
-            )
+            existing_spend_obj: Optional[
+                LiteLLM_TeamTable
+            ] = await user_api_key_cache.async_get_cache(key=_id)
             if existing_spend_obj is None:
                 # do nothing if team not in api key cache
                 return
@@ -1296,7 +1296,7 @@ class ProxyConfig:
             config=config, base_dir=os.path.dirname(os.path.abspath(file_path or ""))
         )
 
-        verbose_proxy_logger.debug(f"loaded config={json.dumps(config, indent=4)}")
+        # verbose_proxy_logger.debug(f"loaded config={json.dumps(config, indent=4)}")
         return config
 
     def _process_includes(self, config: dict, base_dir: str) -> dict:
@@ -2806,9 +2806,9 @@ async def initialize(  # noqa: PLR0915
         user_api_base = api_base
         dynamic_config[user_model]["api_base"] = api_base
     if api_version:
-        os.environ["AZURE_API_VERSION"] = (
-            api_version  # set this for azure - litellm can read this from the env
-        )
+        os.environ[
+            "AZURE_API_VERSION"
+        ] = api_version  # set this for azure - litellm can read this from the env
     if max_tokens:  # model-specific param
         dynamic_config[user_model]["max_tokens"] = max_tokens
     if temperature:  # model-specific param
@@ -6160,6 +6160,7 @@ async def model_info_v1(  # noqa: PLR0915
         proxy_model_list=proxy_model_list,
         user_model=user_model,
         infer_model_from_keys=general_settings.get("infer_model_from_keys", False),
+        llm_router=llm_router,
     )
 
     if len(all_models_str) > 0:
@@ -6184,6 +6185,7 @@ def _get_model_group_info(
     llm_router: Router, all_models_str: List[str], model_group: Optional[str]
 ) -> List[ModelGroupInfo]:
     model_groups: List[ModelGroupInfo] = []
+
     for model in all_models_str:
         if model_group is not None and model_group != model:
             continue
@@ -6191,6 +6193,12 @@ def _get_model_group_info(
         _model_group_info = llm_router.get_model_group_info(model_group=model)
         if _model_group_info is not None:
             model_groups.append(_model_group_info)
+        else:
+            model_group_info = ModelGroupInfo(
+                model_group=model,
+                providers=[],
+            )
+            model_groups.append(model_group_info)
     return model_groups
 
 
@@ -6387,8 +6395,8 @@ async def model_group_info(
         proxy_model_list=proxy_model_list,
         user_model=user_model,
         infer_model_from_keys=general_settings.get("infer_model_from_keys", False),
+        llm_router=llm_router,
     )
-
     model_groups: List[ModelGroupInfo] = _get_model_group_info(
         llm_router=llm_router, all_models_str=all_models_str, model_group=model_group
     )
@@ -6807,7 +6815,7 @@ async def login(request: Request):  # noqa: PLR0915
             master_key,
             algorithm="HS256",
         )
-        litellm_dashboard_ui += "?userID=" + user_id
+        litellm_dashboard_ui += "?login=success"
         redirect_response = RedirectResponse(url=litellm_dashboard_ui, status_code=303)
         redirect_response.set_cookie(key="token", value=jwt_token)
         return redirect_response
@@ -6883,7 +6891,7 @@ async def login(request: Request):  # noqa: PLR0915
                 master_key,
                 algorithm="HS256",
             )
-            litellm_dashboard_ui += "?userID=" + user_id
+            litellm_dashboard_ui += "?login=success"
             redirect_response = RedirectResponse(
                 url=litellm_dashboard_ui, status_code=303
             )
@@ -7750,9 +7758,9 @@ async def get_config_list(
                             hasattr(sub_field_info, "description")
                             and sub_field_info.description is not None
                         ):
-                            nested_fields[idx].field_description = (
-                                sub_field_info.description
-                            )
+                            nested_fields[
+                                idx
+                            ].field_description = sub_field_info.description
                         idx += 1
 
                     _stored_in_db = None
diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 4690b6cbd8..70370f3b53 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -1919,9 +1919,7 @@ async def view_spend_logs(  # noqa: PLR0915
             ):
                 result: dict = {}
                 for record in response:
-                    dt_object = datetime.strptime(
-                        str(record["startTime"]), "%Y-%m-%dT%H:%M:%S.%fZ"  # type: ignore
-                    )  # type: ignore
+                    dt_object = datetime.strptime(str(record["startTime"]), "%Y-%m-%dT%H:%M:%S.%fZ")  # type: ignore
                     date = dt_object.date()
                     if date not in result:
                         result[date] = {"users": {}, "models": {}}
@@ -2097,8 +2095,7 @@ async def global_spend_refresh():
         try:
             resp = await prisma_client.db.query_raw(sql_query)
 
-            assert resp[0]["relkind"] == "m"
-            return True
+            return resp[0]["relkind"] == "m"
         except Exception:
             return False
 
@@ -2396,9 +2393,21 @@ async def global_spend_keys(
         return response
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
-    sql_query = f"""SELECT * FROM "Last30dKeysBySpend" LIMIT {limit};"""
+    sql_query = """SELECT * FROM "Last30dKeysBySpend";"""
 
-    response = await prisma_client.db.query_raw(query=sql_query)
+    if limit is None:
+        response = await prisma_client.db.query_raw(sql_query)
+        return response
+    try:
+        limit = int(limit)
+        if limit < 1:
+            raise ValueError("Limit must be greater than 0")
+        sql_query = """SELECT * FROM "Last30dKeysBySpend" LIMIT $1 ;"""
+        response = await prisma_client.db.query_raw(sql_query, limit)
+    except ValueError as e:
+        raise HTTPException(
+            status_code=422, detail={"error": f"Invalid limit: {limit}, error: {e}"}
+        ) from e
 
     return response
 
@@ -2646,9 +2655,9 @@ async def global_spend_models(
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
 
-    sql_query = f"""SELECT * FROM "Last30dModelsBySpend" LIMIT {limit};"""
+    sql_query = """SELECT * FROM "Last30dModelsBySpend" LIMIT $1 ;"""
 
-    response = await prisma_client.db.query_raw(query=sql_query)
+    response = await prisma_client.db.query_raw(sql_query, int(limit))
 
     return response
 
diff --git a/litellm/responses/litellm_completion_transformation/handler.py b/litellm/responses/litellm_completion_transformation/handler.py
new file mode 100644
index 0000000000..3580fe5e44
--- /dev/null
+++ b/litellm/responses/litellm_completion_transformation/handler.py
@@ -0,0 +1,115 @@
+"""
+Handler for transforming responses api requests to litellm.completion requests
+"""
+
+from typing import Any, Coroutine, Optional, Union
+
+import litellm
+from litellm.responses.litellm_completion_transformation.streaming_iterator import (
+    LiteLLMCompletionStreamingIterator,
+)
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
+from litellm.responses.streaming_iterator import BaseResponsesAPIStreamingIterator
+from litellm.types.llms.openai import (
+    ResponseInputParam,
+    ResponsesAPIOptionalRequestParams,
+    ResponsesAPIResponse,
+)
+from litellm.types.utils import ModelResponse
+
+
+class LiteLLMCompletionTransformationHandler:
+
+    def response_api_handler(
+        self,
+        model: str,
+        input: Union[str, ResponseInputParam],
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+        custom_llm_provider: Optional[str] = None,
+        _is_async: bool = False,
+        stream: Optional[bool] = None,
+        **kwargs,
+    ) -> Union[
+        ResponsesAPIResponse,
+        BaseResponsesAPIStreamingIterator,
+        Coroutine[
+            Any, Any, Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]
+        ],
+    ]:
+        litellm_completion_request: dict = (
+            LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+                model=model,
+                input=input,
+                responses_api_request=responses_api_request,
+                custom_llm_provider=custom_llm_provider,
+                stream=stream,
+                **kwargs,
+            )
+        )
+
+        if _is_async:
+            return self.async_response_api_handler(
+                litellm_completion_request=litellm_completion_request,
+                request_input=input,
+                responses_api_request=responses_api_request,
+                **kwargs,
+            )
+
+        litellm_completion_response: Union[
+            ModelResponse, litellm.CustomStreamWrapper
+        ] = litellm.completion(
+            **litellm_completion_request,
+            **kwargs,
+        )
+
+        if isinstance(litellm_completion_response, ModelResponse):
+            responses_api_response: ResponsesAPIResponse = (
+                LiteLLMCompletionResponsesConfig.transform_chat_completion_response_to_responses_api_response(
+                    chat_completion_response=litellm_completion_response,
+                    request_input=input,
+                    responses_api_request=responses_api_request,
+                )
+            )
+
+            return responses_api_response
+
+        elif isinstance(litellm_completion_response, litellm.CustomStreamWrapper):
+            return LiteLLMCompletionStreamingIterator(
+                litellm_custom_stream_wrapper=litellm_completion_response,
+                request_input=input,
+                responses_api_request=responses_api_request,
+            )
+
+    async def async_response_api_handler(
+        self,
+        litellm_completion_request: dict,
+        request_input: Union[str, ResponseInputParam],
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+        **kwargs,
+    ) -> Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]:
+        litellm_completion_response: Union[
+            ModelResponse, litellm.CustomStreamWrapper
+        ] = await litellm.acompletion(
+            **litellm_completion_request,
+            **kwargs,
+        )
+
+        if isinstance(litellm_completion_response, ModelResponse):
+            responses_api_response: ResponsesAPIResponse = (
+                LiteLLMCompletionResponsesConfig.transform_chat_completion_response_to_responses_api_response(
+                    chat_completion_response=litellm_completion_response,
+                    request_input=request_input,
+                    responses_api_request=responses_api_request,
+                )
+            )
+
+            return responses_api_response
+
+        elif isinstance(litellm_completion_response, litellm.CustomStreamWrapper):
+            return LiteLLMCompletionStreamingIterator(
+                litellm_custom_stream_wrapper=litellm_completion_response,
+                request_input=request_input,
+                responses_api_request=responses_api_request,
+            )
diff --git a/litellm/responses/litellm_completion_transformation/session_handler.py b/litellm/responses/litellm_completion_transformation/session_handler.py
new file mode 100644
index 0000000000..b114611c26
--- /dev/null
+++ b/litellm/responses/litellm_completion_transformation/session_handler.py
@@ -0,0 +1,59 @@
+"""
+Responses API has previous_response_id, which is the id of the previous response.
+
+LiteLLM needs to maintain a cache of the previous response input, output, previous_response_id, and model.
+
+This class handles that cache.
+"""
+
+from typing import List, Optional, Tuple, Union
+
+from typing_extensions import TypedDict
+
+from litellm.caching import InMemoryCache
+from litellm.types.llms.openai import ResponseInputParam, ResponsesAPIResponse
+
+RESPONSES_API_PREVIOUS_RESPONSES_CACHE = InMemoryCache()
+MAX_PREV_SESSION_INPUTS = 50
+
+
+class ResponsesAPISessionElement(TypedDict, total=False):
+    input: Union[str, ResponseInputParam]
+    output: ResponsesAPIResponse
+    response_id: str
+    previous_response_id: Optional[str]
+
+
+class SessionHandler:
+
+    def add_completed_response_to_cache(
+        self, response_id: str, session_element: ResponsesAPISessionElement
+    ):
+        RESPONSES_API_PREVIOUS_RESPONSES_CACHE.set_cache(
+            key=response_id, value=session_element
+        )
+
+    def get_chain_of_previous_input_output_pairs(
+        self, previous_response_id: str
+    ) -> List[Tuple[ResponseInputParam, ResponsesAPIResponse]]:
+        response_api_inputs: List[Tuple[ResponseInputParam, ResponsesAPIResponse]] = []
+        current_previous_response_id = previous_response_id
+
+        count_session_elements = 0
+        while current_previous_response_id:
+            if count_session_elements > MAX_PREV_SESSION_INPUTS:
+                break
+            session_element = RESPONSES_API_PREVIOUS_RESPONSES_CACHE.get_cache(
+                key=current_previous_response_id
+            )
+            if session_element:
+                response_api_inputs.append(
+                    (session_element.get("input"), session_element.get("output"))
+                )
+                current_previous_response_id = session_element.get(
+                    "previous_response_id"
+                )
+            else:
+                break
+            count_session_elements += 1
+        return response_api_inputs
diff --git a/litellm/responses/litellm_completion_transformation/streaming_iterator.py b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
new file mode 100644
index 0000000000..6f2d5bc185
--- /dev/null
+++ b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
@@ -0,0 +1,157 @@
+from typing import List, Optional, Union
+
+import litellm
+from litellm.main import stream_chunk_builder
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
+from litellm.responses.streaming_iterator import ResponsesAPIStreamingIterator
+from litellm.types.llms.openai import (
+    OutputTextDeltaEvent,
+    ResponseCompletedEvent,
+    ResponseInputParam,
+    ResponsesAPIOptionalRequestParams,
+    ResponsesAPIStreamEvents,
+    ResponsesAPIStreamingResponse,
+)
+from litellm.types.utils import Delta as ChatCompletionDelta
+from litellm.types.utils import (
+    ModelResponse,
+    ModelResponseStream,
+    StreamingChoices,
+    TextCompletionResponse,
+)
+
+
+class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
+    """
+    Async iterator for processing streaming responses from the Responses API.
+    """
+
+    def __init__(
+        self,
+        litellm_custom_stream_wrapper: litellm.CustomStreamWrapper,
+        request_input: Union[str, ResponseInputParam],
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+    ):
+        self.litellm_custom_stream_wrapper: litellm.CustomStreamWrapper = (
+            litellm_custom_stream_wrapper
+        )
+        self.request_input: Union[str, ResponseInputParam] = request_input
+        self.responses_api_request: ResponsesAPIOptionalRequestParams = (
+            responses_api_request
+        )
+        self.collected_chat_completion_chunks: List[ModelResponseStream] = []
+        self.finished: bool = False
+
+    async def __anext__(
+        self,
+    ) -> Union[ResponsesAPIStreamingResponse, ResponseCompletedEvent]:
+        try:
+            while True:
+                if self.finished is True:
+                    raise StopAsyncIteration
+                # Get the next chunk from the stream
+                try:
+                    chunk = await self.litellm_custom_stream_wrapper.__anext__()
+                    self.collected_chat_completion_chunks.append(chunk)
+                    response_api_chunk = (
+                        self._transform_chat_completion_chunk_to_response_api_chunk(
+                            chunk
+                        )
+                    )
+                    if response_api_chunk:
+                        return response_api_chunk
+                except StopAsyncIteration:
+                    self.finished = True
+                    response_completed_event = self._emit_response_completed_event()
+                    if response_completed_event:
+                        return response_completed_event
+                    else:
+                        raise StopAsyncIteration
+
+        except Exception as e:
+            # Handle HTTP errors
+            self.finished = True
+            raise e
+
+    def __iter__(self):
+        return self
+
+    def __next__(
+        self,
+    ) -> Union[ResponsesAPIStreamingResponse, ResponseCompletedEvent]:
+        try:
+            while True:
+                if self.finished is True:
+                    raise StopIteration
+                # Get the next chunk from the stream
+                try:
+                    chunk = self.litellm_custom_stream_wrapper.__next__()
+                    self.collected_chat_completion_chunks.append(chunk)
+                    response_api_chunk = (
+                        self._transform_chat_completion_chunk_to_response_api_chunk(
+                            chunk
+                        )
+                    )
+                    if response_api_chunk:
+                        return response_api_chunk
+                except StopIteration:
+                    self.finished = True
+                    response_completed_event = self._emit_response_completed_event()
+                    if response_completed_event:
+                        return response_completed_event
+                    else:
+                        raise StopIteration
+
+        except Exception as e:
+            # Handle HTTP errors
+            self.finished = True
+            raise e
+
+    def _transform_chat_completion_chunk_to_response_api_chunk(
+        self, chunk: ModelResponseStream
+    ) -> Optional[ResponsesAPIStreamingResponse]:
+        """
+        Transform a chat completion chunk to a response API chunk.
+
+        This currently only handles emitting the OutputTextDeltaEvent, which is used by other tools using the responses API.
+        """
+        return OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id=chunk.id,
+            output_index=0,
+            content_index=0,
+            delta=self._get_delta_string_from_streaming_choices(chunk.choices),
+        )
+
+    def _get_delta_string_from_streaming_choices(
+        self, choices: List[StreamingChoices]
+    ) -> str:
+        """
+        Get the delta string from the streaming choices
+
+        For now this collected the first choice's delta string.
+
+        It's unclear how users expect litellm to translate multiple-choices-per-chunk to the responses API output.
+        """
+        choice = choices[0]
+        chat_completion_delta: ChatCompletionDelta = choice.delta
+        return chat_completion_delta.content or ""
+
+    def _emit_response_completed_event(self) -> Optional[ResponseCompletedEvent]:
+        litellm_model_response: Optional[
+            Union[ModelResponse, TextCompletionResponse]
+        ] = stream_chunk_builder(chunks=self.collected_chat_completion_chunks)
+        if litellm_model_response and isinstance(litellm_model_response, ModelResponse):
+
+            return ResponseCompletedEvent(
+                type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+                response=LiteLLMCompletionResponsesConfig.transform_chat_completion_response_to_responses_api_response(
+                    request_input=self.request_input,
+                    chat_completion_response=litellm_model_response,
+                    responses_api_request=self.responses_api_request,
+                ),
+            )
+        else:
+            return None
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
new file mode 100644
index 0000000000..767778796b
--- /dev/null
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -0,0 +1,664 @@
+"""
+Handles transforming from Responses API -> LiteLLM completion  (Chat Completion API)
+"""
+
+from typing import Any, Dict, List, Optional, Union
+
+from openai.types.responses.tool_param import FunctionToolParam
+
+from litellm.caching import InMemoryCache
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.responses.litellm_completion_transformation.session_handler import (
+    ResponsesAPISessionElement,
+    SessionHandler,
+)
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    ChatCompletionResponseMessage,
+    ChatCompletionSystemMessage,
+    ChatCompletionToolCallChunk,
+    ChatCompletionToolCallFunctionChunk,
+    ChatCompletionToolMessage,
+    ChatCompletionToolParam,
+    ChatCompletionToolParamFunctionChunk,
+    ChatCompletionUserMessage,
+    GenericChatCompletionMessage,
+    Reasoning,
+    ResponseAPIUsage,
+    ResponseInputParam,
+    ResponsesAPIOptionalRequestParams,
+    ResponsesAPIResponse,
+    ResponseTextConfig,
+)
+from litellm.types.responses.main import (
+    GenericResponseOutputItem,
+    GenericResponseOutputItemContentAnnotation,
+    OutputFunctionToolCall,
+    OutputText,
+)
+from litellm.types.utils import (
+    ChatCompletionAnnotation,
+    ChatCompletionMessageToolCall,
+    Choices,
+    Function,
+    Message,
+    ModelResponse,
+    Usage,
+)
+
+########### Initialize Classes used for Responses API  ###########
+TOOL_CALLS_CACHE = InMemoryCache()
+RESPONSES_API_SESSION_HANDLER = SessionHandler()
+########### End of Initialize Classes used for Responses API  ###########
+
+
+class LiteLLMCompletionResponsesConfig:
+    @staticmethod
+    def get_supported_openai_params(model: str) -> list:
+        """
+        LiteLLM Adapter from OpenAI Responses API to Chat Completion API supports a subset of OpenAI Responses API params
+        """
+        return [
+            "input",
+            "model",
+            "instructions",
+            "max_output_tokens",
+            "metadata",
+            "parallel_tool_calls",
+            "previous_response_id",
+            "stream",
+            "temperature",
+            "tool_choice",
+            "tools",
+            "top_p",
+            "user",
+        ]
+
+    @staticmethod
+    def transform_responses_api_request_to_chat_completion_request(
+        model: str,
+        input: Union[str, ResponseInputParam],
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+        custom_llm_provider: Optional[str] = None,
+        stream: Optional[bool] = None,
+        **kwargs,
+    ) -> dict:
+        """
+        Transform a Responses API request into a Chat Completion request
+        """
+        litellm_completion_request: dict = {
+            "messages": LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+                input=input,
+                responses_api_request=responses_api_request,
+                previous_response_id=responses_api_request.get("previous_response_id"),
+            ),
+            "model": model,
+            "tool_choice": responses_api_request.get("tool_choice"),
+            "tools": LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+                responses_api_request.get("tools") or []  # type: ignore
+            ),
+            "top_p": responses_api_request.get("top_p"),
+            "user": responses_api_request.get("user"),
+            "temperature": responses_api_request.get("temperature"),
+            "parallel_tool_calls": responses_api_request.get("parallel_tool_calls"),
+            "max_tokens": responses_api_request.get("max_output_tokens"),
+            "stream": stream,
+            "metadata": kwargs.get("metadata"),
+            "service_tier": kwargs.get("service_tier"),
+            # litellm specific params
+            "custom_llm_provider": custom_llm_provider,
+        }
+
+        # Responses API `Completed` events require usage, we pass `stream_options` to litellm.completion to include usage
+        if stream is True:
+            stream_options = {
+                "include_usage": True,
+            }
+            litellm_completion_request["stream_options"] = stream_options
+            litellm_logging_obj: Optional[LiteLLMLoggingObj] = kwargs.get(
+                "litellm_logging_obj"
+            )
+            if litellm_logging_obj:
+                litellm_logging_obj.stream_options = stream_options
+
+        # only pass non-None values
+        litellm_completion_request = {
+            k: v for k, v in litellm_completion_request.items() if v is not None
+        }
+
+        return litellm_completion_request
+
+    @staticmethod
+    def transform_responses_api_input_to_messages(
+        input: Union[str, ResponseInputParam],
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+        previous_response_id: Optional[str] = None,
+    ) -> List[
+        Union[
+            AllMessageValues,
+            GenericChatCompletionMessage,
+            ChatCompletionMessageToolCall,
+            ChatCompletionResponseMessage,
+        ]
+    ]:
+        """
+        Transform a Responses API input into a list of messages
+        """
+        messages: List[
+            Union[
+                AllMessageValues,
+                GenericChatCompletionMessage,
+                ChatCompletionMessageToolCall,
+                ChatCompletionResponseMessage,
+            ]
+        ] = []
+        if responses_api_request.get("instructions"):
+            messages.append(
+                LiteLLMCompletionResponsesConfig.transform_instructions_to_system_message(
+                    responses_api_request.get("instructions")
+                )
+            )
+
+        if previous_response_id:
+            previous_response_pairs = (
+                RESPONSES_API_SESSION_HANDLER.get_chain_of_previous_input_output_pairs(
+                    previous_response_id=previous_response_id
+                )
+            )
+            if previous_response_pairs:
+                for previous_response_pair in previous_response_pairs:
+                    chat_completion_input_messages = LiteLLMCompletionResponsesConfig._transform_response_input_param_to_chat_completion_message(
+                        input=previous_response_pair[0],
+                    )
+                    chat_completion_output_messages = LiteLLMCompletionResponsesConfig._transform_responses_api_outputs_to_chat_completion_messages(
+                        responses_api_output=previous_response_pair[1],
+                    )
+
+                    messages.extend(chat_completion_input_messages)
+                    messages.extend(chat_completion_output_messages)
+
+        messages.extend(
+            LiteLLMCompletionResponsesConfig._transform_response_input_param_to_chat_completion_message(
+                input=input,
+            )
+        )
+
+        return messages
+
+    @staticmethod
+    def _transform_response_input_param_to_chat_completion_message(
+        input: Union[str, ResponseInputParam],
+    ) -> List[
+        Union[
+            AllMessageValues,
+            GenericChatCompletionMessage,
+            ChatCompletionMessageToolCall,
+            ChatCompletionResponseMessage,
+        ]
+    ]:
+        """
+        Transform a ResponseInputParam into a Chat Completion message
+        """
+        messages: List[
+            Union[
+                AllMessageValues,
+                GenericChatCompletionMessage,
+                ChatCompletionMessageToolCall,
+                ChatCompletionResponseMessage,
+            ]
+        ] = []
+        tool_call_output_messages: List[
+            Union[
+                AllMessageValues,
+                GenericChatCompletionMessage,
+                ChatCompletionMessageToolCall,
+                ChatCompletionResponseMessage,
+            ]
+        ] = []
+
+        if isinstance(input, str):
+            messages.append(ChatCompletionUserMessage(role="user", content=input))
+        elif isinstance(input, list):
+            for _input in input:
+                chat_completion_messages = LiteLLMCompletionResponsesConfig._transform_responses_api_input_item_to_chat_completion_message(
+                    input_item=_input
+                )
+                if LiteLLMCompletionResponsesConfig._is_input_item_tool_call_output(
+                    input_item=_input
+                ):
+                    tool_call_output_messages.extend(chat_completion_messages)
+                else:
+                    messages.extend(chat_completion_messages)
+
+        messages.extend(tool_call_output_messages)
+        return messages
+
+    @staticmethod
+    def _ensure_tool_call_output_has_corresponding_tool_call(
+        messages: List[Union[AllMessageValues, GenericChatCompletionMessage]],
+    ) -> bool:
+        """
+        If any tool call output is present, ensure there is a corresponding tool call/tool_use block
+        """
+        for message in messages:
+            if message.get("role") == "tool":
+                return True
+        return False
+
+    @staticmethod
+    def _transform_responses_api_input_item_to_chat_completion_message(
+        input_item: Any,
+    ) -> List[
+        Union[
+            AllMessageValues,
+            GenericChatCompletionMessage,
+            ChatCompletionResponseMessage,
+        ]
+    ]:
+        """
+        Transform a Responses API input item into a Chat Completion message
+
+        - EasyInputMessageParam
+        - Message
+        - ResponseOutputMessageParam
+        - ResponseFileSearchToolCallParam
+        - ResponseComputerToolCallParam
+        - ComputerCallOutput
+        - ResponseFunctionWebSearchParam
+        - ResponseFunctionToolCallParam
+        - FunctionCallOutput
+        - ResponseReasoningItemParam
+        - ItemReference
+        """
+        if LiteLLMCompletionResponsesConfig._is_input_item_tool_call_output(input_item):
+            # handle executed tool call results
+            return LiteLLMCompletionResponsesConfig._transform_responses_api_tool_call_output_to_chat_completion_message(
+                tool_call_output=input_item
+            )
+        else:
+            return [
+                GenericChatCompletionMessage(
+                    role=input_item.get("role") or "user",
+                    content=LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+                        input_item.get("content")
+                    ),
+                )
+            ]
+
+    @staticmethod
+    def _is_input_item_tool_call_output(input_item: Any) -> bool:
+        """
+        Check if the input item is a tool call output
+        """
+        return input_item.get("type") in [
+            "function_call_output",
+            "web_search_call",
+            "computer_call_output",
+        ]
+
+    @staticmethod
+    def _transform_responses_api_tool_call_output_to_chat_completion_message(
+        tool_call_output: Dict[str, Any],
+    ) -> List[
+        Union[
+            AllMessageValues,
+            GenericChatCompletionMessage,
+            ChatCompletionResponseMessage,
+        ]
+    ]:
+        """
+        ChatCompletionToolMessage is used to indicate the output from a tool call
+        """
+        tool_output_message = ChatCompletionToolMessage(
+            role="tool",
+            content=tool_call_output.get("output") or "",
+            tool_call_id=tool_call_output.get("call_id") or "",
+        )
+
+        _tool_use_definition = TOOL_CALLS_CACHE.get_cache(
+            key=tool_call_output.get("call_id") or "",
+        )
+        if _tool_use_definition:
+            """
+            Append the tool use definition to the list of messages
+
+
+            Providers like Anthropic require the tool use definition to be included with the tool output
+
+            - Input:
+                {'function':
+                    arguments:'{"command": ["echo","<html>\\n<head>\\n  <title>Hello</title>\\n</head>\\n<body>\\n  <h1>Hi</h1>\\n</body>\\n</html>",">","index.html"]}',
+                    name='shell',
+                    'id': 'toolu_018KFWsEySHjdKZPdUzXpymJ',
+                    'type': 'function'
+                }
+            - Output:
+                {
+                    "id": "toolu_018KFWsEySHjdKZPdUzXpymJ",
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "arguments": "{\"latitude\":48.8566,\"longitude\":2.3522}"
+                        }
+                }
+
+            """
+            function: dict = _tool_use_definition.get("function") or {}
+            tool_call_chunk = ChatCompletionToolCallChunk(
+                id=_tool_use_definition.get("id") or "",
+                type=_tool_use_definition.get("type") or "function",
+                function=ChatCompletionToolCallFunctionChunk(
+                    name=function.get("name") or "",
+                    arguments=function.get("arguments") or "",
+                ),
+                index=0,
+            )
+            chat_completion_response_message = ChatCompletionResponseMessage(
+                tool_calls=[tool_call_chunk],
+                role="assistant",
+            )
+            return [chat_completion_response_message, tool_output_message]
+
+        return [tool_output_message]
+
+    @staticmethod
+    def _transform_responses_api_content_to_chat_completion_content(
+        content: Any,
+    ) -> Union[str, List[Union[str, Dict[str, Any]]]]:
+        """
+        Transform a Responses API content into a Chat Completion content
+        """
+
+        if isinstance(content, str):
+            return content
+        elif isinstance(content, list):
+            content_list: List[Union[str, Dict[str, Any]]] = []
+            for item in content:
+                if isinstance(item, str):
+                    content_list.append(item)
+                elif isinstance(item, dict):
+                    content_list.append(
+                        {
+                            "type": LiteLLMCompletionResponsesConfig._get_chat_completion_request_content_type(
+                                item.get("type") or "text"
+                            ),
+                            "text": item.get("text"),
+                        }
+                    )
+            return content_list
+        else:
+            raise ValueError(f"Invalid content type: {type(content)}")
+
+    @staticmethod
+    def _get_chat_completion_request_content_type(content_type: str) -> str:
+        """
+        Get the Chat Completion request content type
+        """
+        # Responses API content has `input_` prefix, if it exists, remove it
+        if content_type.startswith("input_"):
+            return content_type[len("input_") :]
+        else:
+            return content_type
+
+    @staticmethod
+    def transform_instructions_to_system_message(
+        instructions: Optional[str],
+    ) -> ChatCompletionSystemMessage:
+        """
+        Transform a Instructions into a system message
+        """
+        return ChatCompletionSystemMessage(role="system", content=instructions or "")
+
+    @staticmethod
+    def transform_responses_api_tools_to_chat_completion_tools(
+        tools: Optional[List[FunctionToolParam]],
+    ) -> List[ChatCompletionToolParam]:
+        """
+        Transform a Responses API tools into a Chat Completion tools
+        """
+        if tools is None:
+            return []
+        chat_completion_tools: List[ChatCompletionToolParam] = []
+        for tool in tools:
+            chat_completion_tools.append(
+                ChatCompletionToolParam(
+                    type="function",
+                    function=ChatCompletionToolParamFunctionChunk(
+                        name=tool["name"],
+                        description=tool.get("description") or "",
+                        parameters=tool.get("parameters", {}),
+                        strict=tool.get("strict", False),
+                    ),
+                )
+            )
+        return chat_completion_tools
+
+    @staticmethod
+    def transform_chat_completion_tools_to_responses_tools(
+        chat_completion_response: ModelResponse,
+    ) -> List[OutputFunctionToolCall]:
+        """
+        Transform a Chat Completion tools into a Responses API tools
+        """
+        all_chat_completion_tools: List[ChatCompletionMessageToolCall] = []
+        for choice in chat_completion_response.choices:
+            if isinstance(choice, Choices):
+                if choice.message.tool_calls:
+                    all_chat_completion_tools.extend(choice.message.tool_calls)
+                    for tool_call in choice.message.tool_calls:
+                        TOOL_CALLS_CACHE.set_cache(
+                            key=tool_call.id,
+                            value=tool_call,
+                        )
+
+        responses_tools: List[OutputFunctionToolCall] = []
+        for tool in all_chat_completion_tools:
+            if tool.type == "function":
+                function_definition = tool.function
+                responses_tools.append(
+                    OutputFunctionToolCall(
+                        name=function_definition.name or "",
+                        arguments=function_definition.get("arguments") or "",
+                        call_id=tool.id or "",
+                        id=tool.id or "",
+                        type="function_call",  # critical this is "function_call" to work with tools like openai codex
+                        status=function_definition.get("status") or "completed",
+                    )
+                )
+        return responses_tools
+
+    @staticmethod
+    def transform_chat_completion_response_to_responses_api_response(
+        request_input: Union[str, ResponseInputParam],
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+        chat_completion_response: ModelResponse,
+    ) -> ResponsesAPIResponse:
+        """
+        Transform a Chat Completion response into a Responses API response
+        """
+        responses_api_response: ResponsesAPIResponse = ResponsesAPIResponse(
+            id=chat_completion_response.id,
+            created_at=chat_completion_response.created,
+            model=chat_completion_response.model,
+            object=chat_completion_response.object,
+            error=getattr(chat_completion_response, "error", None),
+            incomplete_details=getattr(
+                chat_completion_response, "incomplete_details", None
+            ),
+            instructions=getattr(chat_completion_response, "instructions", None),
+            metadata=getattr(chat_completion_response, "metadata", {}),
+            output=LiteLLMCompletionResponsesConfig._transform_chat_completion_choices_to_responses_output(
+                chat_completion_response=chat_completion_response,
+                choices=getattr(chat_completion_response, "choices", []),
+            ),
+            parallel_tool_calls=getattr(
+                chat_completion_response, "parallel_tool_calls", False
+            ),
+            temperature=getattr(chat_completion_response, "temperature", 0),
+            tool_choice=getattr(chat_completion_response, "tool_choice", "auto"),
+            tools=getattr(chat_completion_response, "tools", []),
+            top_p=getattr(chat_completion_response, "top_p", None),
+            max_output_tokens=getattr(
+                chat_completion_response, "max_output_tokens", None
+            ),
+            previous_response_id=getattr(
+                chat_completion_response, "previous_response_id", None
+            ),
+            reasoning=Reasoning(),
+            status=getattr(chat_completion_response, "status", "completed"),
+            text=ResponseTextConfig(),
+            truncation=getattr(chat_completion_response, "truncation", None),
+            usage=LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+                chat_completion_response=chat_completion_response
+            ),
+            user=getattr(chat_completion_response, "user", None),
+        )
+
+        RESPONSES_API_SESSION_HANDLER.add_completed_response_to_cache(
+            response_id=responses_api_response.id,
+            session_element=ResponsesAPISessionElement(
+                input=request_input,
+                output=responses_api_response,
+                response_id=responses_api_response.id,
+                previous_response_id=responses_api_request.get("previous_response_id"),
+            ),
+        )
+        return responses_api_response
+
+    @staticmethod
+    def _transform_chat_completion_choices_to_responses_output(
+        chat_completion_response: ModelResponse,
+        choices: List[Choices],
+    ) -> List[Union[GenericResponseOutputItem, OutputFunctionToolCall]]:
+        responses_output: List[
+            Union[GenericResponseOutputItem, OutputFunctionToolCall]
+        ] = []
+        for choice in choices:
+            responses_output.append(
+                GenericResponseOutputItem(
+                    type="message",
+                    id=chat_completion_response.id,
+                    status=choice.finish_reason,
+                    role=choice.message.role,
+                    content=[
+                        LiteLLMCompletionResponsesConfig._transform_chat_message_to_response_output_text(
+                            choice.message
+                        )
+                    ],
+                )
+            )
+
+        tool_calls = LiteLLMCompletionResponsesConfig.transform_chat_completion_tools_to_responses_tools(
+            chat_completion_response=chat_completion_response
+        )
+        responses_output.extend(tool_calls)
+        return responses_output
+
+    @staticmethod
+    def _transform_responses_api_outputs_to_chat_completion_messages(
+        responses_api_output: ResponsesAPIResponse,
+    ) -> List[
+        Union[
+            AllMessageValues,
+            GenericChatCompletionMessage,
+            ChatCompletionMessageToolCall,
+        ]
+    ]:
+        messages: List[
+            Union[
+                AllMessageValues,
+                GenericChatCompletionMessage,
+                ChatCompletionMessageToolCall,
+            ]
+        ] = []
+        output_items = responses_api_output.output
+        for _output_item in output_items:
+            output_item: dict = dict(_output_item)
+            if output_item.get("type") == "function_call":
+                # handle function call output
+                messages.append(
+                    LiteLLMCompletionResponsesConfig._transform_responses_output_tool_call_to_chat_completion_output_tool_call(
+                        tool_call=output_item
+                    )
+                )
+            else:
+                # transform as generic ResponseOutputItem
+                messages.append(
+                    GenericChatCompletionMessage(
+                        role=str(output_item.get("role")) or "user",
+                        content=LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+                            output_item.get("content")
+                        ),
+                    )
+                )
+        return messages
+
+    @staticmethod
+    def _transform_responses_output_tool_call_to_chat_completion_output_tool_call(
+        tool_call: dict,
+    ) -> ChatCompletionMessageToolCall:
+        return ChatCompletionMessageToolCall(
+            id=tool_call.get("id") or "",
+            type="function",
+            function=Function(
+                name=tool_call.get("name") or "",
+                arguments=tool_call.get("arguments") or "",
+            ),
+        )
+
+    @staticmethod
+    def _transform_chat_message_to_response_output_text(
+        message: Message,
+    ) -> OutputText:
+        return OutputText(
+            type="output_text",
+            text=message.content,
+            annotations=LiteLLMCompletionResponsesConfig._transform_chat_completion_annotations_to_response_output_annotations(
+                annotations=getattr(message, "annotations", None)
+            ),
+        )
+
+    @staticmethod
+    def _transform_chat_completion_annotations_to_response_output_annotations(
+        annotations: Optional[List[ChatCompletionAnnotation]],
+    ) -> List[GenericResponseOutputItemContentAnnotation]:
+        response_output_annotations: List[
+            GenericResponseOutputItemContentAnnotation
+        ] = []
+
+        if annotations is None:
+            return response_output_annotations
+
+        for annotation in annotations:
+            annotation_type = annotation.get("type")
+            if annotation_type == "url_citation" and "url_citation" in annotation:
+                url_citation = annotation["url_citation"]
+                response_output_annotations.append(
+                    GenericResponseOutputItemContentAnnotation(
+                        type=annotation_type,
+                        start_index=url_citation.get("start_index"),
+                        end_index=url_citation.get("end_index"),
+                        url=url_citation.get("url"),
+                        title=url_citation.get("title"),
+                    )
+                )
+            # Handle other annotation types here
+
+        return response_output_annotations
+
+    @staticmethod
+    def _transform_chat_completion_usage_to_responses_usage(
+        chat_completion_response: ModelResponse,
+    ) -> ResponseAPIUsage:
+        usage: Optional[Usage] = getattr(chat_completion_response, "usage", None)
+        if usage is None:
+            return ResponseAPIUsage(
+                input_tokens=0,
+                output_tokens=0,
+                total_tokens=0,
+            )
+        return ResponseAPIUsage(
+            input_tokens=usage.prompt_tokens,
+            output_tokens=usage.completion_tokens,
+            total_tokens=usage.total_tokens,
+        )
diff --git a/litellm/responses/main.py b/litellm/responses/main.py
index 70b651f376..bd0c7246c0 100644
--- a/litellm/responses/main.py
+++ b/litellm/responses/main.py
@@ -1,7 +1,7 @@
 import asyncio
 import contextvars
 from functools import partial
-from typing import Any, Dict, Iterable, List, Literal, Optional, Union
+from typing import Any, Coroutine, Dict, Iterable, List, Literal, Optional, Union
 
 import httpx
 
@@ -10,6 +10,9 @@ from litellm.constants import request_timeout
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
 from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+from litellm.responses.litellm_completion_transformation.handler import (
+    LiteLLMCompletionTransformationHandler,
+)
 from litellm.responses.utils import ResponsesAPIRequestUtils
 from litellm.types.llms.openai import (
     Reasoning,
@@ -21,6 +24,7 @@ from litellm.types.llms.openai import (
     ToolChoice,
     ToolParam,
 )
+from litellm.types.responses.main import *
 from litellm.types.router import GenericLiteLLMParams
 from litellm.utils import ProviderConfigManager, client
 
@@ -29,6 +33,7 @@ from .streaming_iterator import BaseResponsesAPIStreamingIterator
 ####### ENVIRONMENT VARIABLES ###################
 # Initialize any necessary instances or variables here
 base_llm_http_handler = BaseLLMHTTPHandler()
+litellm_completion_transformation_handler = LiteLLMCompletionTransformationHandler()
 #################################################
 
 
@@ -112,6 +117,14 @@ async def aresponses(
             response = await init_response
         else:
             response = init_response
+
+        # Update the responses_api_response_id with the model_id
+        if isinstance(response, ResponsesAPIResponse):
+            response = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+                responses_api_response=response,
+                litellm_metadata=kwargs.get("litellm_metadata", {}),
+                custom_llm_provider=custom_llm_provider,
+            )
         return response
     except Exception as e:
         raise litellm.exception_type(
@@ -178,19 +191,12 @@ def responses(
         )
 
         # get provider config
-        responses_api_provider_config: Optional[
-            BaseResponsesAPIConfig
-        ] = ProviderConfigManager.get_provider_responses_api_config(
-            model=model,
-            provider=litellm.LlmProviders(custom_llm_provider),
-        )
-
-        if responses_api_provider_config is None:
-            raise litellm.BadRequestError(
+        responses_api_provider_config: Optional[BaseResponsesAPIConfig] = (
+            ProviderConfigManager.get_provider_responses_api_config(
                 model=model,
-                llm_provider=custom_llm_provider,
-                message=f"Responses API not available for custom_llm_provider={custom_llm_provider}, model: {model}",
+                provider=litellm.LlmProviders(custom_llm_provider),
             )
+        )
 
         local_vars.update(kwargs)
         # Get ResponsesAPIOptionalRequestParams with only valid parameters
@@ -200,6 +206,17 @@ def responses(
             )
         )
 
+        if responses_api_provider_config is None:
+            return litellm_completion_transformation_handler.response_api_handler(
+                model=model,
+                input=input,
+                responses_api_request=response_api_optional_params,
+                custom_llm_provider=custom_llm_provider,
+                _is_async=_is_async,
+                stream=stream,
+                **kwargs,
+            )
+
         # Get optional parameters for the responses API
         responses_api_request_params: Dict = (
             ResponsesAPIRequestUtils.get_optional_params_responses_api(
@@ -238,8 +255,17 @@ def responses(
             fake_stream=responses_api_provider_config.should_fake_stream(
                 model=model, stream=stream, custom_llm_provider=custom_llm_provider
             ),
+            litellm_metadata=kwargs.get("litellm_metadata", {}),
         )
 
+        # Update the responses_api_response_id with the model_id
+        if isinstance(response, ResponsesAPIResponse):
+            response = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+                responses_api_response=response,
+                litellm_metadata=kwargs.get("litellm_metadata", {}),
+                custom_llm_provider=custom_llm_provider,
+            )
+
         return response
     except Exception as e:
         raise litellm.exception_type(
@@ -249,3 +275,347 @@ def responses(
             completion_kwargs=local_vars,
             extra_kwargs=kwargs,
         )
+
+
+@client
+async def adelete_responses(
+    response_id: str,
+    # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
+    # The extra values given here take precedence over values defined on the client or passed to this method.
+    extra_headers: Optional[Dict[str, Any]] = None,
+    extra_query: Optional[Dict[str, Any]] = None,
+    extra_body: Optional[Dict[str, Any]] = None,
+    timeout: Optional[Union[float, httpx.Timeout]] = None,
+    # LiteLLM specific params,
+    custom_llm_provider: Optional[str] = None,
+    **kwargs,
+) -> DeleteResponseResult:
+    """
+    Async version of the DELETE Responses API
+
+    DELETE /v1/responses/{response_id} endpoint in the responses API
+
+    """
+    local_vars = locals()
+    try:
+        loop = asyncio.get_event_loop()
+        kwargs["adelete_responses"] = True
+
+        # get custom llm provider from response_id
+        decoded_response_id: DecodedResponseId = (
+            ResponsesAPIRequestUtils._decode_responses_api_response_id(
+                response_id=response_id,
+            )
+        )
+        response_id = decoded_response_id.get("response_id") or response_id
+        custom_llm_provider = (
+            decoded_response_id.get("custom_llm_provider") or custom_llm_provider
+        )
+
+        func = partial(
+            delete_responses,
+            response_id=response_id,
+            custom_llm_provider=custom_llm_provider,
+            extra_headers=extra_headers,
+            extra_query=extra_query,
+            extra_body=extra_body,
+            timeout=timeout,
+            **kwargs,
+        )
+
+        ctx = contextvars.copy_context()
+        func_with_context = partial(ctx.run, func)
+        init_response = await loop.run_in_executor(None, func_with_context)
+
+        if asyncio.iscoroutine(init_response):
+            response = await init_response
+        else:
+            response = init_response
+        return response
+    except Exception as e:
+        raise litellm.exception_type(
+            model=None,
+            custom_llm_provider=custom_llm_provider,
+            original_exception=e,
+            completion_kwargs=local_vars,
+            extra_kwargs=kwargs,
+        )
+
+
+@client
+def delete_responses(
+    response_id: str,
+    # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
+    # The extra values given here take precedence over values defined on the client or passed to this method.
+    extra_headers: Optional[Dict[str, Any]] = None,
+    extra_query: Optional[Dict[str, Any]] = None,
+    extra_body: Optional[Dict[str, Any]] = None,
+    timeout: Optional[Union[float, httpx.Timeout]] = None,
+    # LiteLLM specific params,
+    custom_llm_provider: Optional[str] = None,
+    **kwargs,
+) -> Union[DeleteResponseResult, Coroutine[Any, Any, DeleteResponseResult]]:
+    """
+    Synchronous version of the DELETE Responses API
+
+    DELETE /v1/responses/{response_id} endpoint in the responses API
+
+    """
+    local_vars = locals()
+    try:
+        litellm_logging_obj: LiteLLMLoggingObj = kwargs.get("litellm_logging_obj")  # type: ignore
+        litellm_call_id: Optional[str] = kwargs.get("litellm_call_id", None)
+        _is_async = kwargs.pop("adelete_responses", False) is True
+
+        # get llm provider logic
+        litellm_params = GenericLiteLLMParams(**kwargs)
+
+        # get custom llm provider from response_id
+        decoded_response_id: DecodedResponseId = (
+            ResponsesAPIRequestUtils._decode_responses_api_response_id(
+                response_id=response_id,
+            )
+        )
+        response_id = decoded_response_id.get("response_id") or response_id
+        custom_llm_provider = (
+            decoded_response_id.get("custom_llm_provider") or custom_llm_provider
+        )
+
+        if custom_llm_provider is None:
+            raise ValueError("custom_llm_provider is required but passed as None")
+
+        # get provider config
+        responses_api_provider_config: Optional[BaseResponsesAPIConfig] = (
+            ProviderConfigManager.get_provider_responses_api_config(
+                model=None,
+                provider=litellm.LlmProviders(custom_llm_provider),
+            )
+        )
+
+        if responses_api_provider_config is None:
+            raise ValueError(
+                f"DELETE responses is not supported for {custom_llm_provider}"
+            )
+
+        local_vars.update(kwargs)
+
+        # Pre Call logging
+        litellm_logging_obj.update_environment_variables(
+            model=None,
+            optional_params={
+                "response_id": response_id,
+            },
+            litellm_params={
+                "litellm_call_id": litellm_call_id,
+            },
+            custom_llm_provider=custom_llm_provider,
+        )
+
+        # Call the handler with _is_async flag instead of directly calling the async handler
+        response = base_llm_http_handler.delete_response_api_handler(
+            response_id=response_id,
+            custom_llm_provider=custom_llm_provider,
+            responses_api_provider_config=responses_api_provider_config,
+            litellm_params=litellm_params,
+            logging_obj=litellm_logging_obj,
+            extra_headers=extra_headers,
+            extra_body=extra_body,
+            timeout=timeout or request_timeout,
+            _is_async=_is_async,
+            client=kwargs.get("client"),
+        )
+
+        return response
+    except Exception as e:
+        raise litellm.exception_type(
+            model=None,
+            custom_llm_provider=custom_llm_provider,
+            original_exception=e,
+            completion_kwargs=local_vars,
+            extra_kwargs=kwargs,
+        )
+
+@client
+async def aget_responses(
+    response_id: str,
+    # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
+    # The extra values given here take precedence over values defined on the client or passed to this method.
+    extra_headers: Optional[Dict[str, Any]] = None,
+    extra_query: Optional[Dict[str, Any]] = None,
+    extra_body: Optional[Dict[str, Any]] = None,
+    timeout: Optional[Union[float, httpx.Timeout]] = None,
+    # LiteLLM specific params,
+    custom_llm_provider: Optional[str] = None,
+    **kwargs,
+) -> ResponsesAPIResponse:
+    """
+    Async: Fetch a response by its ID.
+    
+    GET /v1/responses/{response_id} endpoint in the responses API
+    
+    Args:
+        response_id: The ID of the response to fetch.
+        custom_llm_provider: Optional provider name. If not specified, will be decoded from response_id.
+        
+    Returns:
+        The response object with complete information about the stored response.
+    """
+    local_vars = locals()
+    try:
+        loop = asyncio.get_event_loop()
+        kwargs["aget_responses"] = True
+
+        # get custom llm provider from response_id
+        decoded_response_id: DecodedResponseId = (
+            ResponsesAPIRequestUtils._decode_responses_api_response_id(
+                response_id=response_id,
+            )
+        )
+        response_id = decoded_response_id.get("response_id") or response_id
+        custom_llm_provider = (
+            decoded_response_id.get("custom_llm_provider") or custom_llm_provider
+        )
+
+        func = partial(
+            get_responses,
+            response_id=response_id,
+            custom_llm_provider=custom_llm_provider,
+            extra_headers=extra_headers,
+            extra_query=extra_query,
+            extra_body=extra_body,
+            timeout=timeout,
+            **kwargs,
+        )
+
+        ctx = contextvars.copy_context()
+        func_with_context = partial(ctx.run, func)
+        init_response = await loop.run_in_executor(None, func_with_context)
+
+        if asyncio.iscoroutine(init_response):
+            response = await init_response
+        else:
+            response = init_response
+
+         # Update the responses_api_response_id with the model_id
+        if isinstance(response, ResponsesAPIResponse):
+            response = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+                responses_api_response=response,
+                litellm_metadata=kwargs.get("litellm_metadata", {}),
+                custom_llm_provider=custom_llm_provider,
+            )
+        return response
+    except Exception as e:
+        raise litellm.exception_type(
+            model=None,
+            custom_llm_provider=custom_llm_provider,
+            original_exception=e,
+            completion_kwargs=local_vars,
+            extra_kwargs=kwargs,
+        )
+
+@client
+def get_responses(
+    response_id: str,
+    # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
+    # The extra values given here take precedence over values defined on the client or passed to this method.
+    extra_headers: Optional[Dict[str, Any]] = None,
+    extra_query: Optional[Dict[str, Any]] = None,
+    extra_body: Optional[Dict[str, Any]] = None,
+    timeout: Optional[Union[float, httpx.Timeout]] = None,
+    # LiteLLM specific params,
+    custom_llm_provider: Optional[str] = None,
+    **kwargs,
+) -> Union[ResponsesAPIResponse, Coroutine[Any, Any, ResponsesAPIResponse]]:
+    """
+    Fetch a response by its ID.
+    
+    GET /v1/responses/{response_id} endpoint in the responses API
+    
+    Args:
+        response_id: The ID of the response to fetch.
+        custom_llm_provider: Optional provider name. If not specified, will be decoded from response_id.
+        
+    Returns:
+        The response object with complete information about the stored response.
+    """
+    local_vars = locals()
+    try:
+        litellm_logging_obj: LiteLLMLoggingObj = kwargs.get("litellm_logging_obj")  # type: ignore
+        litellm_call_id: Optional[str] = kwargs.get("litellm_call_id", None)
+        _is_async = kwargs.pop("aget_responses", False) is True
+
+        # get llm provider logic
+        litellm_params = GenericLiteLLMParams(**kwargs)
+
+        # get custom llm provider from response_id
+        decoded_response_id: DecodedResponseId = (
+            ResponsesAPIRequestUtils._decode_responses_api_response_id(
+                response_id=response_id,
+            )
+        )
+        response_id = decoded_response_id.get("response_id") or response_id
+        custom_llm_provider = (
+            decoded_response_id.get("custom_llm_provider") or custom_llm_provider
+        )
+
+        if custom_llm_provider is None:
+            raise ValueError("custom_llm_provider is required but passed as None")
+
+        # get provider config
+        responses_api_provider_config: Optional[BaseResponsesAPIConfig] = (
+            ProviderConfigManager.get_provider_responses_api_config(
+                model=None,
+                provider=litellm.LlmProviders(custom_llm_provider),
+            )
+        )
+
+        if responses_api_provider_config is None:
+            raise ValueError(
+                f"GET responses is not supported for {custom_llm_provider}"
+            )
+
+        local_vars.update(kwargs)
+
+        # Pre Call logging
+        litellm_logging_obj.update_environment_variables(
+            model=None,
+            optional_params={
+                "response_id": response_id,
+            },
+            litellm_params={
+                "litellm_call_id": litellm_call_id,
+            },
+            custom_llm_provider=custom_llm_provider,
+        )
+
+        # Call the handler with _is_async flag instead of directly calling the async handler
+        response = base_llm_http_handler.get_responses(
+            response_id=response_id,
+            custom_llm_provider=custom_llm_provider,
+            responses_api_provider_config=responses_api_provider_config,
+            litellm_params=litellm_params,
+            logging_obj=litellm_logging_obj,
+            extra_headers=extra_headers,
+            extra_body=extra_body,
+            timeout=timeout or request_timeout,
+            _is_async=_is_async,
+            client=kwargs.get("client"),
+        )
+
+        # Update the responses_api_response_id with the model_id
+        if isinstance(response, ResponsesAPIResponse):
+            response = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+                responses_api_response=response,
+                litellm_metadata=kwargs.get("litellm_metadata", {}),
+                custom_llm_provider=custom_llm_provider,
+            )
+
+        return response
+    except Exception as e:
+        raise litellm.exception_type(
+            model=None,
+            custom_llm_provider=custom_llm_provider,
+            original_exception=e,
+            completion_kwargs=local_vars,
+            extra_kwargs=kwargs,
+        )
\ No newline at end of file
diff --git a/litellm/responses/streaming_iterator.py b/litellm/responses/streaming_iterator.py
index 3039efb9f7..a111fbec09 100644
--- a/litellm/responses/streaming_iterator.py
+++ b/litellm/responses/streaming_iterator.py
@@ -1,7 +1,7 @@
 import asyncio
 import json
 from datetime import datetime
-from typing import Optional
+from typing import Any, Dict, Optional
 
 import httpx
 
@@ -10,8 +10,11 @@ from litellm.litellm_core_utils.asyncify import run_async_function
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.litellm_core_utils.thread_pool_executor import executor
 from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+from litellm.responses.utils import ResponsesAPIRequestUtils
 from litellm.types.llms.openai import (
+    OutputTextDeltaEvent,
     ResponseCompletedEvent,
+    ResponsesAPIResponse,
     ResponsesAPIStreamEvents,
     ResponsesAPIStreamingResponse,
 )
@@ -31,6 +34,8 @@ class BaseResponsesAPIStreamingIterator:
         model: str,
         responses_api_provider_config: BaseResponsesAPIConfig,
         logging_obj: LiteLLMLoggingObj,
+        litellm_metadata: Optional[Dict[str, Any]] = None,
+        custom_llm_provider: Optional[str] = None,
     ):
         self.response = response
         self.model = model
@@ -39,8 +44,12 @@ class BaseResponsesAPIStreamingIterator:
         self.responses_api_provider_config = responses_api_provider_config
         self.completed_response: Optional[ResponsesAPIStreamingResponse] = None
         self.start_time = datetime.now()
+        
+        # set request kwargs
+        self.litellm_metadata = litellm_metadata
+        self.custom_llm_provider = custom_llm_provider
 
-    def _process_chunk(self, chunk):
+    def _process_chunk(self, chunk) -> Optional[ResponsesAPIStreamingResponse]:
         """Process a single chunk of data from the stream"""
         if not chunk:
             return None
@@ -68,6 +77,17 @@ class BaseResponsesAPIStreamingIterator:
                         logging_obj=self.logging_obj,
                     )
                 )
+
+                # if "response" in parsed_chunk, then encode litellm specific information like custom_llm_provider
+                response_object = getattr(openai_responses_api_chunk, "response", None)
+                if response_object:
+                    response = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+                        responses_api_response=response_object,
+                        litellm_metadata=self.litellm_metadata,
+                        custom_llm_provider=self.custom_llm_provider,
+                    )
+                    setattr(openai_responses_api_chunk, "response", response)
+
                 # Store the completed response
                 if (
                     openai_responses_api_chunk
@@ -100,8 +120,17 @@ class ResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
         model: str,
         responses_api_provider_config: BaseResponsesAPIConfig,
         logging_obj: LiteLLMLoggingObj,
+        litellm_metadata: Optional[Dict[str, Any]] = None,
+        custom_llm_provider: Optional[str] = None,
     ):
-        super().__init__(response, model, responses_api_provider_config, logging_obj)
+        super().__init__(
+            response,
+            model,
+            responses_api_provider_config,
+            logging_obj,
+            litellm_metadata,
+            custom_llm_provider,
+        )
         self.stream_iterator = response.aiter_lines()
 
     def __aiter__(self):
@@ -161,8 +190,17 @@ class SyncResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
         model: str,
         responses_api_provider_config: BaseResponsesAPIConfig,
         logging_obj: LiteLLMLoggingObj,
+        litellm_metadata: Optional[Dict[str, Any]] = None,
+        custom_llm_provider: Optional[str] = None,
     ):
-        super().__init__(response, model, responses_api_provider_config, logging_obj)
+        super().__init__(
+            response,
+            model,
+            responses_api_provider_config,
+            logging_obj,
+            litellm_metadata,
+            custom_llm_provider,
+        )
         self.stream_iterator = response.iter_lines()
 
     def __iter__(self):
@@ -212,59 +250,87 @@ class SyncResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
 
 class MockResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
     """
-    mock iterator - some models like o1-pro do not support streaming, we need to fake a stream
+    Mock iterator—fake a stream by slicing the full response text into
+    5 char deltas, then emit a completed event.
+
+    Models like o1-pro don't support streaming, so we fake it.
     """
 
+    CHUNK_SIZE = 5
+
     def __init__(
         self,
         response: httpx.Response,
         model: str,
         responses_api_provider_config: BaseResponsesAPIConfig,
         logging_obj: LiteLLMLoggingObj,
+        litellm_metadata: Optional[Dict[str, Any]] = None,
+        custom_llm_provider: Optional[str] = None,
     ):
-        self.raw_http_response = response
         super().__init__(
             response=response,
             model=model,
             responses_api_provider_config=responses_api_provider_config,
             logging_obj=logging_obj,
+            litellm_metadata=litellm_metadata,
+            custom_llm_provider=custom_llm_provider,
         )
-        self.is_done = False
+
+        # one-time transform
+        transformed = (
+            self.responses_api_provider_config.transform_response_api_response(
+                model=self.model,
+                raw_response=response,
+                logging_obj=logging_obj,
+            )
+        )
+        full_text = self._collect_text(transformed)
+
+        # build a list of 5‑char delta events
+        deltas = [
+            OutputTextDeltaEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+                delta=full_text[i : i + self.CHUNK_SIZE],
+                item_id=transformed.id,
+                output_index=0,
+                content_index=0,
+            )
+            for i in range(0, len(full_text), self.CHUNK_SIZE)
+        ]
+
+        # append the completed event
+        self._events = deltas + [
+            ResponseCompletedEvent(
+                type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+                response=transformed,
+            )
+        ]
+        self._idx = 0
 
     def __aiter__(self):
         return self
 
     async def __anext__(self) -> ResponsesAPIStreamingResponse:
-        if self.is_done:
+        if self._idx >= len(self._events):
             raise StopAsyncIteration
-        self.is_done = True
-        transformed_response = (
-            self.responses_api_provider_config.transform_response_api_response(
-                model=self.model,
-                raw_response=self.raw_http_response,
-                logging_obj=self.logging_obj,
-            )
-        )
-        return ResponseCompletedEvent(
-            type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
-            response=transformed_response,
-        )
+        evt = self._events[self._idx]
+        self._idx += 1
+        return evt
 
     def __iter__(self):
         return self
 
     def __next__(self) -> ResponsesAPIStreamingResponse:
-        if self.is_done:
+        if self._idx >= len(self._events):
             raise StopIteration
-        self.is_done = True
-        transformed_response = (
-            self.responses_api_provider_config.transform_response_api_response(
-                model=self.model,
-                raw_response=self.raw_http_response,
-                logging_obj=self.logging_obj,
-            )
-        )
-        return ResponseCompletedEvent(
-            type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
-            response=transformed_response,
-        )
+        evt = self._events[self._idx]
+        self._idx += 1
+        return evt
+
+    def _collect_text(self, resp: ResponsesAPIResponse) -> str:
+        out = ""
+        for out_item in resp.output:
+            if out_item.type == "message":
+                for c in getattr(out_item, "content", []):
+                    out += c.text
+        return out
diff --git a/litellm/responses/utils.py b/litellm/responses/utils.py
index 679b9e16c6..9fa455de71 100644
--- a/litellm/responses/utils.py
+++ b/litellm/responses/utils.py
@@ -1,12 +1,16 @@
-from typing import Any, Dict, Union, cast, get_type_hints
+import base64
+from typing import Any, Dict, Optional, Union, cast, get_type_hints
 
 import litellm
+from litellm._logging import verbose_logger
 from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
 from litellm.types.llms.openai import (
     ResponseAPIUsage,
     ResponsesAPIOptionalRequestParams,
+    ResponsesAPIResponse,
 )
-from litellm.types.utils import Usage
+from litellm.types.responses.main import DecodedResponseId
+from litellm.types.utils import SpecialEnums, Usage
 
 
 class ResponsesAPIRequestUtils:
@@ -60,7 +64,7 @@ class ResponsesAPIRequestUtils:
 
     @staticmethod
     def get_requested_response_api_optional_param(
-        params: Dict[str, Any]
+        params: Dict[str, Any],
     ) -> ResponsesAPIOptionalRequestParams:
         """
         Filter parameters to only include those defined in ResponsesAPIOptionalRequestParams.
@@ -72,9 +76,106 @@ class ResponsesAPIRequestUtils:
             ResponsesAPIOptionalRequestParams instance with only the valid parameters
         """
         valid_keys = get_type_hints(ResponsesAPIOptionalRequestParams).keys()
-        filtered_params = {k: v for k, v in params.items() if k in valid_keys}
+        filtered_params = {
+            k: v for k, v in params.items() if k in valid_keys and v is not None
+        }
         return cast(ResponsesAPIOptionalRequestParams, filtered_params)
 
+    @staticmethod
+    def _update_responses_api_response_id_with_model_id(
+        responses_api_response: ResponsesAPIResponse,
+        custom_llm_provider: Optional[str],
+        litellm_metadata: Optional[Dict[str, Any]] = None,
+    ) -> ResponsesAPIResponse:
+        """
+        Update the responses_api_response_id with model_id and custom_llm_provider
+
+        This builds a composite ID containing the custom LLM provider, model ID, and original response ID
+        """
+        litellm_metadata = litellm_metadata or {}
+        model_info: Dict[str, Any] = litellm_metadata.get("model_info", {}) or {}
+        model_id = model_info.get("id")
+        updated_id = ResponsesAPIRequestUtils._build_responses_api_response_id(
+            model_id=model_id,
+            custom_llm_provider=custom_llm_provider,
+            response_id=responses_api_response.id,
+        )
+
+        responses_api_response.id = updated_id
+        return responses_api_response
+
+    @staticmethod
+    def _build_responses_api_response_id(
+        custom_llm_provider: Optional[str],
+        model_id: Optional[str],
+        response_id: str,
+    ) -> str:
+        """Build the responses_api_response_id"""
+        assembled_id: str = str(
+            SpecialEnums.LITELLM_MANAGED_RESPONSE_COMPLETE_STR.value
+        ).format(custom_llm_provider, model_id, response_id)
+        base64_encoded_id: str = base64.b64encode(assembled_id.encode("utf-8")).decode(
+            "utf-8"
+        )
+        return f"resp_{base64_encoded_id}"
+
+    @staticmethod
+    def _decode_responses_api_response_id(
+        response_id: str,
+    ) -> DecodedResponseId:
+        """
+        Decode the responses_api_response_id
+
+        Returns:
+            DecodedResponseId: Structured tuple with custom_llm_provider, model_id, and response_id
+        """
+        try:
+            # Remove prefix and decode
+            cleaned_id = response_id.replace("resp_", "")
+            decoded_id = base64.b64decode(cleaned_id.encode("utf-8")).decode("utf-8")
+
+            # Parse components using known prefixes
+            if ";" not in decoded_id:
+                return DecodedResponseId(
+                    custom_llm_provider=None,
+                    model_id=None,
+                    response_id=response_id,
+                )
+
+            parts = decoded_id.split(";")
+
+            # Format: litellm:custom_llm_provider:{};model_id:{};response_id:{}
+            custom_llm_provider = None
+            model_id = None
+
+            if (
+                len(parts) >= 3
+            ):  # Full format with custom_llm_provider, model_id, and response_id
+                custom_llm_provider_part = parts[0]
+                model_id_part = parts[1]
+                response_part = parts[2]
+
+                custom_llm_provider = custom_llm_provider_part.replace(
+                    "litellm:custom_llm_provider:", ""
+                )
+                model_id = model_id_part.replace("model_id:", "")
+                decoded_response_id = response_part.replace("response_id:", "")
+            else:
+                decoded_response_id = response_id
+
+            return DecodedResponseId(
+                custom_llm_provider=custom_llm_provider,
+                model_id=model_id,
+                response_id=decoded_response_id,
+            )
+        except Exception as e:
+            verbose_logger.debug(f"Error decoding response_id '{response_id}': {e}")
+            return DecodedResponseId(
+                custom_llm_provider=None,
+                model_id=None,
+                response_id=response_id,
+            )
+
 
 class ResponseAPILoggingUtils:
     @staticmethod
@@ -88,7 +189,7 @@ class ResponseAPILoggingUtils:
 
     @staticmethod
     def _transform_response_api_usage_to_chat_usage(
-        usage: Union[dict, ResponseAPIUsage]
+        usage: Union[dict, ResponseAPIUsage],
     ) -> Usage:
         """Tranforms the ResponseAPIUsage object to a Usage object"""
         response_api_usage: ResponseAPIUsage = (
diff --git a/litellm/router.py b/litellm/router.py
index c934b1e9a8..dba886b856 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -98,6 +98,9 @@ from litellm.router_utils.handle_error import (
 from litellm.router_utils.pre_call_checks.prompt_caching_deployment_check import (
     PromptCachingDeploymentCheck,
 )
+from litellm.router_utils.pre_call_checks.responses_api_deployment_check import (
+    ResponsesApiDeploymentCheck,
+)
 from litellm.router_utils.router_callbacks.track_deployment_metrics import (
     increment_deployment_failures_for_current_minute,
     increment_deployment_successes_for_current_minute,
@@ -339,9 +342,9 @@ class Router:
         )  # names of models under litellm_params. ex. azure/chatgpt-v-2
         self.deployment_latency_map = {}
         ### CACHING ###
-        cache_type: Literal[
-            "local", "redis", "redis-semantic", "s3", "disk"
-        ] = "local"  # default to an in-memory cache
+        cache_type: Literal["local", "redis", "redis-semantic", "s3", "disk"] = (
+            "local"  # default to an in-memory cache
+        )
         redis_cache = None
         cache_config: Dict[str, Any] = {}
 
@@ -562,9 +565,9 @@ class Router:
                 )
             )
 
-        self.model_group_retry_policy: Optional[
-            Dict[str, RetryPolicy]
-        ] = model_group_retry_policy
+        self.model_group_retry_policy: Optional[Dict[str, RetryPolicy]] = (
+            model_group_retry_policy
+        )
 
         self.allowed_fails_policy: Optional[AllowedFailsPolicy] = None
         if allowed_fails_policy is not None:
@@ -765,6 +768,8 @@ class Router:
                         provider_budget_config=self.provider_budget_config,
                         model_list=self.model_list,
                     )
+                elif pre_call_check == "responses_api_deployment_check":
+                    _callback = ResponsesApiDeploymentCheck()
                 if _callback is not None:
                     litellm.logging_callback_manager.add_litellm_callback(_callback)
 
@@ -1104,17 +1109,21 @@ class Router:
     ) -> None:
         """
         Adds default litellm params to kwargs, if set.
+
+        Handles inserting this as either "metadata" or "litellm_metadata" depending on the metadata_variable_name
         """
-        self.default_litellm_params[
-            metadata_variable_name
-        ] = self.default_litellm_params.pop("metadata", {})
-        for k, v in self.default_litellm_params.items():
-            if (
-                k not in kwargs and v is not None
-            ):  # prioritize model-specific params > default router params
-                kwargs[k] = v
-            elif k == metadata_variable_name:
-                kwargs[metadata_variable_name].update(v)
+        # 1) copy your defaults and pull out metadata
+        defaults = self.default_litellm_params.copy()
+        metadata_defaults = defaults.pop("metadata", {}) or {}
+
+        # 2) add any non-metadata defaults that aren't already in kwargs
+        for key, value in defaults.items():
+            if value is None:
+                continue
+            kwargs.setdefault(key, value)
+
+        # 3) merge in metadata, this handles inserting this as either "metadata" or "litellm_metadata"
+        kwargs.setdefault(metadata_variable_name, {}).update(metadata_defaults)
 
     def _handle_clientside_credential(
         self, deployment: dict, kwargs: dict
@@ -3243,11 +3252,11 @@ class Router:
 
                 if isinstance(e, litellm.ContextWindowExceededError):
                     if context_window_fallbacks is not None:
-                        fallback_model_group: Optional[
-                            List[str]
-                        ] = self._get_fallback_model_group_from_fallbacks(
-                            fallbacks=context_window_fallbacks,
-                            model_group=model_group,
+                        fallback_model_group: Optional[List[str]] = (
+                            self._get_fallback_model_group_from_fallbacks(
+                                fallbacks=context_window_fallbacks,
+                                model_group=model_group,
+                            )
                         )
                         if fallback_model_group is None:
                             raise original_exception
@@ -3279,11 +3288,11 @@ class Router:
                         e.message += "\n{}".format(error_message)
                 elif isinstance(e, litellm.ContentPolicyViolationError):
                     if content_policy_fallbacks is not None:
-                        fallback_model_group: Optional[
-                            List[str]
-                        ] = self._get_fallback_model_group_from_fallbacks(
-                            fallbacks=content_policy_fallbacks,
-                            model_group=model_group,
+                        fallback_model_group: Optional[List[str]] = (
+                            self._get_fallback_model_group_from_fallbacks(
+                                fallbacks=content_policy_fallbacks,
+                                model_group=model_group,
+                            )
                         )
                         if fallback_model_group is None:
                             raise original_exception
@@ -4979,8 +4988,12 @@ class Router:
                 )
 
             if model_group_info is None:
-                model_group_info = ModelGroupInfo(
-                    model_group=user_facing_model_group_name, providers=[llm_provider], **model_info  # type: ignore
+                model_group_info = ModelGroupInfo(  # type: ignore
+                    **{
+                        "model_group": user_facing_model_group_name,
+                        "providers": [llm_provider],
+                        **model_info,
+                    }
                 )
             else:
                 # if max_input_tokens > curr
diff --git a/litellm/router_utils/pre_call_checks/responses_api_deployment_check.py b/litellm/router_utils/pre_call_checks/responses_api_deployment_check.py
new file mode 100644
index 0000000000..b030fc28c8
--- /dev/null
+++ b/litellm/router_utils/pre_call_checks/responses_api_deployment_check.py
@@ -0,0 +1,45 @@
+"""
+For Responses API, we need routing affinity when a user sends a previous_response_id.
+
+eg. If proxy admins are load balancing between N gpt-4.1-turbo deployments, and a user sends a previous_response_id,
+we want to route to the same gpt-4.1-turbo deployment.
+
+This is different from the normal behavior of the router, which does not have routing affinity for previous_response_id.
+
+
+If previous_response_id is provided, route to the deployment that returned the previous response
+"""
+
+from typing import List, Optional
+
+from litellm.integrations.custom_logger import CustomLogger, Span
+from litellm.responses.utils import ResponsesAPIRequestUtils
+from litellm.types.llms.openai import AllMessageValues
+
+
+class ResponsesApiDeploymentCheck(CustomLogger):
+    async def async_filter_deployments(
+        self,
+        model: str,
+        healthy_deployments: List,
+        messages: Optional[List[AllMessageValues]],
+        request_kwargs: Optional[dict] = None,
+        parent_otel_span: Optional[Span] = None,
+    ) -> List[dict]:
+        request_kwargs = request_kwargs or {}
+        previous_response_id = request_kwargs.get("previous_response_id", None)
+        if previous_response_id is None:
+            return healthy_deployments
+
+        decoded_response = ResponsesAPIRequestUtils._decode_responses_api_response_id(
+            response_id=previous_response_id,
+        )
+        model_id = decoded_response.get("model_id")
+        if model_id is None:
+            return healthy_deployments
+
+        for deployment in healthy_deployments:
+            if deployment["model_info"]["id"] == model_id:
+                return [deployment]
+
+        return healthy_deployments
diff --git a/litellm/types/integrations/datadog_llm_obs.py b/litellm/types/integrations/datadog_llm_obs.py
index 9298b157d2..1a0f7df501 100644
--- a/litellm/types/integrations/datadog_llm_obs.py
+++ b/litellm/types/integrations/datadog_llm_obs.py
@@ -8,7 +8,9 @@ from typing import Any, Dict, List, Literal, Optional, TypedDict
 
 
 class InputMeta(TypedDict):
-    messages: List[Any]
+    messages: List[
+        Dict[str, str]
+    ]  # Relevant Issue: https://github.com/BerriAI/litellm/issues/9494
 
 
 class OutputMeta(TypedDict):
diff --git a/litellm/types/llms/base.py b/litellm/types/llms/base.py
new file mode 100644
index 0000000000..aec1438c48
--- /dev/null
+++ b/litellm/types/llms/base.py
@@ -0,0 +1,15 @@
+from pydantic import BaseModel
+
+
+class BaseLiteLLMOpenAIResponseObject(BaseModel):
+    def __getitem__(self, key):
+        return self.__dict__[key]
+
+    def get(self, key, default=None):
+        return self.__dict__.get(key, default)
+
+    def __contains__(self, key):
+        return key in self.__dict__
+
+    def items(self):
+        return self.__dict__.items()
diff --git a/litellm/types/llms/bedrock.py b/litellm/types/llms/bedrock.py
index fe3f2e1b5f..6e02ff2ab7 100644
--- a/litellm/types/llms/bedrock.py
+++ b/litellm/types/llms/bedrock.py
@@ -179,6 +179,7 @@ class ToolUseBlockStartEvent(TypedDict):
 
 class ContentBlockStartEvent(TypedDict, total=False):
     toolUse: Optional[ToolUseBlockStartEvent]
+    reasoningContent: BedrockConverseReasoningContentBlockDelta
 
 
 class ContentBlockDeltaEvent(TypedDict, total=False):
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 0cb05a710f..be5f7585bf 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -49,9 +49,16 @@ from openai.types.responses.response_create_params import (
     ToolChoice,
     ToolParam,
 )
-from pydantic import BaseModel, Discriminator, Field, PrivateAttr
+from openai.types.responses.response_function_tool_call import ResponseFunctionToolCall
+from pydantic import BaseModel, ConfigDict, Discriminator, Field, PrivateAttr
 from typing_extensions import Annotated, Dict, Required, TypedDict, override
 
+from litellm.types.llms.base import BaseLiteLLMOpenAIResponseObject
+from litellm.types.responses.main import (
+    GenericResponseOutputItem,
+    OutputFunctionToolCall,
+)
+
 FileContent = Union[IO[bytes], bytes, PathLike]
 
 FileTypes = Union[
@@ -461,6 +468,12 @@ class ChatCompletionThinkingBlock(TypedDict, total=False):
     cache_control: Optional[Union[dict, ChatCompletionCachedContent]]
 
 
+class ChatCompletionRedactedThinkingBlock(TypedDict, total=False):
+    type: Required[Literal["redacted_thinking"]]
+    data: str
+    cache_control: Optional[Union[dict, ChatCompletionCachedContent]]
+
+
 class WebSearchOptionsUserLocationApproximate(TypedDict, total=False):
     city: str
     """Free text input for the city of the user, e.g. `San Francisco`."""
@@ -638,6 +651,7 @@ class OpenAIChatCompletionAssistantMessage(TypedDict, total=False):
     name: Optional[str]
     tool_calls: Optional[List[ChatCompletionAssistantToolCall]]
     function_call: Optional[ChatCompletionToolCallFunctionChunk]
+    reasoning_content: Optional[str]
 
 
 class ChatCompletionAssistantMessage(OpenAIChatCompletionAssistantMessage, total=False):
@@ -678,6 +692,11 @@ class ChatCompletionDeveloperMessage(OpenAIChatCompletionDeveloperMessage, total
     cache_control: ChatCompletionCachedContent
 
 
+class GenericChatCompletionMessage(TypedDict, total=False):
+    role: Required[str]
+    content: Required[Union[str, List]]
+
+
 ValidUserMessageContentTypes = [
     "text",
     "image_url",
@@ -785,7 +804,9 @@ class ChatCompletionResponseMessage(TypedDict, total=False):
     function_call: Optional[ChatCompletionToolCallFunctionChunk]
     provider_specific_fields: Optional[dict]
     reasoning_content: Optional[str]
-    thinking_blocks: Optional[List[ChatCompletionThinkingBlock]]
+    thinking_blocks: Optional[
+        List[Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]]
+    ]
 
 
 class ChatCompletionUsageBlock(TypedDict):
@@ -803,12 +824,12 @@ class OpenAIChatCompletionChunk(ChatCompletionChunk):
 
 class Hyperparameters(BaseModel):
     batch_size: Optional[Union[str, int]] = None  # "Number of examples in each batch."
-    learning_rate_multiplier: Optional[
-        Union[str, float]
-    ] = None  # Scaling factor for the learning rate
-    n_epochs: Optional[
-        Union[str, int]
-    ] = None  # "The number of epochs to train the model for"
+    learning_rate_multiplier: Optional[Union[str, float]] = (
+        None  # Scaling factor for the learning rate
+    )
+    n_epochs: Optional[Union[str, int]] = (
+        None  # "The number of epochs to train the model for"
+    )
 
 
 class FineTuningJobCreate(BaseModel):
@@ -835,18 +856,18 @@ class FineTuningJobCreate(BaseModel):
 
     model: str  # "The name of the model to fine-tune."
     training_file: str  # "The ID of an uploaded file that contains training data."
-    hyperparameters: Optional[
-        Hyperparameters
-    ] = None  # "The hyperparameters used for the fine-tuning job."
-    suffix: Optional[
-        str
-    ] = None  # "A string of up to 18 characters that will be added to your fine-tuned model name."
-    validation_file: Optional[
-        str
-    ] = None  # "The ID of an uploaded file that contains validation data."
-    integrations: Optional[
-        List[str]
-    ] = None  # "A list of integrations to enable for your fine-tuning job."
+    hyperparameters: Optional[Hyperparameters] = (
+        None  # "The hyperparameters used for the fine-tuning job."
+    )
+    suffix: Optional[str] = (
+        None  # "A string of up to 18 characters that will be added to your fine-tuned model name."
+    )
+    validation_file: Optional[str] = (
+        None  # "The ID of an uploaded file that contains validation data."
+    )
+    integrations: Optional[List[str]] = (
+        None  # "A list of integrations to enable for your fine-tuning job."
+    )
     seed: Optional[int] = None  # "The seed controls the reproducibility of the job."
 
 
@@ -872,6 +893,19 @@ OpenAIAudioTranscriptionOptionalParams = Literal[
 OpenAIImageVariationOptionalParams = Literal["n", "size", "response_format", "user"]
 
 
+class ComputerToolParam(TypedDict, total=False):
+    display_height: Required[float]
+    """The height of the computer display."""
+
+    display_width: Required[float]
+    """The width of the computer display."""
+
+    environment: Required[Union[Literal["mac", "windows", "ubuntu", "browser"], str]]
+    """The type of computer environment to control."""
+
+    type: Required[Union[Literal["computer_use_preview"], str]]
+
+
 class ResponsesAPIOptionalRequestParams(TypedDict, total=False):
     """TypedDict for Optional parameters supported by the responses API."""
 
@@ -887,7 +921,7 @@ class ResponsesAPIOptionalRequestParams(TypedDict, total=False):
     temperature: Optional[float]
     text: Optional[ResponseTextConfigParam]
     tool_choice: Optional[ToolChoice]
-    tools: Optional[Iterable[ToolParam]]
+    tools: Optional[List[Union[ToolParam, ComputerToolParam]]]
     top_p: Optional[float]
     truncation: Optional[Literal["auto", "disabled"]]
     user: Optional[str]
@@ -900,20 +934,6 @@ class ResponsesAPIRequestParams(ResponsesAPIOptionalRequestParams, total=False):
     model: str
 
 
-class BaseLiteLLMOpenAIResponseObject(BaseModel):
-    def __getitem__(self, key):
-        return self.__dict__[key]
-
-    def get(self, key, default=None):
-        return self.__dict__.get(key, default)
-
-    def __contains__(self, key):
-        return key in self.__dict__
-
-    def items(self):
-        return self.__dict__.items()
-
-
 class OutputTokensDetails(BaseLiteLLMOpenAIResponseObject):
     reasoning_tokens: Optional[int] = None
 
@@ -958,11 +978,14 @@ class ResponsesAPIResponse(BaseLiteLLMOpenAIResponseObject):
     metadata: Optional[Dict]
     model: Optional[str]
     object: Optional[str]
-    output: List[ResponseOutputItem]
+    output: Union[
+        List[ResponseOutputItem],
+        List[Union[GenericResponseOutputItem, OutputFunctionToolCall]],
+    ]
     parallel_tool_calls: bool
     temperature: Optional[float]
     tool_choice: ToolChoice
-    tools: List[Tool]
+    tools: Union[List[Tool], List[ResponseFunctionToolCall]]
     top_p: Optional[float]
     max_output_tokens: Optional[int]
     previous_response_id: Optional[str]
@@ -990,6 +1013,9 @@ class ResponsesAPIStreamEvents(str, Enum):
     RESPONSE_FAILED = "response.failed"
     RESPONSE_INCOMPLETE = "response.incomplete"
 
+    # Part added
+    RESPONSE_PART_ADDED = "response.reasoning_summary_part.added"
+
     # Output item events
     OUTPUT_ITEM_ADDED = "response.output_item.added"
     OUTPUT_ITEM_DONE = "response.output_item.done"
@@ -1177,6 +1203,12 @@ class ErrorEvent(BaseLiteLLMOpenAIResponseObject):
     param: Optional[str]
 
 
+class GenericEvent(BaseLiteLLMOpenAIResponseObject):
+    type: str
+
+    model_config = ConfigDict(extra="allow", protected_namespaces=())
+
+
 # Union type for all possible streaming responses
 ResponsesAPIStreamingResponse = Annotated[
     Union[
@@ -1203,6 +1235,7 @@ ResponsesAPIStreamingResponse = Annotated[
         WebSearchCallSearchingEvent,
         WebSearchCallCompletedEvent,
         ErrorEvent,
+        GenericEvent,
     ],
     Discriminator("type"),
 ]
@@ -1226,3 +1259,12 @@ class OpenAIRealtimeStreamResponseBaseObject(TypedDict):
 OpenAIRealtimeStreamList = List[
     Union[OpenAIRealtimeStreamResponseBaseObject, OpenAIRealtimeStreamSessionEvents]
 ]
+
+
+class ImageGenerationRequestQuality(str, Enum):
+    LOW = "low"
+    MEDIUM = "medium"
+    HIGH = "high"
+    AUTO = "auto"
+    STANDARD = "standard"
+    HD = "hd"
diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py
index 55273371fc..6ac7ae6275 100644
--- a/litellm/types/llms/vertex_ai.py
+++ b/litellm/types/llms/vertex_ai.py
@@ -39,6 +39,7 @@ class PartType(TypedDict, total=False):
     file_data: FileDataType
     function_call: FunctionCall
     function_response: FunctionResponse
+    thought: bool
 
 
 class HttpxFunctionCall(TypedDict):
@@ -69,6 +70,7 @@ class HttpxPartType(TypedDict, total=False):
     functionResponse: FunctionResponse
     executableCode: HttpxExecutableCode
     codeExecutionResult: HttpxCodeExecutionResult
+    thought: bool
 
 
 class HttpxContentType(TypedDict, total=False):
@@ -166,6 +168,11 @@ class SafetSettingsConfig(TypedDict, total=False):
     method: HarmBlockMethod
 
 
+class GeminiThinkingConfig(TypedDict, total=False):
+    includeThoughts: bool
+    thinkingBudget: int
+
+
 class GenerationConfig(TypedDict, total=False):
     temperature: float
     top_p: float
@@ -181,6 +188,7 @@ class GenerationConfig(TypedDict, total=False):
     responseLogprobs: bool
     logprobs: int
     responseModalities: List[Literal["TEXT", "IMAGE", "AUDIO", "VIDEO"]]
+    thinkingConfig: GeminiThinkingConfig
 
 
 class Tools(TypedDict, total=False):
@@ -212,6 +220,7 @@ class UsageMetadata(TypedDict, total=False):
     candidatesTokenCount: int
     cachedContentTokenCount: int
     promptTokensDetails: List[PromptTokensDetails]
+    thoughtsTokenCount: int
 
 
 class CachedContent(TypedDict, total=False):
diff --git a/litellm/proxy/pass_through_endpoints/types.py b/litellm/types/passthrough_endpoints/pass_through_endpoints.py
similarity index 62%
rename from litellm/proxy/pass_through_endpoints/types.py
rename to litellm/types/passthrough_endpoints/pass_through_endpoints.py
index 59047a630d..ef4e2a0a25 100644
--- a/litellm/proxy/pass_through_endpoints/types.py
+++ b/litellm/types/passthrough_endpoints/pass_through_endpoints.py
@@ -14,5 +14,21 @@ class PassthroughStandardLoggingPayload(TypedDict, total=False):
     """
 
     url: str
+    """
+    The full url of the request
+    """
+
+    request_method: Optional[str]
+    """
+    The method of the request
+    "GET", "POST", "PUT", "DELETE", etc.
+    """
+
     request_body: Optional[dict]
+    """
+    The body of the request
+    """
     response_body: Optional[dict]  # only tracked for non-streaming responses
+    """
+    The body of the response
+    """
diff --git a/litellm/types/proxy/management_endpoints/common_daily_activity.py b/litellm/types/proxy/management_endpoints/common_daily_activity.py
index 9408035746..6213087f64 100644
--- a/litellm/types/proxy/management_endpoints/common_daily_activity.py
+++ b/litellm/types/proxy/management_endpoints/common_daily_activity.py
@@ -39,6 +39,7 @@ class KeyMetadata(BaseModel):
     """Metadata for a key"""
 
     key_alias: Optional[str] = None
+    team_id: Optional[str] = None
 
 
 class KeyMetricWithMetadata(MetricBase):
diff --git a/litellm/types/proxy/management_endpoints/internal_user_endpoints.py b/litellm/types/proxy/management_endpoints/internal_user_endpoints.py
new file mode 100644
index 0000000000..5c2c5bf371
--- /dev/null
+++ b/litellm/types/proxy/management_endpoints/internal_user_endpoints.py
@@ -0,0 +1,18 @@
+from typing import Any, Dict, List, Literal, Optional, Union
+
+from fastapi import HTTPException
+from pydantic import BaseModel, EmailStr
+
+from litellm.proxy._types import LiteLLM_UserTableWithKeyCount
+
+
+class UserListResponse(BaseModel):
+    """
+    Response model for the user list endpoint
+    """
+
+    users: List[LiteLLM_UserTableWithKeyCount]
+    total: int
+    page: int
+    page_size: int
+    total_pages: int
diff --git a/litellm/types/responses/main.py b/litellm/types/responses/main.py
new file mode 100644
index 0000000000..b85df206bc
--- /dev/null
+++ b/litellm/types/responses/main.py
@@ -0,0 +1,76 @@
+from typing import Literal
+
+from pydantic import PrivateAttr
+from typing_extensions import Any, List, Optional, TypedDict
+
+from litellm.types.llms.base import BaseLiteLLMOpenAIResponseObject
+
+
+class GenericResponseOutputItemContentAnnotation(BaseLiteLLMOpenAIResponseObject):
+    """Annotation for content in a message"""
+
+    type: Optional[str]
+    start_index: Optional[int]
+    end_index: Optional[int]
+    url: Optional[str]
+    title: Optional[str]
+    pass
+
+
+class OutputText(BaseLiteLLMOpenAIResponseObject):
+    """Text output content from an assistant message"""
+
+    type: Optional[str]  # "output_text"
+    text: Optional[str]
+    annotations: Optional[List[GenericResponseOutputItemContentAnnotation]]
+
+
+class OutputFunctionToolCall(BaseLiteLLMOpenAIResponseObject):
+    """A tool call to run a function"""
+
+    arguments: Optional[str]
+    call_id: Optional[str]
+    name: Optional[str]
+    type: Optional[str]  # "function_call"
+    id: Optional[str]
+    status: Literal["in_progress", "completed", "incomplete"]
+
+
+class GenericResponseOutputItem(BaseLiteLLMOpenAIResponseObject):
+    """
+    Generic response API output item
+
+    """
+
+    type: str  # "message"
+    id: str
+    status: str  # "completed", "in_progress", etc.
+    role: str  # "assistant", "user", etc.
+    content: List[OutputText]
+
+
+class DeleteResponseResult(BaseLiteLLMOpenAIResponseObject):
+    """
+    Result of a delete response request
+
+    {
+        "id": "resp_6786a1bec27481909a17d673315b29f6",
+        "object": "response",
+        "deleted": true
+    }
+    """
+
+    id: Optional[str]
+    object: Optional[str]
+    deleted: Optional[bool]
+
+    # Define private attributes using PrivateAttr
+    _hidden_params: dict = PrivateAttr(default_factory=dict)
+
+
+class DecodedResponseId(TypedDict, total=False):
+    """Structure representing a decoded response ID"""
+
+    custom_llm_provider: Optional[str]
+    model_id: Optional[str]
+    response_id: str
diff --git a/litellm/types/router.py b/litellm/types/router.py
index fa8273e7b2..22467fa3b0 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -709,7 +709,11 @@ class GenericBudgetWindowDetails(BaseModel):
     ttl_seconds: int
 
 
-OptionalPreCallChecks = List[Literal["prompt_caching", "router_budget_limiting"]]
+OptionalPreCallChecks = List[
+    Literal[
+        "prompt_caching", "router_budget_limiting", "responses_api_deployment_check"
+    ]
+]
 
 
 class LiteLLM_RouterFileObject(TypedDict, total=False):
diff --git a/litellm/types/tag_management.py b/litellm/types/tag_management.py
index e530b37cab..a3615b658c 100644
--- a/litellm/types/tag_management.py
+++ b/litellm/types/tag_management.py
@@ -1,3 +1,4 @@
+from datetime import datetime
 from typing import Dict, List, Optional
 
 from pydantic import BaseModel
@@ -30,3 +31,23 @@ class TagDeleteRequest(BaseModel):
 
 class TagInfoRequest(BaseModel):
     names: List[str]
+
+
+class LiteLLM_DailyTagSpendTable(BaseModel):
+    id: str
+    tag: str
+    date: str
+    api_key: str
+    model: str
+    model_group: Optional[str]
+    custom_llm_provider: Optional[str]
+    prompt_tokens: int
+    completion_tokens: int
+    cache_read_input_tokens: int
+    cache_creation_input_tokens: int
+    spend: float
+    api_requests: int
+    successful_requests: int
+    failed_requests: int
+    created_at: datetime
+    updated_at: datetime
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 35a584b6cf..532162e60f 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -29,6 +29,7 @@ from .guardrails import GuardrailEventHooks
 from .llms.openai import (
     Batch,
     ChatCompletionAnnotation,
+    ChatCompletionRedactedThinkingBlock,
     ChatCompletionThinkingBlock,
     ChatCompletionToolCallChunk,
     ChatCompletionUsageBlock,
@@ -150,6 +151,7 @@ class ModelInfoBase(ProviderSpecificModelInfo, total=False):
     ]  # only for vertex ai models
     output_cost_per_image: Optional[float]
     output_vector_size: Optional[int]
+    output_cost_per_reasoning_token: Optional[float]
     output_cost_per_video_per_second: Optional[float]  # only for vertex ai models
     output_cost_per_audio_per_second: Optional[float]  # only for vertex ai models
     output_cost_per_second: Optional[float]  # for OpenAI Speech models
@@ -377,12 +379,18 @@ class Function(OpenAIObject):
 
     def __init__(
         self,
-        arguments: Optional[Union[Dict, str]],
+        arguments: Optional[Union[Dict, str]] = None,
         name: Optional[str] = None,
         **params,
     ):
         if arguments is None:
-            arguments = ""
+            if params.get("parameters", None) is not None and isinstance(
+                params["parameters"], dict
+            ):
+                arguments = json.dumps(params["parameters"])
+                params.pop("parameters")
+            else:
+                arguments = ""
         elif isinstance(arguments, Dict):
             arguments = json.dumps(arguments)
         else:
@@ -391,7 +399,7 @@ class Function(OpenAIObject):
         name = name
 
         # Build a dictionary with the structure your BaseModel expects
-        data = {"arguments": arguments, "name": name, **params}
+        data = {"arguments": arguments, "name": name}
 
         super(Function, self).__init__(**data)
 
@@ -545,7 +553,9 @@ class Message(OpenAIObject):
     function_call: Optional[FunctionCall]
     audio: Optional[ChatCompletionAudioResponse] = None
     reasoning_content: Optional[str] = None
-    thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+    thinking_blocks: Optional[
+        List[Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]]
+    ] = None
     provider_specific_fields: Optional[Dict[str, Any]] = Field(
         default=None, exclude=True
     )
@@ -560,7 +570,11 @@ class Message(OpenAIObject):
         audio: Optional[ChatCompletionAudioResponse] = None,
         provider_specific_fields: Optional[Dict[str, Any]] = None,
         reasoning_content: Optional[str] = None,
-        thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None,
+        thinking_blocks: Optional[
+            List[
+                Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+            ]
+        ] = None,
         annotations: Optional[List[ChatCompletionAnnotation]] = None,
         **params,
     ):
@@ -643,7 +657,9 @@ class Message(OpenAIObject):
 
 class Delta(OpenAIObject):
     reasoning_content: Optional[str] = None
-    thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+    thinking_blocks: Optional[
+        List[Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]]
+    ] = None
     provider_specific_fields: Optional[Dict[str, Any]] = Field(default=None)
 
     def __init__(
@@ -654,7 +670,11 @@ class Delta(OpenAIObject):
         tool_calls=None,
         audio: Optional[ChatCompletionAudioResponse] = None,
         reasoning_content: Optional[str] = None,
-        thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None,
+        thinking_blocks: Optional[
+            List[
+                Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock]
+            ]
+        ] = None,
         annotations: Optional[List[ChatCompletionAnnotation]] = None,
         **params,
     ):
@@ -829,8 +849,11 @@ class Usage(CompletionUsage):
         # handle reasoning_tokens
         _completion_tokens_details: Optional[CompletionTokensDetailsWrapper] = None
         if reasoning_tokens:
+            text_tokens = (
+                completion_tokens - reasoning_tokens if completion_tokens else None
+            )
             completion_tokens_details = CompletionTokensDetailsWrapper(
-                reasoning_tokens=reasoning_tokens
+                reasoning_tokens=reasoning_tokens, text_tokens=text_tokens
             )
 
         # Ensure completion_tokens_details is properly handled
@@ -2231,6 +2254,10 @@ class SpecialEnums(Enum):
     LITELM_MANAGED_FILE_ID_PREFIX = "litellm_proxy"
     LITELLM_MANAGED_FILE_COMPLETE_STR = "litellm_proxy:{};unified_id,{}"
 
+    LITELLM_MANAGED_RESPONSE_COMPLETE_STR = (
+        "litellm:custom_llm_provider:{};model_id:{};response_id:{}"
+    )
+
 
 LLMResponseTypes = Union[
     ModelResponse, EmbeddingResponse, ImageResponse, OpenAIFileObject
diff --git a/litellm/utils.py b/litellm/utils.py
index 70a48a9360..98a9c34b47 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -180,10 +180,18 @@ from litellm.types.utils import (
     all_litellm_params,
 )
 
-with resources.open_text(
-    "litellm.litellm_core_utils.tokenizers", "anthropic_tokenizer.json"
-) as f:
-    json_data = json.load(f)
+try:
+    # Python 3.9+
+    with resources.files("litellm.litellm_core_utils.tokenizers").joinpath(
+        "anthropic_tokenizer.json"
+    ).open("r") as f:
+        json_data = json.load(f)
+except (ImportError, AttributeError, TypeError):
+    with resources.open_text(
+        "litellm.litellm_core_utils.tokenizers", "anthropic_tokenizer.json"
+    ) as f:
+        json_data = json.load(f)
+
 # Convert to str (if necessary)
 claude_json_str = json.dumps(json_data)
 import importlib.metadata
@@ -516,9 +524,9 @@ def function_setup(  # noqa: PLR0915
         function_id: Optional[str] = kwargs["id"] if "id" in kwargs else None
 
         ## DYNAMIC CALLBACKS ##
-        dynamic_callbacks: Optional[
-            List[Union[str, Callable, CustomLogger]]
-        ] = kwargs.pop("callbacks", None)
+        dynamic_callbacks: Optional[List[Union[str, Callable, CustomLogger]]] = (
+            kwargs.pop("callbacks", None)
+        )
         all_callbacks = get_dynamic_callbacks(dynamic_callbacks=dynamic_callbacks)
 
         if len(all_callbacks) > 0:
@@ -1202,9 +1210,9 @@ def client(original_function):  # noqa: PLR0915
                         exception=e,
                         retry_policy=kwargs.get("retry_policy"),
                     )
-                    kwargs[
-                        "retry_policy"
-                    ] = reset_retry_policy()  # prevent infinite loops
+                    kwargs["retry_policy"] = (
+                        reset_retry_policy()
+                    )  # prevent infinite loops
                 litellm.num_retries = (
                     None  # set retries to None to prevent infinite loops
                 )
@@ -2735,6 +2743,21 @@ def get_optional_params_embeddings(  # noqa: PLR0915
         )
         final_params = {**optional_params, **kwargs}
         return final_params
+    elif custom_llm_provider == "infinity":
+        supported_params = get_supported_openai_params(
+            model=model,
+            custom_llm_provider="infinity",
+            request_type="embeddings",
+        )
+        _check_valid_arg(supported_params=supported_params)
+        optional_params = litellm.InfinityEmbeddingConfig().map_openai_params(
+            non_default_params=non_default_params,
+            optional_params={},
+            model=model,
+            drop_params=drop_params if drop_params is not None else False,
+        )
+        final_params = {**optional_params, **kwargs}
+        return final_params
     elif custom_llm_provider == "fireworks_ai":
         supported_params = get_supported_openai_params(
             model=model,
@@ -3013,16 +3036,16 @@ def get_optional_params(  # noqa: PLR0915
                     True  # so that main.py adds the function call to the prompt
                 )
                 if "tools" in non_default_params:
-                    optional_params[
-                        "functions_unsupported_model"
-                    ] = non_default_params.pop("tools")
+                    optional_params["functions_unsupported_model"] = (
+                        non_default_params.pop("tools")
+                    )
                     non_default_params.pop(
                         "tool_choice", None
                     )  # causes ollama requests to hang
                 elif "functions" in non_default_params:
-                    optional_params[
-                        "functions_unsupported_model"
-                    ] = non_default_params.pop("functions")
+                    optional_params["functions_unsupported_model"] = (
+                        non_default_params.pop("functions")
+                    )
             elif (
                 litellm.add_function_to_prompt
             ):  # if user opts to add it to prompt instead
@@ -3045,10 +3068,10 @@ def get_optional_params(  # noqa: PLR0915
 
     if "response_format" in non_default_params:
         if provider_config is not None:
-            non_default_params[
-                "response_format"
-            ] = provider_config.get_json_schema_from_pydantic_object(
-                response_format=non_default_params["response_format"]
+            non_default_params["response_format"] = (
+                provider_config.get_json_schema_from_pydantic_object(
+                    response_format=non_default_params["response_format"]
+                )
             )
         else:
             non_default_params["response_format"] = type_to_response_format_param(
@@ -4064,9 +4087,9 @@ def _count_characters(text: str) -> int:
 
 
 def get_response_string(response_obj: Union[ModelResponse, ModelResponseStream]) -> str:
-    _choices: Union[
-        List[Union[Choices, StreamingChoices]], List[StreamingChoices]
-    ] = response_obj.choices
+    _choices: Union[List[Union[Choices, StreamingChoices]], List[StreamingChoices]] = (
+        response_obj.choices
+    )
 
     response_str = ""
     for choice in _choices:
@@ -4563,6 +4586,9 @@ def _get_model_info_helper(  # noqa: PLR0915
                 output_cost_per_character=_model_info.get(
                     "output_cost_per_character", None
                 ),
+                output_cost_per_reasoning_token=_model_info.get(
+                    "output_cost_per_reasoning_token", None
+                ),
                 output_cost_per_token_above_128k_tokens=_model_info.get(
                     "output_cost_per_token_above_128k_tokens", None
                 ),
@@ -5117,6 +5143,11 @@ def validate_environment(  # noqa: PLR0915
                 keys_in_environment = True
             else:
                 missing_keys.append("VOYAGE_API_KEY")
+        elif custom_llm_provider == "infinity":
+            if "INFINITY_API_KEY" in os.environ:
+                keys_in_environment = True
+            else:
+                missing_keys.append("INFINITY_API_KEY")
         elif custom_llm_provider == "fireworks_ai":
             if (
                 "FIREWORKS_AI_API_KEY" in os.environ
@@ -6261,24 +6292,27 @@ def validate_and_fix_openai_messages(messages: List):
 
     Handles missing role for assistant messages.
     """
+    new_messages = []
     for message in messages:
         if not message.get("role"):
             message["role"] = "assistant"
         if message.get("tool_calls"):
             message["tool_calls"] = jsonify_tools(tools=message["tool_calls"])
-    return validate_chat_completion_messages(messages=messages)
+
+        convert_msg_to_dict = cast(AllMessageValues, convert_to_dict(message))
+        cleaned_message = cleanup_none_field_in_message(message=convert_msg_to_dict)
+        new_messages.append(cleaned_message)
+    return validate_chat_completion_user_messages(messages=new_messages)
 
 
-def validate_chat_completion_messages(messages: List[AllMessageValues]):
+def cleanup_none_field_in_message(message: AllMessageValues):
     """
-    Ensures all messages are valid OpenAI chat completion messages.
+    Cleans up the message by removing the none field.
+
+    remove None fields in the message - e.g. {"function": None} - some providers raise validation errors
     """
-    # 1. convert all messages to dict
-    messages = [
-        cast(AllMessageValues, convert_to_dict(cast(dict, m))) for m in messages
-    ]
-    # 2. validate user messages
-    return validate_chat_completion_user_messages(messages=messages)
+    new_message = message.copy()
+    return {k: v for k, v in new_message.items() if v is not None}
 
 
 def validate_chat_completion_user_messages(messages: List[AllMessageValues]):
@@ -6548,6 +6582,8 @@ class ProviderConfigManager:
             return litellm.TritonEmbeddingConfig()
         elif litellm.LlmProviders.WATSONX == provider:
             return litellm.IBMWatsonXEmbeddingConfig()
+        elif litellm.LlmProviders.INFINITY == provider:
+            return litellm.InfinityEmbeddingConfig()
         raise ValueError(f"Provider {provider.value} does not support embedding config")
 
     @staticmethod
@@ -6597,11 +6633,13 @@ class ProviderConfigManager:
 
     @staticmethod
     def get_provider_responses_api_config(
-        model: str,
         provider: LlmProviders,
+        model: Optional[str] = None,
     ) -> Optional[BaseResponsesAPIConfig]:
         if litellm.LlmProviders.OPENAI == provider:
             return litellm.OpenAIResponsesAPIConfig()
+        elif litellm.LlmProviders.AZURE == provider:
+            return litellm.AzureOpenAIResponsesAPIConfig()
         return None
 
     @staticmethod
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 9918743bc9..55052761c7 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -5,6 +5,7 @@
         "max_output_tokens": "max output tokens, if the provider specifies it. if not default to max_tokens", 
         "input_cost_per_token": 0.0000,
         "output_cost_per_token": 0.000,
+        "output_cost_per_reasoning_token": 0.000,
         "litellm_provider": "one of https://docs.litellm.ai/docs/providers",
         "mode": "one of: chat, embedding, completion, image_generation, audio_transcription, audio_speech, image_generation, moderation, rerank",
         "supports_function_calling": true,
@@ -1436,6 +1437,76 @@
         "output_cost_per_pixel": 0.0,
         "litellm_provider": "openai"
     },
+    "gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "low/1024-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.0490417e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "medium/1024-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "high/1024-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.59263611e-7,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "low/1024-x-1536/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.0172526e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "medium/1024-x-1536/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "high/1024-x-1536/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.58945719e-7,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "low/1536-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.0172526e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "medium/1536-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 4.0054321e-8,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
+    "high/1536-x-1024/gpt-image-1": {
+        "mode": "image_generation",
+        "input_cost_per_pixel": 1.58945719e-7,
+        "output_cost_per_pixel": 0.0,
+        "litellm_provider": "openai",
+        "supported_endpoints": ["/v1/images/generations"]
+    },
     "gpt-4o-transcribe": {
         "mode": "audio_transcription",
         "input_cost_per_token": 0.0000025,
@@ -1471,6 +1542,294 @@
         "litellm_provider": "openai",
         "supported_endpoints": ["/v1/audio/speech"]
     },
+    "azure/computer-use-preview": {
+        "max_tokens": 1024,
+        "max_input_tokens": 8192,
+        "max_output_tokens": 1024,
+        "input_cost_per_token": 0.000003,
+        "output_cost_per_token": 0.000012,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": false,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true
+    },
+    "azure/gpt-4o-audio-preview-2024-12-17": {
+        "max_tokens": 16384,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "input_cost_per_token": 0.0000025,
+        "input_cost_per_audio_token": 0.00004,
+        "output_cost_per_token": 0.00001,
+        "output_cost_per_audio_token": 0.00008,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions"],
+        "supported_modalities": ["text", "audio"],
+        "supported_output_modalities": ["text", "audio"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": false,
+        "supports_vision": false,
+        "supports_prompt_caching": false,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_reasoning": false
+    },
+    "azure/gpt-4o-mini-audio-preview-2024-12-17": {
+        "max_tokens": 16384,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "input_cost_per_token": 0.0000025,
+        "input_cost_per_audio_token": 0.00004,
+        "output_cost_per_token": 0.00001,
+        "output_cost_per_audio_token": 0.00008,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions"],
+        "supported_modalities": ["text", "audio"],
+        "supported_output_modalities": ["text", "audio"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": false,
+        "supports_vision": false,
+        "supports_prompt_caching": false,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_reasoning": false
+    },
+    "azure/gpt-4.1": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 2e-6,
+        "output_cost_per_token": 8e-6,
+        "input_cost_per_token_batches": 1e-6,
+        "output_cost_per_token_batches": 4e-6,
+        "cache_read_input_token_cost": 0.5e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_web_search": true,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 30e-3,
+            "search_context_size_medium": 35e-3,
+            "search_context_size_high": 50e-3
+        }
+    },
+    "azure/gpt-4.1-2025-04-14": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 2e-6,
+        "output_cost_per_token": 8e-6,
+        "input_cost_per_token_batches": 1e-6,
+        "output_cost_per_token_batches": 4e-6,
+        "cache_read_input_token_cost": 0.5e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_web_search": true,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 30e-3,
+            "search_context_size_medium": 35e-3,
+            "search_context_size_high": 50e-3
+        }
+    },
+    "azure/gpt-4.1-mini": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 0.4e-6,
+        "output_cost_per_token": 1.6e-6,
+        "input_cost_per_token_batches": 0.2e-6,
+        "output_cost_per_token_batches": 0.8e-6,
+        "cache_read_input_token_cost": 0.1e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_web_search": true,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 25e-3,
+            "search_context_size_medium": 27.5e-3,
+            "search_context_size_high": 30e-3
+        }
+    },
+    "azure/gpt-4.1-mini-2025-04-14": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 0.4e-6,
+        "output_cost_per_token": 1.6e-6,
+        "input_cost_per_token_batches": 0.2e-6,
+        "output_cost_per_token_batches": 0.8e-6,
+        "cache_read_input_token_cost": 0.1e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true,
+        "supports_web_search": true,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 25e-3,
+            "search_context_size_medium": 27.5e-3,
+            "search_context_size_high": 30e-3
+        }
+    },
+    "azure/gpt-4.1-nano": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 0.1e-6,
+        "output_cost_per_token": 0.4e-6,
+        "input_cost_per_token_batches": 0.05e-6,
+        "output_cost_per_token_batches": 0.2e-6,
+        "cache_read_input_token_cost": 0.025e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true
+    },
+    "azure/gpt-4.1-nano-2025-04-14": {
+        "max_tokens": 32768,
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "input_cost_per_token": 0.1e-6,
+        "output_cost_per_token": 0.4e-6,
+        "input_cost_per_token_batches": 0.05e-6,
+        "output_cost_per_token_batches": 0.2e-6,
+        "cache_read_input_token_cost": 0.025e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_native_streaming": true
+    },
+    "azure/o3": {
+        "max_tokens": 100000,
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "input_cost_per_token": 1e-5,
+        "output_cost_per_token": 4e-5,
+        "cache_read_input_token_cost": 2.5e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": false,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_tool_choice": true
+    },
+    "azure/o3-2025-04-16": {
+        "max_tokens": 100000,
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "input_cost_per_token": 1e-5,
+        "output_cost_per_token": 4e-5,
+        "cache_read_input_token_cost": 2.5e-6,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": false,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_tool_choice": true
+    },
+    "azure/o4-mini": {
+        "max_tokens": 100000,
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "input_cost_per_token": 1.1e-6,
+        "output_cost_per_token": 4.4e-6,
+        "cache_read_input_token_cost": 2.75e-7,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supported_endpoints": ["/v1/chat/completions", "/v1/batch", "/v1/responses"],
+        "supported_modalities": ["text", "image"],
+        "supported_output_modalities": ["text"],
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": false,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_tool_choice": true
+    },
     "azure/gpt-4o-mini-realtime-preview-2024-12-17": {
         "max_tokens": 4096,
         "max_input_tokens": 128000,
@@ -1647,6 +2006,23 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "azure/o4-mini-2025-04-16": {
+        "max_tokens": 100000,
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "input_cost_per_token": 1.1e-6,
+        "output_cost_per_token": 4.4e-6,
+        "cache_read_input_token_cost": 2.75e-7,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": false,
+        "supports_vision": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_tool_choice": true
+    },
     "azure/o3-mini-2025-01-31": {
         "max_tokens": 100000,
         "max_input_tokens": 200000,
@@ -5093,6 +5469,64 @@
         "source": "https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models#gemini-2.0-flash",
         "supports_tool_choice": true
     },
+    "gemini/gemini-2.5-flash-preview-04-17": {
+        "max_tokens": 65536,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "max_images_per_prompt": 3000,
+        "max_videos_per_prompt": 10,
+        "max_video_length": 1,
+        "max_audio_length_hours": 8.4,
+        "max_audio_per_prompt": 1,
+        "max_pdf_size_mb": 30,
+        "input_cost_per_audio_token": 1e-6,
+        "input_cost_per_token": 0.15e-6,
+        "output_cost_per_token": 0.6e-6,
+        "output_cost_per_reasoning_token": 3.5e-6,
+        "litellm_provider": "gemini",
+        "mode": "chat",
+        "rpm": 10,
+        "tpm": 250000,
+        "supports_system_messages": true,
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_audio_output": false,
+        "supports_tool_choice": true,
+        "supported_endpoints": ["/v1/chat/completions", "/v1/completions"],
+        "supported_modalities": ["text", "image", "audio", "video"],
+        "supported_output_modalities": ["text"],
+        "source": "https://ai.google.dev/gemini-api/docs/models#gemini-2.5-flash-preview"
+    },
+    "gemini-2.5-flash-preview-04-17": {
+        "max_tokens": 65536,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "max_images_per_prompt": 3000,
+        "max_videos_per_prompt": 10,
+        "max_video_length": 1,
+        "max_audio_length_hours": 8.4,
+        "max_audio_per_prompt": 1,
+        "max_pdf_size_mb": 30,
+        "input_cost_per_audio_token": 1e-6,
+        "input_cost_per_token": 0.15e-6,
+        "output_cost_per_token": 0.6e-6,
+        "output_cost_per_reasoning_token": 3.5e-6,
+        "litellm_provider": "vertex_ai-language-models",
+        "mode": "chat",
+        "supports_reasoning": true,
+        "supports_system_messages": true,
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_response_schema": true,
+        "supports_audio_output": false,
+        "supports_tool_choice": true,
+        "supported_endpoints": ["/v1/chat/completions", "/v1/completions", "/v1/batch"],
+        "supported_modalities": ["text", "image", "audio", "video"],
+        "supported_output_modalities": ["text"],
+        "source": "https://ai.google.dev/gemini-api/docs/models#gemini-2.5-flash-preview"
+    },
     "gemini-2.0-flash": {
         "max_tokens": 8192,
         "max_input_tokens": 1048576,
@@ -5167,6 +5601,35 @@
         "source": "https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models#gemini-2.0-flash",
         "supports_tool_choice": true
     },
+    "gemini-2.5-pro-preview-03-25": {
+        "max_tokens": 65536,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "max_images_per_prompt": 3000,
+        "max_videos_per_prompt": 10,
+        "max_video_length": 1,
+        "max_audio_length_hours": 8.4,
+        "max_audio_per_prompt": 1,
+        "max_pdf_size_mb": 30,
+        "input_cost_per_audio_token": 0.00000125,
+        "input_cost_per_token": 0.00000125,
+        "input_cost_per_token_above_200k_tokens": 0.0000025,
+        "output_cost_per_token": 0.00001,
+        "output_cost_per_token_above_200k_tokens": 0.000015, 
+        "litellm_provider": "vertex_ai-language-models",
+        "mode": "chat",
+        "supports_reasoning": true,
+        "supports_system_messages": true,
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_response_schema": true,
+        "supports_audio_output": false,
+        "supports_tool_choice": true,
+        "supported_endpoints": ["/v1/chat/completions", "/v1/completions", "/v1/batch"],
+        "supported_modalities": ["text", "image", "audio", "video"],
+        "supported_output_modalities": ["text"],
+        "source": "https://ai.google.dev/gemini-api/docs/models#gemini-2.5-flash-preview"
+    },
     "gemini/gemini-2.0-pro-exp-02-05": {
         "max_tokens": 8192,
         "max_input_tokens": 2097152,
diff --git a/poetry.lock b/poetry.lock
index 0bbd69dc75..1ad74a07a6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -548,7 +548,7 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev", "proxy-dev"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -742,6 +742,24 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "deprecated"
+version = "1.2.18"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
+    {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -1116,14 +1134,14 @@ protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4
 name = "googleapis-common-protos"
 version = "1.70.0"
 description = "Common protobufs used in Google APIs"
-optional = true
+optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"extra-proxy\""
+groups = ["main", "dev", "proxy-dev"]
 files = [
     {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"},
     {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"},
 ]
+markers = {main = "extra == \"extra-proxy\""}
 
 [package.dependencies]
 grpcio = {version = ">=1.44.0,<2.0.0", optional = true, markers = "extra == \"grpc\""}
@@ -1154,10 +1172,9 @@ protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4
 name = "grpcio"
 version = "1.70.0"
 description = "HTTP/2-based RPC framework"
-optional = true
+optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version < \"3.10\" and extra == \"extra-proxy\""
+groups = ["main", "dev", "proxy-dev"]
 files = [
     {file = "grpcio-1.70.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:95469d1977429f45fe7df441f586521361e235982a0b39e33841549143ae2851"},
     {file = "grpcio-1.70.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:ed9718f17fbdb472e33b869c77a16d0b55e166b100ec57b016dc7de9c8d236bf"},
@@ -1215,6 +1232,7 @@ files = [
     {file = "grpcio-1.70.0-cp39-cp39-win_amd64.whl", hash = "sha256:a31d7e3b529c94e930a117b2175b2efd179d96eb3c7a21ccb0289a8ab05b645c"},
     {file = "grpcio-1.70.0.tar.gz", hash = "sha256:8d1584a68d5922330025881e63a6c1b54cc8117291d382e4fa69339b6d914c56"},
 ]
+markers = {main = "python_version < \"3.10\" and extra == \"extra-proxy\"", dev = "python_version < \"3.10\"", proxy-dev = "python_version < \"3.10\""}
 
 [package.extras]
 protobuf = ["grpcio-tools (>=1.70.0)"]
@@ -1223,10 +1241,9 @@ protobuf = ["grpcio-tools (>=1.70.0)"]
 name = "grpcio"
 version = "1.71.0"
 description = "HTTP/2-based RPC framework"
-optional = true
+optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version >= \"3.10\" and extra == \"extra-proxy\""
+groups = ["main", "dev", "proxy-dev"]
 files = [
     {file = "grpcio-1.71.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:c200cb6f2393468142eb50ab19613229dcc7829b5ccee8b658a36005f6669fdd"},
     {file = "grpcio-1.71.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:b2266862c5ad664a380fbbcdbdb8289d71464c42a8c29053820ee78ba0119e5d"},
@@ -1280,45 +1297,28 @@ files = [
     {file = "grpcio-1.71.0-cp39-cp39-win_amd64.whl", hash = "sha256:63e41b91032f298b3e973b3fa4093cbbc620c875e2da7b93e249d4728b54559a"},
     {file = "grpcio-1.71.0.tar.gz", hash = "sha256:2b85f7820475ad3edec209d3d89a7909ada16caab05d3f2e08a7e8ae3200a55c"},
 ]
+markers = {main = "python_version >= \"3.10\" and extra == \"extra-proxy\"", dev = "python_version >= \"3.10\"", proxy-dev = "python_version >= \"3.10\""}
 
 [package.extras]
 protobuf = ["grpcio-tools (>=1.71.0)"]
 
 [[package]]
 name = "grpcio-status"
-version = "1.70.0"
+version = "1.62.3"
 description = "Status proto mapping for gRPC"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version < \"3.10\" and extra == \"extra-proxy\""
+markers = "extra == \"extra-proxy\""
 files = [
-    {file = "grpcio_status-1.70.0-py3-none-any.whl", hash = "sha256:fc5a2ae2b9b1c1969cc49f3262676e6854aa2398ec69cb5bd6c47cd501904a85"},
-    {file = "grpcio_status-1.70.0.tar.gz", hash = "sha256:0e7b42816512433b18b9d764285ff029bde059e9d41f8fe10a60631bd8348101"},
+    {file = "grpcio-status-1.62.3.tar.gz", hash = "sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485"},
+    {file = "grpcio_status-1.62.3-py3-none-any.whl", hash = "sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8"},
 ]
 
 [package.dependencies]
 googleapis-common-protos = ">=1.5.5"
-grpcio = ">=1.70.0"
-protobuf = ">=5.26.1,<6.0dev"
-
-[[package]]
-name = "grpcio-status"
-version = "1.71.0"
-description = "Status proto mapping for gRPC"
-optional = true
-python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"extra-proxy\" and python_version >= \"3.10\""
-files = [
-    {file = "grpcio_status-1.71.0-py3-none-any.whl", hash = "sha256:843934ef8c09e3e858952887467f8256aac3910c55f077a359a65b2b3cde3e68"},
-    {file = "grpcio_status-1.71.0.tar.gz", hash = "sha256:11405fed67b68f406b3f3c7c5ae5104a79d2d309666d10d61b152e91d28fb968"},
-]
-
-[package.dependencies]
-googleapis-common-protos = ">=1.5.5"
-grpcio = ">=1.71.0"
-protobuf = ">=5.26.1,<6.0dev"
+grpcio = ">=1.62.3"
+protobuf = ">=4.21.6"
 
 [[package]]
 name = "gunicorn"
@@ -1550,27 +1550,23 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "importlib-metadata"
-version = "8.5.0"
+version = "7.1.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
-    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
 ]
 
 [package.dependencies]
-zipp = ">=3.20"
+zipp = ">=0.5"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
-type = ["pytest-mypy"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy ; platform_python_implementation != \"PyPy\"", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
@@ -1780,14 +1776,14 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.1.10"
+version = "0.1.11"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 optional = true
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 groups = ["main"]
 markers = "extra == \"proxy\""
 files = [
-    {file = "litellm_proxy_extras-0.1.10.tar.gz", hash = "sha256:0188a53316668f15e1f8a0e0d322bda8c366787e42e344db388ed97ad7c4cd95"},
+    {file = "litellm_proxy_extras-0.1.11.tar.gz", hash = "sha256:9c170209b2f0b64c16aebe9a35866fa457142aee5fab51476e3b4b76d9ca4e9e"},
 ]
 
 [[package]]
@@ -2326,6 +2322,142 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.25.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_api-1.25.0-py3-none-any.whl", hash = "sha256:757fa1aa020a0f8fa139f8959e53dec2051cc26b832e76fa839a6d76ecefd737"},
+    {file = "opentelemetry_api-1.25.0.tar.gz", hash = "sha256:77c4985f62f2614e42ce77ee4c9da5fa5f0bc1e1821085e9a47533a9323ae869"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+importlib-metadata = ">=6.0,<=7.1"
+
+[[package]]
+name = "opentelemetry-exporter-otlp"
+version = "1.25.0"
+description = "OpenTelemetry Collector Exporters"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_exporter_otlp-1.25.0-py3-none-any.whl", hash = "sha256:d67a831757014a3bc3174e4cd629ae1493b7ba8d189e8a007003cacb9f1a6b60"},
+    {file = "opentelemetry_exporter_otlp-1.25.0.tar.gz", hash = "sha256:ce03199c1680a845f82e12c0a6a8f61036048c07ec7a0bd943142aca8fa6ced0"},
+]
+
+[package.dependencies]
+opentelemetry-exporter-otlp-proto-grpc = "1.25.0"
+opentelemetry-exporter-otlp-proto-http = "1.25.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.25.0"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0-py3-none-any.whl", hash = "sha256:15637b7d580c2675f70246563363775b4e6de947871e01d0f4e3881d1848d693"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0.tar.gz", hash = "sha256:c93f4e30da4eee02bacd1e004eb82ce4da143a2f8e15b987a9f603e0a85407d3"},
+]
+
+[package.dependencies]
+opentelemetry-proto = "1.25.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.25.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0-py3-none-any.whl", hash = "sha256:3131028f0c0a155a64c430ca600fd658e8e37043cb13209f0109db5c1a3e4eb4"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0.tar.gz", hash = "sha256:c0b1661415acec5af87625587efa1ccab68b873745ca0ee96b69bb1042087eac"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = ">=1.0.0,<2.0.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.25.0"
+opentelemetry-proto = "1.25.0"
+opentelemetry-sdk = ">=1.25.0,<1.26.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.25.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0-py3-none-any.whl", hash = "sha256:2eca686ee11b27acd28198b3ea5e5863a53d1266b91cda47c839d95d5e0541a6"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0.tar.gz", hash = "sha256:9f8723859e37c75183ea7afa73a3542f01d0fd274a5b97487ea24cb683d7d684"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+googleapis-common-protos = ">=1.52,<2.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.25.0"
+opentelemetry-proto = "1.25.0"
+opentelemetry-sdk = ">=1.25.0,<1.26.0"
+requests = ">=2.7,<3.0"
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.25.0"
+description = "OpenTelemetry Python Proto"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_proto-1.25.0-py3-none-any.whl", hash = "sha256:f07e3341c78d835d9b86665903b199893befa5e98866f63d22b00d0b7ca4972f"},
+    {file = "opentelemetry_proto-1.25.0.tar.gz", hash = "sha256:35b6ef9dc4a9f7853ecc5006738ad40443701e52c26099e197895cbda8b815a3"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19,<5.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.25.0"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_sdk-1.25.0-py3-none-any.whl", hash = "sha256:d97ff7ec4b351692e9d5a15af570c693b8715ad78b8aafbec5c7100fe966b4c9"},
+    {file = "opentelemetry_sdk-1.25.0.tar.gz", hash = "sha256:ce7fc319c57707ef5bf8b74fb9f8ebdb8bfafbe11898410e0d2a761d08a98ec7"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.25.0"
+opentelemetry-semantic-conventions = "0.46b0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.46b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev", "proxy-dev"]
+files = [
+    {file = "opentelemetry_semantic_conventions-0.46b0-py3-none-any.whl", hash = "sha256:6daef4ef9fa51d51855d9f8e0ccd3a1bd59e0e545abe99ac6203804e36ab3e07"},
+    {file = "opentelemetry_semantic_conventions-0.46b0.tar.gz", hash = "sha256:fbc982ecbb6a6e90869b15c1673be90bd18c8a56ff1cffc0864e38e2edffaefa"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.25.0"
+
 [[package]]
 name = "orjson"
 version = "3.10.15"
@@ -2668,25 +2800,25 @@ testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
-version = "5.29.4"
+version = "4.25.6"
 description = ""
-optional = true
+optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"extra-proxy\""
+groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "protobuf-5.29.4-cp310-abi3-win32.whl", hash = "sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7"},
-    {file = "protobuf-5.29.4-cp310-abi3-win_amd64.whl", hash = "sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d"},
-    {file = "protobuf-5.29.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:307ecba1d852ec237e9ba668e087326a67564ef83e45a0189a772ede9e854dd0"},
-    {file = "protobuf-5.29.4-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:aec4962f9ea93c431d5714ed1be1c93f13e1a8618e70035ba2b0564d9e633f2e"},
-    {file = "protobuf-5.29.4-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:d7d3f7d1d5a66ed4942d4fefb12ac4b14a29028b209d4bfb25c68ae172059922"},
-    {file = "protobuf-5.29.4-cp38-cp38-win32.whl", hash = "sha256:1832f0515b62d12d8e6ffc078d7e9eb06969aa6dc13c13e1036e39d73bebc2de"},
-    {file = "protobuf-5.29.4-cp38-cp38-win_amd64.whl", hash = "sha256:476cb7b14914c780605a8cf62e38c2a85f8caff2e28a6a0bad827ec7d6c85d68"},
-    {file = "protobuf-5.29.4-cp39-cp39-win32.whl", hash = "sha256:fd32223020cb25a2cc100366f1dedc904e2d71d9322403224cdde5fdced0dabe"},
-    {file = "protobuf-5.29.4-cp39-cp39-win_amd64.whl", hash = "sha256:678974e1e3a9b975b8bc2447fca458db5f93a2fb6b0c8db46b6675b5b5346812"},
-    {file = "protobuf-5.29.4-py3-none-any.whl", hash = "sha256:3fde11b505e1597f71b875ef2fc52062b6a9740e5f7c8997ce878b6009145862"},
-    {file = "protobuf-5.29.4.tar.gz", hash = "sha256:4f1dfcd7997b31ef8f53ec82781ff434a28bf71d9102ddde14d076adcfc78c99"},
+    {file = "protobuf-4.25.6-cp310-abi3-win32.whl", hash = "sha256:61df6b5786e2b49fc0055f636c1e8f0aff263808bb724b95b164685ac1bcc13a"},
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 [[package]]
 name = "pyasn1"
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 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["main"]
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 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
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+    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc78a84e2dfbc27afe4b2bd7c80c8db9bca75cc5b85df52bfe634596a1da846b"},
+    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:ba0f0eb61ef00ea10e00eb53a9129501f52385c44853dbd6c4ad3f403603083f"},
+    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:1e1fe0e6ab7775fd842bc39e86f6dcfc4507ab0ffe206093e76d61cde37225c8"},
+    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:c86563182421896d73858e08e1db93afdd2b947a70064b813d515d66549e15f9"},
+    {file = "wrapt-1.17.2-cp39-cp39-win32.whl", hash = "sha256:f393cda562f79828f38a819f4788641ac7c4085f30f1ce1a68672baa686482bb"},
+    {file = "wrapt-1.17.2-cp39-cp39-win_amd64.whl", hash = "sha256:36ccae62f64235cf8ddb682073a60519426fdd4725524ae38874adf72b5f2aeb"},
+    {file = "wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8"},
+    {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
+]
+
 [[package]]
 name = "wsproto"
 version = "1.2.0"
@@ -4363,7 +4584,7 @@ version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "proxy-dev"]
 files = [
     {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
     {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
@@ -4384,4 +4605,4 @@ proxy = ["PyJWT", "apscheduler", "backoff", "boto3", "cryptography", "fastapi",
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.8.1,<4.0, !=3.9.7"
-content-hash = "5e2a741e4861d6a4edb31372bc47967180238151517597543c6983c5b13f836c"
+content-hash = "adefc5c35b625ab156ff674c880256643a22880012451d4ade7fa2ef11f5885d"
diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index 364a218c33..23316c4a71 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -7,13 +7,13 @@ model_list:
       id: "1"
   - model_name: gpt-3.5-turbo-end-user-test
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://openai-gpt-4-test-v-1.openai.azure.com/
       api_version: "2023-05-15"
       api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault
   - model_name: gpt-3.5-turbo
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://openai-gpt-4-test-v-1.openai.azure.com/
       api_version: "2023-05-15"
       api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault
@@ -26,7 +26,7 @@ model_list:
       stream_timeout: 60
   - model_name: gpt-4
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://openai-gpt-4-test-v-1.openai.azure.com/
       api_version: "2023-05-15"
       api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault
diff --git a/pyproject.toml b/pyproject.toml
index 6c13a86c5c..137189e31b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.66.3"
+version = "1.67.3"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -55,7 +55,7 @@ websockets = {version = "^13.1.0", optional = true}
 boto3 = {version = "1.34.34", optional = true}
 redisvl = {version = "^0.4.1", optional = true, markers = "python_version >= '3.9' and python_version < '3.14'"}
 mcp = {version = "1.5.0", optional = true, python = ">=3.10"}
-litellm-proxy-extras = {version = "0.1.10", optional = true}
+litellm-proxy-extras = {version = "0.1.11", optional = true}
 
 [tool.poetry.extras]
 proxy = [
@@ -107,18 +107,24 @@ types-requests = "*"
 types-setuptools = "*"
 types-redis = "*"
 types-PyYAML = "*"
+opentelemetry-api = "1.25.0"
+opentelemetry-sdk = "1.25.0"
+opentelemetry-exporter-otlp = "1.25.0"
 
 [tool.poetry.group.proxy-dev.dependencies]
 prisma = "0.11.0"
 hypercorn = "^0.15.0"
 prometheus-client = "0.20.0"
+opentelemetry-api = "1.25.0"
+opentelemetry-sdk = "1.25.0"
+opentelemetry-exporter-otlp = "1.25.0"
 
 [build-system]
 requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.66.3"
+version = "1.67.3"
 version_files = [
     "pyproject.toml:^version"
 ]
diff --git a/requirements.txt b/requirements.txt
index 9e654d1b89..01f3686c37 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -37,7 +37,7 @@ sentry_sdk==2.21.0 # for sentry error handling
 detect-secrets==1.5.0 # Enterprise - secret detection / masking in LLM requests
 cryptography==43.0.1
 tzdata==2025.1 # IANA time zone database
-litellm-proxy-extras==0.1.10 # for proxy extras - e.g. prisma migrations
+litellm-proxy-extras==0.1.11 # for proxy extras - e.g. prisma migrations
 ### LITELLM PACKAGE DEPENDENCIES
 python-dotenv==1.0.0 # for env 
 tiktoken==0.8.0 # for calculating usage
diff --git a/security.md b/security.md
index 35ec049193..d126dabcc6 100644
--- a/security.md
+++ b/security.md
@@ -22,9 +22,6 @@
 - Audit Logs with retention policy
 - Control Allowed IP Addresses that can access your Cloud LiteLLM Instance
 
-For security inquiries, please contact us at support@berri.ai
-
-
 For security inquiries, please contact us at support@berri.ai
 
 #### Supported data regions for LiteLLM Cloud
diff --git a/test-results/.last-run.json b/test-results/.last-run.json
new file mode 100644
index 0000000000..5fca3f84bc
--- /dev/null
+++ b/test-results/.last-run.json
@@ -0,0 +1,4 @@
+{
+  "status": "failed",
+  "failedTests": []
+}
\ No newline at end of file
diff --git a/tests/image_gen_tests/base_image_generation_test.py b/tests/image_gen_tests/base_image_generation_test.py
index cf01390e07..76fa2f5540 100644
--- a/tests/image_gen_tests/base_image_generation_test.py
+++ b/tests/image_gen_tests/base_image_generation_test.py
@@ -66,8 +66,8 @@ class BaseImageGenTest(ABC):
             logged_standard_logging_payload = custom_logger.standard_logging_payload
             print("logged_standard_logging_payload", logged_standard_logging_payload)
             assert logged_standard_logging_payload is not None
-            # assert logged_standard_logging_payload["response_cost"] is not None
-            # assert logged_standard_logging_payload["response_cost"] > 0
+            assert logged_standard_logging_payload["response_cost"] is not None
+            assert logged_standard_logging_payload["response_cost"] > 0
 
             from openai.types.images_response import ImagesResponse
 
@@ -85,4 +85,4 @@ class BaseImageGenTest(ABC):
             if "Your task failed as a result of our safety system." in str(e):
                 pass
             else:
-                pytest.fail(f"An exception occurred - {str(e)}")
+                pytest.fail(f"An exception occurred - {str(e)}")
\ No newline at end of file
diff --git a/tests/image_gen_tests/test_image_generation.py b/tests/image_gen_tests/test_image_generation.py
index bee9d1f7d5..21f96095a7 100644
--- a/tests/image_gen_tests/test_image_generation.py
+++ b/tests/image_gen_tests/test_image_generation.py
@@ -161,6 +161,9 @@ class TestOpenAIDalle3(BaseImageGenTest):
     def get_base_image_generation_call_args(self) -> dict:
         return {"model": "dall-e-3"}
 
+class TestOpenAIGPTImage1(BaseImageGenTest):
+    def get_base_image_generation_call_args(self) -> dict:
+        return {"model": "gpt-image-1"}
 
 class TestAzureOpenAIDalle3(BaseImageGenTest):
     def get_base_image_generation_call_args(self) -> dict:
diff --git a/tests/litellm/integrations/arize/test_arize_utils.py b/tests/litellm/integrations/arize/test_arize_utils.py
new file mode 100644
index 0000000000..bea42faaa8
--- /dev/null
+++ b/tests/litellm/integrations/arize/test_arize_utils.py
@@ -0,0 +1,231 @@
+import json
+import os
+import sys
+from typing import Optional
+
+# Adds the grandparent directory to sys.path to allow importing project modules
+sys.path.insert(0, os.path.abspath("../.."))
+
+import asyncio
+import litellm
+import pytest
+from litellm.integrations.arize.arize import ArizeLogger
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.integrations._types.open_inference import (
+    SpanAttributes,
+    MessageAttributes,
+    ToolCallAttributes,
+)
+from litellm.types.utils import Choices, StandardCallbackDynamicParams
+
+
+def test_arize_set_attributes():
+    """
+    Test setting attributes for Arize, including all custom LLM attributes.
+    Ensures that the correct span attributes are being added during a request.
+    """
+    from unittest.mock import MagicMock
+    from litellm.types.utils import ModelResponse
+
+    span = MagicMock()  # Mocked tracing span to test attribute setting
+
+    # Construct kwargs to simulate a real LLM request scenario
+    kwargs = {
+        "model": "gpt-4o",
+        "messages": [{"role": "user", "content": "Basic Request Content"}],
+        "standard_logging_object": {
+            "model_parameters": {"user": "test_user"},
+            "metadata": {"key_1": "value_1", "key_2": None},
+            "call_type": "completion",
+        },
+        "optional_params": {
+            "max_tokens": "100",
+            "temperature": "1",
+            "top_p": "5",
+            "stream": False,
+            "user": "test_user",
+            "tools": [
+                {
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Fetches weather details.",
+                        "parameters": {
+                            "type": "object",
+                            "properties": {
+                                "location": {
+                                    "type": "string",
+                                    "description": "City name",
+                                }
+                            },
+                            "required": ["location"],
+                        },
+                    }
+                }
+            ],
+            "functions": [{"name": "get_weather"}, {"name": "get_stock_price"}],
+        },
+        "litellm_params": {"custom_llm_provider": "openai"},
+    }
+
+    # Simulated LLM response object
+    response_obj = ModelResponse(
+        usage={"total_tokens": 100, "completion_tokens": 60, "prompt_tokens": 40},
+        choices=[
+            Choices(message={"role": "assistant", "content": "Basic Response Content"})
+        ],
+        model="gpt-4o",
+        id="chatcmpl-ID",
+    )
+
+    # Apply attribute setting via ArizeLogger
+    ArizeLogger.set_arize_attributes(span, kwargs, response_obj)
+
+    # Validate that the expected number of attributes were set
+    assert span.set_attribute.call_count == 28
+
+    # Metadata attached to the span
+    span.set_attribute.assert_any_call(
+        SpanAttributes.METADATA, json.dumps({"key_1": "value_1", "key_2": None})
+    )
+
+    # Basic LLM information
+    span.set_attribute.assert_any_call(SpanAttributes.LLM_MODEL_NAME, "gpt-4o")
+    span.set_attribute.assert_any_call("llm.request.type", "completion")
+    span.set_attribute.assert_any_call(SpanAttributes.LLM_PROVIDER, "openai")
+
+    # LLM generation parameters
+    span.set_attribute.assert_any_call("llm.request.max_tokens", "100")
+    span.set_attribute.assert_any_call("llm.request.temperature", "1")
+    span.set_attribute.assert_any_call("llm.request.top_p", "5")
+
+    # Streaming and user info
+    span.set_attribute.assert_any_call("llm.is_streaming", "False")
+    span.set_attribute.assert_any_call("llm.user", "test_user")
+
+    # Response metadata
+    span.set_attribute.assert_any_call("llm.response.id", "chatcmpl-ID")
+    span.set_attribute.assert_any_call("llm.response.model", "gpt-4o")
+    span.set_attribute.assert_any_call(SpanAttributes.OPENINFERENCE_SPAN_KIND, "LLM")
+
+    # Request message content and metadata
+    span.set_attribute.assert_any_call(
+        SpanAttributes.INPUT_VALUE, "Basic Request Content"
+    )
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_INPUT_MESSAGES}.0.{MessageAttributes.MESSAGE_ROLE}",
+        "user",
+    )
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_INPUT_MESSAGES}.0.{MessageAttributes.MESSAGE_CONTENT}",
+        "Basic Request Content",
+    )
+
+    # Tool call definitions and function names
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_TOOLS}.0.{SpanAttributes.TOOL_NAME}", "get_weather"
+    )
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_TOOLS}.0.{SpanAttributes.TOOL_DESCRIPTION}",
+        "Fetches weather details.",
+    )
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_TOOLS}.0.{SpanAttributes.TOOL_PARAMETERS}",
+        json.dumps(
+            {
+                "type": "object",
+                "properties": {
+                    "location": {"type": "string", "description": "City name"}
+                },
+                "required": ["location"],
+            }
+        ),
+    )
+
+    # Tool calls captured from optional_params
+    span.set_attribute.assert_any_call(
+        f"{MessageAttributes.MESSAGE_TOOL_CALLS}.0.{ToolCallAttributes.TOOL_CALL_FUNCTION_NAME}",
+        "get_weather",
+    )
+    span.set_attribute.assert_any_call(
+        f"{MessageAttributes.MESSAGE_TOOL_CALLS}.1.{ToolCallAttributes.TOOL_CALL_FUNCTION_NAME}",
+        "get_stock_price",
+    )
+
+    # Invocation parameters
+    span.set_attribute.assert_any_call(
+        SpanAttributes.LLM_INVOCATION_PARAMETERS, '{"user": "test_user"}'
+    )
+
+    # User ID
+    span.set_attribute.assert_any_call(SpanAttributes.USER_ID, "test_user")
+
+    # Output message content
+    span.set_attribute.assert_any_call(
+        SpanAttributes.OUTPUT_VALUE, "Basic Response Content"
+    )
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.0.{MessageAttributes.MESSAGE_ROLE}",
+        "assistant",
+    )
+    span.set_attribute.assert_any_call(
+        f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.0.{MessageAttributes.MESSAGE_CONTENT}",
+        "Basic Response Content",
+    )
+
+    # Token counts
+    span.set_attribute.assert_any_call(SpanAttributes.LLM_TOKEN_COUNT_TOTAL, 100)
+    span.set_attribute.assert_any_call(SpanAttributes.LLM_TOKEN_COUNT_COMPLETION, 60)
+    span.set_attribute.assert_any_call(SpanAttributes.LLM_TOKEN_COUNT_PROMPT, 40)
+
+
+class TestArizeLogger(CustomLogger):
+    """
+    Custom logger implementation to capture standard_callback_dynamic_params.
+    Used to verify that dynamic config keys are being passed to callbacks.
+    """
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.standard_callback_dynamic_params: Optional[
+            StandardCallbackDynamicParams
+        ] = None
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        # Capture dynamic params and print them for verification
+        print("logged kwargs", json.dumps(kwargs, indent=4, default=str))
+        self.standard_callback_dynamic_params = kwargs.get(
+            "standard_callback_dynamic_params"
+        )
+
+
+@pytest.mark.asyncio
+async def test_arize_dynamic_params():
+    """
+    Test to ensure that dynamic Arize keys (API key and space key)
+    are received inside the callback logger at runtime.
+    """
+    test_arize_logger = TestArizeLogger()
+    litellm.callbacks = [test_arize_logger]
+
+    # Perform a mocked async completion call to trigger logging
+    await litellm.acompletion(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "Basic Request Content"}],
+        mock_response="test",
+        arize_api_key="test_api_key_dynamic",
+        arize_space_key="test_space_key_dynamic",
+    )
+
+    # Allow for async propagation
+    await asyncio.sleep(2)
+
+    # Assert dynamic parameters were received in the callback
+    assert test_arize_logger.standard_callback_dynamic_params is not None
+    assert (
+        test_arize_logger.standard_callback_dynamic_params.get("arize_api_key")
+        == "test_api_key_dynamic"
+    )
+    assert (
+        test_arize_logger.standard_callback_dynamic_params.get("arize_space_key")
+        == "test_space_key_dynamic"
+    )
diff --git a/tests/litellm/integrations/test_agentops.py b/tests/litellm/integrations/test_agentops.py
new file mode 100644
index 0000000000..3302736177
--- /dev/null
+++ b/tests/litellm/integrations/test_agentops.py
@@ -0,0 +1,98 @@
+import os
+import sys
+import pytest
+from unittest.mock import patch, MagicMock
+
+sys.path.insert(0, os.path.abspath("../.."))  # Adds the parent directory to the system-path
+
+from litellm.integrations.agentops.agentops import AgentOps, AgentOpsConfig
+
+@pytest.fixture
+def mock_auth_response():
+    return {
+        "token": "test_jwt_token",
+        "project_id": "test_project_id"
+    }
+
+@pytest.fixture
+def agentops_config():
+    return AgentOpsConfig(
+        endpoint="https://otlp.agentops.cloud/v1/traces",
+        api_key="test_api_key",
+        service_name="test_service",
+        deployment_environment="test_env",
+        auth_endpoint="https://api.agentops.ai/v3/auth/token"
+    )
+
+def test_agentops_config_from_env():
+    """Test that AgentOpsConfig correctly reads from environment variables"""
+    with patch.dict(os.environ, {
+        "AGENTOPS_API_KEY": "test_key",
+        "AGENTOPS_SERVICE_NAME": "test_service",
+        "AGENTOPS_ENVIRONMENT": "test_env"
+    }):
+        config = AgentOpsConfig.from_env()
+        assert config.api_key == "test_key"
+        assert config.service_name == "test_service"
+        assert config.deployment_environment == "test_env"
+        assert config.endpoint == "https://otlp.agentops.cloud/v1/traces"
+        assert config.auth_endpoint == "https://api.agentops.ai/v3/auth/token"
+
+def test_agentops_config_defaults():
+    """Test that AgentOpsConfig uses correct default values"""
+    config = AgentOpsConfig()
+    assert config.service_name is None
+    assert config.deployment_environment is None
+    assert config.api_key is None
+    assert config.endpoint == "https://otlp.agentops.cloud/v1/traces"
+    assert config.auth_endpoint == "https://api.agentops.ai/v3/auth/token"
+
+@patch('litellm.integrations.agentops.agentops.AgentOps._fetch_auth_token')
+def test_fetch_auth_token_success(mock_fetch_auth_token, mock_auth_response):
+    """Test successful JWT token fetch"""
+    mock_fetch_auth_token.return_value = mock_auth_response
+    
+    config = AgentOpsConfig(api_key="test_key")
+    agentops = AgentOps(config=config)
+    
+    mock_fetch_auth_token.assert_called_once_with("test_key", "https://api.agentops.ai/v3/auth/token")
+    assert agentops.resource_attributes.get("project.id") == mock_auth_response.get("project_id")
+
+@patch('litellm.integrations.agentops.agentops.AgentOps._fetch_auth_token')
+def test_fetch_auth_token_failure(mock_fetch_auth_token):
+    """Test failed JWT token fetch"""
+    mock_fetch_auth_token.side_effect = Exception("Failed to fetch auth token: Unauthorized")
+    
+    config = AgentOpsConfig(api_key="test_key")
+    agentops = AgentOps(config=config)
+    
+    mock_fetch_auth_token.assert_called_once()
+    assert "project.id" not in agentops.resource_attributes
+
+@patch('litellm.integrations.agentops.agentops.AgentOps._fetch_auth_token')
+def test_agentops_initialization(mock_fetch_auth_token, agentops_config, mock_auth_response):
+    """Test AgentOps initialization with config"""
+    mock_fetch_auth_token.return_value = mock_auth_response
+    
+    agentops = AgentOps(config=agentops_config)
+    
+    assert agentops.resource_attributes["service.name"] == "test_service"
+    assert agentops.resource_attributes["deployment.environment"] == "test_env"
+    assert agentops.resource_attributes["telemetry.sdk.name"] == "agentops"
+    assert agentops.resource_attributes["project.id"] == "test_project_id"
+
+def test_agentops_initialization_no_auth():
+    """Test AgentOps initialization without authentication"""
+    test_config = AgentOpsConfig(
+        endpoint="https://otlp.agentops.cloud/v1/traces",
+        api_key=None,  # No API key
+        service_name="test_service",
+        deployment_environment="test_env"
+    )
+    
+    agentops = AgentOps(config=test_config)
+    
+    assert agentops.resource_attributes["service.name"] == "test_service"
+    assert agentops.resource_attributes["deployment.environment"] == "test_env"
+    assert agentops.resource_attributes["telemetry.sdk.name"] == "agentops"
+    assert "project.id" not in agentops.resource_attributes 
\ No newline at end of file
diff --git a/tests/litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index 8f8f043935..7df783e719 100644
--- a/tests/litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -10,7 +10,13 @@ from litellm.litellm_core_utils.llm_cost_calc.tool_call_cost_tracking import (
     StandardBuiltInToolCostTracking,
 )
 from litellm.types.llms.openai import FileSearchTool, WebSearchOptions
-from litellm.types.utils import ModelInfo, ModelResponse, StandardBuiltInToolsParams
+from litellm.types.utils import (
+    CompletionTokensDetailsWrapper,
+    ModelInfo,
+    ModelResponse,
+    PromptTokensDetailsWrapper,
+    StandardBuiltInToolsParams,
+)
 
 sys.path.insert(
     0, os.path.abspath("../../..")
@@ -20,6 +26,92 @@ from litellm.litellm_core_utils.llm_cost_calc.utils import generic_cost_per_toke
 from litellm.types.utils import Usage
 
 
+def test_reasoning_tokens_no_price_set():
+    model = "o1-mini"
+    custom_llm_provider = "openai"
+    os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    model_cost_map = litellm.model_cost[model]
+    usage = Usage(
+        completion_tokens=1578,
+        prompt_tokens=17,
+        total_tokens=1595,
+        completion_tokens_details=CompletionTokensDetailsWrapper(
+            accepted_prediction_tokens=None,
+            audio_tokens=None,
+            reasoning_tokens=952,
+            rejected_prediction_tokens=None,
+            text_tokens=626,
+        ),
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            audio_tokens=None, cached_tokens=None, text_tokens=17, image_tokens=None
+        ),
+    )
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model=model,
+        usage=usage,
+        custom_llm_provider="openai",
+    )
+    assert round(prompt_cost, 10) == round(
+        model_cost_map["input_cost_per_token"] * usage.prompt_tokens,
+        10,
+    )
+    print(f"completion_cost: {completion_cost}")
+    expected_completion_cost = (
+        model_cost_map["output_cost_per_token"] * usage.completion_tokens
+    )
+    print(f"expected_completion_cost: {expected_completion_cost}")
+    assert round(completion_cost, 10) == round(
+        expected_completion_cost,
+        10,
+    )
+
+
+def test_reasoning_tokens_gemini():
+    model = "gemini-2.5-flash-preview-04-17"
+    custom_llm_provider = "gemini"
+    os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+
+    usage = Usage(
+        completion_tokens=1578,
+        prompt_tokens=17,
+        total_tokens=1595,
+        completion_tokens_details=CompletionTokensDetailsWrapper(
+            accepted_prediction_tokens=None,
+            audio_tokens=None,
+            reasoning_tokens=952,
+            rejected_prediction_tokens=None,
+            text_tokens=626,
+        ),
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            audio_tokens=None, cached_tokens=None, text_tokens=17, image_tokens=None
+        ),
+    )
+    model_cost_map = litellm.model_cost[model]
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model=model,
+        usage=usage,
+        custom_llm_provider=custom_llm_provider,
+    )
+
+    assert round(prompt_cost, 10) == round(
+        model_cost_map["input_cost_per_token"] * usage.prompt_tokens,
+        10,
+    )
+    assert round(completion_cost, 10) == round(
+        (
+            model_cost_map["output_cost_per_token"]
+            * usage.completion_tokens_details.text_tokens
+        )
+        + (
+            model_cost_map["output_cost_per_reasoning_token"]
+            * usage.completion_tokens_details.reasoning_tokens
+        ),
+        10,
+    )
+
+
 def test_generic_cost_per_token_above_200k_tokens():
     model = "gemini-2.5-pro-exp-03-25"
     custom_llm_provider = "vertex_ai"
diff --git a/tests/litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py b/tests/litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py
index aca0e02e17..1d349a44e5 100644
--- a/tests/litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py
+++ b/tests/litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py
@@ -11,6 +11,7 @@ sys.path.insert(
 
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
     get_format_from_file_id,
+    handle_any_messages_to_chat_completion_str_messages_conversion,
     update_messages_with_model_file_ids,
 )
 
@@ -64,3 +65,63 @@ def test_update_messages_with_model_file_ids():
             ],
         }
     ]
+
+
+def test_handle_any_messages_to_chat_completion_str_messages_conversion_list():
+    # Test with list of messages
+    messages = [
+        {"role": "user", "content": "Hello"},
+        {"role": "assistant", "content": "Hi there"},
+    ]
+    result = handle_any_messages_to_chat_completion_str_messages_conversion(messages)
+    assert len(result) == 2
+    assert result[0] == messages[0]
+    assert result[1] == messages[1]
+
+
+def test_handle_any_messages_to_chat_completion_str_messages_conversion_list_infinite_loop():
+    # Test that list handling doesn't cause infinite recursion
+    messages = [
+        {"role": "user", "content": "Hello"},
+        {"role": "assistant", "content": "Hi there"},
+    ]
+    # This should complete without stack overflow
+    result = handle_any_messages_to_chat_completion_str_messages_conversion(messages)
+    assert len(result) == 2
+    assert result[0] == messages[0]
+    assert result[1] == messages[1]
+
+
+def test_handle_any_messages_to_chat_completion_str_messages_conversion_dict():
+    # Test with single dictionary message
+    message = {"role": "user", "content": "Hello"}
+    result = handle_any_messages_to_chat_completion_str_messages_conversion(message)
+    assert len(result) == 1
+    assert result[0]["input"] == json.dumps(message)
+
+
+def test_handle_any_messages_to_chat_completion_str_messages_conversion_str():
+    # Test with string message
+    message = "Hello"
+    result = handle_any_messages_to_chat_completion_str_messages_conversion(message)
+    assert len(result) == 1
+    assert result[0]["input"] == message
+
+
+def test_handle_any_messages_to_chat_completion_str_messages_conversion_other():
+    # Test with non-string/dict/list type
+    message = 123
+    result = handle_any_messages_to_chat_completion_str_messages_conversion(message)
+    assert len(result) == 1
+    assert result[0]["input"] == "123"
+
+
+def test_handle_any_messages_to_chat_completion_str_messages_conversion_complex():
+    # Test with complex nested structure
+    message = {
+        "role": "user",
+        "content": {"text": "Hello", "metadata": {"timestamp": "2024-01-01"}},
+    }
+    result = handle_any_messages_to_chat_completion_str_messages_conversion(message)
+    assert len(result) == 1
+    assert result[0]["input"] == json.dumps(message)
diff --git a/tests/litellm/litellm_core_utils/test_core_helpers.py b/tests/litellm/litellm_core_utils/test_core_helpers.py
new file mode 100644
index 0000000000..3b7acd0d50
--- /dev/null
+++ b/tests/litellm/litellm_core_utils/test_core_helpers.py
@@ -0,0 +1,22 @@
+import json
+import os
+import sys
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath("../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.litellm_core_utils.core_helpers import get_litellm_metadata_from_kwargs
+
+
+def test_get_litellm_metadata_from_kwargs():
+    kwargs = {
+        "litellm_params": {
+            "litellm_metadata": {},
+            "metadata": {"user_api_key": "1234567890"},
+        },
+    }
+    assert get_litellm_metadata_from_kwargs(kwargs) == {"user_api_key": "1234567890"}
diff --git a/tests/litellm/llms/anthropic/chat/test_anthropic_chat_handler.py b/tests/litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
new file mode 100644
index 0000000000..25ec01167e
--- /dev/null
+++ b/tests/litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
@@ -0,0 +1,38 @@
+import json
+import os
+import sys
+from unittest.mock import MagicMock
+
+import pytest
+from fastapi.testclient import TestClient
+
+sys.path.insert(
+    0, os.path.abspath("../../../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.llms.anthropic.chat.handler import ModelResponseIterator
+
+
+def test_redacted_thinking_content_block_delta():
+    chunk = {
+        "type": "content_block_start",
+        "index": 58,
+        "content_block": {
+            "type": "redacted_thinking",
+            "data": "EuoBCoYBGAIiQJ/SxkPAgqxhKok29YrpJHRUJ0OT8ahCHKAwyhmRuUhtdmDX9+mn4gDzKNv3fVpQdB01zEPMzNY3QuTCd+1bdtEqQK6JuKHqdndbwpr81oVWb4wxd1GqF/7Jkw74IlQa27oobX+KuRkopr9Dllt/RDe7Se0sI1IkU7tJIAQCoP46OAwSDF51P09q67xhHlQ3ihoM2aOVlkghq/X0w8NlIjBMNvXYNbjhyrOcIg6kPFn2ed/KK7Cm5prYAtXCwkb4Wr5tUSoSHu9T5hKdJRbr6WsqEc7Lle7FULqMLZGkhqXyc3BA",
+        },
+    }
+    model_response_iterator = ModelResponseIterator(
+        streaming_response=MagicMock(), sync_stream=False, json_mode=False
+    )
+    model_response = model_response_iterator.chunk_parser(chunk=chunk)
+    print(f"\n\nmodel_response: {model_response}\n\n")
+    assert model_response.choices[0].delta.thinking_blocks is not None
+    assert len(model_response.choices[0].delta.thinking_blocks) == 1
+    print(
+        f"\n\nmodel_response.choices[0].delta.thinking_blocks[0]: {model_response.choices[0].delta.thinking_blocks[0]}\n\n"
+    )
+    assert (
+        model_response.choices[0].delta.thinking_blocks[0]["type"]
+        == "redacted_thinking"
+    )
diff --git a/tests/litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py b/tests/litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
index 9f672110a4..6c98c87cd7 100644
--- a/tests/litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
+++ b/tests/litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
@@ -56,3 +56,58 @@ def test_calculate_usage():
     assert usage.prompt_tokens_details.cached_tokens == 0
     assert usage._cache_creation_input_tokens == 12304
     assert usage._cache_read_input_tokens == 0
+
+
+def test_extract_response_content_with_citations():
+    config = AnthropicConfig()
+
+    completion_response = {
+        "id": "msg_01XrAv7gc5tQNDuoADra7vB4",
+        "type": "message",
+        "role": "assistant",
+        "model": "claude-3-5-sonnet-20241022",
+        "content": [
+            {"type": "text", "text": "According to the documents, "},
+            {
+                "citations": [
+                    {
+                        "type": "char_location",
+                        "cited_text": "The grass is green. ",
+                        "document_index": 0,
+                        "document_title": "My Document",
+                        "start_char_index": 0,
+                        "end_char_index": 20,
+                    }
+                ],
+                "type": "text",
+                "text": "the grass is green",
+            },
+            {"type": "text", "text": " and "},
+            {
+                "citations": [
+                    {
+                        "type": "char_location",
+                        "cited_text": "The sky is blue.",
+                        "document_index": 0,
+                        "document_title": "My Document",
+                        "start_char_index": 20,
+                        "end_char_index": 36,
+                    }
+                ],
+                "type": "text",
+                "text": "the sky is blue",
+            },
+            {"type": "text", "text": "."},
+        ],
+        "stop_reason": "end_turn",
+        "stop_sequence": None,
+        "usage": {
+            "input_tokens": 610,
+            "cache_creation_input_tokens": 0,
+            "cache_read_input_tokens": 0,
+            "output_tokens": 51,
+        },
+    }
+
+    _, citations, _, _, _ = config.extract_response_content(completion_response)
+    assert citations is not None
diff --git a/tests/litellm/llms/bedrock/chat/test_converse_transformation.py b/tests/litellm/llms/bedrock/chat/test_converse_transformation.py
index 5390daa1a0..063bde82b3 100644
--- a/tests/litellm/llms/bedrock/chat/test_converse_transformation.py
+++ b/tests/litellm/llms/bedrock/chat/test_converse_transformation.py
@@ -40,3 +40,102 @@ def test_transform_usage():
     )
     assert openai_usage._cache_creation_input_tokens == usage["cacheWriteInputTokens"]
     assert openai_usage._cache_read_input_tokens == usage["cacheReadInputTokens"]
+
+def test_transform_system_message():
+    config = AmazonConverseConfig()
+
+    # Case 1:
+    # System message popped
+    # User message remains
+    messages = [
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user", "content": "Hello!"},
+    ]
+    out_messages, system_blocks = config._transform_system_message(messages.copy())
+    assert len(out_messages) == 1
+    assert out_messages[0]["role"] == "user"
+    assert len(system_blocks) == 1
+    assert system_blocks[0]["text"] == "You are a helpful assistant."
+
+    # Case 2: System message with list content (type text)
+    messages = [
+        {
+            "role": "system",
+            "content": [
+                {"type": "text", "text": "System prompt 1"},
+                {"type": "text", "text": "System prompt 2"},
+            ],
+        },
+        {"role": "user", "content": "Hi!"},
+    ]
+    out_messages, system_blocks = config._transform_system_message(messages.copy())
+    assert len(out_messages) == 1
+    assert out_messages[0]["role"] == "user"
+    assert len(system_blocks) == 2
+    assert system_blocks[0]["text"] == "System prompt 1"
+    assert system_blocks[1]["text"] == "System prompt 2"
+
+    # Case 3: System message with cache_control (should add cachePoint)
+    messages = [
+        {
+            "role": "system",
+            "content": "Cache this!",
+            "cache_control": {"type": "ephemeral"},
+        },
+        {"role": "user", "content": "Hi!"},
+    ]
+    out_messages, system_blocks = config._transform_system_message(messages.copy())
+    assert len(out_messages) == 1
+    assert len(system_blocks) == 2
+    assert system_blocks[0]["text"] == "Cache this!"
+    assert "cachePoint" in system_blocks[1]
+    assert system_blocks[1]["cachePoint"]["type"] == "default"
+
+    # Case 3b: System message with two blocks, one with cache_control and one without
+    messages = [
+        {
+            "role": "system",
+            "content": [
+                {"type": "text", "text": "Cache this!", "cache_control": {"type": "ephemeral"}},
+                {"type": "text", "text": "Don't cache this!"},
+            ],
+        },
+        {"role": "user", "content": "Hi!"},
+    ]
+    out_messages, system_blocks = config._transform_system_message(messages.copy())
+    assert len(out_messages) == 1
+    assert len(system_blocks) == 3
+    assert system_blocks[0]["text"] == "Cache this!"
+    assert "cachePoint" in system_blocks[1]
+    assert system_blocks[1]["cachePoint"]["type"] == "default"
+    assert system_blocks[2]["text"] == "Don't cache this!"
+
+    # Case 4: Non-system messages are not affected
+    messages = [
+        {"role": "user", "content": "Hello!"},
+        {"role": "assistant", "content": "Hi!"},
+    ]
+    out_messages, system_blocks = config._transform_system_message(messages.copy())
+    assert len(out_messages) == 2
+    assert out_messages[0]["role"] == "user"
+    assert out_messages[1]["role"] == "assistant"
+    assert system_blocks == []
+
+def test_transform_thinking_blocks_with_redacted_content():
+    thinking_blocks = [
+        {
+            "reasoningText": {
+                "text": "This is a test",
+                "signature": "test_signature",
+            }
+        },
+        {
+            "redactedContent": "This is a redacted content",
+        },
+    ]
+    config = AmazonConverseConfig()
+    transformed_thinking_blocks = config._transform_thinking_blocks(thinking_blocks)
+    assert len(transformed_thinking_blocks) == 2
+    assert transformed_thinking_blocks[0]["type"] == "thinking"
+    assert transformed_thinking_blocks[1]["type"] == "redacted_thinking"
+
diff --git a/tests/litellm/llms/bedrock/chat/test_invoke_handler.py b/tests/litellm/llms/bedrock/chat/test_invoke_handler.py
new file mode 100644
index 0000000000..ed94c784c9
--- /dev/null
+++ b/tests/litellm/llms/bedrock/chat/test_invoke_handler.py
@@ -0,0 +1,22 @@
+import json
+import os
+import sys
+
+import pytest
+from fastapi.testclient import TestClient
+
+sys.path.insert(
+    0, os.path.abspath("../../../../..")
+)  # Adds the parent directory to the system path
+from unittest.mock import MagicMock, patch
+
+from litellm.llms.bedrock.chat.invoke_handler import AWSEventStreamDecoder
+
+
+def test_transform_thinking_blocks_with_redacted_content():
+    thinking_block = {"redactedContent": "This is a redacted content"}
+    decoder = AWSEventStreamDecoder(model="test")
+    transformed_thinking_blocks = decoder.translate_thinking_blocks(thinking_block)
+    assert len(transformed_thinking_blocks) == 1
+    assert transformed_thinking_blocks[0]["type"] == "redacted_thinking"
+    assert transformed_thinking_blocks[0]["data"] == "This is a redacted content"
diff --git a/tests/litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py b/tests/litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
new file mode 100644
index 0000000000..e4b0928d92
--- /dev/null
+++ b/tests/litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
@@ -0,0 +1,59 @@
+import json
+import os
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import httpx
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath("../../../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.llms.fireworks_ai.chat.transformation import FireworksAIConfig
+from litellm.types.llms.openai import ChatCompletionToolCallFunctionChunk
+from litellm.types.utils import ChatCompletionMessageToolCall, Function, Message
+
+
+def test_handle_message_content_with_tool_calls():
+    config = FireworksAIConfig()
+    message = Message(
+        content='{"type": "function", "name": "get_current_weather", "parameters": {"location": "Boston, MA", "unit": "fahrenheit"}}',
+        role="assistant",
+        tool_calls=None,
+        function_call=None,
+        provider_specific_fields=None,
+    )
+    expected_tool_call = ChatCompletionMessageToolCall(
+        function=Function(**json.loads(message.content)), id=None, type=None
+    )
+    tool_calls = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+    updated_message = config._handle_message_content_with_tool_calls(
+        message, tool_calls
+    )
+    assert updated_message.tool_calls is not None
+    assert len(updated_message.tool_calls) == 1
+    assert updated_message.tool_calls[0].function.name == "get_current_weather"
+    assert (
+        updated_message.tool_calls[0].function.arguments
+        == expected_tool_call.function.arguments
+    )
diff --git a/tests/litellm/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py b/tests/litellm/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
new file mode 100644
index 0000000000..7885195b5b
--- /dev/null
+++ b/tests/litellm/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
@@ -0,0 +1,45 @@
+import json
+import os
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import httpx
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath("../../../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.llms.hosted_vllm.chat.transformation import HostedVLLMChatConfig
+
+
+def test_hosted_vllm_chat_transformation_file_url():
+    config = HostedVLLMChatConfig()
+    video_url = "https://example.com/video.mp4"
+    video_data = f"data:video/mp4;base64,{video_url}"
+    messages = [
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "file",
+                    "file": {
+                        "file_data": video_data,
+                    },
+                }
+            ],
+        }
+    ]
+    transformed_response = config.transform_request(
+        model="hosted_vllm/llama-3.1-70b-instruct",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )
+    assert transformed_response["messages"] == [
+        {
+            "role": "user",
+            "content": [{"type": "video_url", "video_url": {"url": video_data}}],
+        }
+    ]
diff --git a/tests/litellm/llms/openai/responses/test_openai_responses_transformation.py b/tests/litellm/llms/openai/responses/test_openai_responses_transformation.py
index b4a6cd974e..04b9de5616 100644
--- a/tests/litellm/llms/openai/responses/test_openai_responses_transformation.py
+++ b/tests/litellm/llms/openai/responses/test_openai_responses_transformation.py
@@ -201,13 +201,19 @@ class TestOpenAIResponsesAPIConfig:
         # Test with provided API base
         api_base = "https://custom-openai.example.com/v1"
 
-        result = self.config.get_complete_url(api_base=api_base, model=self.model)
+        result = self.config.get_complete_url(
+            api_base=api_base,
+            litellm_params={},
+        )
 
         assert result == "https://custom-openai.example.com/v1/responses"
 
         # Test with litellm.api_base
         with patch("litellm.api_base", "https://litellm-api-base.example.com/v1"):
-            result = self.config.get_complete_url(api_base=None, model=self.model)
+            result = self.config.get_complete_url(
+                api_base=None,
+                litellm_params={},
+            )
 
             assert result == "https://litellm-api-base.example.com/v1/responses"
 
@@ -217,7 +223,10 @@ class TestOpenAIResponsesAPIConfig:
                 "litellm.llms.openai.responses.transformation.get_secret_str",
                 return_value="https://env-api-base.example.com/v1",
             ):
-                result = self.config.get_complete_url(api_base=None, model=self.model)
+                result = self.config.get_complete_url(
+                    api_base=None,
+                    litellm_params={},
+                )
 
                 assert result == "https://env-api-base.example.com/v1/responses"
 
@@ -227,13 +236,38 @@ class TestOpenAIResponsesAPIConfig:
                 "litellm.llms.openai.responses.transformation.get_secret_str",
                 return_value=None,
             ):
-                result = self.config.get_complete_url(api_base=None, model=self.model)
+                result = self.config.get_complete_url(
+                    api_base=None,
+                    litellm_params={},
+                )
 
                 assert result == "https://api.openai.com/v1/responses"
 
         # Test with trailing slash in API base
         api_base = "https://custom-openai.example.com/v1/"
 
-        result = self.config.get_complete_url(api_base=api_base, model=self.model)
+        result = self.config.get_complete_url(
+            api_base=api_base,
+            litellm_params={},
+        )
 
         assert result == "https://custom-openai.example.com/v1/responses"
+
+    def test_get_event_model_class_generic_event(self):
+        """Test that get_event_model_class returns the correct event model class"""
+        from litellm.types.llms.openai import GenericEvent
+
+        event_type = "test"
+        result = self.config.get_event_model_class(event_type)
+        assert result == GenericEvent
+
+    def test_transform_streaming_response_generic_event(self):
+        """Test that transform_streaming_response returns the correct event model class"""
+        from litellm.types.llms.openai import GenericEvent
+
+        chunk = {"type": "test", "test": "test"}
+        result = self.config.transform_streaming_response(
+            model=self.model, parsed_chunk=chunk, logging_obj=self.logging_obj
+        )
+        assert isinstance(result, GenericEvent)
+        assert result.type == "test"
diff --git a/tests/litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 41a37e2e57..4b1c085bb4 100644
--- a/tests/litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -1,16 +1,17 @@
 import asyncio
+from typing import List, cast
 from unittest.mock import MagicMock
 
 import pytest
+from pydantic import BaseModel
 
 import litellm
 from litellm import ModelResponse
 from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
     VertexGeminiConfig,
 )
-from litellm.types.utils import ChoiceLogprobs
-from pydantic import BaseModel
-from typing import List, cast
+from litellm.types.llms.vertex_ai import UsageMetadata
+from litellm.types.utils import ChoiceLogprobs, Usage
 
 
 def test_top_logprobs():
@@ -66,7 +67,6 @@ def test_get_model_name_from_gemini_spec_model():
     assert result == "ft-uuid-123"
 
 
-
 def test_vertex_ai_response_schema_dict():
     v = VertexGeminiConfig()
     transformed_request = v.map_openai_params(
@@ -221,3 +221,92 @@ def test_vertex_ai_retain_property_ordering():
     schema = transformed_request["response_schema"]
     # should leave existing value alone, despite dictionary ordering
     assert schema["propertyOrdering"] == ["thought", "output"]
+
+
+def test_vertex_ai_thinking_output_part():
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        VertexGeminiConfig,
+    )
+    from litellm.types.llms.vertex_ai import HttpxPartType
+
+    v = VertexGeminiConfig()
+    parts = [
+        HttpxPartType(
+            thought=True,
+            text="I'm thinking...",
+        ),
+        HttpxPartType(text="Hello world"),
+    ]
+    content, reasoning_content = v.get_assistant_content_message(parts=parts)
+    assert content == "Hello world"
+    assert reasoning_content == "I'm thinking..."
+
+
+def test_vertex_ai_empty_content():
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        VertexGeminiConfig,
+    )
+    from litellm.types.llms.vertex_ai import HttpxPartType
+
+    v = VertexGeminiConfig()
+    parts = [
+        HttpxPartType(
+            functionCall={
+                "name": "get_current_weather",
+                "arguments": "{}",
+            },
+        ),
+    ]
+    content, reasoning_content = v.get_assistant_content_message(parts=parts)
+    assert content is None
+    assert reasoning_content is None
+
+
+@pytest.mark.parametrize(
+    "usage_metadata, inclusive, expected_usage",
+    [
+        (
+            UsageMetadata(
+                promptTokenCount=10,
+                candidatesTokenCount=10,
+                totalTokenCount=20,
+                thoughtsTokenCount=5,
+            ),
+            True,
+            Usage(
+                prompt_tokens=10,
+                completion_tokens=10,
+                total_tokens=20,
+                reasoning_tokens=5,
+            ),
+        ),
+        (
+            UsageMetadata(
+                promptTokenCount=10,
+                candidatesTokenCount=5,
+                totalTokenCount=20,
+                thoughtsTokenCount=5,
+            ),
+            False,
+            Usage(
+                prompt_tokens=10,
+                completion_tokens=10,
+                total_tokens=20,
+                reasoning_tokens=5,
+            ),
+        ),
+    ],
+)
+def test_vertex_ai_candidate_token_count_inclusive(
+    usage_metadata, inclusive, expected_usage
+):
+    """
+    Test that the candidate token count is inclusive of the thinking token count
+    """
+    v = VertexGeminiConfig()
+    assert v.is_candidate_token_count_inclusive(usage_metadata) is inclusive
+
+    usage = v._calculate_usage(completion_response={"usageMetadata": usage_metadata})
+    assert usage.prompt_tokens == expected_usage.prompt_tokens
+    assert usage.completion_tokens == expected_usage.completion_tokens
+    assert usage.total_tokens == expected_usage.total_tokens
diff --git a/tests/litellm/proxy/management_endpoints/test_common_daily_activity.py b/tests/litellm/proxy/management_endpoints/test_common_daily_activity.py
new file mode 100644
index 0000000000..ffaed2d88f
--- /dev/null
+++ b/tests/litellm/proxy/management_endpoints/test_common_daily_activity.py
@@ -0,0 +1,58 @@
+import json
+import os
+import sys
+from datetime import datetime, timezone
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from fastapi.testclient import TestClient
+
+sys.path.insert(
+    0, os.path.abspath("../../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.proxy.management_endpoints.common_daily_activity import get_daily_activity
+from litellm.proxy.proxy_server import app
+
+client = TestClient(app)
+
+
+@pytest.mark.asyncio
+async def test_get_daily_activity_empty_entity_id_list():
+    # Mock PrismaClient
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+
+    # Mock the table methods
+    mock_table = MagicMock()
+    mock_table.count = AsyncMock(return_value=0)
+    mock_table.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_verificationtoken = MagicMock()
+    mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+
+    # Set the table name dynamically
+    mock_prisma.db.litellm_dailyspend = mock_table
+
+    # Call the function with empty entity_id list
+    result = await get_daily_activity(
+        prisma_client=mock_prisma,
+        table_name="litellm_dailyspend",
+        entity_id_field="team_id",
+        entity_id=[],
+        entity_metadata_field=None,
+        start_date="2024-01-01",
+        end_date="2024-01-02",
+        model=None,
+        api_key=None,
+        page=1,
+        page_size=10,
+    )
+
+    # Verify the where conditions were set correctly
+    mock_table.find_many.assert_called_once()
+    call_args = mock_table.find_many.call_args[1]
+    where_conditions = call_args["where"]
+
+    # Check that team_id is set to empty list
+    assert "team_id" in where_conditions
+    assert where_conditions["team_id"] == {"in": []}
diff --git a/tests/litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index 73ed8e1a30..360f21f171 100644
--- a/tests/litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -67,7 +67,7 @@ def test_user_daily_activity_types():
     """
     Assert all fiels in SpendMetrics are reported in DailySpendMetadata as "total_"
     """
-    from litellm.proxy.management_endpoints.internal_user_endpoints import (
+    from litellm.proxy.management_endpoints.common_daily_activity import (
         DailySpendMetadata,
         SpendMetrics,
     )
@@ -153,3 +153,19 @@ async def test_get_users_includes_timestamps(mocker):
     assert user_response.created_at == mock_user_data["created_at"]
     assert user_response.updated_at == mock_user_data["updated_at"]
     assert user_response.key_count == 0
+
+
+def test_validate_sort_params():
+    """
+    Test that validate_sort_params returns None if sort_by is None
+    """
+    from litellm.proxy.management_endpoints.internal_user_endpoints import (
+        _validate_sort_params,
+    )
+
+    assert _validate_sort_params(None, "asc") is None
+    assert _validate_sort_params(None, "desc") is None
+    assert _validate_sort_params("user_id", "asc") == {"user_id": "asc"}
+    assert _validate_sort_params("user_id", "desc") == {"user_id": "desc"}
+    with pytest.raises(Exception):
+        _validate_sort_params("user_id", "invalid")
diff --git a/tests/litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 51bbbb49c4..c436e08901 100644
--- a/tests/litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -46,3 +46,54 @@ async def test_list_keys():
     assert json.dumps({"team_id": {"not": "litellm-dashboard"}}) in json.dumps(
         where_condition
     )
+
+
+@pytest.mark.asyncio
+async def test_key_token_handling(monkeypatch):
+    """
+    Test that token handling in key generation follows the expected behavior:
+    1. token field should not equal key field
+    2. if token_id exists, it should equal token field
+    """
+    mock_prisma_client = AsyncMock()
+    mock_insert_data = AsyncMock(
+        return_value=MagicMock(token="hashed_token_123", litellm_budget_table=None)
+    )
+    mock_prisma_client.insert_data = mock_insert_data
+    mock_prisma_client.db = MagicMock()
+    mock_prisma_client.db.litellm_verificationtoken = MagicMock()
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(
+        return_value=None
+    )
+    mock_prisma_client.db.litellm_verificationtoken.find_many = AsyncMock(
+        return_value=[]
+    )
+    mock_prisma_client.db.litellm_verificationtoken.count = AsyncMock(return_value=0)
+    mock_prisma_client.db.litellm_verificationtoken.update = AsyncMock(
+        return_value=MagicMock(token="hashed_token_123", litellm_budget_table=None)
+    )
+
+    from litellm.proxy._types import GenerateKeyRequest, LitellmUserRoles
+    from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        generate_key_fn,
+    )
+    from litellm.proxy.proxy_server import prisma_client
+
+    # Use monkeypatch to set the prisma_client
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    # Test key generation
+    response = await generate_key_fn(
+        data=GenerateKeyRequest(),
+        user_api_key_dict=UserAPIKeyAuth(
+            user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-1234", user_id="1234"
+        ),
+    )
+
+    # Verify token handling
+    assert response.key != response.token, "Token should not equal key"
+    if hasattr(response, "token_id"):
+        assert (
+            response.token == response.token_id
+        ), "Token should equal token_id if token_id exists"
diff --git a/tests/litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 080aa3bd16..181ca59aac 100644
--- a/tests/litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -20,6 +20,16 @@ from litellm.proxy.hooks.proxy_track_cost_callback import _ProxyDBLogger
 from litellm.proxy.proxy_server import app, prisma_client
 from litellm.router import Router
 
+ignored_keys = [
+    "request_id",
+    "startTime",
+    "endTime",
+    "completionStartTime",
+    "endTime",
+    "metadata.model_map_information",
+    "metadata.usage_object",
+]
+
 
 @pytest.fixture
 def client():
@@ -457,7 +467,7 @@ class TestSpendLogsPayload:
                     "model": "gpt-4o",
                     "user": "",
                     "team_id": "",
-                    "metadata": '{"applied_guardrails": [], "batch_models": null, "mcp_tool_call_metadata": null, "usage_object": {"completion_tokens": 20, "prompt_tokens": 10, "total_tokens": 30, "completion_tokens_details": null, "prompt_tokens_details": null}, "model_map_information": {"model_map_key": "gpt-4o", "model_map_value": {"key": "gpt-4o", "max_tokens": 16384, "max_input_tokens": 128000, "max_output_tokens": 16384, "input_cost_per_token": 2.5e-06, "cache_creation_input_token_cost": null, "cache_read_input_token_cost": 1.25e-06, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": 1.25e-06, "output_cost_per_token_batches": 5e-06, "output_cost_per_token": 1e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "openai", "mode": "chat", "supports_system_messages": true, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": false, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": false, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": true, "supports_reasoning": false, "search_context_cost_per_query": {"search_context_size_low": 0.03, "search_context_size_medium": 0.035, "search_context_size_high": 0.05}, "tpm": null, "rpm": null, "supported_openai_params": ["frequency_penalty", "logit_bias", "logprobs", "top_logprobs", "max_tokens", "max_completion_tokens", "modalities", "prediction", "n", "presence_penalty", "seed", "stop", "stream", "stream_options", "temperature", "top_p", "tools", "tool_choice", "function_call", "functions", "max_retries", "extra_headers", "parallel_tool_calls", "audio", "response_format", "user"]}}, "additional_usage_values": {"completion_tokens_details": null, "prompt_tokens_details": null}}',
+                    "metadata": '{"applied_guardrails": [], "batch_models": null, "mcp_tool_call_metadata": null, "usage_object": {"completion_tokens": 20, "prompt_tokens": 10, "total_tokens": 30, "completion_tokens_details": null, "prompt_tokens_details": null}, "model_map_information": {"model_map_key": "gpt-4o", "model_map_value": {"key": "gpt-4o", "max_tokens": 16384, "max_input_tokens": 128000, "max_output_tokens": 16384, "input_cost_per_token": 2.5e-06, "cache_creation_input_token_cost": null, "cache_read_input_token_cost": 1.25e-06, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": 1.25e-06, "output_cost_per_token_batches": 5e-06, "output_cost_per_token": 1e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_reasoning_token": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "openai", "mode": "chat", "supports_system_messages": true, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": false, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": false, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": true, "supports_reasoning": false, "search_context_cost_per_query": {"search_context_size_low": 0.03, "search_context_size_medium": 0.035, "search_context_size_high": 0.05}, "tpm": null, "rpm": null, "supported_openai_params": ["frequency_penalty", "logit_bias", "logprobs", "top_logprobs", "max_tokens", "max_completion_tokens", "modalities", "prediction", "n", "presence_penalty", "seed", "stop", "stream", "stream_options", "temperature", "top_p", "tools", "tool_choice", "function_call", "functions", "max_retries", "extra_headers", "parallel_tool_calls", "audio", "response_format", "user"]}}, "additional_usage_values": {"completion_tokens_details": null, "prompt_tokens_details": null}}',
                     "cache_key": "Cache OFF",
                     "spend": 0.00022500000000000002,
                     "total_tokens": 30,
@@ -475,19 +485,11 @@ class TestSpendLogsPayload:
                 }
             )
 
-            for key, value in expected_payload.items():
-                if key in [
-                    "request_id",
-                    "startTime",
-                    "endTime",
-                    "completionStartTime",
-                    "endTime",
-                ]:
-                    assert payload[key] is not None
-                else:
-                    assert (
-                        payload[key] == value
-                    ), f"Expected {key} to be {value}, but got {payload[key]}"
+            differences = _compare_nested_dicts(
+                payload, expected_payload, ignore_keys=ignored_keys
+            )
+            if differences:
+                assert False, f"Dictionary mismatch: {differences}"
 
     def mock_anthropic_response(*args, **kwargs):
         mock_response = MagicMock()
@@ -573,19 +575,11 @@ class TestSpendLogsPayload:
                 }
             )
 
-            for key, value in expected_payload.items():
-                if key in [
-                    "request_id",
-                    "startTime",
-                    "endTime",
-                    "completionStartTime",
-                    "endTime",
-                ]:
-                    assert payload[key] is not None
-                else:
-                    assert (
-                        payload[key] == value
-                    ), f"Expected {key} to be {value}, but got {payload[key]}"
+            differences = _compare_nested_dicts(
+                payload, expected_payload, ignore_keys=ignored_keys
+            )
+            if differences:
+                assert False, f"Dictionary mismatch: {differences}"
 
     @pytest.mark.asyncio
     async def test_spend_logs_payload_success_log_with_router(self):
@@ -669,16 +663,134 @@ class TestSpendLogsPayload:
                 }
             )
 
-            for key, value in expected_payload.items():
-                if key in [
-                    "request_id",
-                    "startTime",
-                    "endTime",
-                    "completionStartTime",
-                    "endTime",
-                ]:
-                    assert payload[key] is not None
-                else:
-                    assert (
-                        payload[key] == value
-                    ), f"Expected {key} to be {value}, but got {payload[key]}"
+            differences = _compare_nested_dicts(
+                payload, expected_payload, ignore_keys=ignored_keys
+            )
+            if differences:
+                assert False, f"Dictionary mismatch: {differences}"
+
+
+def _compare_nested_dicts(
+    actual: dict, expected: dict, path: str = "", ignore_keys: list[str] = []
+) -> list[str]:
+    """Compare nested dictionaries and return a list of differences in a human-friendly format."""
+    differences = []
+
+    # Check if current path should be ignored
+    if path in ignore_keys:
+        return differences
+
+    # Check for keys in actual but not in expected
+    for key in actual.keys():
+        current_path = f"{path}.{key}" if path else key
+        if current_path not in ignore_keys and key not in expected:
+            differences.append(f"Extra key in actual: {current_path}")
+
+    for key, expected_value in expected.items():
+        current_path = f"{path}.{key}" if path else key
+        if current_path in ignore_keys:
+            continue
+        if key not in actual:
+            differences.append(f"Missing key: {current_path}")
+            continue
+
+        actual_value = actual[key]
+
+        # Try to parse JSON strings
+        if isinstance(expected_value, str):
+            try:
+                expected_value = json.loads(expected_value)
+            except json.JSONDecodeError:
+                pass
+        if isinstance(actual_value, str):
+            try:
+                actual_value = json.loads(actual_value)
+            except json.JSONDecodeError:
+                pass
+
+        if isinstance(expected_value, dict) and isinstance(actual_value, dict):
+            differences.extend(
+                _compare_nested_dicts(
+                    actual_value, expected_value, current_path, ignore_keys
+                )
+            )
+        elif isinstance(expected_value, dict) or isinstance(actual_value, dict):
+            differences.append(
+                f"Type mismatch at {current_path}: expected dict, got {type(actual_value).__name__}"
+            )
+        else:
+            # For non-dict values, only report if they're different
+            if actual_value != expected_value:
+                # Format the values to be more readable
+                actual_str = str(actual_value)
+                expected_str = str(expected_value)
+                if len(actual_str) > 50 or len(expected_str) > 50:
+                    actual_str = f"{actual_str[:50]}..."
+                    expected_str = f"{expected_str[:50]}..."
+                differences.append(
+                    f"Value mismatch at {current_path}:\n  expected: {expected_str}\n  got:      {actual_str}"
+                )
+    return differences
+
+
+@pytest.mark.asyncio
+async def test_global_spend_keys_endpoint_limit_validation(client, monkeypatch):
+    """
+    Test to ensure that the global_spend_keys endpoint is protected against SQL injection attacks.
+    Verifies that the limit parameter is properly parameterized and not directly interpolated.
+    """
+    # Create a simple mock for prisma client with empty response
+    mock_prisma_client = MagicMock()
+    mock_db = MagicMock()
+    mock_query_raw = MagicMock()
+    mock_query_raw.return_value = asyncio.Future()
+    mock_query_raw.return_value.set_result([])
+    mock_db.query_raw = mock_query_raw
+    mock_prisma_client.db = mock_db
+    # Apply the mock to the prisma_client module
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    # Call the endpoint without specifying a limit
+    no_limit_response = client.get("/global/spend/keys")
+    assert no_limit_response.status_code == 200
+    mock_query_raw.assert_called_once_with('SELECT * FROM "Last30dKeysBySpend";')
+    # Reset the mock for the next test
+    mock_query_raw.reset_mock()
+    # Test with valid input
+    normal_limit = "10"
+    good_input_response = client.get(f"/global/spend/keys?limit={normal_limit}")
+    assert good_input_response.status_code == 200
+    # Verify the mock was called with the correct parameters
+    mock_query_raw.assert_called_once_with(
+        'SELECT * FROM "Last30dKeysBySpend" LIMIT $1 ;', 10
+    )
+    # Reset the mock for the next test
+    mock_query_raw.reset_mock()
+    # Test with SQL injection payload
+    sql_injection_limit = "10; DROP TABLE spend_logs; --"
+    response = client.get(f"/global/spend/keys?limit={sql_injection_limit}")
+    # Verify the response is a validation error (422)
+    assert response.status_code == 422
+    # Verify the mock was not called with the SQL injection payload
+    # This confirms that the validation happens before the database query
+    mock_query_raw.assert_not_called()
+    # Reset the mock for the next test
+    mock_query_raw.reset_mock()
+    # Test with non-numeric input
+    non_numeric_limit = "abc"
+    response = client.get(f"/global/spend/keys?limit={non_numeric_limit}")
+    assert response.status_code == 422
+    mock_query_raw.assert_not_called()
+    mock_query_raw.reset_mock()
+    # Test with negative number
+    negative_limit = "-5"
+    response = client.get(f"/global/spend/keys?limit={negative_limit}")
+    assert response.status_code == 422
+    mock_query_raw.assert_not_called()
+    mock_query_raw.reset_mock()
+    # Test with zero
+    zero_limit = "0"
+    response = client.get(f"/global/spend/keys?limit={zero_limit}")
+    assert response.status_code == 422
+    mock_query_raw.assert_not_called()
+    mock_query_raw.reset_mock()
diff --git a/tests/litellm/router_utils/pre_call_checks/test_responses_api_deployment_check.py b/tests/litellm/router_utils/pre_call_checks/test_responses_api_deployment_check.py
new file mode 100644
index 0000000000..c9dcf1c957
--- /dev/null
+++ b/tests/litellm/router_utils/pre_call_checks/test_responses_api_deployment_check.py
@@ -0,0 +1,578 @@
+import asyncio
+import os
+import sys
+from typing import Optional
+from unittest.mock import AsyncMock, patch
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../.."))
+import json
+
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from litellm.types.llms.openai import (
+    IncompleteDetails,
+    ResponseAPIUsage,
+    ResponseCompletedEvent,
+    ResponsesAPIResponse,
+    ResponseTextConfig,
+)
+from litellm.types.utils import StandardLoggingPayload
+
+
+@pytest.mark.asyncio
+async def test_responses_api_routing_with_previous_response_id():
+    """
+    Test that when using a previous_response_id, the request is sent to the same model_id
+    """
+    # Create a mock response that simulates Azure responses API
+    mock_response_id = "resp_mock-resp-456"
+
+    mock_response_data = {
+        "id": mock_response_id,
+        "object": "response",
+        "created_at": 1741476542,
+        "status": "completed",
+        "model": "azure/computer-use-preview",
+        "output": [
+            {
+                "type": "message",
+                "id": "msg_123",
+                "status": "completed",
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "output_text",
+                        "text": "I'm doing well, thank you for asking!",
+                        "annotations": [],
+                    }
+                ],
+            }
+        ],
+        "parallel_tool_calls": True,
+        "usage": {
+            "input_tokens": 10,
+            "output_tokens": 20,
+            "total_tokens": 30,
+            "output_tokens_details": {"reasoning_tokens": 0},
+        },
+        "text": {"format": {"type": "text"}},
+        "error": None,
+        "incomplete_details": None,
+        "instructions": None,
+        "metadata": {},
+        "temperature": 1.0,
+        "tool_choice": "auto",
+        "tools": [],
+        "top_p": 1.0,
+        "max_output_tokens": None,
+        "previous_response_id": None,
+        "reasoning": {"effort": None, "summary": None},
+        "truncation": "disabled",
+        "user": None,
+    }
+
+    class MockResponse:
+        def __init__(self, json_data, status_code):
+            self._json_data = json_data
+            self.status_code = status_code
+            self.text = json.dumps(json_data)
+
+        def json(self):
+            return self._json_data
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint.openai.azure.com",
+                },
+            },
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview-2",
+                    "api_key": "mock-api-key-2",
+                    "api_version": "mock-api-version-2",
+                    "api_base": "https://mock-endpoint-2.openai.azure.com",
+                },
+            },
+        ],
+        optional_pre_call_checks=["responses_api_deployment_check"],
+    )
+    MODEL = "azure-computer-use-preview"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        new_callable=AsyncMock,
+    ) as mock_post:
+        # Configure the mock to return our response
+        mock_post.return_value = MockResponse(mock_response_data, 200)
+
+        # Make the initial request
+        # litellm._turn_on_debug()
+        response = await router.aresponses(
+            model=MODEL,
+            input="Hello, how are you?",
+            truncation="auto",
+        )
+        print("RESPONSE", response)
+
+        # Store the model_id from the response
+        expected_model_id = response._hidden_params["model_id"]
+        response_id = response.id
+
+        print("Response ID=", response_id, "came from model_id=", expected_model_id)
+
+        # Make 10 other requests with previous_response_id, assert that they are sent to the same model_id
+        for i in range(10):
+            # Reset the mock for the next call
+            mock_post.reset_mock()
+
+            # Set up the mock to return our response again
+            mock_post.return_value = MockResponse(mock_response_data, 200)
+
+            response = await router.aresponses(
+                model=MODEL,
+                input=f"Follow-up question {i+1}",
+                truncation="auto",
+                previous_response_id=response_id,
+            )
+
+            # Assert the model_id is preserved
+            assert response._hidden_params["model_id"] == expected_model_id
+
+
+@pytest.mark.asyncio
+async def test_routing_without_previous_response_id():
+    """
+    Test that normal routing (load balancing) works when no previous_response_id is provided
+    """
+    mock_response_data = {
+        "id": "mock-resp-123",
+        "object": "response",
+        "created_at": 1741476542,
+        "status": "completed",
+        "model": "azure/computer-use-preview",
+        "output": [
+            {
+                "type": "message",
+                "id": "msg_123",
+                "status": "completed",
+                "role": "assistant",
+                "content": [
+                    {"type": "output_text", "text": "Hello there!", "annotations": []}
+                ],
+            }
+        ],
+        "parallel_tool_calls": True,
+        "usage": {
+            "input_tokens": 5,
+            "output_tokens": 10,
+            "total_tokens": 15,
+            "output_tokens_details": {"reasoning_tokens": 0},
+        },
+        "text": {"format": {"type": "text"}},
+        "error": None,
+        "incomplete_details": None,
+        "instructions": None,
+        "metadata": {},
+        "temperature": 1.0,
+        "tool_choice": "auto",
+        "tools": [],
+        "top_p": 1.0,
+        "max_output_tokens": None,
+        "previous_response_id": None,
+        "reasoning": {"effort": None, "summary": None},
+        "truncation": "disabled",
+        "user": None,
+    }
+
+    class MockResponse:
+        def __init__(self, json_data, status_code):
+            self._json_data = json_data
+            self.status_code = status_code
+            self.text = json.dumps(json_data)
+
+        def json(self):
+            return self._json_data
+
+    # Create a router with two identical deployments to test load balancing
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key-1",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-1.openai.azure.com",
+                },
+            },
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key-2",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-2.openai.azure.com",
+                },
+            },
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key-3",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-3.openai.azure.com",
+                },
+            },
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key-4",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-4.openai.azure.com",
+                },
+            },
+        ],
+        optional_pre_call_checks=["responses_api_deployment_check"],
+    )
+
+    MODEL = "azure-computer-use-preview"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        new_callable=AsyncMock,
+    ) as mock_post:
+        # Configure the mock to return our response
+        mock_post.return_value = MockResponse(mock_response_data, 200)
+
+        # Make multiple requests and verify we're hitting different deployments
+        used_model_ids = set()
+
+        for i in range(20):
+            response = await router.aresponses(
+                model=MODEL,
+                input=f"Question {i}",
+                truncation="auto",
+            )
+
+            used_model_ids.add(response._hidden_params["model_id"])
+
+        # We should have used more than one model_id if load balancing is working
+        assert (
+            len(used_model_ids) > 1
+        ), "Load balancing isn't working, only one deployment was used"
+
+
+@pytest.mark.asyncio
+async def test_previous_response_id_not_in_cache():
+    """
+    Test behavior when a previous_response_id is provided but not found in cache
+    """
+    mock_response_data = {
+        "id": "mock-resp-789",
+        "object": "response",
+        "created_at": 1741476542,
+        "status": "completed",
+        "model": "azure/computer-use-preview",
+        "output": [
+            {
+                "type": "message",
+                "id": "msg_123",
+                "status": "completed",
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "output_text",
+                        "text": "Nice to meet you!",
+                        "annotations": [],
+                    }
+                ],
+            }
+        ],
+        "parallel_tool_calls": True,
+        "usage": {
+            "input_tokens": 5,
+            "output_tokens": 10,
+            "total_tokens": 15,
+            "output_tokens_details": {"reasoning_tokens": 0},
+        },
+        "text": {"format": {"type": "text"}},
+        "error": None,
+        "incomplete_details": None,
+        "instructions": None,
+        "metadata": {},
+        "temperature": 1.0,
+        "tool_choice": "auto",
+        "tools": [],
+        "top_p": 1.0,
+        "max_output_tokens": None,
+        "previous_response_id": None,
+        "reasoning": {"effort": None, "summary": None},
+        "truncation": "disabled",
+        "user": None,
+    }
+
+    class MockResponse:
+        def __init__(self, json_data, status_code):
+            self._json_data = json_data
+            self.status_code = status_code
+            self.text = json.dumps(json_data)
+
+        def json(self):
+            return self._json_data
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key-1",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-1.openai.azure.com",
+                },
+            },
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview",
+                    "api_key": "mock-api-key-2",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-2.openai.azure.com",
+                },
+            },
+        ],
+        optional_pre_call_checks=["responses_api_deployment_check"],
+    )
+
+    MODEL = "azure-computer-use-preview"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        new_callable=AsyncMock,
+    ) as mock_post:
+        # Configure the mock to return our response
+        mock_post.return_value = MockResponse(mock_response_data, 200)
+
+        # Make a request with a non-existent previous_response_id
+        response = await router.aresponses(
+            model=MODEL,
+            input="Hello, this is a test",
+            truncation="auto",
+            previous_response_id="non-existent-response-id",
+        )
+
+        # Should still get a valid response
+        assert response is not None
+        assert response.id is not None
+
+        # Since the previous_response_id wasn't found, routing should work normally
+        # We can't assert exactly which deployment was chosen, but we can verify the basics
+        assert response._hidden_params["model_id"] is not None
+
+
+@pytest.mark.asyncio
+async def test_multiple_response_ids_routing():
+    """
+    Test that different response IDs correctly route to their respective original deployments
+    """
+    # Create two different mock responses for our two different deployments
+    mock_response_data_1 = {
+        "id": "mock-resp-deployment-1",
+        "object": "response",
+        "created_at": 1741476542,
+        "status": "completed",
+        "model": "azure/computer-use-preview",
+        "output": [
+            {
+                "type": "message",
+                "id": "msg_123",
+                "status": "completed",
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "output_text",
+                        "text": "Response from deployment 1",
+                        "annotations": [],
+                    }
+                ],
+            }
+        ],
+        "parallel_tool_calls": True,
+        "usage": {
+            "input_tokens": 5,
+            "output_tokens": 10,
+            "total_tokens": 15,
+            "output_tokens_details": {"reasoning_tokens": 0},
+        },
+        "text": {"format": {"type": "text"}},
+        "error": None,
+        "incomplete_details": None,
+        "instructions": None,
+        "metadata": {},
+        "temperature": 1.0,
+        "tool_choice": "auto",
+        "tools": [],
+        "top_p": 1.0,
+        "max_output_tokens": None,
+        "previous_response_id": None,
+        "reasoning": {"effort": None, "summary": None},
+        "truncation": "disabled",
+        "user": None,
+    }
+
+    mock_response_data_2 = {
+        "id": "mock-resp-deployment-2",
+        "object": "response",
+        "created_at": 1741476542,
+        "status": "completed",
+        "model": "azure/computer-use-preview",
+        "output": [
+            {
+                "type": "message",
+                "id": "msg_456",
+                "status": "completed",
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "output_text",
+                        "text": "Response from deployment 2",
+                        "annotations": [],
+                    }
+                ],
+            }
+        ],
+        "parallel_tool_calls": True,
+        "usage": {
+            "input_tokens": 5,
+            "output_tokens": 10,
+            "total_tokens": 15,
+            "output_tokens_details": {"reasoning_tokens": 0},
+        },
+        "text": {"format": {"type": "text"}},
+        "error": None,
+        "incomplete_details": None,
+        "instructions": None,
+        "metadata": {},
+        "temperature": 1.0,
+        "tool_choice": "auto",
+        "tools": [],
+        "top_p": 1.0,
+        "max_output_tokens": None,
+        "previous_response_id": None,
+        "reasoning": {"effort": None, "summary": None},
+        "truncation": "disabled",
+        "user": None,
+    }
+
+    class MockResponse:
+        def __init__(self, json_data, status_code):
+            self._json_data = json_data
+            self.status_code = status_code
+            self.text = json.dumps(json_data)
+
+        def json(self):
+            return self._json_data
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview-1",
+                    "api_key": "mock-api-key-1",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-1.openai.azure.com",
+                },
+            },
+            {
+                "model_name": "azure-computer-use-preview",
+                "litellm_params": {
+                    "model": "azure/computer-use-preview-2",
+                    "api_key": "mock-api-key-2",
+                    "api_version": "mock-api-version",
+                    "api_base": "https://mock-endpoint-2.openai.azure.com",
+                },
+            },
+        ],
+        optional_pre_call_checks=["responses_api_deployment_check"],
+    )
+
+    MODEL = "azure-computer-use-preview"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        new_callable=AsyncMock,
+    ) as mock_post:
+        # For the first request, return response from deployment 1
+        mock_post.return_value = MockResponse(mock_response_data_1, 200)
+
+        # Make the first request to deployment 1
+        response1 = await router.aresponses(
+            model=MODEL,
+            input="Request to deployment 1",
+            truncation="auto",
+        )
+
+        # Store details from first response
+        model_id_1 = response1._hidden_params["model_id"]
+        response_id_1 = response1.id
+
+        # For the second request, return response from deployment 2
+        mock_post.return_value = MockResponse(mock_response_data_2, 200)
+
+        # Make the second request to deployment 2
+        response2 = await router.aresponses(
+            model=MODEL,
+            input="Request to deployment 2",
+            truncation="auto",
+        )
+
+        # Store details from second response
+        model_id_2 = response2._hidden_params["model_id"]
+        response_id_2 = response2.id
+
+        # Wait for cache updates
+        await asyncio.sleep(1)
+
+        # Now make follow-up requests using the previous response IDs
+
+        # First, reset mock
+        mock_post.reset_mock()
+        mock_post.return_value = MockResponse(mock_response_data_1, 200)
+
+        # Follow-up to response 1 should go to model_id_1
+        follow_up_1 = await router.aresponses(
+            model=MODEL,
+            input="Follow up to deployment 1",
+            truncation="auto",
+            previous_response_id=response_id_1,
+        )
+
+        # Verify it went to the correct deployment
+        assert follow_up_1._hidden_params["model_id"] == model_id_1
+
+        # Reset mock again
+        mock_post.reset_mock()
+        mock_post.return_value = MockResponse(mock_response_data_2, 200)
+
+        # Follow-up to response 2 should go to model_id_2
+        follow_up_2 = await router.aresponses(
+            model=MODEL,
+            input="Follow up to deployment 2",
+            truncation="auto",
+            previous_response_id=response_id_2,
+        )
+
+        # Verify it went to the correct deployment
+        assert follow_up_2._hidden_params["model_id"] == model_id_2
diff --git a/tests/litellm/test_router.py b/tests/litellm/test_router.py
new file mode 100644
index 0000000000..95bdfccebb
--- /dev/null
+++ b/tests/litellm/test_router.py
@@ -0,0 +1,120 @@
+import copy
+import json
+import os
+import sys
+
+import pytest
+from fastapi.testclient import TestClient
+
+sys.path.insert(
+    0, os.path.abspath("../../..")
+)  # Adds the parent directory to the system path
+
+
+import litellm
+
+
+def test_update_kwargs_does_not_mutate_defaults_and_merges_metadata():
+    # initialize a real Router (env‑vars can be empty)
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",
+                "litellm_params": {
+                    "model": "azure/chatgpt-v-3",
+                    "api_key": os.getenv("AZURE_API_KEY"),
+                    "api_version": os.getenv("AZURE_API_VERSION"),
+                    "api_base": os.getenv("AZURE_API_BASE"),
+                },
+            }
+        ],
+    )
+
+    # override to known defaults for the test
+    router.default_litellm_params = {
+        "foo": "bar",
+        "metadata": {"baz": 123},
+    }
+    original = copy.deepcopy(router.default_litellm_params)
+    kwargs = {}
+
+    # invoke the helper
+    router._update_kwargs_with_default_litellm_params(
+        kwargs=kwargs,
+        metadata_variable_name="litellm_metadata",
+    )
+
+    # 1) router.defaults must be unchanged
+    assert router.default_litellm_params == original
+
+    # 2) non‑metadata keys get merged
+    assert kwargs["foo"] == "bar"
+
+    # 3) metadata lands under "metadata"
+    assert kwargs["litellm_metadata"] == {"baz": 123}
+
+
+def test_router_with_model_info_and_model_group():
+    """
+    Test edge case where user specifies model_group in model_info
+    """
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                },
+                "model_info": {
+                    "tpm": 1000,
+                    "rpm": 1000,
+                    "model_group": "gpt-3.5-turbo",
+                },
+            }
+        ],
+    )
+
+    router._set_model_group_info(
+        model_group="gpt-3.5-turbo",
+        user_facing_model_group_name="gpt-3.5-turbo",
+    )
+
+
+@pytest.mark.asyncio
+async def test_router_with_tags_and_fallbacks():
+    """
+    If fallback model missing tag, raise error
+    """
+    from litellm import Router
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                    "mock_response": "Hello, world!",
+                    "tags": ["test"],
+                },
+            },
+            {
+                "model_name": "anthropic-claude-3-5-sonnet",
+                "litellm_params": {
+                    "model": "claude-3-5-sonnet-latest",
+                    "mock_response": "Hello, world 2!",
+                },
+            },
+        ],
+        fallbacks=[
+            {"gpt-3.5-turbo": ["anthropic-claude-3-5-sonnet"]},
+        ],
+        enable_tag_filtering=True,
+    )
+
+    with pytest.raises(Exception):
+        response = await router.acompletion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "Hello, world!"}],
+            mock_testing_fallbacks=True,
+            metadata={"tags": ["test"]},
+        )
diff --git a/tests/litellm/types/llms/test_types_llms_openai.py b/tests/litellm/types/llms/test_types_llms_openai.py
new file mode 100644
index 0000000000..86c2cb3f1a
--- /dev/null
+++ b/tests/litellm/types/llms/test_types_llms_openai.py
@@ -0,0 +1,21 @@
+import asyncio
+import os
+import sys
+from typing import Optional
+from unittest.mock import AsyncMock, patch
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../.."))
+import json
+
+import litellm
+
+
+def test_generic_event():
+    from litellm.types.llms.openai import GenericEvent
+
+    event = {"type": "test", "test": "test"}
+    event = GenericEvent(**event)
+    assert event.type == "test"
+    assert event.test == "test"
diff --git a/tests/llm_responses_api_testing/base_responses_api.py b/tests/llm_responses_api_testing/base_responses_api.py
new file mode 100644
index 0000000000..83122f9876
--- /dev/null
+++ b/tests/llm_responses_api_testing/base_responses_api.py
@@ -0,0 +1,317 @@
+
+import httpx
+import json
+import pytest
+import sys
+from typing import Any, Dict, List
+from unittest.mock import MagicMock, Mock, patch
+import os
+import uuid
+import time
+import base64
+
+sys.path.insert(
+    0, os.path.abspath("../..")
+)  # Adds the parent directory to the system path
+import litellm
+from abc import ABC, abstractmethod
+
+from litellm.integrations.custom_logger import CustomLogger
+import json
+from litellm.types.utils import StandardLoggingPayload
+from litellm.types.llms.openai import (
+    ResponseCompletedEvent,
+    ResponsesAPIResponse,
+    ResponseTextConfig,
+    ResponseAPIUsage,
+    IncompleteDetails,
+)
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+
+
+def validate_responses_api_response(response, final_chunk: bool = False):
+    """
+    Validate that a response from litellm.responses() or litellm.aresponses()
+    conforms to the expected ResponsesAPIResponse structure.
+
+    Args:
+        response: The response object to validate
+
+    Raises:
+        AssertionError: If the response doesn't match the expected structure
+    """
+    # Validate response structure
+    print("response=", json.dumps(response, indent=4, default=str))
+    assert isinstance(
+        response, ResponsesAPIResponse
+    ), "Response should be an instance of ResponsesAPIResponse"
+
+    # Required fields
+    assert "id" in response and isinstance(
+        response["id"], str
+    ), "Response should have a string 'id' field"
+    assert "created_at" in response and isinstance(
+        response["created_at"], (int, float)
+    ), "Response should have a numeric 'created_at' field"
+    assert "output" in response and isinstance(
+        response["output"], list
+    ), "Response should have a list 'output' field"
+    assert "parallel_tool_calls" in response and isinstance(
+        response["parallel_tool_calls"], bool
+    ), "Response should have a boolean 'parallel_tool_calls' field"
+
+    # Optional fields with their expected types
+    optional_fields = {
+        "error": (dict, type(None)),  # error can be dict or None
+        "incomplete_details": (IncompleteDetails, type(None)),
+        "instructions": (str, type(None)),
+        "metadata": dict,
+        "model": str,
+        "object": str,
+        "temperature": (int, float, type(None)),
+        "tool_choice": (dict, str),
+        "tools": list,
+        "top_p": (int, float, type(None)),
+        "max_output_tokens": (int, type(None)),
+        "previous_response_id": (str, type(None)),
+        "reasoning": dict,
+        "status": str,
+        "text": ResponseTextConfig,
+        "truncation": (str, type(None)),
+        "usage": ResponseAPIUsage,
+        "user": (str, type(None)),
+    }
+    if final_chunk is False:
+        optional_fields["usage"] = type(None)
+
+    for field, expected_type in optional_fields.items():
+        if field in response:
+            assert isinstance(
+                response[field], expected_type
+            ), f"Field '{field}' should be of type {expected_type}, but got {type(response[field])}"
+
+    # Check if output has at least one item
+    if final_chunk is True:
+        assert (
+            len(response["output"]) > 0
+        ), "Response 'output' field should have at least one item"
+
+    return True  # Return True if validation passes
+
+
+
+class BaseResponsesAPITest(ABC):
+    """
+    Abstract base test class that enforces a common test across all test classes.
+    """
+    @abstractmethod
+    def get_base_completion_call_args(self) -> dict:
+        """Must return the base completion call args"""
+        pass
+
+
+    @pytest.mark.parametrize("sync_mode", [True, False])
+    @pytest.mark.asyncio
+    async def test_basic_openai_responses_api(self, sync_mode):
+        litellm._turn_on_debug()
+        litellm.set_verbose = True
+        base_completion_call_args = self.get_base_completion_call_args()
+        if sync_mode:
+            response = litellm.responses(
+                input="Basic ping", max_output_tokens=20,
+                **base_completion_call_args
+            )
+        else:
+            response = await litellm.aresponses(
+                input="Basic ping", max_output_tokens=20,
+                **base_completion_call_args
+            )
+
+        print("litellm response=", json.dumps(response, indent=4, default=str))
+
+        # Use the helper function to validate the response
+        validate_responses_api_response(response, final_chunk=True)
+
+
+    @pytest.mark.parametrize("sync_mode", [True, False])
+    @pytest.mark.asyncio
+    async def test_basic_openai_responses_api_streaming(self, sync_mode):
+        litellm._turn_on_debug()
+        base_completion_call_args = self.get_base_completion_call_args()
+        collected_content_string = ""
+        response_completed_event = None
+        if sync_mode:
+            response = litellm.responses(
+                input="Basic ping",
+                stream=True,
+                **base_completion_call_args
+            )
+            for event in response:
+                print("litellm response=", json.dumps(event, indent=4, default=str))
+                if event.type == "response.output_text.delta":
+                    collected_content_string += event.delta
+                elif event.type == "response.completed":
+                    response_completed_event = event
+        else:
+            response = await litellm.aresponses(
+                input="Basic ping",
+                stream=True,
+                **base_completion_call_args
+            )
+            async for event in response:
+                print("litellm response=", json.dumps(event, indent=4, default=str))
+                if event.type == "response.output_text.delta":
+                    collected_content_string += event.delta
+                elif event.type == "response.completed":
+                    response_completed_event = event
+
+        # assert the delta chunks content had len(collected_content_string) > 0
+        # this content is typically rendered on chat ui's
+        assert len(collected_content_string) > 0
+
+        # assert the response completed event is not None
+        assert response_completed_event is not None
+
+        # assert the response completed event has a response
+        assert response_completed_event.response is not None
+
+        # assert the response completed event includes the usage
+        assert response_completed_event.response.usage is not None
+
+        # basic test assert the usage seems reasonable
+        print("response_completed_event.response.usage=", response_completed_event.response.usage)
+        assert response_completed_event.response.usage.input_tokens > 0 and response_completed_event.response.usage.input_tokens < 100
+        assert response_completed_event.response.usage.output_tokens > 0 and response_completed_event.response.usage.output_tokens < 1000
+        assert response_completed_event.response.usage.total_tokens > 0 and response_completed_event.response.usage.total_tokens < 1000
+
+        # total tokens should be the sum of input and output tokens
+        assert response_completed_event.response.usage.total_tokens == response_completed_event.response.usage.input_tokens + response_completed_event.response.usage.output_tokens
+
+
+
+    @pytest.mark.parametrize("sync_mode", [False, True])
+    @pytest.mark.asyncio
+    async def test_basic_openai_responses_delete_endpoint(self, sync_mode):
+        litellm._turn_on_debug()
+        litellm.set_verbose = True
+        base_completion_call_args = self.get_base_completion_call_args()
+        if sync_mode:
+            response = litellm.responses(
+                input="Basic ping", max_output_tokens=20,
+                **base_completion_call_args
+            )
+
+            # delete the response
+            if isinstance(response, ResponsesAPIResponse):
+                litellm.delete_responses(
+                    response_id=response.id,
+                    **base_completion_call_args
+                )
+            else:
+                raise ValueError("response is not a ResponsesAPIResponse")
+        else:
+            response = await litellm.aresponses(
+                input="Basic ping", max_output_tokens=20,
+                **base_completion_call_args
+            )
+
+            # async delete the response
+            if isinstance(response, ResponsesAPIResponse):
+                await litellm.adelete_responses(
+                    response_id=response.id,
+                    **base_completion_call_args
+                )
+            else:
+                raise ValueError("response is not a ResponsesAPIResponse")
+    
+
+    @pytest.mark.parametrize("sync_mode", [True, False])
+    @pytest.mark.asyncio
+    async def test_basic_openai_responses_streaming_delete_endpoint(self, sync_mode):
+        #litellm._turn_on_debug()
+        #litellm.set_verbose = True
+        base_completion_call_args = self.get_base_completion_call_args()
+        response_id = None
+        if sync_mode:
+            response_id = None
+            response = litellm.responses(
+                input="Basic ping", max_output_tokens=20,
+                stream=True,
+                **base_completion_call_args
+            )
+            for event in response:
+                print("litellm response=", json.dumps(event, indent=4, default=str))
+                if "response" in event:
+                    response_obj = event.get("response")
+                    if response_obj is not None:
+                        response_id = response_obj.get("id")
+            print("got response_id=", response_id)
+
+            # delete the response
+            assert response_id is not None
+            litellm.delete_responses(
+                response_id=response_id,
+                **base_completion_call_args
+            )
+        else:
+            response = await litellm.aresponses(
+                input="Basic ping", max_output_tokens=20,
+                stream=True,
+                **base_completion_call_args
+            )
+            async for event in response:
+                print("litellm response=", json.dumps(event, indent=4, default=str))
+                if "response" in event:
+                    response_obj = event.get("response")
+                    if response_obj is not None:
+                        response_id = response_obj.get("id")
+            print("got response_id=", response_id)
+
+            # delete the response
+            assert response_id is not None
+            await litellm.adelete_responses(
+                response_id=response_id,
+                **base_completion_call_args
+            )
+
+    @pytest.mark.parametrize("sync_mode", [False, True])
+    @pytest.mark.asyncio
+    async def test_basic_openai_responses_get_endpoint(self, sync_mode):
+        litellm._turn_on_debug()
+        litellm.set_verbose = True
+        base_completion_call_args = self.get_base_completion_call_args()
+        if sync_mode:
+            response = litellm.responses(
+                input="Basic ping", max_output_tokens=20,
+                **base_completion_call_args
+            )
+
+            # get the response
+            if isinstance(response, ResponsesAPIResponse):
+                result = litellm.get_responses(
+                    response_id=response.id,
+                    **base_completion_call_args
+                )
+                assert result is not None
+                assert result.id == response.id
+                assert result.output == response.output
+            else:
+                raise ValueError("response is not a ResponsesAPIResponse")
+        else:
+            response = await litellm.aresponses(
+                input="Basic ping", max_output_tokens=20,
+                **base_completion_call_args
+            )
+            # async get the response
+            if isinstance(response, ResponsesAPIResponse):
+                result = await litellm.aget_responses(
+                    response_id=response.id,
+                    **base_completion_call_args
+                )
+                assert result is not None
+                assert result.id == response.id
+                assert result.output == response.output
+            else:
+                raise ValueError("response is not a ResponsesAPIResponse")
+    
+
diff --git a/tests/llm_responses_api_testing/test_anthropic_responses_api.py b/tests/llm_responses_api_testing/test_anthropic_responses_api.py
new file mode 100644
index 0000000000..3eabc0c15b
--- /dev/null
+++ b/tests/llm_responses_api_testing/test_anthropic_responses_api.py
@@ -0,0 +1,106 @@
+import os
+import sys
+import pytest
+import asyncio
+from typing import Optional
+from unittest.mock import patch, AsyncMock
+
+sys.path.insert(0, os.path.abspath("../.."))
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+import json
+from litellm.types.utils import StandardLoggingPayload
+from litellm.types.llms.openai import (
+    ResponseCompletedEvent,
+    ResponsesAPIResponse,
+    ResponseTextConfig,
+    ResponseAPIUsage,
+    IncompleteDetails,
+)
+import litellm
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from base_responses_api import BaseResponsesAPITest
+from openai.types.responses.function_tool import FunctionTool
+
+
+class TestAnthropicResponsesAPITest(BaseResponsesAPITest):
+    def get_base_completion_call_args(self):
+        #litellm._turn_on_debug()
+        return {
+            "model": "anthropic/claude-3-5-sonnet-latest",
+        }
+    
+    async def test_basic_openai_responses_delete_endpoint(self, sync_mode=False):
+        pass
+    
+    async def test_basic_openai_responses_streaming_delete_endpoint(self, sync_mode=False):
+        pass
+
+    async def test_basic_openai_responses_get_endpoint(self, sync_mode=False):
+        pass
+    
+
+
+
+def test_multiturn_tool_calls():
+    # Test streaming response with tools for Anthropic
+    litellm._turn_on_debug()
+    shell_tool = dict(FunctionTool(
+        type="function",
+        name="shell",
+        description="Runs a shell command, and returns its output.",
+        parameters={
+            "type": "object",
+            "properties": {
+                "command": {"type": "array", "items": {"type": "string"}},
+                "workdir": {"type": "string", "description": "The working directory for the command."}
+            },
+            "required": ["command"]
+        },
+        strict=True
+    ))
+    
+
+    
+    # Step 1: Initial request with the tool
+    response = litellm.responses(
+        input=[{
+            'role': 'user', 
+            'content': [
+                {'type': 'input_text', 'text': 'make a hello world html file'}
+            ], 
+            'type': 'message'
+        }],
+        model='anthropic/claude-3-7-sonnet-latest',
+        instructions='You are a helpful coding assistant.',
+        tools=[shell_tool]
+    )
+    
+    print("response=", response)
+    
+    # Step 2: Send the results of the tool call back to the model
+    # Get the response ID and tool call ID from the response
+
+    response_id = response.id
+    tool_call_id = ""
+    for item in response.output:
+        if 'type' in item and item['type'] == 'function_call':
+            tool_call_id = item['call_id']
+            break
+
+    # Use await with asyncio.run for the async function
+    follow_up_response = litellm.responses(
+        model='anthropic/claude-3-7-sonnet-latest',
+        previous_response_id=response_id,
+        input=[{
+            'type': 'function_call_output',
+            'call_id': tool_call_id,
+            'output': '{"output":"<html>\\n<head>\\n  <title>Hello Page</title>\\n</head>\\n<body>\\n  <h1>Hi</h1>\\n  <p>Welcome to this simple webpage!</p>\\n</body>\\n</html> > index.html\\n","metadata":{"exit_code":0,"duration_seconds":0}}'
+        }],
+        tools=[shell_tool]
+    )
+    
+    print("follow_up_response=", follow_up_response)
+        
+
+    
\ No newline at end of file
diff --git a/tests/llm_responses_api_testing/test_azure_responses_api.py b/tests/llm_responses_api_testing/test_azure_responses_api.py
new file mode 100644
index 0000000000..725a6efd5a
--- /dev/null
+++ b/tests/llm_responses_api_testing/test_azure_responses_api.py
@@ -0,0 +1,31 @@
+import os
+import sys
+import pytest
+import asyncio
+from typing import Optional
+from unittest.mock import patch, AsyncMock
+
+sys.path.insert(0, os.path.abspath("../.."))
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+import json
+from litellm.types.utils import StandardLoggingPayload
+from litellm.types.llms.openai import (
+    ResponseCompletedEvent,
+    ResponsesAPIResponse,
+    ResponseTextConfig,
+    ResponseAPIUsage,
+    IncompleteDetails,
+)
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from base_responses_api import BaseResponsesAPITest
+
+class TestAzureResponsesAPITest(BaseResponsesAPITest):
+    def get_base_completion_call_args(self):
+        return {
+            "model": "azure/computer-use-preview",
+            "truncation": "auto",
+            "api_base": os.getenv("AZURE_RESPONSES_OPENAI_ENDPOINT"),
+            "api_key": os.getenv("AZURE_RESPONSES_OPENAI_API_KEY"),
+            "api_version": os.getenv("AZURE_RESPONSES_OPENAI_API_VERSION"),
+        }
diff --git a/tests/llm_responses_api_testing/test_openai_responses_api.py b/tests/llm_responses_api_testing/test_openai_responses_api.py
index 677e13b08a..333f99f9d4 100644
--- a/tests/llm_responses_api_testing/test_openai_responses_api.py
+++ b/tests/llm_responses_api_testing/test_openai_responses_api.py
@@ -18,119 +18,13 @@ from litellm.types.llms.openai import (
     IncompleteDetails,
 )
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from base_responses_api import BaseResponsesAPITest, validate_responses_api_response
 
-
-def validate_responses_api_response(response, final_chunk: bool = False):
-    """
-    Validate that a response from litellm.responses() or litellm.aresponses()
-    conforms to the expected ResponsesAPIResponse structure.
-
-    Args:
-        response: The response object to validate
-
-    Raises:
-        AssertionError: If the response doesn't match the expected structure
-    """
-    # Validate response structure
-    print("response=", json.dumps(response, indent=4, default=str))
-    assert isinstance(
-        response, ResponsesAPIResponse
-    ), "Response should be an instance of ResponsesAPIResponse"
-
-    # Required fields
-    assert "id" in response and isinstance(
-        response["id"], str
-    ), "Response should have a string 'id' field"
-    assert "created_at" in response and isinstance(
-        response["created_at"], (int, float)
-    ), "Response should have a numeric 'created_at' field"
-    assert "output" in response and isinstance(
-        response["output"], list
-    ), "Response should have a list 'output' field"
-    assert "parallel_tool_calls" in response and isinstance(
-        response["parallel_tool_calls"], bool
-    ), "Response should have a boolean 'parallel_tool_calls' field"
-
-    # Optional fields with their expected types
-    optional_fields = {
-        "error": (dict, type(None)),  # error can be dict or None
-        "incomplete_details": (IncompleteDetails, type(None)),
-        "instructions": (str, type(None)),
-        "metadata": dict,
-        "model": str,
-        "object": str,
-        "temperature": (int, float),
-        "tool_choice": (dict, str),
-        "tools": list,
-        "top_p": (int, float),
-        "max_output_tokens": (int, type(None)),
-        "previous_response_id": (str, type(None)),
-        "reasoning": dict,
-        "status": str,
-        "text": ResponseTextConfig,
-        "truncation": str,
-        "usage": ResponseAPIUsage,
-        "user": (str, type(None)),
-    }
-    if final_chunk is False:
-        optional_fields["usage"] = type(None)
-
-    for field, expected_type in optional_fields.items():
-        if field in response:
-            assert isinstance(
-                response[field], expected_type
-            ), f"Field '{field}' should be of type {expected_type}, but got {type(response[field])}"
-
-    # Check if output has at least one item
-    if final_chunk is True:
-        assert (
-            len(response["output"]) > 0
-        ), "Response 'output' field should have at least one item"
-
-    return True  # Return True if validation passes
-
-
-@pytest.mark.parametrize("sync_mode", [True, False])
-@pytest.mark.asyncio
-async def test_basic_openai_responses_api(sync_mode):
-    litellm._turn_on_debug()
-    litellm.set_verbose = True
-    if sync_mode:
-        response = litellm.responses(
-            model="gpt-4o", input="Basic ping", max_output_tokens=20
-        )
-    else:
-        response = await litellm.aresponses(
-            model="gpt-4o", input="Basic ping", max_output_tokens=20
-        )
-
-    print("litellm response=", json.dumps(response, indent=4, default=str))
-
-    # Use the helper function to validate the response
-    validate_responses_api_response(response, final_chunk=True)
-
-
-@pytest.mark.parametrize("sync_mode", [True])
-@pytest.mark.asyncio
-async def test_basic_openai_responses_api_streaming(sync_mode):
-    litellm._turn_on_debug()
-
-    if sync_mode:
-        response = litellm.responses(
-            model="gpt-4o",
-            input="Basic ping",
-            stream=True,
-        )
-        for event in response:
-            print("litellm response=", json.dumps(event, indent=4, default=str))
-    else:
-        response = await litellm.aresponses(
-            model="gpt-4o",
-            input="Basic ping",
-            stream=True,
-        )
-        async for event in response:
-            print("litellm response=", json.dumps(event, indent=4, default=str))
+class TestOpenAIResponsesAPITest(BaseResponsesAPITest):
+    def get_base_completion_call_args(self):
+        return {
+            "model": "openai/gpt-4o",
+        }
 
 
 class TestCustomLogger(CustomLogger):
@@ -693,7 +587,7 @@ async def test_openai_responses_litellm_router_no_metadata():
 
         # Assert metadata is not in the request
         assert (
-            loaded_request_body["metadata"] == None
+            "metadata" not in loaded_request_body
         ), "metadata should not be in the request body"
         mock_post.assert_called_once()
 
@@ -910,7 +804,7 @@ async def test_openai_o1_pro_response_api(sync_mode):
         print("Response:", json.dumps(response, indent=4, default=str))
 
         # Check that the response has the expected structure
-        assert response["id"] == mock_response["id"]
+        assert response["id"] is not None
         assert response["status"] == "incomplete"
         assert response["incomplete_details"].reason == "max_output_tokens"
         assert response["max_output_tokens"] == 20
@@ -1042,3 +936,100 @@ async def test_openai_o1_pro_response_api_streaming(sync_mode):
             assert request_body["model"] == "o1-pro"
             assert request_body["max_output_tokens"] == 20
             assert "stream" not in request_body
+
+
+def test_basic_computer_use_preview_tool_call():
+    """
+    Test that LiteLLM correctly handles a computer_use_preview tool call where the environment is set to "linux"
+
+    linux is an unsupported environment for the computer_use_preview tool, but litellm users should still be able to pass it to openai
+    """
+    # Mock response from OpenAI
+
+    mock_response = {
+        "id": "resp_67dc3dd77b388190822443a85252da5a0e13d8bdc0e28d88",
+        "object": "response",
+        "created_at": 1742486999,
+        "status": "incomplete",
+        "error": None,
+        "incomplete_details": {"reason": "max_output_tokens"},
+        "instructions": None,
+        "max_output_tokens": 20,
+        "model": "o1-pro-2025-03-19",
+        "output": [
+            {
+                "type": "reasoning",
+                "id": "rs_67dc3de50f64819097450ed50a33d5f90e13d8bdc0e28d88",
+                "summary": [],
+            }
+        ],
+        "parallel_tool_calls": True,
+        "previous_response_id": None,
+        "reasoning": {"effort": "medium", "generate_summary": None},
+        "store": True,
+        "temperature": 1.0,
+        "text": {"format": {"type": "text"}},
+        "tool_choice": "auto",
+        "tools": [],
+        "top_p": 1.0,
+        "truncation": "disabled",
+        "usage": {
+            "input_tokens": 73,
+            "input_tokens_details": {"cached_tokens": 0},
+            "output_tokens": 20,
+            "output_tokens_details": {"reasoning_tokens": 0},
+            "total_tokens": 93,
+        },
+        "user": None,
+        "metadata": {},
+    }
+    class MockResponse:
+        def __init__(self, json_data, status_code):
+            self._json_data = json_data
+            self.status_code = status_code
+            self.text = json.dumps(json_data)
+
+        def json(self):
+            return self._json_data
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.HTTPHandler.post",
+        return_value=MockResponse(mock_response, 200),
+    ) as mock_post:
+        litellm._turn_on_debug()
+        litellm.set_verbose = True
+
+        # Call the responses API with computer_use_preview tool
+        response = litellm.responses(
+            model="openai/computer-use-preview",
+            tools=[{
+                "type": "computer_use_preview",
+                "display_width": 1024,
+                "display_height": 768,
+                "environment": "linux"  # other possible values: "mac", "windows", "ubuntu"
+            }],
+            input="Check the latest OpenAI news on bing.com.",
+            reasoning={"summary": "concise"},
+            truncation="auto"
+        )
+
+        # Verify the request was made correctly
+        mock_post.assert_called_once()
+        request_body = json.loads(mock_post.call_args.kwargs["data"])
+        
+        # Validate the request structure
+        assert request_body["model"] == "computer-use-preview"
+        assert len(request_body["tools"]) == 1
+        assert request_body["tools"][0]["type"] == "computer_use_preview"
+        assert request_body["tools"][0]["display_width"] == 1024
+        assert request_body["tools"][0]["display_height"] == 768
+        assert request_body["tools"][0]["environment"] == "linux"
+        
+        # Check that reasoning was passed correctly
+        assert request_body["reasoning"]["summary"] == "concise"
+        assert request_body["truncation"] == "auto"
+        
+        # Validate the input format
+        assert isinstance(request_body["input"], str)
+        assert request_body["input"] == "Check the latest OpenAI news on bing.com."
+        
\ No newline at end of file
diff --git a/tests/llm_translation/base_llm_unit_tests.py b/tests/llm_translation/base_llm_unit_tests.py
index bd3627f7d4..6a2cacd20a 100644
--- a/tests/llm_translation/base_llm_unit_tests.py
+++ b/tests/llm_translation/base_llm_unit_tests.py
@@ -76,6 +76,11 @@ class BaseLLMChatTest(ABC):
         """Must return the base completion call args"""
         pass
 
+
+    def get_base_completion_call_args_with_reasoning_model(self) -> dict:
+        """Must return the base completion call args with reasoning_effort"""
+        return {}
+
     def test_developer_role_translation(self):
         """
         Test that the developer role is translated correctly for non-OpenAI providers.
@@ -806,6 +811,7 @@ class BaseLLMChatTest(ABC):
 
         return url
     
+    @pytest.mark.flaky(retries=3, delay=1)
     def test_empty_tools(self):
         """
         Related Issue: https://github.com/BerriAI/litellm/issues/9080
@@ -828,6 +834,8 @@ class BaseLLMChatTest(ABC):
             response = completion(**base_completion_call_args, messages=[{"role": "user", "content": "Hello, how are you?"}], tools=[]) # just make sure call doesn't fail
             print("response: ", response)
             assert response is not None
+        except litellm.ContentPolicyViolationError:
+            pass
         except litellm.InternalServerError:
             pytest.skip("Model is overloaded")
         except litellm.RateLimitError:
@@ -835,6 +843,7 @@ class BaseLLMChatTest(ABC):
         except Exception as e:
             pytest.fail(f"Error occurred: {e}")
 
+    @pytest.mark.flaky(retries=3, delay=1)
     def test_basic_tool_calling(self):
         try:
             from litellm import completion, ModelResponse
@@ -891,6 +900,13 @@ class BaseLLMChatTest(ABC):
             assert response is not None
 
             # if the provider did not return any tool calls do not make a subsequent llm api call
+            if response.choices[0].message.content is not None:
+                try:
+                    json.loads(response.choices[0].message.content)
+                    pytest.fail(f"Tool call returned in content instead of tool_calls")
+                except Exception as e:
+                    print(f"Error: {e}")
+                    pass
             if response.choices[0].message.tool_calls is None:
                 return
             # Add any assertions here to check the response
@@ -931,6 +947,8 @@ class BaseLLMChatTest(ABC):
                 second_response.choices[0].message.content is not None
                 or second_response.choices[0].message.tool_calls is not None
             )
+        except litellm.ServiceUnavailableError:
+            pytest.skip("Model is overloaded")
         except litellm.InternalServerError:
             pytest.skip("Model is overloaded")
         except litellm.RateLimitError:
@@ -1126,6 +1144,46 @@ class BaseLLMChatTest(ABC):
 
         print(response)
 
+    def test_reasoning_effort(self):
+        """Test that reasoning_effort is passed correctly to the model"""
+        from litellm.utils import supports_reasoning
+        from litellm import completion
+
+        os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+        litellm.model_cost = litellm.get_model_cost_map(url="")
+
+        base_completion_call_args = self.get_base_completion_call_args_with_reasoning_model()
+        if len(base_completion_call_args) == 0:
+            print("base_completion_call_args is empty")
+            pytest.skip("Model does not support reasoning")
+        if not supports_reasoning(base_completion_call_args["model"], None):
+            print("Model does not support reasoning")
+            pytest.skip("Model does not support reasoning")
+
+        _, provider, _, _ = litellm.get_llm_provider(
+            model=base_completion_call_args["model"]
+        )
+
+        ## CHECK PARAM MAPPING 
+        optional_params = get_optional_params(
+            model=base_completion_call_args["model"],
+            custom_llm_provider=provider,
+            reasoning_effort="high",
+        )
+        # either accepts reasoning effort or thinking budget
+        assert "reasoning_effort" in optional_params or "4096" in json.dumps(optional_params)
+
+        try:
+            litellm._turn_on_debug()
+            response = completion(
+                **base_completion_call_args,
+                reasoning_effort="low",
+                messages=[{"role": "user", "content": "Hello!"}],
+            )
+            print(f"response: {response}")
+        except Exception as e:
+            pytest.fail(f"Error: {e}")
+
         
 
 class BaseOSeriesModelsTest(ABC):  # test across azure/openai
diff --git a/tests/llm_translation/test_anthropic_completion.py b/tests/llm_translation/test_anthropic_completion.py
index 078467f588..73d0bec5bf 100644
--- a/tests/llm_translation/test_anthropic_completion.py
+++ b/tests/llm_translation/test_anthropic_completion.py
@@ -968,6 +968,107 @@ def test_anthropic_citations_api_streaming():
     assert has_citations
 
 
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic/claude-3-7-sonnet-20250219",
+        "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+    ],
+)
+def test_anthropic_thinking_output(model):
+    from litellm import completion
+
+    litellm._turn_on_debug()
+
+    resp = completion(
+        model=model,
+        messages=[{"role": "user", "content": "What is the capital of France?"}],
+        thinking={"type": "enabled", "budget_tokens": 1024},
+    )
+
+    print(resp)
+    assert resp.choices[0].message.reasoning_content is not None
+    assert isinstance(resp.choices[0].message.reasoning_content, str)
+    assert resp.choices[0].message.thinking_blocks is not None
+    assert isinstance(resp.choices[0].message.thinking_blocks, list)
+    assert len(resp.choices[0].message.thinking_blocks) > 0
+
+    assert resp.choices[0].message.thinking_blocks[0]["type"] == "thinking"
+    assert resp.choices[0].message.thinking_blocks[0]["signature"] is not None
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic/claude-3-7-sonnet-20250219",
+        # "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+    ],
+)
+def test_anthropic_redacted_thinking_output(model):
+    from litellm import completion
+
+    litellm._turn_on_debug()
+
+    resp = completion(
+        model=model,
+        messages=[{"role": "user", "content": "ANTHROPIC_MAGIC_STRING_TRIGGER_REDACTED_THINKING_46C9A13E193C177646C7398A98432ECCCE4C1253D5E2D82641AC0E52CC2876CB"}],
+        thinking={"type": "enabled", "budget_tokens": 1024},
+    )
+
+    print(resp)
+    assert resp.choices[0].message.thinking_blocks is not None
+    assert isinstance(resp.choices[0].message.thinking_blocks, list)
+    assert len(resp.choices[0].message.thinking_blocks) > 0
+    assert resp.choices[0].message.thinking_blocks[0]["type"] == "redacted_thinking"
+    assert resp.choices[0].message.thinking_blocks[0]["data"] is not None
+
+
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic/claude-3-7-sonnet-20250219",
+        # "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+        # "bedrock/invoke/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+    ],
+)
+def test_anthropic_thinking_output_stream(model):
+    litellm.set_verbose = True
+    try:
+        # litellm._turn_on_debug()
+        resp = litellm.completion(
+            model=model,
+            messages=[{"role": "user", "content": "Tell me a joke."}],
+            stream=True,
+            thinking={"type": "enabled", "budget_tokens": 1024},
+            timeout=10,
+        )
+
+        reasoning_content_exists = False
+        signature_block_exists = False
+        for chunk in resp:
+            print(f"chunk 2: {chunk}")
+            if (
+                hasattr(chunk.choices[0].delta, "thinking_blocks")
+                and chunk.choices[0].delta.thinking_blocks is not None
+                and chunk.choices[0].delta.reasoning_content is not None
+                and isinstance(chunk.choices[0].delta.thinking_blocks, list)
+                and len(chunk.choices[0].delta.thinking_blocks) > 0
+                and isinstance(chunk.choices[0].delta.reasoning_content, str)
+            ):
+                reasoning_content_exists = True
+                print(chunk.choices[0].delta.thinking_blocks[0])
+                if chunk.choices[0].delta.thinking_blocks[0].get("signature"):
+                    signature_block_exists = True
+                    assert chunk.choices[0].delta.thinking_blocks[0]["type"] == "thinking"
+        assert reasoning_content_exists
+        assert signature_block_exists
+    except litellm.Timeout:
+        pytest.skip("Model is timing out")
+
+
+
 def test_anthropic_custom_headers():
     from litellm import completion
     from litellm.llms.custom_httpx.http_handler import HTTPHandler
@@ -1045,3 +1146,37 @@ def test_anthropic_thinking_in_assistant_message(model):
 
 
 
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic/claude-3-7-sonnet-20250219",
+        # "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+    ],
+)
+def test_anthropic_redacted_thinking_in_assistant_message(model):
+    litellm._turn_on_debug()
+    params = {
+        "model": model,
+        "messages": [
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "redacted_thinking",
+                        "data": "EqkBCkYIARgCKkAflgFkky5bvpaXt2GnDYgbA8QOCr+BF53t+UmiRA22Z7Ply9z2xfTGYSqvjlhIEsV6WDPdVoXndztvhKCzE2PUEgxwXpRD1hBLUSajVWoaDEftxmhqdg0mRwPUGCIwcht1EH91+gznPoaMNquU4sGeaOLFaeyNeG4dJXsYT/Jc4OG3453LN5ra4uVxC/GgKhGMQ1A9aO2Ac0O5M+bOdp1RFw==Eo0CCkYIARgCKkCcHATldbjR0vfU1DlNaQr3J2GKem6OjFybQyshp4C9XnysT/6y1CNcI+VGsbX99GfKLGqcsGYr81WlM+d7NscJEgxzkyZuwL3QnnxFiUUaDIA3nZpQa15D5XD72yIwyIGpJwhdavzXvE1bQLZj43aNtznG6Uwsxx4ZlLv83SUqH7GqzMxvm3stLj3cYmKMKnUqqhpeluvoxODUY/fhhF6Bjsj9C1MIRL+9urDH2EtAmZ+BrvLoXjRlbEH9+DtzLE57I1ShMDbUqLJXxXTcjhPkmu3JscBYf0waXfUgrQl2Pnv5dAxM2S3ZASk8di7ak0XcRknVBhhaR2ykdDbVyxzFzyZo8Fc=EtcBCkYIARgCKkCl6nQeKqHIBgdZ1EByLfEwnlZxsZWoDwablEKqRAIrKvB10ccs6RZqrTMZgcMLaW3QpWwnI4fC/WiOe811B94JEgyvTK4+E/zB+a42bYcaDOPesimKdlIPLT7VQiIwplWjvDcbe16vZSJ0OezjHCHEvML4QJPyvGE3NRHcLzC9UiGYriFys5zgv0O7qKr5Kj/56IL1BbaFqSANA7vjGoW+GSlv294L4LzqNWCD0ANzDnEjlXlVeibNM74v+KKXRVwn/IInHPog4hJA0/3GQyA=EtwBCkYIARgCKkBda4XEzq+PTfE7niGdYVzvAXRTb+3ujsDVGhVNtFnPx6K/I6ORfxOWmwEuk7iXygehQA18p0CVYLsCU4AHFvtjEgzYH2JNCxa8F07pGioaDOA635mdHKbyiecBJSIwshUavES7HZBnA4l3k8l92LAhuJQV1C5tUgKkk0pHRT+/OzDfXvxsZSx7AmR7J3QXKkQwHL6K9yZEWdeh/B22ft/GxyRViO7nZrT95PAAux31u++rYQyeFJ+rv0Yrs/KoBnlNUg9YFOpDMo1bMWV9n4CGwq92bw==EtEBCkYIARgCKkCZdn2NBzxiOEJt/E8VOs6YLbYjRaCkvhEdz5apcEZlBQJpulvgv1JvamrMZD0FCJZVTwxd/65M9Ady/LbtYTh7EgwtL7W9DXSFjxPErCIaDGk0e/bXY8yJdjk3CSIwYS0TtiaFK8tJrREBFA9IOp+q+tnE8Wl338CbbskRvF5topYmtofuBIG4GQkHvbQjKjn2BmwrEic/CdSEVbvEix7AWEsw92DabVmseTQhUbbuYRa4Ou6jXMW2pMJFUBjMr95gF6BlVFr4iEA=EsUBCkYIARgCKkAsEmKjMN9TVYLyBdo1+0uopommcjQx8Fu65+mje5Ft05KOnyKAzuUyORtk5r73glan8L+WlygaOOrZ1hi81219EgwpdTA6qbcaggIWeTIaDDrJ0eTbsqku4VSY8CIw3mJfRyv7ISHih4mpAVioGuuduXbaie5eKn5a+WgQiOmm22uZ4Gv72uluCSGGriHnKi28bHMomrytYLvKNvhL51yf5/Tgm/lIgQ9gyTJLqVzVjGn6ng1sN8vUti/tuGw=EsoBCkYIARgCKkB+jJBrxqqpzyGt5RXDKTBVxTnE8IrYRysAL2U/H171INDMCxrDHxfts3M0wuQirXN/2fZXwmQJIZRzzumA+I2sEgw0ySDeyTfHgTiafo8aDKOTl485koQiPwXipyIwG9n/zWUZ+tgfFELW2rV5/yo6Pq/r9bJdrd2b25qCATwX2gd54gsjWhSvLDkD7pLJKjL6ZuiW4N6hVo6JIR4UL8LxcsP9tET0ElIgQZ/h8HOIi18fQKsEdtseWCFnuXse21KIeg==EtwBCkYIARgCKkDWMlgTA+iKsScbpNtZab6dgMKRZYpQSoJ274+n0TqvLAqHL8GxLm1sMVom81LcVWCZZeIVQFbkmbJxyBovvLoUEgxy6YGb0EeJW10P8XEaDKowL3qI/z000pgR2SIwZIczlDKkqw75UYcEOC6Cx9yc0CdYjJnmQOa4Ezni20SANA8YnBMIYJqW4osO/KalKkTLmgvJRQE1Hk8Bn3af9fIYt+vITYEY4Wr7/UVNBtSXBOMP0YoSgNyzjX/pu2N3oy2Blv/YAgtHIJ3Xwd43clN5F2wU+Q==EtQBCkYIARgCKkD3vxW2GsLyEGtmBpI6NdNyh4i/ea7E9rp5puSHdk/dSCpW5G1wI3nrFIS2bUqZsvsDu3YgcDixG8eeDnzacC/qEgzilh/V8vaE1X9lRlIaDAa17eq6kSgaRrsAfSIwFAXgLu5BUKldMeQdcomRqgmY9hDzkDlRnBrbO9GxXsrmpGTU9iqVZQ7z9OVW522bKjyB/GeuNlv4V8a8uricx1InN8q94coWGCRPvAJVAvhP/YMCcNlvrgoN8C2RGc13e88uDq01r6gpkWTlVDY=EssBCkYIARgCKkAOhKBpvfqIElQ1mlG7NiCiolHnqagXryuwNsODnttLBeVMGBsZ8DgpSGWonVE/22MQgciWLY7WaaeoDcpL3X/pEgx4xuL/KqOgxrBnau4aDH3pQ/Sqr1aHa68YiiIwR6+w9QOWFfut8ZG8z+QkAO/kZVePcELKabHp7ikY+DOjvOt4FfnaChwQFTSGzZhaKjPK4MwQukuZIT1PFGFIh20Hi6wMQlHvsChIF88nUV2EAz4Sgb/vWPiQBbWP3gT3hJBehQY=EtMBCkYIARgCKkCT0yD5m4Rvs3KBNkAC2g7aprLTzKRqF+vdHAeYte9KngJZhThexj65o+q9HOGhIIAsboRhz70xkAybdQdsrg8OEgzQm1M980FeZMCi1XsaDJSFOpIuOhUOkPIs+iIw62jO5yY9ZETmrYtEb+pYN5Cyf467YVOOv7FBo44gIFgUvFklU5+y09k3MGzrBNViKjvkopPoFbpYI9ilB3dN6pAzrzhDzOum+Rsx1N25+UYvdT+yYBilrIPW1XmLmzT+ZMs4eV5caG35ZsNsjQ==EtwBCkYIARgCKkCOShz0/2ZO3u0WH8PBN63fAwKo4TcNFM3axUJL9dK9JJDLtC0XwP9Ee4vqPZyLBao4RyAefbYmY3TJ1As/AbuvEgxbYiyN4UcjaJU9mwkaDP9L3FACdMRQ+UFOSSIwQ0btU6cKIRsSNzvBsP8Fa4Ab7vOnlo4YSAv2lD7ZdDKVcQaWQZHYsQb/QQDfIGKGKkRXhNoET9KyQkb/x8lVpUR1d2u/sHTdgKEjkUdQop88SUFHvkGcJrMUTvnuvUdO4MdHwKnN0IINbDHTEUjUXSQPkpfTTA==EtwBCkYIARgCKkCIwQCFJUrhd1aT8hGMNcPIl+CaSZWsqerPDUGzZnS2tt2+tAs+TAPcKVHC07BdEXj6aKSbrOb8b7OQ/KFbrWJ4Egz980omEnE4djm8t5UaDDXrDJWgFSuZ+LWFmSIw/RzMo5ncKnqvf0TZ1krxMi4/DpAZb0Lgmc1XxGT2JPA4At9EEHNVPrWLXwGM3vUYKkQltG8EJFOWL1In5541dca1pnRDyBg4JVRQ5CuvA/pUCI2e9ARiODI7D+ydZorcnWQ7j2Qc1DguMQVHMbPLyGbQx9vqgQ==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EtcBCkYIARgCKkDM4CyfgVBHhusU4C0tg/RwXiAbNtjOoYfcufGUnFlQKcpuJnekvb61EAerBrELguIrvNJIbyqy0Kcd/r64hu1UEgyITWjG3/cVsm/o0JkaDKm1/y0HF1YpqoiFoCIwqImOpk6SngP99aXE4p5c7y9rOvVo3lmKidTUdi1lmtoEZ9sXdY49nLsGeCuCjPJKKj976uFmgrZWIEZIL+HQGVjDOJ7mK8NzAxjX3m0AELsWN5FgbGOHus/S4o2EKi43/MLaRervgaFdrxK9BKGE6LY=EtMBCkYIARgCKkDvEoH/lv1fRxN+JaknzdY53WmQrEGJ7yupv22X2TdxN2+GmY8l1KYONWboOxalfoSbSlp3+zVJXdvTCa60CYnnEgyUslgNTFL5iGt+aq0aDESsIoNRuPYqDc5fbCIw9gHGejHXKw9GMR0sw1RnIF2FBI5Zo5/4EK2AFZ8BU5yAYgJw0wTc16ZVEFEraKS+KjtqVPmiodedFzc+f4kr+U8dy+xQtcsmTe9KcvAYmskvZ6Kl6iCitm/PZdjl/7COePcTVu32QnxZuG4Mpw==EtEBCkYIARgCKkB/SdSv2Jo8DJ4pOOK4mYXhSsPrnf6/ESHL7voj6FbdYPsgg2f3XQByQV93Menel5tgcx0jvNfY7Z9nx4Rz3iTvEgxN/mWUwb6Lb/1BfkAaDBONEsjWD1fKeK8H/iIwy+yJUFPTde2wxI/j6em5uS8HWGsfX9pUB4u/K4QHAd85bn63rrXSxbe2DHIG620UKjk+C6q3aXztOAGAyvhjiN9lnNAFPv93GTnwj+14n07c/xPdHBQyXXi742UBjFdQkmwp3m6RWf5psYU=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",
+                    },
+                    {
+                        "type": "text",
+                        "text": "I'm not able to respond to special commands or trigger phrases like the one you've shared. Those types of strings don't activate any special modes or features in my system. Is there something specific I can help you with today? I'm happy to assist with questions, have a conversation, provide information, or help with various tasks within my normal capabilities.",
+                    },
+                ],
+            },
+            {"role": "user", "content": [{"type": "text", "text": "Who do you know?"}]},
+        ],
+        "max_tokens": 32768,
+        "thinking": {"type": "enabled", "budget_tokens": 30720},
+    }
+
+    response = litellm.completion(**params)
+
+    assert response is not None
diff --git a/tests/llm_translation/test_azure_ai.py b/tests/llm_translation/test_azure_ai.py
index 6ec2050638..62f68b02d3 100644
--- a/tests/llm_translation/test_azure_ai.py
+++ b/tests/llm_translation/test_azure_ai.py
@@ -14,7 +14,7 @@ from litellm.llms.anthropic.chat import ModelResponseIterator
 import httpx
 import json
 from litellm.llms.custom_httpx.http_handler import HTTPHandler
-from base_rerank_unit_tests import BaseLLMRerankTest
+# from base_rerank_unit_tests import BaseLLMRerankTest
 
 load_dotenv()
 import io
@@ -255,16 +255,17 @@ def test_azure_deepseek_reasoning_content():
         assert response.choices[0].message.content == "\n\nThe sky is a canvas of blue"
 
 
-class TestAzureAIRerank(BaseLLMRerankTest):
-    def get_custom_llm_provider(self) -> litellm.LlmProviders:
-        return litellm.LlmProviders.AZURE_AI
+# skipping due to cohere rbac issues
+# class TestAzureAIRerank(BaseLLMRerankTest):
+#     def get_custom_llm_provider(self) -> litellm.LlmProviders:
+#         return litellm.LlmProviders.AZURE_AI
 
-    def get_base_rerank_call_args(self) -> dict:
-        return {
-            "model": "azure_ai/cohere-rerank-v3-english",
-            "api_base": os.getenv("AZURE_AI_COHERE_API_BASE"),
-            "api_key": os.getenv("AZURE_AI_COHERE_API_KEY"),
-        }
+#     def get_base_rerank_call_args(self) -> dict:
+#         return {
+#             "model": "azure_ai/cohere-rerank-v3-english",
+#             "api_base": os.getenv("AZURE_AI_COHERE_API_BASE"),
+#             "api_key": os.getenv("AZURE_AI_COHERE_API_KEY"),
+#         }
 
 
 @pytest.mark.asyncio
@@ -279,7 +280,7 @@ async def test_azure_ai_request_format():
 
     # Set up the test parameters
     api_key = os.getenv("AZURE_API_KEY")
-    api_base = f"{os.getenv('AZURE_API_BASE')}/openai/deployments/gpt-4o/chat/completions?api-version=2024-08-01-preview"
+    api_base = f"{os.getenv('AZURE_API_BASE')}/openai/deployments/gpt-4o-new-test/chat/completions?api-version=2024-08-01-preview"
     model = "azure_ai/gpt-4o"
     messages = [
         {"role": "user", "content": "hi"},
diff --git a/tests/llm_translation/test_azure_openai.py b/tests/llm_translation/test_azure_openai.py
index d289c892a0..72ea3ec27e 100644
--- a/tests/llm_translation/test_azure_openai.py
+++ b/tests/llm_translation/test_azure_openai.py
@@ -137,7 +137,7 @@ def test_azure_extra_headers(input, call_type, header_value):
                 func = image_generation
 
             data = {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com",
                 "api_version": "2023-07-01-preview",
                 "api_key": "my-azure-api-key",
@@ -339,7 +339,7 @@ def test_azure_gpt_4o_with_tool_call_and_response_format(api_version):
 
     with patch.object(client.chat.completions.with_raw_response, "create") as mock_post:
         response = litellm.completion(
-            model="azure/gpt-4o",
+            model="azure/gpt-4o-new-test",
             messages=[
                 {
                     "role": "system",
@@ -474,7 +474,7 @@ def test_azure_max_retries_0(
 
     try:
         completion(
-            model="azure/gpt-4o",
+            model="azure/gpt-4o-new-test",
             messages=[{"role": "user", "content": "Hello world"}],
             max_retries=max_retries,
             stream=stream,
@@ -502,7 +502,7 @@ async def test_async_azure_max_retries_0(
 
     try:
         await acompletion(
-            model="azure/gpt-4o",
+            model="azure/gpt-4o-new-test",
             messages=[{"role": "user", "content": "Hello world"}],
             max_retries=max_retries,
             stream=stream,
diff --git a/tests/llm_translation/test_bedrock_completion.py b/tests/llm_translation/test_bedrock_completion.py
index d6e8ed4ff8..101e72e3db 100644
--- a/tests/llm_translation/test_bedrock_completion.py
+++ b/tests/llm_translation/test_bedrock_completion.py
@@ -2972,6 +2972,30 @@ def test_bedrock_application_inference_profile():
     client = HTTPHandler()
     client2 = HTTPHandler()
 
+    tools = [{
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {
+                            "type": "string",
+                            "enum": ["celsius", "fahrenheit"],
+                        },
+                    },
+                    "required": ["location"],
+                }
+            }
+        }
+    ]
+
+
     with patch.object(client, "post") as mock_post, patch.object(
         client2, "post"
     ) as mock_post2:
@@ -2981,6 +3005,7 @@ def test_bedrock_application_inference_profile():
                 messages=[{"role": "user", "content": "Hello, how are you?"}],
                 model_id="arn:aws:bedrock:eu-central-1:000000000000:application-inference-profile/a0a0a0a0a0a0",
                 client=client,
+                tools=tools
             )
         except Exception as e:
             print(e)
@@ -2990,6 +3015,7 @@ def test_bedrock_application_inference_profile():
                 model="bedrock/converse/arn:aws:bedrock:eu-central-1:000000000000:application-inference-profile/a0a0a0a0a0a0",
                 messages=[{"role": "user", "content": "Hello, how are you?"}],
                 client=client2,
+                tools=tools
             )
         except Exception as e:
             print(e)
diff --git a/tests/llm_translation/test_fireworks_ai_translation.py b/tests/llm_translation/test_fireworks_ai_translation.py
index 9e78270c92..953405c46e 100644
--- a/tests/llm_translation/test_fireworks_ai_translation.py
+++ b/tests/llm_translation/test_fireworks_ai_translation.py
@@ -1,6 +1,6 @@
 import os
 import sys
-
+import json
 import pytest
 
 sys.path.insert(
@@ -93,57 +93,6 @@ class TestFireworksAIChatCompletion(BaseLLMChatTest):
         """
         pass
 
-    @pytest.mark.parametrize(
-        "response_format",
-        [
-            {"type": "json_object"},
-            {"type": "text"},
-        ],
-    )
-    @pytest.mark.flaky(retries=6, delay=1)
-    def test_json_response_format(self, response_format):
-        """
-        Test that the JSON response format is supported by the LLM API
-        """
-        from litellm.utils import supports_response_schema
-        from openai import OpenAI
-        from unittest.mock import patch
-
-        client = OpenAI()
-
-        base_completion_call_args = self.get_base_completion_call_args()
-        litellm.set_verbose = True
-
-        messages = [
-            {
-                "role": "system",
-                "content": "Your output should be a JSON object with no additional properties.  ",
-            },
-            {
-                "role": "user",
-                "content": "Respond with this in json. city=San Francisco, state=CA, weather=sunny, temp=60",
-            },
-        ]
-
-        with patch.object(
-            client.chat.completions.with_raw_response, "create"
-        ) as mock_post:
-            response = self.completion_function(
-                **base_completion_call_args,
-                messages=messages,
-                response_format=response_format,
-                client=client,
-            )
-
-            mock_post.assert_called_once()
-            if response_format["type"] == "json_object":
-                assert (
-                    mock_post.call_args.kwargs["response_format"]["type"]
-                    == "json_object"
-                )
-            else:
-                assert mock_post.call_args.kwargs["response_format"]["type"] == "text"
-
 
 class TestFireworksAIAudioTranscription(BaseLLMAudioTranscriptionTest):
     def get_base_audio_transcription_call_args(self) -> dict:
@@ -253,14 +202,15 @@ def test_global_disable_flag_with_transform_messages_helper(monkeypatch):
     from openai import OpenAI
     from unittest.mock import patch
     from litellm import completion
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler
+
+    client = HTTPHandler()
 
     monkeypatch.setattr(litellm, "disable_add_transform_inline_image_block", True)
 
-    client = OpenAI()
-
     with patch.object(
-        client.chat.completions.with_raw_response,
-        "create",
+        client,
+        "post",
     ) as mock_post:
         try:
             completion(
@@ -286,9 +236,10 @@ def test_global_disable_flag_with_transform_messages_helper(monkeypatch):
 
         mock_post.assert_called_once()
         print(mock_post.call_args.kwargs)
+        json_data = json.loads(mock_post.call_args.kwargs["data"])
         assert (
             "#transform=inline"
-            not in mock_post.call_args.kwargs["messages"][0]["content"][1]["image_url"][
+            not in json_data["messages"][0]["content"][1]["image_url"][
                 "url"
             ]
         )
diff --git a/tests/llm_translation/test_gemini.py b/tests/llm_translation/test_gemini.py
index 9e6105e39a..475c4f03b7 100644
--- a/tests/llm_translation/test_gemini.py
+++ b/tests/llm_translation/test_gemini.py
@@ -17,6 +17,9 @@ from litellm import completion
 class TestGoogleAIStudioGemini(BaseLLMChatTest):
     def get_base_completion_call_args(self) -> dict:
         return {"model": "gemini/gemini-2.0-flash"}
+    
+    def get_base_completion_call_args_with_reasoning_model(self) -> dict:
+        return {"model": "gemini/gemini-2.5-flash-preview-04-17"}
 
     def test_tool_call_no_arguments(self, tool_call_no_arguments):
         """Test that tool calls with no arguments is translated correctly. Relevant issue: https://github.com/BerriAI/litellm/issues/6833"""
@@ -85,3 +88,50 @@ def test_gemini_image_generation():
     assert response.choices[0].message.content is not None
 
 
+
+def test_gemini_thinking():
+    litellm._turn_on_debug()
+    from litellm.types.utils import Message, CallTypes
+    from litellm.utils import return_raw_request
+    import json
+
+    messages = [
+        {"role": "user", "content": "Explain the concept of Occam's Razor and provide a simple, everyday example"}
+    ]
+    reasoning_content = "I'm thinking about Occam's Razor."
+    assistant_message = Message(content='Okay, let\'s break down Occam\'s Razor.', reasoning_content=reasoning_content, role='assistant', tool_calls=None, function_call=None, provider_specific_fields=None)
+
+    messages.append(assistant_message)
+
+    raw_request = return_raw_request(
+        endpoint=CallTypes.completion,
+        kwargs={
+            "model": "gemini/gemini-2.5-flash-preview-04-17",
+            "messages": messages,
+        }
+    )
+    assert reasoning_content in json.dumps(raw_request)
+    response = completion(
+        model="gemini/gemini-2.5-flash-preview-04-17",
+        messages=messages, # make sure call works
+    )
+    print(response.choices[0].message)
+    assert response.choices[0].message.content is not None
+
+
+def test_gemini_thinking_budget_0():
+    litellm._turn_on_debug()
+    from litellm.types.utils import Message, CallTypes
+    from litellm.utils import return_raw_request
+    import json
+
+    raw_request = return_raw_request(
+        endpoint=CallTypes.completion,
+        kwargs={
+            "model": "gemini/gemini-2.5-flash-preview-04-17",
+            "messages": [{"role": "user", "content": "Explain the concept of Occam's Razor and provide a simple, everyday example"}],
+            "thinking": {"type": "enabled", "budget_tokens": 0}
+        }
+    )
+    print(raw_request)
+    assert "0" in json.dumps(raw_request["raw_request_body"])
\ No newline at end of file
diff --git a/tests/llm_translation/test_infinity.py b/tests/llm_translation/test_infinity.py
index eb986b8ab5..802789377c 100644
--- a/tests/llm_translation/test_infinity.py
+++ b/tests/llm_translation/test_infinity.py
@@ -15,7 +15,7 @@ import json
 import os
 import sys
 from datetime import datetime
-from unittest.mock import AsyncMock, patch
+from unittest.mock import patch, MagicMock, AsyncMock
 
 import pytest
 
@@ -25,6 +25,10 @@ sys.path.insert(
 from test_rerank import assert_response_shape
 import litellm
 
+from base_embedding_unit_tests import BaseLLMEmbeddingTest
+from litellm.llms.custom_httpx.http_handler import HTTPHandler, AsyncHTTPHandler
+from litellm.types.utils import EmbeddingResponse, Usage
+
 
 @pytest.mark.asyncio()
 async def test_infinity_rerank():
@@ -182,3 +186,189 @@ async def test_infinity_rerank_with_env(monkeypatch):
         )  # total_tokens - prompt_tokens
 
         assert_response_shape(response, custom_llm_provider="infinity")
+
+#### Embedding Tests
+@pytest.mark.asyncio()
+async def test_infinity_embedding():
+    mock_response = AsyncMock()
+
+    def return_val():
+        return {
+            "data": [{"embedding": [0.1, 0.2, 0.3], "index": 0}],
+            "usage": {"prompt_tokens": 100, "total_tokens": 150},
+            "model": "custom-model/embedding-v1",
+            "object": "list"
+        }
+
+    mock_response.json = return_val
+    mock_response.headers = {"key": "value"}
+    mock_response.status_code = 200
+
+    expected_payload = {
+        "model": "custom-model/embedding-v1",
+        "input": ["hello world"],
+        "encoding_format": "float",
+        "output_dimension": 512
+    }
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=mock_response,
+    ) as mock_post:
+        response = await litellm.aembedding(
+            model="infinity/custom-model/embedding-v1",
+            input=["hello world"],
+            dimensions=512,
+            encoding_format="float",
+            api_base="https://api.infinity.ai/embeddings",
+            
+        )
+
+        # Assert
+        mock_post.assert_called_once()
+        print("call args", mock_post.call_args)
+        args_to_api = mock_post.call_args.kwargs["data"]
+        _url = mock_post.call_args.kwargs["url"]
+        assert _url == "https://api.infinity.ai/embeddings"
+
+        request_data = json.loads(args_to_api)
+        assert request_data["input"] == expected_payload["input"]
+        assert request_data["model"] == expected_payload["model"]
+        assert request_data["output_dimension"] == expected_payload["output_dimension"]
+        assert request_data["encoding_format"] == expected_payload["encoding_format"]
+
+        assert response.data is not None
+        assert response.usage.prompt_tokens == 100
+        assert response.usage.total_tokens == 150
+        assert response.model == "custom-model/embedding-v1"
+        assert response.object == "list"
+
+
+@pytest.mark.asyncio()
+async def test_infinity_embedding_with_env(monkeypatch):
+    # Set up mock response
+    mock_response = AsyncMock()
+
+    def return_val():
+        return {
+            "data": [{"embedding": [0.1, 0.2, 0.3], "index": 0}],
+            "usage": {"prompt_tokens": 100, "total_tokens": 150},
+            "model": "custom-model/embedding-v1",
+            "object": "list"
+        }
+
+    mock_response.json = return_val
+    mock_response.headers = {"key": "value"}
+    mock_response.status_code = 200
+
+    expected_payload = {
+        "model": "custom-model/embedding-v1",
+        "input": ["hello world"],
+        "encoding_format": "float",
+        "output_dimension": 512
+    }
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=mock_response,
+    ) as mock_post:
+        response = await litellm.aembedding(
+            model="infinity/custom-model/embedding-v1",
+            input=["hello world"],
+            dimensions=512,
+            encoding_format="float",
+            api_base="https://api.infinity.ai/embeddings",
+        )
+
+        # Assert
+        mock_post.assert_called_once()
+        print("call args", mock_post.call_args)
+        args_to_api = mock_post.call_args.kwargs["data"]
+        _url = mock_post.call_args.kwargs["url"]
+        assert _url == "https://api.infinity.ai/embeddings"
+
+        request_data = json.loads(args_to_api)
+        assert request_data["input"] == expected_payload["input"]
+        assert request_data["model"] == expected_payload["model"]
+        assert request_data["output_dimension"] == expected_payload["output_dimension"]
+        assert request_data["encoding_format"] == expected_payload["encoding_format"]
+
+        assert response.data is not None
+        assert response.usage.prompt_tokens == 100
+        assert response.usage.total_tokens == 150
+        assert response.model == "custom-model/embedding-v1"
+        assert response.object == "list"
+
+
+@pytest.mark.asyncio()
+async def test_infinity_embedding_extra_params():
+    mock_response = AsyncMock()
+
+    def return_val():
+        return {
+            "data": [{"embedding": [0.1, 0.2, 0.3], "index": 0}],
+            "usage": {"prompt_tokens": 100, "total_tokens": 150},
+            "model": "custom-model/embedding-v1",
+            "object": "list"
+        }
+
+    mock_response.json = return_val
+    mock_response.headers = {"key": "value"}
+    mock_response.status_code = 200
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=mock_response,
+    ) as mock_post:
+        response = await litellm.aembedding(
+            model="infinity/custom-model/embedding-v1",
+            input=["test input"],
+            dimensions=512,
+            encoding_format="float",
+            modality="text",
+            api_base="https://api.infinity.ai/embeddings",
+        )
+
+        mock_post.assert_called_once()
+        json_data = json.loads(mock_post.call_args.kwargs["data"])
+
+        # Assert the request parameters
+        assert json_data["input"] == ["test input"]
+        assert json_data["model"] == "custom-model/embedding-v1"
+        assert json_data["output_dimension"] == 512
+        assert json_data["encoding_format"] == "float"
+        assert json_data["modality"] == "text"
+
+
+@pytest.mark.asyncio()
+async def test_infinity_embedding_prompt_token_mapping():
+    mock_response = AsyncMock()
+
+    def return_val():
+        return {
+            "data": [{"embedding": [0.1, 0.2, 0.3], "index": 0}],
+            "usage": {"total_tokens": 1, "prompt_tokens": 1},
+            "model": "custom-model/embedding-v1",
+            "object": "list"
+        }
+
+    mock_response.json = return_val
+    mock_response.headers = {"key": "value"}
+    mock_response.status_code = 200
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=mock_response,
+    ) as mock_post:
+        response = await litellm.aembedding(
+            model="infinity/custom-model/embedding-v1",
+            input=["a"],
+            dimensions=512,
+            encoding_format="float",
+            api_base="https://api.infinity.ai/embeddings",
+        )
+
+        mock_post.assert_called_once()
+        # Assert the response
+        assert response.usage.prompt_tokens == 1
+        assert response.usage.total_tokens == 1
diff --git a/tests/llm_translation/test_openai.py b/tests/llm_translation/test_openai.py
index 295bdb46f1..a470b53589 100644
--- a/tests/llm_translation/test_openai.py
+++ b/tests/llm_translation/test_openai.py
@@ -470,3 +470,4 @@ class TestOpenAIGPT4OAudioTranscription(BaseLLMAudioTranscriptionTest):
 
     def get_custom_llm_provider(self) -> litellm.LlmProviders:
         return litellm.LlmProviders.OPENAI
+
diff --git a/tests/llm_translation/test_optional_params.py b/tests/llm_translation/test_optional_params.py
index 4545ebbe20..e207e367e4 100644
--- a/tests/llm_translation/test_optional_params.py
+++ b/tests/llm_translation/test_optional_params.py
@@ -217,7 +217,7 @@ def test_openai_optional_params_embeddings():
 def test_azure_optional_params_embeddings():
     litellm.drop_params = True
     optional_params = get_optional_params_embeddings(
-        model="chatgpt-v-2",
+        model="chatgpt-v-3",
         user="John",
         encoding_format=None,
         custom_llm_provider="azure",
@@ -396,7 +396,7 @@ def test_azure_tool_choice(api_version):
     """
     litellm.drop_params = True
     optional_params = litellm.utils.get_optional_params(
-        model="chatgpt-v-2",
+        model="chatgpt-v-3",
         user="John",
         custom_llm_provider="azure",
         max_tokens=10,
diff --git a/tests/llm_translation/test_rerank.py b/tests/llm_translation/test_rerank.py
index 5de6c1a8ec..e9d9e38951 100644
--- a/tests/llm_translation/test_rerank.py
+++ b/tests/llm_translation/test_rerank.py
@@ -150,6 +150,7 @@ async def test_basic_rerank_together_ai(sync_mode):
 
 @pytest.mark.asyncio()
 @pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.skip(reason="Skipping test due to Cohere RBAC issues")
 async def test_basic_rerank_azure_ai(sync_mode):
     import os
 
diff --git a/tests/llm_translation/test_triton.py b/tests/llm_translation/test_triton.py
index 7e4ba92f23..8a3bbb4661 100644
--- a/tests/llm_translation/test_triton.py
+++ b/tests/llm_translation/test_triton.py
@@ -20,6 +20,7 @@ from litellm.llms.triton.embedding.transformation import TritonEmbeddingConfig
 import litellm
 
 
+
 def test_split_embedding_by_shape_passes():
     try:
         data = [
@@ -230,3 +231,23 @@ async def test_triton_embeddings():
         assert response.data[0]["embedding"] == [0.1, 0.2]
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
+
+
+
+def test_triton_generate_raw_request():
+    from litellm.utils import return_raw_request
+    from litellm.types.utils import CallTypes
+    try:
+        kwargs = {
+            "model": "triton/llama-3-8b-instruct",
+            "messages": [{"role": "user", "content": "who are u?"}],
+            "api_base": "http://localhost:8000/generate",
+        }
+        raw_request = return_raw_request(endpoint=CallTypes.completion, kwargs=kwargs)
+        print("raw_request", raw_request)
+        assert raw_request is not None
+        assert "bad_words" not in json.dumps(raw_request["raw_request_body"])
+        assert "stop_words" not in json.dumps(raw_request["raw_request_body"])
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
diff --git a/tests/load_tests/test_datadog_load_test.py b/tests/load_tests/test_datadog_load_test.py
index b56c82288e..f4328b71b1 100644
--- a/tests/load_tests/test_datadog_load_test.py
+++ b/tests/load_tests/test_datadog_load_test.py
@@ -91,7 +91,7 @@ async def make_async_calls(metadata=None, **completion_kwargs):
 def create_async_task(**completion_kwargs):
     litellm.set_verbose = True
     completion_args = {
-        "model": "openai/chatgpt-v-2",
+        "model": "openai/chatgpt-v-3",
         "api_version": "2024-02-01",
         "messages": [{"role": "user", "content": "This is a test"}],
         "max_tokens": 5,
diff --git a/tests/load_tests/test_otel_load_test.py b/tests/load_tests/test_otel_load_test.py
index 50e5748686..f5754c0c40 100644
--- a/tests/load_tests/test_otel_load_test.py
+++ b/tests/load_tests/test_otel_load_test.py
@@ -86,7 +86,7 @@ def create_async_task(**completion_kwargs):
     By default a standard set of arguments are used for the litellm.acompletion function.
     """
     completion_args = {
-        "model": "openai/chatgpt-v-2",
+        "model": "openai/chatgpt-v-3",
         "api_version": "2024-02-01",
         "messages": [{"role": "user", "content": "This is a test" * 100}],
         "max_tokens": 5,
diff --git a/tests/local_testing/example_config_yaml/azure_config.yaml b/tests/local_testing/example_config_yaml/azure_config.yaml
index fd5865cd7c..111813c884 100644
--- a/tests/local_testing/example_config_yaml/azure_config.yaml
+++ b/tests/local_testing/example_config_yaml/azure_config.yaml
@@ -1,7 +1,7 @@
 model_list:
   - model_name: gpt-4-team1
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://openai-gpt-4-test-v-1.openai.azure.com/
       api_version: "2023-05-15"
       api_key:  os.environ/AZURE_API_KEY
diff --git a/tests/local_testing/test_acooldowns_router.py b/tests/local_testing/test_acooldowns_router.py
index df3f493a68..8427fd2be8 100644
--- a/tests/local_testing/test_acooldowns_router.py
+++ b/tests/local_testing/test_acooldowns_router.py
@@ -26,7 +26,7 @@ model_list = [
     {  # list of model deployments
         "model_name": "gpt-3.5-turbo",  # openai model name
         "litellm_params": {  # params for litellm completion/embedding call
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "api_key": "bad-key",
             "api_version": os.getenv("AZURE_API_VERSION"),
             "api_base": os.getenv("AZURE_API_BASE"),
@@ -143,7 +143,7 @@ async def test_cooldown_same_model_name(sync_mode):
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -153,7 +153,7 @@ async def test_cooldown_same_model_name(sync_mode):
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -184,7 +184,7 @@ async def test_cooldown_same_model_name(sync_mode):
                 model_ids.append(model["model_info"]["id"])
             print("\n litellm model ids ", model_ids)
 
-            # example litellm_model_names ['azure/chatgpt-v-2-ModelID-64321', 'azure/chatgpt-v-2-ModelID-63960']
+            # example litellm_model_names ['azure/chatgpt-v-3-ModelID-64321', 'azure/chatgpt-v-3-ModelID-63960']
             assert (
                 model_ids[0] != model_ids[1]
             )  # ensure both models have a uuid added, and they have different names
@@ -201,7 +201,7 @@ async def test_cooldown_same_model_name(sync_mode):
                 model_ids.append(model["model_info"]["id"])
             print("\n litellm model ids ", model_ids)
 
-            # example litellm_model_names ['azure/chatgpt-v-2-ModelID-64321', 'azure/chatgpt-v-2-ModelID-63960']
+            # example litellm_model_names ['azure/chatgpt-v-3-ModelID-64321', 'azure/chatgpt-v-3-ModelID-63960']
             assert (
                 model_ids[0] != model_ids[1]
             )  # ensure both models have a uuid added, and they have different names
diff --git a/tests/local_testing/test_alangfuse.py b/tests/local_testing/test_alangfuse.py
index cdcf18f79f..2eea426478 100644
--- a/tests/local_testing/test_alangfuse.py
+++ b/tests/local_testing/test_alangfuse.py
@@ -194,7 +194,7 @@ def create_async_task(**completion_kwargs):
     By default a standard set of arguments are used for the litellm.acompletion function.
     """
     completion_args = {
-        "model": "azure/chatgpt-v-2",
+        "model": "azure/chatgpt-v-3",
         "api_version": "2024-02-01",
         "messages": [{"role": "user", "content": "This is a test"}],
         "max_tokens": 5,
diff --git a/tests/local_testing/test_amazing_vertex_completion.py b/tests/local_testing/test_amazing_vertex_completion.py
index ec9b676772..0aa552069c 100644
--- a/tests/local_testing/test_amazing_vertex_completion.py
+++ b/tests/local_testing/test_amazing_vertex_completion.py
@@ -147,7 +147,7 @@ async def test_get_response():
     prompt = '\ndef count_nums(arr):\n    """\n    Write a function count_nums which takes an array of integers and returns\n    the number of elements which has a sum of digits > 0.\n    If a number is negative, then its first signed digit will be negative:\n    e.g. -123 has signed digits -1, 2, and 3.\n    >>> count_nums([]) == 0\n    >>> count_nums([-1, 11, -11]) == 1\n    >>> count_nums([1, 1, 2]) == 3\n    """\n'
     try:
         response = await acompletion(
-            model="gemini-pro",
+            model="gemini-1.5-flash",
             messages=[
                 {
                     "role": "system",
@@ -454,6 +454,8 @@ async def test_async_vertexai_response():
             or "002" in model
             or "gemini-2.0-flash-thinking-exp" in model
             or "gemini-2.0-pro-exp-02-05" in model
+            or "gemini-pro" in model
+            or "gemini-1.0-pro" in model
         ):
             # our account does not have access to this model
             continue
@@ -464,6 +466,8 @@ async def test_async_vertexai_response():
                 model=model, messages=messages, temperature=0.7, timeout=5
             )
             print(f"response: {response}")
+        except litellm.NotFoundError as e:
+            pass
         except litellm.RateLimitError as e:
             pass
         except litellm.Timeout as e:
@@ -501,6 +505,8 @@ async def test_async_vertexai_streaming_response():
             or "002" in model
             or "gemini-2.0-flash-thinking-exp" in model
             or "gemini-2.0-pro-exp-02-05" in model
+            or "gemini-pro" in model
+            or "gemini-1.0-pro" in model
         ):
             # our account does not have access to this model
             continue
@@ -522,6 +528,8 @@ async def test_async_vertexai_streaming_response():
                     complete_response += chunk.choices[0].delta.content
             print(f"complete_response: {complete_response}")
             assert len(complete_response) > 0
+        except litellm.NotFoundError as e:
+            pass
         except litellm.RateLimitError as e:
             pass
         except litellm.APIConnectionError:
@@ -1776,7 +1784,7 @@ async def test_gemini_pro_function_calling_streaming(sync_mode):
     load_vertex_ai_credentials()
     litellm.set_verbose = True
     data = {
-        "model": "vertex_ai/gemini-pro",
+        "model": "vertex_ai/gemini-1.5-flash",
         "messages": [
             {
                 "role": "user",
@@ -1836,57 +1844,6 @@ async def test_gemini_pro_function_calling_streaming(sync_mode):
         pass
 
 
-@pytest.mark.asyncio
-@pytest.mark.flaky(retries=3, delay=1)
-async def test_gemini_pro_async_function_calling():
-    load_vertex_ai_credentials()
-    litellm.set_verbose = True
-    try:
-        tools = [
-            {
-                "type": "function",
-                "function": {
-                    "name": "get_current_weather",
-                    "description": "Get the current weather in a given location.",
-                    "parameters": {
-                        "type": "object",
-                        "properties": {
-                            "location": {
-                                "type": "string",
-                                "description": "The city and state, e.g. San Francisco, CA",
-                            },
-                            "unit": {
-                                "type": "string",
-                                "enum": ["celsius", "fahrenheit"],
-                            },
-                        },
-                        "required": ["location"],
-                    },
-                },
-            }
-        ]
-        messages = [
-            {
-                "role": "user",
-                "content": "What's the weather like in Boston today in fahrenheit?",
-            }
-        ]
-        completion = await litellm.acompletion(
-            model="gemini-pro", messages=messages, tools=tools, tool_choice="auto"
-        )
-        print(f"completion: {completion}")
-        print(f"message content: {completion.choices[0].message.content}")
-        assert completion.choices[0].message.content is None
-        assert len(completion.choices[0].message.tool_calls) == 1
-
-    # except litellm.APIError as e:
-    #     pass
-    except litellm.RateLimitError as e:
-        pass
-    except Exception as e:
-        pytest.fail(f"An exception occurred - {str(e)}")
-    # raise Exception("it worked!")
-
 
 # asyncio.run(gemini_pro_async_function_calling())
 
diff --git a/tests/local_testing/test_assistants.py b/tests/local_testing/test_assistants.py
index 544523e4a0..c626e5b685 100644
--- a/tests/local_testing/test_assistants.py
+++ b/tests/local_testing/test_assistants.py
@@ -37,6 +37,12 @@ V0 Scope:
 - Run Thread -> `/v1/threads/{thread_id}/run`
 """
 
+def _add_azure_related_dynamic_params(data: dict) -> dict:
+    data["api_version"] = "2024-02-15-preview"
+    data["api_base"] = os.getenv("AZURE_ASSISTANTS_API_BASE")
+    data["api_key"] = os.getenv("AZURE_ASSISTANTS_API_KEY")
+    return data
+
 
 @pytest.mark.parametrize("provider", ["openai", "azure"])
 @pytest.mark.parametrize(
@@ -49,7 +55,7 @@ async def test_get_assistants(provider, sync_mode):
         "custom_llm_provider": provider,
     }
     if provider == "azure":
-        data["api_version"] = "2024-02-15-preview"
+        data = _add_azure_related_dynamic_params(data)
 
     if sync_mode == True:
         assistants = litellm.get_assistants(**data)
@@ -68,19 +74,19 @@ async def test_get_assistants(provider, sync_mode):
 @pytest.mark.flaky(retries=3, delay=1)
 async def test_create_delete_assistants(provider, sync_mode):
     litellm.ssl_verify = False
-    model = "gpt-4-turbo"
+    litellm._turn_on_debug()
+    data = {
+        "custom_llm_provider": provider,
+        "model": "gpt-4.5-preview",
+        "instructions": "You are a personal math tutor. When asked a question, write and run Python code to answer the question.",
+        "name": "Math Tutor",
+        "tools": [{"type": "code_interpreter"}],
+    }
     if provider == "azure":
-        os.environ["AZURE_API_VERSION"] = "2024-05-01-preview"
-        model = "chatgpt-v-2"
+        data = _add_azure_related_dynamic_params(data)
 
     if sync_mode == True:
-        assistant = litellm.create_assistants(
-            custom_llm_provider=provider,
-            model=model,
-            instructions="You are a personal math tutor. When asked a question, write and run Python code to answer the question.",
-            name="Math Tutor",
-            tools=[{"type": "code_interpreter"}],
-        )
+        assistant = litellm.create_assistants(**data)
 
         print("New assistants", assistant)
         assert isinstance(assistant, Assistant)
@@ -91,19 +97,17 @@ async def test_create_delete_assistants(provider, sync_mode):
         assert assistant.id is not None
 
         # delete the created assistant
-        response = litellm.delete_assistant(
-            custom_llm_provider=provider, assistant_id=assistant.id
-        )
+        delete_data = {
+            "custom_llm_provider": provider,
+            "assistant_id": assistant.id,
+        }
+        if provider == "azure":
+            delete_data = _add_azure_related_dynamic_params(delete_data)
+        response = litellm.delete_assistant(**delete_data)
         print("Response deleting assistant", response)
         assert response.id == assistant.id
     else:
-        assistant = await litellm.acreate_assistants(
-            custom_llm_provider=provider,
-            model=model,
-            instructions="You are a personal math tutor. When asked a question, write and run Python code to answer the question.",
-            name="Math Tutor",
-            tools=[{"type": "code_interpreter"}],
-        )
+        assistant = await litellm.acreate_assistants(**data)
         print("New assistants", assistant)
         assert isinstance(assistant, Assistant)
         assert (
@@ -112,9 +116,14 @@ async def test_create_delete_assistants(provider, sync_mode):
         )
         assert assistant.id is not None
 
-        response = await litellm.adelete_assistant(
-            custom_llm_provider=provider, assistant_id=assistant.id
-        )
+        # delete the created assistant
+        delete_data = {
+            "custom_llm_provider": provider,
+            "assistant_id": assistant.id,
+        }
+        if provider == "azure":
+            delete_data = _add_azure_related_dynamic_params(delete_data)
+        response = await litellm.adelete_assistant(**delete_data)
         print("Response deleting assistant", response)
         assert response.id == assistant.id
 
@@ -129,7 +138,7 @@ async def test_create_thread_litellm(sync_mode, provider) -> Thread:
         "message": [message],
     }
     if provider == "azure":
-        data["api_version"] = "2024-02-15-preview"
+        data = _add_azure_related_dynamic_params(data)
 
     if sync_mode:
         new_thread = create_thread(**data)
@@ -159,7 +168,7 @@ async def test_get_thread_litellm(provider, sync_mode):
         "thread_id": _new_thread.id,
     }
     if provider == "azure":
-        data["api_version"] = "2024-02-15-preview"
+        data = _add_azure_related_dynamic_params(data)
 
     if sync_mode:
         received_thread = get_thread(**data)
@@ -188,7 +197,7 @@ async def test_add_message_litellm(sync_mode, provider):
 
     data = {"custom_llm_provider": provider, "thread_id": _new_thread.id, **message}
     if provider == "azure":
-        data["api_version"] = "2024-02-15-preview"
+        data = _add_azure_related_dynamic_params(data)
     if sync_mode:
         added_message = litellm.add_message(**data)
     else:
@@ -227,11 +236,18 @@ async def test_aarun_thread_litellm(sync_mode, provider, is_streaming):
     """
     import openai
 
+
+
     try:
+        get_assistants_data = {
+            "custom_llm_provider": provider,
+        }
+        if provider == "azure":
+            get_assistants_data = _add_azure_related_dynamic_params(get_assistants_data)
         if sync_mode:
-            assistants = litellm.get_assistants(custom_llm_provider=provider)
+            assistants = litellm.get_assistants(**get_assistants_data)
         else:
-            assistants = await litellm.aget_assistants(custom_llm_provider=provider)
+            assistants = await litellm.aget_assistants(**get_assistants_data)
 
         ## get the first assistant ###
         try:
@@ -252,6 +268,8 @@ async def test_aarun_thread_litellm(sync_mode, provider, is_streaming):
         message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
 
         data = {"custom_llm_provider": provider, "thread_id": _new_thread.id, **message}
+        if provider == "azure":
+            data = _add_azure_related_dynamic_params(data)
 
         if sync_mode:
             added_message = litellm.add_message(**data)
diff --git a/tests/local_testing/test_azure_openai.py b/tests/local_testing/test_azure_openai.py
index 4ca2a20011..8e2d2aa509 100644
--- a/tests/local_testing/test_azure_openai.py
+++ b/tests/local_testing/test_azure_openai.py
@@ -46,7 +46,7 @@ async def test_aaaaazure_tenant_id_auth(respx_mock: MockRouter):
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "tenant_id": os.getenv("AZURE_TENANT_ID"),
                     "client_id": os.getenv("AZURE_CLIENT_ID"),
@@ -95,6 +95,6 @@ async def test_aaaaazure_tenant_id_auth(respx_mock: MockRouter):
 
         assert json_body == {
             "messages": [{"role": "user", "content": "Hello world!"}],
-            "model": "chatgpt-v-2",
+            "model": "chatgpt-v-3",
             "stream": False,
         }
diff --git a/tests/local_testing/test_azure_perf.py b/tests/local_testing/test_azure_perf.py
index b7d7abd553..bc6d694b78 100644
--- a/tests/local_testing/test_azure_perf.py
+++ b/tests/local_testing/test_azure_perf.py
@@ -18,7 +18,7 @@
 #     {
 #         "model_name": "azure-test",
 #         "litellm_params": {
-#             "model": "azure/chatgpt-v-2",
+#             "model": "azure/chatgpt-v-3",
 #             "api_key": os.getenv("AZURE_API_KEY"),
 #             "api_base": os.getenv("AZURE_API_BASE"),
 #             "api_version": os.getenv("AZURE_API_VERSION"),
@@ -33,7 +33,7 @@
 #     try:
 #         start_time = time.time()
 #         response = await client.chat.completions.create(
-#             model="chatgpt-v-2",
+#             model="chatgpt-v-3",
 #             messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}],
 #             stream=True,
 #         )
diff --git a/tests/local_testing/test_caching.py b/tests/local_testing/test_caching.py
index 43dafd7293..8c12f3fd9b 100644
--- a/tests/local_testing/test_caching.py
+++ b/tests/local_testing/test_caching.py
@@ -324,7 +324,7 @@ def test_caching_with_models_v2():
     litellm.set_verbose = True
     response1 = completion(model="gpt-3.5-turbo", messages=messages, caching=True)
     response2 = completion(model="gpt-3.5-turbo", messages=messages, caching=True)
-    response3 = completion(model="azure/chatgpt-v-2", messages=messages, caching=True)
+    response3 = completion(model="azure/chatgpt-v-3", messages=messages, caching=True)
     print(f"response1: {response1}")
     print(f"response2: {response2}")
     print(f"response3: {response3}")
@@ -1170,7 +1170,7 @@ async def test_s3_cache_stream_azure(sync_mode):
 
         if sync_mode:
             response1 = litellm.completion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 max_tokens=40,
                 temperature=1,
@@ -1183,7 +1183,7 @@ async def test_s3_cache_stream_azure(sync_mode):
             print(response_1_content)
         else:
             response1 = await litellm.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 max_tokens=40,
                 temperature=1,
@@ -1203,7 +1203,7 @@ async def test_s3_cache_stream_azure(sync_mode):
 
         if sync_mode:
             response2 = litellm.completion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 max_tokens=40,
                 temperature=1,
@@ -1216,7 +1216,7 @@ async def test_s3_cache_stream_azure(sync_mode):
             print(response_2_content)
         else:
             response2 = await litellm.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 max_tokens=40,
                 temperature=1,
@@ -1279,7 +1279,7 @@ async def test_s3_cache_acompletion_azure():
         print("s3 Cache: test for caching, streaming + completion")
 
         response1 = await litellm.acompletion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
             max_tokens=40,
             temperature=1,
@@ -1289,7 +1289,7 @@ async def test_s3_cache_acompletion_azure():
         time.sleep(2)
 
         response2 = await litellm.acompletion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
             max_tokens=40,
             temperature=1,
@@ -2608,3 +2608,64 @@ def test_caching_with_reasoning_content():
     print(f"response 2: {response_2.model_dump_json(indent=4)}")
     assert response_2._hidden_params["cache_hit"] == True
     assert response_2.choices[0].message.reasoning_content is not None
+
+
+def test_caching_reasoning_args_miss():  # test in memory cache
+    try:
+        #litellm._turn_on_debug()
+        litellm.set_verbose = True
+        litellm.cache = Cache(
+        )
+        response1 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, reasoning_effort="low", mock_response="My response")
+        response2 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, mock_response="My response")
+        print(f"response1: {response1}")
+        print(f"response2: {response2}")
+        assert response1.id != response2.id
+    except Exception as e:
+        print(f"error occurred: {traceback.format_exc()}")
+        pytest.fail(f"Error occurred: {e}")
+
+def test_caching_reasoning_args_hit():  # test in memory cache
+    try:
+        #litellm._turn_on_debug()
+        litellm.set_verbose = True
+        litellm.cache = Cache(
+        )
+        response1 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, reasoning_effort="low", mock_response="My response")
+        response2 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, reasoning_effort="low", mock_response="My response")
+        print(f"response1: {response1}")
+        print(f"response2: {response2}")
+        assert response1.id == response2.id
+    except Exception as e:
+        print(f"error occurred: {traceback.format_exc()}")
+        pytest.fail(f"Error occurred: {e}")
+ 
+def test_caching_thinking_args_miss():  # test in memory cache
+    try:
+        #litellm._turn_on_debug()
+        litellm.set_verbose = True
+        litellm.cache = Cache(
+        )
+        response1 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, thinking={"type": "enabled", "budget_tokens": 1024}, mock_response="My response")
+        response2 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, mock_response="My response")
+        print(f"response1: {response1}")
+        print(f"response2: {response2}")
+        assert response1.id != response2.id
+    except Exception as e:
+        print(f"error occurred: {traceback.format_exc()}")
+        pytest.fail(f"Error occurred: {e}")
+
+def test_caching_thinking_args_hit():  # test in memory cache
+    try:
+        #litellm._turn_on_debug()
+        litellm.set_verbose = True
+        litellm.cache = Cache(
+        )
+        response1 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, thinking={"type": "enabled", "budget_tokens": 1024}, mock_response="My response" )
+        response2 = completion(model="claude-3-7-sonnet-latest", messages=messages, caching=True, thinking={"type": "enabled", "budget_tokens": 1024}, mock_response="My response")
+        print(f"response1: {response1}")
+        print(f"response2: {response2}")
+        assert response1.id == response2.id
+    except Exception as e:
+        print(f"error occurred: {traceback.format_exc()}")
+        pytest.fail(f"Error occurred: {e}")
\ No newline at end of file
diff --git a/tests/local_testing/test_caching_ssl.py b/tests/local_testing/test_caching_ssl.py
index 1b642f7674..8194115ef1 100644
--- a/tests/local_testing/test_caching_ssl.py
+++ b/tests/local_testing/test_caching_ssl.py
@@ -58,7 +58,7 @@ def test_caching_router():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_class.py b/tests/local_testing/test_class.py
index a15f362372..e6b711efe8 100644
--- a/tests/local_testing/test_class.py
+++ b/tests/local_testing/test_class.py
@@ -55,7 +55,7 @@
 # #             {
 # #                 "model_name": "gpt-3.5-turbo",  # openai model name
 # #                 "litellm_params": {  # params for litellm completion/embedding call
-# #                     "model": "azure/chatgpt-v-2",
+# #                     "model": "azure/chatgpt-v-3",
 # #                     "api_key": os.getenv("AZURE_API_KEY"),
 # #                     "api_version": os.getenv("AZURE_API_VERSION"),
 # #                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -93,7 +93,7 @@
 # #             {
 # #                 "model_name": "gpt-3.5-turbo",  # openai model name
 # #                 "litellm_params": {  # params for litellm completion/embedding call
-# #                     "model": "azure/chatgpt-v-2",
+# #                     "model": "azure/chatgpt-v-3",
 # #                     "api_key": os.getenv("AZURE_API_KEY"),
 # #                     "api_version": os.getenv("AZURE_API_VERSION"),
 # #                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_completion.py b/tests/local_testing/test_completion.py
index d56475e1a0..064fe7f736 100644
--- a/tests/local_testing/test_completion.py
+++ b/tests/local_testing/test_completion.py
@@ -131,15 +131,15 @@ def test_null_role_response():
 
         assert response.choices[0].message.role == "assistant"
 
-
+@pytest.mark.skip(reason="Cohere having RBAC issues")
 def test_completion_azure_command_r():
     try:
-        litellm.set_verbose = True
+        litellm._turn_on_debug()
 
         response = completion(
             model="azure/command-r-plus",
-            api_base=os.getenv("AZURE_COHERE_API_BASE"),
-            api_key=os.getenv("AZURE_COHERE_API_KEY"),
+            api_base="https://Cohere-command-r-plus-gylpd-serverless.eastus2.inference.ai.azure.com",
+            api_key="AO89xyvmOLLMgoMI7WaiEaP0t6M09itr",
             messages=[{"role": "user", "content": "What is the meaning of life?"}],
         )
 
@@ -732,7 +732,7 @@ def encode_image(image_path):
     "model",
     [
         "gpt-4o",
-        "azure/gpt-4o",
+        "azure/gpt-4o-new-test",
         "anthropic/claude-3-opus-20240229",
     ],
 )  #
@@ -1332,7 +1332,7 @@ def test_completion_fireworks_ai():
             },
         ]
         response = completion(
-            model="fireworks_ai/mixtral-8x7b-instruct",
+            model="fireworks_ai/llama4-maverick-instruct-basic",
             messages=messages,
         )
         print(response)
@@ -1824,9 +1824,9 @@ def test_completion_openai():
     "model, api_version",
     [
         # ("gpt-4o-2024-08-06", None),
-        # ("azure/chatgpt-v-2", None),
+        # ("azure/chatgpt-v-3", None),
         ("bedrock/anthropic.claude-3-sonnet-20240229-v1:0", None),
-        # ("azure/gpt-4o", "2024-08-01-preview"),
+        # ("azure/gpt-4o-new-test", "2024-08-01-preview"),
     ],
 )
 @pytest.mark.flaky(retries=3, delay=1)
@@ -2495,7 +2495,7 @@ def test_completion_azure_extra_headers():
         litellm.client_session = http_client
         try:
             response = completion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 api_base=os.getenv("AZURE_API_BASE"),
                 api_version="2023-07-01-preview",
@@ -2544,7 +2544,7 @@ def test_completion_azure_ad_token():
         litellm.client_session = http_client
         try:
             response = completion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 azure_ad_token="my-special-token",
             )
@@ -2575,7 +2575,7 @@ def test_completion_azure_key_completion_arg():
         litellm.set_verbose = True
         ## Test azure call
         response = completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
             api_key=old_key,
             logprobs=True,
@@ -2633,7 +2633,7 @@ async def test_re_use_azure_async_client():
         ## Test azure call
         for _ in range(3):
             response = await litellm.acompletion(
-                model="azure/chatgpt-v-2", messages=messages, client=client
+                model="azure/chatgpt-v-3", messages=messages, client=client
             )
             print(f"response: {response}")
     except Exception as e:
@@ -2661,11 +2661,11 @@ def test_re_use_openaiClient():
 
 def test_completion_azure():
     try:
-        print("azure gpt-3.5 test\n\n")
+        print("azure chatgpt-v-3 test\n\n")
         litellm.set_verbose = False
         ## Test azure call
         response = completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
             api_key="os.environ/AZURE_API_KEY",
         )
@@ -2673,7 +2673,7 @@ def test_completion_azure():
         print(f"response hidden params: {response._hidden_params}")
         ## Test azure flag for backwards-compat
         # response = completion(
-        #     model="chatgpt-v-2",
+        #     model="chatgpt-v-3",
         #     messages=messages,
         #     azure=True,
         #     max_tokens=10
@@ -2712,7 +2712,7 @@ def test_azure_openai_ad_token():
     litellm.input_callback = [tester]
     try:
         response = litellm.completion(
-            model="azure/chatgpt-v-2",  # e.g. gpt-35-instant
+            model="azure/chatgpt-v-3",  # e.g. gpt-35-instant
             messages=[
                 {
                     "role": "user",
@@ -2750,7 +2750,7 @@ def test_completion_azure2():
 
         ## Test azure call
         response = completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
             api_base=api_base,
             api_key=api_key,
@@ -2787,7 +2787,7 @@ def test_completion_azure3():
 
         ## Test azure call
         response = completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
             max_tokens=10,
         )
@@ -2835,7 +2835,7 @@ def test_completion_azure_with_litellm_key():
         openai.api_key = "ymca"
 
         response = completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=messages,
         )
         # Add any assertions here to check the response
@@ -2863,7 +2863,7 @@ def test_completion_azure_deployment_id():
     try:
         litellm.set_verbose = True
         response = completion(
-            deployment_id="chatgpt-v-2",
+            deployment_id="chatgpt-v-3",
             model="gpt-3.5-turbo",
             messages=messages,
         )
@@ -3925,7 +3925,7 @@ def test_completion_stream_watsonx():
 @pytest.mark.parametrize(
     "provider, model, project, region_name, token",
     [
-        ("azure", "chatgpt-v-2", None, None, "test-token"),
+        ("azure", "chatgpt-v-3", None, None, "test-token"),
         ("vertex_ai", "anthropic-claude-3", "adroit-crow-1", "us-east1", None),
         ("watsonx", "ibm/granite", "96946574", "dallas", "1234"),
         ("bedrock", "anthropic.claude-3", None, "us-east-1", None),
@@ -4178,7 +4178,7 @@ async def test_completion_ai21_chat():
 
 @pytest.mark.parametrize(
     "model",
-    ["gpt-4o", "azure/chatgpt-v-2"],
+    ["gpt-4o", "azure/chatgpt-v-3"],
 )
 @pytest.mark.parametrize(
     "stream",
@@ -4200,7 +4200,7 @@ def test_completion_response_ratelimit_headers(model, stream):
     assert "x-ratelimit-remaining-requests" in additional_headers
     assert "x-ratelimit-remaining-tokens" in additional_headers
 
-    if model == "azure/chatgpt-v-2":
+    if model == "azure/chatgpt-v-3":
         # Azure OpenAI header
         assert "llm_provider-azureml-model-session" in additional_headers
     if model == "claude-3-sonnet-20240229":
diff --git a/tests/local_testing/test_completion_cost.py b/tests/local_testing/test_completion_cost.py
index 3e30041489..39a77d1ade 100644
--- a/tests/local_testing/test_completion_cost.py
+++ b/tests/local_testing/test_completion_cost.py
@@ -1284,7 +1284,7 @@ from litellm.llms.fireworks_ai.cost_calculator import get_base_model_for_pricing
     "model, base_model",
     [
         ("fireworks_ai/llama-v3p1-405b-instruct", "fireworks-ai-default"),
-        ("fireworks_ai/mixtral-8x7b-instruct", "fireworks-ai-moe-up-to-56b"),
+        ("fireworks_ai/llama4-maverick-instruct-basic", "fireworks-ai-default"),
     ],
 )
 def test_get_model_params_fireworks_ai(model, base_model):
@@ -1294,7 +1294,7 @@ def test_get_model_params_fireworks_ai(model, base_model):
 
 @pytest.mark.parametrize(
     "model",
-    ["fireworks_ai/llama-v3p1-405b-instruct", "fireworks_ai/mixtral-8x7b-instruct"],
+    ["fireworks_ai/llama-v3p1-405b-instruct", "fireworks_ai/llama4-maverick-instruct-basic"],
 )
 def test_completion_cost_fireworks_ai(model):
     os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
diff --git a/tests/local_testing/test_config.py b/tests/local_testing/test_config.py
index ab8365b2d1..b56be32881 100644
--- a/tests/local_testing/test_config.py
+++ b/tests/local_testing/test_config.py
@@ -46,7 +46,7 @@ async def test_delete_deployment():
     import base64
 
     litellm_params = LiteLLM_Params(
-        model="azure/chatgpt-v-2",
+        model="azure/chatgpt-v-3",
         api_key=os.getenv("AZURE_API_KEY"),
         api_base=os.getenv("AZURE_API_BASE"),
         api_version=os.getenv("AZURE_API_VERSION"),
@@ -232,7 +232,7 @@ async def test_db_error_new_model_check():
 
 
 litellm_params = LiteLLM_Params(
-    model="azure/chatgpt-v-2",
+    model="azure/chatgpt-v-3",
     api_key=os.getenv("AZURE_API_KEY"),
     api_base=os.getenv("AZURE_API_BASE"),
     api_version=os.getenv("AZURE_API_VERSION"),
@@ -250,7 +250,7 @@ def _create_model_list(flag_value: Literal[0, 1], master_key: str):
     import base64
 
     new_litellm_params = LiteLLM_Params(
-        model="azure/chatgpt-v-2-3",
+        model="azure/chatgpt-v-3-3",
         api_key=os.getenv("AZURE_API_KEY"),
         api_base=os.getenv("AZURE_API_BASE"),
         api_version=os.getenv("AZURE_API_VERSION"),
diff --git a/tests/local_testing/test_configs/test_bad_config.yaml b/tests/local_testing/test_configs/test_bad_config.yaml
index 7c802a8408..0a16ecb3c5 100644
--- a/tests/local_testing/test_configs/test_bad_config.yaml
+++ b/tests/local_testing/test_configs/test_bad_config.yaml
@@ -5,12 +5,12 @@ model_list:
       model: gpt-3.5-turbo
   - model_name: working-azure-gpt-3.5-turbo
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: os.environ/AZURE_API_BASE
       api_key: os.environ/AZURE_API_KEY
   - model_name: azure-gpt-3.5-turbo
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: os.environ/AZURE_API_BASE
       api_key: bad-key
   - model_name: azure-embedding
diff --git a/tests/local_testing/test_configs/test_cloudflare_azure_with_cache_config.yaml b/tests/local_testing/test_configs/test_cloudflare_azure_with_cache_config.yaml
index c3c3cb1c32..aeadbeb872 100644
--- a/tests/local_testing/test_configs/test_cloudflare_azure_with_cache_config.yaml
+++ b/tests/local_testing/test_configs/test_cloudflare_azure_with_cache_config.yaml
@@ -1,7 +1,7 @@
 model_list:
   - model_name: azure-cloudflare
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://gateway.ai.cloudflare.com/v1/0399b10e77ac6668c80404a5ff49eb37/litellm-test/azure-openai/openai-gpt-4-test-v-1
       api_key: os.environ/AZURE_API_KEY
       api_version: 2023-07-01-preview
diff --git a/tests/local_testing/test_configs/test_config_no_auth.yaml b/tests/local_testing/test_configs/test_config_no_auth.yaml
index 1c5ddf2266..075bf7a09d 100644
--- a/tests/local_testing/test_configs/test_config_no_auth.yaml
+++ b/tests/local_testing/test_configs/test_config_no_auth.yaml
@@ -12,7 +12,7 @@ model_list:
 - litellm_params:
     api_base: https://gateway.ai.cloudflare.com/v1/0399b10e77ac6668c80404a5ff49eb37/litellm-test/azure-openai/openai-gpt-4-test-v-1
     api_key: os.environ/AZURE_API_KEY
-    model: azure/chatgpt-v-2
+    model: azure/chatgpt-v-3
   model_name: azure-cloudflare-model
 - litellm_params:
     api_base: https://openai-france-1234.openai.azure.com
diff --git a/tests/local_testing/test_configs/test_custom_logger.yaml b/tests/local_testing/test_configs/test_custom_logger.yaml
index 145c618edd..2ad500b36f 100644
--- a/tests/local_testing/test_configs/test_custom_logger.yaml
+++ b/tests/local_testing/test_configs/test_custom_logger.yaml
@@ -1,7 +1,7 @@
 model_list: 
   - model_name: Azure OpenAI GPT-4 Canada
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: os.environ/AZURE_API_BASE
       api_key: os.environ/AZURE_API_KEY
       api_version: "2023-07-01-preview"
diff --git a/tests/local_testing/test_custom_callback_input.py b/tests/local_testing/test_custom_callback_input.py
index 222572935b..055ed821d0 100644
--- a/tests/local_testing/test_custom_callback_input.py
+++ b/tests/local_testing/test_custom_callback_input.py
@@ -450,12 +450,12 @@ def test_chat_azure_stream():
         customHandler = CompletionCustomHandler()
         litellm.callbacks = [customHandler]
         response = litellm.completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "Hi 👋 - i'm sync azure"}],
         )
         # test streaming
         response = litellm.completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "Hi 👋 - i'm sync azure"}],
             stream=True,
         )
@@ -464,7 +464,7 @@ def test_chat_azure_stream():
         # test failure callback
         try:
             response = litellm.completion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=[{"role": "user", "content": "Hi 👋 - i'm sync azure"}],
                 api_key="my-bad-key",
                 stream=True,
@@ -491,12 +491,12 @@ async def test_async_chat_azure_stream():
         customHandler = CompletionCustomHandler()
         litellm.callbacks = [customHandler]
         response = await litellm.acompletion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "Hi 👋 - i'm async azure"}],
         )
         ## test streaming
         response = await litellm.acompletion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "Hi 👋 - i'm async azure"}],
             stream=True,
         )
@@ -507,7 +507,7 @@ async def test_async_chat_azure_stream():
         # test failure callback
         try:
             response = await litellm.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=[{"role": "user", "content": "Hi 👋 - i'm async azure"}],
                 api_key="my-bad-key",
                 stream=True,
@@ -1018,7 +1018,7 @@ async def test_async_completion_azure_caching():
     litellm.callbacks = [customHandler_caching]
     unique_time = time.time()
     response1 = await litellm.acompletion(
-        model="azure/chatgpt-v-2",
+        model="azure/chatgpt-v-3",
         messages=[
             {"role": "user", "content": f"Hi 👋 - i'm async azure {unique_time}"}
         ],
@@ -1027,7 +1027,7 @@ async def test_async_completion_azure_caching():
     await asyncio.sleep(1)
     print(f"customHandler_caching.states pre-cache hit: {customHandler_caching.states}")
     response2 = await litellm.acompletion(
-        model="azure/chatgpt-v-2",
+        model="azure/chatgpt-v-3",
         messages=[
             {"role": "user", "content": f"Hi 👋 - i'm async azure {unique_time}"}
         ],
@@ -1056,7 +1056,7 @@ async def test_async_completion_azure_caching_streaming():
     litellm.callbacks = [customHandler_caching]
     unique_time = uuid.uuid4()
     response1 = await litellm.acompletion(
-        model="azure/chatgpt-v-2",
+        model="azure/chatgpt-v-3",
         messages=[
             {"role": "user", "content": f"Hi 👋 - i'm async azure {unique_time}"}
         ],
@@ -1069,7 +1069,7 @@ async def test_async_completion_azure_caching_streaming():
     initial_customhandler_caching_states = len(customHandler_caching.states)
     print(f"customHandler_caching.states pre-cache hit: {customHandler_caching.states}")
     response2 = await litellm.acompletion(
-        model="azure/chatgpt-v-2",
+        model="azure/chatgpt-v-3",
         messages=[
             {"role": "user", "content": f"Hi 👋 - i'm async azure {unique_time}"}
         ],
@@ -1207,7 +1207,7 @@ def test_turn_off_message_logging():
     "model",
     [
         "ft:gpt-3.5-turbo:my-org:custom_suffix:id"
-    ],  # "gpt-3.5-turbo", "azure/chatgpt-v-2",
+    ],  # "gpt-3.5-turbo", "azure/chatgpt-v-3",
 )
 @pytest.mark.parametrize(
     "turn_off_message_logging",
diff --git a/tests/local_testing/test_custom_callback_router.py b/tests/local_testing/test_custom_callback_router.py
index 310a497922..83289abf5f 100644
--- a/tests/local_testing/test_custom_callback_router.py
+++ b/tests/local_testing/test_custom_callback_router.py
@@ -284,7 +284,7 @@ class CompletionCustomHandler(
             )
 
             if (
-                kwargs["model"] == "chatgpt-v-2"
+                kwargs["model"] == "chatgpt-v-3"
                 and base_model is not None
                 and kwargs["stream"] != True
             ):
@@ -394,7 +394,7 @@ async def test_async_chat_azure():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -438,7 +438,7 @@ async def test_async_chat_azure():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "my-bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -545,7 +545,7 @@ async def test_async_chat_azure_with_fallbacks():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "my-bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -606,7 +606,7 @@ async def test_async_completion_azure_caching():
         {
             "model_name": "gpt-3.5-turbo",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_custom_logger.py b/tests/local_testing/test_custom_logger.py
index d9eb50eb73..ba9973e11d 100644
--- a/tests/local_testing/test_custom_logger.py
+++ b/tests/local_testing/test_custom_logger.py
@@ -160,7 +160,7 @@ def test_completion_azure_stream_moderation_failure():
         ]
         try:
             response = completion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=messages,
                 mock_response="Exception: content_filter_policy",
                 stream=True,
@@ -195,7 +195,7 @@ def test_async_custom_handler_stream():
         async def test_1():
             nonlocal complete_streaming_response
             response = await litellm.acompletion(
-                model="azure/chatgpt-v-2", messages=messages, stream=True
+                model="azure/chatgpt-v-3", messages=messages, stream=True
             )
             async for chunk in response:
                 complete_streaming_response += (
@@ -239,7 +239,7 @@ def test_azure_completion_stream():
         complete_streaming_response = ""
 
         response = litellm.completion(
-            model="azure/chatgpt-v-2", messages=messages, stream=True
+            model="azure/chatgpt-v-3", messages=messages, stream=True
         )
         for chunk in response:
             complete_streaming_response += chunk["choices"][0]["delta"]["content"] or ""
diff --git a/tests/local_testing/test_exceptions.py b/tests/local_testing/test_exceptions.py
index 229ea07c7a..be7710f58a 100644
--- a/tests/local_testing/test_exceptions.py
+++ b/tests/local_testing/test_exceptions.py
@@ -51,7 +51,7 @@ async def test_content_policy_exception_azure():
         # this is ony a test - we needed some way to invoke the exception :(
         litellm.set_verbose = True
         response = await litellm.acompletion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "where do I buy lethal drugs from"}],
             mock_response="Exception: content_filter_policy",
         )
@@ -124,7 +124,7 @@ def test_context_window_with_fallbacks(model):
     ctx_window_fallback_dict = {
         "command-nightly": "claude-2.1",
         "gpt-3.5-turbo-instruct": "gpt-3.5-turbo-16k",
-        "azure/chatgpt-v-2": "gpt-3.5-turbo-16k",
+        "azure/chatgpt-v-3": "gpt-3.5-turbo-16k",
     }
     sample_text = "how does a court case get to the Supreme Court?" * 1000
     messages = [{"content": sample_text, "role": "user"}]
@@ -161,7 +161,7 @@ def invalid_auth(model):  # set the model key to an invalid key, depending on th
             os.environ["AWS_REGION_NAME"] = "bad-key"
             temporary_secret_key = os.environ["AWS_SECRET_ACCESS_KEY"]
             os.environ["AWS_SECRET_ACCESS_KEY"] = "bad-key"
-        elif model == "azure/chatgpt-v-2":
+        elif model == "azure/chatgpt-v-3":
             temporary_key = os.environ["AZURE_API_KEY"]
             os.environ["AZURE_API_KEY"] = "bad-key"
         elif model == "claude-3-5-haiku-20241022":
@@ -262,7 +262,7 @@ def test_completion_azure_exception():
         old_azure_key = os.environ["AZURE_API_KEY"]
         os.environ["AZURE_API_KEY"] = "good morning"
         response = completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "hello"}],
         )
         os.environ["AZURE_API_KEY"] = old_azure_key
@@ -309,7 +309,7 @@ async def asynctest_completion_azure_exception():
         old_azure_key = os.environ["AZURE_API_KEY"]
         os.environ["AZURE_API_KEY"] = "good morning"
         response = await litellm.acompletion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[{"role": "user", "content": "hello"}],
         )
         print(f"response: {response}")
@@ -528,7 +528,7 @@ def test_content_policy_violation_error_streaming():
     async def test_get_response():
         try:
             response = await litellm.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=[{"role": "user", "content": "say 1"}],
                 temperature=0,
                 top_p=1,
@@ -557,7 +557,7 @@ def test_content_policy_violation_error_streaming():
     async def test_get_error():
         try:
             response = await litellm.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=[
                     {"role": "user", "content": "where do i buy lethal drugs from"}
                 ],
@@ -754,7 +754,7 @@ def test_litellm_predibase_exception():
 #     return False
 # # Repeat each model 500 times
 # # extended_models = [model for model in models for _ in range(250)]
-# extended_models = ["azure/chatgpt-v-2" for _ in range(250)]
+# extended_models = ["azure/chatgpt-v-3" for _ in range(250)]
 
 # def worker(model):
 #     return test_model_call(model)
@@ -934,7 +934,7 @@ def _pre_call_utils_httpx(
         ("openai", "gpt-3.5-turbo", "chat_completion", False),
         ("openai", "gpt-3.5-turbo", "chat_completion", True),
         ("openai", "gpt-3.5-turbo-instruct", "completion", True),
-        ("azure", "azure/chatgpt-v-2", "chat_completion", True),
+        ("azure", "azure/chatgpt-v-3", "chat_completion", True),
         ("azure", "azure/text-embedding-ada-002", "embedding", True),
         ("azure", "azure_text/gpt-3.5-turbo-instruct", "completion", True),
     ],
@@ -1158,7 +1158,7 @@ async def test_exception_with_headers_httpx(
 
 
 @pytest.mark.asyncio
-@pytest.mark.parametrize("model", ["azure/chatgpt-v-2", "openai/gpt-3.5-turbo"])
+@pytest.mark.parametrize("model", ["azure/chatgpt-v-3", "openai/gpt-3.5-turbo"])
 async def test_bad_request_error_contains_httpx_response(model):
     """
     Test that the BadRequestError contains the httpx response
@@ -1209,7 +1209,7 @@ def test_context_window_exceeded_error_from_litellm_proxy():
 
 @pytest.mark.parametrize("sync_mode", [True, False])
 @pytest.mark.parametrize("stream_mode", [True, False])
-@pytest.mark.parametrize("model", ["azure/gpt-4o"])  # "gpt-4o-mini",
+@pytest.mark.parametrize("model", ["azure/gpt-4o-new-test"])  # "gpt-4o-mini",
 @pytest.mark.asyncio
 async def test_exception_bubbling_up(sync_mode, stream_mode, model):
     """
diff --git a/tests/local_testing/test_gcs_bucket.py b/tests/local_testing/test_gcs_bucket.py
index b64475c227..0004fae7c4 100644
--- a/tests/local_testing/test_gcs_bucket.py
+++ b/tests/local_testing/test_gcs_bucket.py
@@ -108,14 +108,14 @@ async def test_aaabasic_gcs_logger():
             },
             "endpoint": "http://localhost:4000/chat/completions",
             "model_group": "gpt-3.5-turbo",
-            "deployment": "azure/chatgpt-v-2",
+            "deployment": "azure/chatgpt-v-3",
             "model_info": {
                 "id": "4bad40a1eb6bebd1682800f16f44b9f06c52a6703444c99c7f9f32e9de3693b4",
                 "db_model": False,
             },
             "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
             "caching_groups": None,
-            "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-2', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
+            "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-3', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
         },
     )
 
@@ -216,14 +216,14 @@ async def test_basic_gcs_logger_failure():
                 },
                 "endpoint": "http://localhost:4000/chat/completions",
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
                 "model_info": {
                     "id": "4bad40a1eb6bebd1682800f16f44b9f06c52a6703444c99c7f9f32e9de3693b4",
                     "db_model": False,
                 },
                 "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
                 "caching_groups": None,
-                "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-2', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
+                "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-3', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
             },
         )
     except Exception:
@@ -626,14 +626,14 @@ async def test_basic_gcs_logger_with_folder_in_bucket_name():
             },
             "endpoint": "http://localhost:4000/chat/completions",
             "model_group": "gpt-3.5-turbo",
-            "deployment": "azure/chatgpt-v-2",
+            "deployment": "azure/chatgpt-v-3",
             "model_info": {
                 "id": "4bad40a1eb6bebd1682800f16f44b9f06c52a6703444c99c7f9f32e9de3693b4",
                 "db_model": False,
             },
             "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
             "caching_groups": None,
-            "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-2', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
+            "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-3', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
         },
     )
 
diff --git a/tests/local_testing/test_get_model_info.py b/tests/local_testing/test_get_model_info.py
index eccd34f7f9..41af51dee7 100644
--- a/tests/local_testing/test_get_model_info.py
+++ b/tests/local_testing/test_get_model_info.py
@@ -489,6 +489,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                 "output_cost_per_token_above_128k_tokens": {"type": "number"},
                 "output_cost_per_token_above_200k_tokens": {"type": "number"},
                 "output_cost_per_token_batches": {"type": "number"},
+                "output_cost_per_reasoning_token": {"type": "number"},
                 "output_db_cost_per_token": {"type": "number"},
                 "output_dbu_cost_per_token": {"type": "number"},
                 "output_vector_size": {"type": "number"},
diff --git a/tests/local_testing/test_health_check.py b/tests/local_testing/test_health_check.py
index 809cd1ccbd..bf326d884b 100644
--- a/tests/local_testing/test_health_check.py
+++ b/tests/local_testing/test_health_check.py
@@ -20,7 +20,7 @@ import litellm
 async def test_azure_health_check():
     response = await litellm.ahealth_check(
         model_params={
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [{"role": "user", "content": "Hey, how's it going?"}],
             "api_key": os.getenv("AZURE_API_KEY"),
             "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_helicone_integration.py b/tests/local_testing/test_helicone_integration.py
index 968a9aa5b1..3a6fa0309b 100644
--- a/tests/local_testing/test_helicone_integration.py
+++ b/tests/local_testing/test_helicone_integration.py
@@ -78,7 +78,7 @@ async def make_async_calls(metadata=None, **completion_kwargs):
 
 def create_async_task(**completion_kwargs):
     completion_args = {
-        "model": "azure/chatgpt-v-2",
+        "model": "azure/chatgpt-v-3",
         "api_version": "2024-02-01",
         "messages": [{"role": "user", "content": "This is a test"}],
         "max_tokens": 5,
diff --git a/tests/local_testing/test_least_busy_routing.py b/tests/local_testing/test_least_busy_routing.py
index cf69f596d9..7e4393da0b 100644
--- a/tests/local_testing/test_least_busy_routing.py
+++ b/tests/local_testing/test_least_busy_routing.py
@@ -33,7 +33,7 @@ def test_model_added():
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": "1234"},
         }
@@ -47,7 +47,7 @@ def test_get_available_deployments():
     test_cache = DualCache()
     least_busy_logger = LeastBusyLoggingHandler(router_cache=test_cache, model_list=[])
     model_group = "gpt-3.5-turbo"
-    deployment = "azure/chatgpt-v-2"
+    deployment = "azure/chatgpt-v-3"
     kwargs = {
         "litellm_params": {
             "metadata": {
@@ -113,7 +113,7 @@ async def test_router_get_available_deployments(async_test):
     router.leastbusy_logger.test_flag = True
 
     model_group = "azure-model"
-    deployment = "azure/chatgpt-v-2"
+    deployment = "azure/chatgpt-v-3"
     request_count_dict = {1: 10, 2: 54, 3: 100}
     cache_key = f"{model_group}_request_count"
     if async_test is True:
diff --git a/tests/local_testing/test_load_test_router_s3.py b/tests/local_testing/test_load_test_router_s3.py
index 3a022ae991..3a2567b686 100644
--- a/tests/local_testing/test_load_test_router_s3.py
+++ b/tests/local_testing/test_load_test_router_s3.py
@@ -46,7 +46,7 @@
 #         {
 #             "model_name": "gpt-3.5-turbo",
 #             "litellm_params": {
-#                 "model": "azure/chatgpt-v-2",
+#                 "model": "azure/chatgpt-v-3",
 #                 "api_key": os.getenv("AZURE_API_KEY"),
 #                 "api_base": os.getenv("AZURE_API_BASE"),
 #                 "api_version": os.getenv("AZURE_API_VERSION"),
diff --git a/tests/local_testing/test_loadtest_router.py b/tests/local_testing/test_loadtest_router.py
index a12a45b514..0d8a09ca62 100644
--- a/tests/local_testing/test_loadtest_router.py
+++ b/tests/local_testing/test_loadtest_router.py
@@ -38,7 +38,7 @@
 #         {
 #             "model_name": "gpt-3.5-turbo",
 #             "litellm_params": {
-#                 "model": "azure/chatgpt-v-2",
+#                 "model": "azure/chatgpt-v-3",
 #                 "api_key": os.getenv("AZURE_API_KEY"),
 #                 "api_base": os.getenv("AZURE_API_BASE"),
 #                 "api_version": os.getenv("AZURE_API_VERSION"),
diff --git a/tests/local_testing/test_lowest_cost_routing.py b/tests/local_testing/test_lowest_cost_routing.py
index 4e3105b5ff..caca007052 100644
--- a/tests/local_testing/test_lowest_cost_routing.py
+++ b/tests/local_testing/test_lowest_cost_routing.py
@@ -60,7 +60,7 @@ async def test_get_available_deployments_custom_price():
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "input_cost_per_token": 0.00003,
                 "output_cost_per_token": 0.00003,
             },
diff --git a/tests/local_testing/test_lowest_latency_routing.py b/tests/local_testing/test_lowest_latency_routing.py
index 4234490982..74dae25c1f 100644
--- a/tests/local_testing/test_lowest_latency_routing.py
+++ b/tests/local_testing/test_lowest_latency_routing.py
@@ -48,7 +48,7 @@ async def test_latency_memory_leak(sync_mode):
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -130,7 +130,7 @@ def test_latency_updated():
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -173,7 +173,7 @@ def test_latency_updated_custom_ttl():
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -200,12 +200,12 @@ def test_get_available_deployments():
     model_list = [
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "1234"},
         },
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "5678"},
         },
     ]
@@ -219,7 +219,7 @@ def test_get_available_deployments():
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -240,7 +240,7 @@ def test_get_available_deployments():
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -275,7 +275,7 @@ async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -317,12 +317,12 @@ def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm):
     model_list = [
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "1234", "rpm": ans_rpm},
         },
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "5678", "rpm": non_ans_rpm},
         },
     ]
@@ -366,12 +366,12 @@ def test_get_available_endpoints_tpm_rpm_check(ans_rpm):
     model_list = [
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "1234", "rpm": ans_rpm},
         },
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "5678", "rpm": non_ans_rpm},
         },
     ]
@@ -385,7 +385,7 @@ def test_get_available_endpoints_tpm_rpm_check(ans_rpm):
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
@@ -407,7 +407,7 @@ def test_get_available_endpoints_tpm_rpm_check(ans_rpm):
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "azure/chatgpt-v-3",
             },
             "model_info": {"id": deployment_id},
         }
diff --git a/tests/local_testing/test_mem_usage.py b/tests/local_testing/test_mem_usage.py
index 4a804b4033..9f18fb1e2d 100644
--- a/tests/local_testing/test_mem_usage.py
+++ b/tests/local_testing/test_mem_usage.py
@@ -29,7 +29,7 @@
 #     {
 #         "model_name": "gpt-3.5-turbo",  # openai model name
 #         "litellm_params": {  # params for litellm completion/embedding call
-#             "model": "azure/chatgpt-v-2",
+#             "model": "azure/chatgpt-v-3",
 #             "api_key": os.getenv("AZURE_API_KEY"),
 #             "api_version": os.getenv("AZURE_API_VERSION"),
 #             "api_base": os.getenv("AZURE_API_BASE"),
@@ -40,7 +40,7 @@
 #     {
 #         "model_name": "bad-model",  # openai model name
 #         "litellm_params": {  # params for litellm completion/embedding call
-#             "model": "azure/chatgpt-v-2",
+#             "model": "azure/chatgpt-v-3",
 #             "api_key": "bad-key",
 #             "api_version": os.getenv("AZURE_API_VERSION"),
 #             "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_mock_request.py b/tests/local_testing/test_mock_request.py
index 6842767d9d..6a9c5239f4 100644
--- a/tests/local_testing/test_mock_request.py
+++ b/tests/local_testing/test_mock_request.py
@@ -157,7 +157,7 @@ def test_router_mock_request_with_mock_timeout_with_fallbacks():
             {
                 "model_name": "azure-gpt",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                 },
diff --git a/tests/local_testing/test_prometheus_service.py b/tests/local_testing/test_prometheus_service.py
index c640532a07..cfbd6a1a83 100644
--- a/tests/local_testing/test_prometheus_service.py
+++ b/tests/local_testing/test_prometheus_service.py
@@ -104,12 +104,12 @@ async def test_router_with_caching():
         model_list = [
             {
                 "model_name": "azure/gpt-4",
-                "litellm_params": get_azure_params("chatgpt-v-2"),
+                "litellm_params": get_azure_params("chatgpt-v-3"),
                 "tpm": 100,
             },
             {
                 "model_name": "azure/gpt-4",
-                "litellm_params": get_azure_params("chatgpt-v-2"),
+                "litellm_params": get_azure_params("chatgpt-v-3"),
                 "tpm": 1000,
             },
         ]
diff --git a/tests/local_testing/test_prompt_injection_detection.py b/tests/local_testing/test_prompt_injection_detection.py
index c493a37227..8443aadcc6 100644
--- a/tests/local_testing/test_prompt_injection_detection.py
+++ b/tests/local_testing/test_prompt_injection_detection.py
@@ -107,7 +107,7 @@ async def test_prompt_injection_llm_eval():
                 {
                     "model_name": "gpt-3.5-turbo",  # openai model name
                     "litellm_params": {  # params for litellm completion/embedding call
-                        "model": "azure/chatgpt-v-2",
+                        "model": "azure/chatgpt-v-3",
                         "api_key": os.getenv("AZURE_API_KEY"),
                         "api_version": os.getenv("AZURE_API_VERSION"),
                         "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_provider_specific_config.py b/tests/local_testing/test_provider_specific_config.py
index fc382bd3e9..8fc4c6ec21 100644
--- a/tests/local_testing/test_provider_specific_config.py
+++ b/tests/local_testing/test_provider_specific_config.py
@@ -729,7 +729,7 @@ def azure_openai_test_completion():
     try:
         # OVERRIDE WITH DYNAMIC MAX TOKENS
         response_1 = litellm.completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[
                 {
                     "content": "Hello, how are you? Be as verbose as possible",
@@ -743,7 +743,7 @@ def azure_openai_test_completion():
 
         # USE CONFIG TOKENS
         response_2 = litellm.completion(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[
                 {
                     "content": "Hello, how are you? Be as verbose as possible",
diff --git a/tests/local_testing/test_router.py b/tests/local_testing/test_router.py
index 13eaeb09ab..eb845559e2 100644
--- a/tests/local_testing/test_router.py
+++ b/tests/local_testing/test_router.py
@@ -266,7 +266,7 @@ def test_router_sensitive_keys():
                 {
                     "model_name": "gpt-3.5-turbo",  # openai model name
                     "litellm_params": {  # params for litellm completion/embedding call
-                        "model": "azure/chatgpt-v-2",
+                        "model": "azure/chatgpt-v-3",
                         "api_key": "special-key",
                     },
                     "model_info": {"id": 12345},
@@ -334,7 +334,7 @@ async def test_router_retries(sync_mode):
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_base": os.getenv("AZURE_API_BASE"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
@@ -417,7 +417,7 @@ def test_exception_raising():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -479,7 +479,7 @@ def test_reading_key_from_model_list():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": old_api_key,
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -535,7 +535,7 @@ def test_reading_key_from_model_list():
 def test_call_one_endpoint():
     # [PROD TEST CASE]
     # user passes one deployment they want to call on the router, we call the specified one
-    # this test makes a completion calls azure/chatgpt-v-2, it should work
+    # this test makes a completion calls azure/chatgpt-v-3, it should work
     try:
         print("Testing calling a specific deployment")
         old_api_key = os.environ["AZURE_API_KEY"]
@@ -544,7 +544,7 @@ def test_call_one_endpoint():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": old_api_key,
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -574,7 +574,7 @@ def test_call_one_endpoint():
 
         async def call_azure_completion():
             response = await router.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=[{"role": "user", "content": "hello this request will pass"}],
                 specific_deployment=True,
             )
@@ -620,7 +620,7 @@ def test_router_azure_acompletion():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": old_api_key,
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -793,7 +793,7 @@ def test_router_context_window_check_pre_call_check_in_group_custom_model_info()
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -847,7 +847,7 @@ def test_router_context_window_check_pre_call_check():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -901,7 +901,7 @@ def test_router_context_window_check_pre_call_check_out_group():
             {
                 "model_name": "gpt-3.5-turbo-small",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -980,7 +980,7 @@ def test_router_region_pre_call_check(allowed_model_region):
         {
             "model_name": "gpt-3.5-turbo",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -2616,7 +2616,7 @@ def test_is_team_specific_model():
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
 #                     "tpm": 100000,
@@ -2626,7 +2626,7 @@ def test_is_team_specific_model():
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
 #                     "tpm": 500,
diff --git a/tests/local_testing/test_router_budget_limiter.py b/tests/local_testing/test_router_budget_limiter.py
index 8d4948f8f9..9c20b6d098 100644
--- a/tests/local_testing/test_router_budget_limiter.py
+++ b/tests/local_testing/test_router_budget_limiter.py
@@ -74,7 +74,7 @@ async def test_provider_budgets_e2e_test():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -268,7 +268,7 @@ async def test_prometheus_metric_tracking():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_router_caching.py b/tests/local_testing/test_router_caching.py
index 53a79b9434..574f133ace 100644
--- a/tests/local_testing/test_router_caching.py
+++ b/tests/local_testing/test_router_caching.py
@@ -96,7 +96,7 @@ async def test_acompletion_caching_on_router():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -213,7 +213,7 @@ async def test_acompletion_caching_with_ttl_on_router():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -279,7 +279,7 @@ async def test_acompletion_caching_on_router_caching_groups():
             {
                 "model_name": "azure-gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
diff --git a/tests/local_testing/test_router_client_init.py b/tests/local_testing/test_router_client_init.py
index 1440dfecaa..42fc49a4c7 100644
--- a/tests/local_testing/test_router_client_init.py
+++ b/tests/local_testing/test_router_client_init.py
@@ -43,7 +43,7 @@ async def test_router_init():
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_base": os.getenv("AZURE_API_BASE"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
diff --git a/tests/local_testing/test_router_cooldowns.py b/tests/local_testing/test_router_cooldowns.py
index 80ceb33c01..8428200109 100644
--- a/tests/local_testing/test_router_cooldowns.py
+++ b/tests/local_testing/test_router_cooldowns.py
@@ -41,7 +41,7 @@ async def test_cooldown_badrequest_error():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_router_debug_logs.py b/tests/local_testing/test_router_debug_logs.py
index ba59a3c2fd..bce09404d8 100644
--- a/tests/local_testing/test_router_debug_logs.py
+++ b/tests/local_testing/test_router_debug_logs.py
@@ -33,7 +33,7 @@ def test_async_fallbacks(caplog):
         {
             "model_name": "azure/gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -93,7 +93,7 @@ def test_async_fallbacks(caplog):
     # - error request, falling back notice, success notice
     expected_logs = [
         "Falling back to model_group = azure/gpt-3.5-turbo",
-        "litellm.acompletion(model=azure/chatgpt-v-2)\x1b[32m 200 OK\x1b[0m",
+        "litellm.acompletion(model=azure/chatgpt-v-3)\x1b[32m 200 OK\x1b[0m",
         "Successful fallback b/w models.",
     ]
 
diff --git a/tests/local_testing/test_router_fallbacks.py b/tests/local_testing/test_router_fallbacks.py
index 576ad0fcaa..ced2c4dd9e 100644
--- a/tests/local_testing/test_router_fallbacks.py
+++ b/tests/local_testing/test_router_fallbacks.py
@@ -67,7 +67,7 @@ def test_sync_fallbacks():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -78,7 +78,7 @@ def test_sync_fallbacks():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -150,7 +150,7 @@ async def test_async_fallbacks():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": "bad-key",
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -161,7 +161,7 @@ async def test_async_fallbacks():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -349,7 +349,7 @@ def test_dynamic_fallbacks_sync():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -360,7 +360,7 @@ def test_dynamic_fallbacks_sync():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -426,7 +426,7 @@ async def test_dynamic_fallbacks_async():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -437,7 +437,7 @@ async def test_dynamic_fallbacks_async():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -509,7 +509,7 @@ async def test_async_fallbacks_streaming():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": "bad-key",
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -520,7 +520,7 @@ async def test_async_fallbacks_streaming():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -594,7 +594,7 @@ def test_sync_fallbacks_streaming():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -605,7 +605,7 @@ def test_sync_fallbacks_streaming():
             {  # list of model deployments
                 "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -675,7 +675,7 @@ async def test_async_fallbacks_max_retries_per_request():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": "bad-key",
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -686,7 +686,7 @@ async def test_async_fallbacks_max_retries_per_request():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -808,13 +808,13 @@ def test_ausage_based_routing_fallbacks():
         model_list = [
             {
                 "model_name": "azure/gpt-4-fast",
-                "litellm_params": get_azure_params("chatgpt-v-2"),
+                "litellm_params": get_azure_params("chatgpt-v-3"),
                 "model_info": {"id": 1},
                 "rpm": AZURE_FAST_RPM,
             },
             {
                 "model_name": "azure/gpt-4-basic",
-                "litellm_params": get_azure_params("chatgpt-v-2"),
+                "litellm_params": get_azure_params("chatgpt-v-3"),
                 "model_info": {"id": 2},
                 "rpm": AZURE_BASIC_RPM,
             },
@@ -889,7 +889,7 @@ def test_custom_cooldown_times():
             {  # list of model deployments
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -899,7 +899,7 @@ def test_custom_cooldown_times():
             {  # list of model deployments
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -993,7 +993,7 @@ async def test_service_unavailable_fallbacks(sync_mode):
             {
                 "model_name": "gpt-3.5-turbo-0125-preview",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_router_get_deployments.py b/tests/local_testing/test_router_get_deployments.py
index efbb5d16e7..ff88824d4a 100644
--- a/tests/local_testing/test_router_get_deployments.py
+++ b/tests/local_testing/test_router_get_deployments.py
@@ -41,7 +41,7 @@ def test_weighted_selection_router():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -54,7 +54,7 @@ def test_weighted_selection_router():
         )
         selection_counts = defaultdict(int)
 
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         for _ in range(1000):
             selected_model = router.get_available_deployment("gpt-3.5-turbo")
             selected_model_id = selected_model["litellm_params"]["model"]
@@ -64,10 +64,10 @@ def test_weighted_selection_router():
 
         total_requests = sum(selection_counts.values())
 
-        # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+        # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
         assert (
-            selection_counts["azure/chatgpt-v-2"] / total_requests > 0.89
-        ), f"Assertion failed: 'azure/chatgpt-v-2' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
+            selection_counts["azure/chatgpt-v-3"] / total_requests > 0.89
+        ), f"Assertion failed: 'azure/chatgpt-v-3' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
 
         router.reset()
     except Exception as e:
@@ -97,7 +97,7 @@ def test_weighted_selection_router_tpm():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -110,7 +110,7 @@ def test_weighted_selection_router_tpm():
         )
         selection_counts = defaultdict(int)
 
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         for _ in range(1000):
             selected_model = router.get_available_deployment("gpt-3.5-turbo")
             selected_model_id = selected_model["litellm_params"]["model"]
@@ -120,10 +120,10 @@ def test_weighted_selection_router_tpm():
 
         total_requests = sum(selection_counts.values())
 
-        # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+        # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
         assert (
-            selection_counts["azure/chatgpt-v-2"] / total_requests > 0.89
-        ), f"Assertion failed: 'azure/chatgpt-v-2' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
+            selection_counts["azure/chatgpt-v-3"] / total_requests > 0.89
+        ), f"Assertion failed: 'azure/chatgpt-v-3' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
 
         router.reset()
     except Exception as e:
@@ -153,7 +153,7 @@ def test_weighted_selection_router_tpm_as_router_param():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -166,7 +166,7 @@ def test_weighted_selection_router_tpm_as_router_param():
         )
         selection_counts = defaultdict(int)
 
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         for _ in range(1000):
             selected_model = router.get_available_deployment("gpt-3.5-turbo")
             selected_model_id = selected_model["litellm_params"]["model"]
@@ -176,10 +176,10 @@ def test_weighted_selection_router_tpm_as_router_param():
 
         total_requests = sum(selection_counts.values())
 
-        # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+        # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
         assert (
-            selection_counts["azure/chatgpt-v-2"] / total_requests > 0.89
-        ), f"Assertion failed: 'azure/chatgpt-v-2' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
+            selection_counts["azure/chatgpt-v-3"] / total_requests > 0.89
+        ), f"Assertion failed: 'azure/chatgpt-v-3' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
 
         router.reset()
     except Exception as e:
@@ -210,7 +210,7 @@ def test_weighted_selection_router_rpm_as_router_param():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -224,7 +224,7 @@ def test_weighted_selection_router_rpm_as_router_param():
         )
         selection_counts = defaultdict(int)
 
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         for _ in range(1000):
             selected_model = router.get_available_deployment("gpt-3.5-turbo")
             selected_model_id = selected_model["litellm_params"]["model"]
@@ -234,10 +234,10 @@ def test_weighted_selection_router_rpm_as_router_param():
 
         total_requests = sum(selection_counts.values())
 
-        # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+        # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
         assert (
-            selection_counts["azure/chatgpt-v-2"] / total_requests > 0.89
-        ), f"Assertion failed: 'azure/chatgpt-v-2' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
+            selection_counts["azure/chatgpt-v-3"] / total_requests > 0.89
+        ), f"Assertion failed: 'azure/chatgpt-v-3' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
 
         router.reset()
     except Exception as e:
@@ -266,7 +266,7 @@ def test_weighted_selection_router_no_rpm_set():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -286,7 +286,7 @@ def test_weighted_selection_router_no_rpm_set():
         )
         selection_counts = defaultdict(int)
 
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         for _ in range(1000):
             selected_model = router.get_available_deployment("claude-1")
             selected_model_id = selected_model["litellm_params"]["model"]
@@ -296,7 +296,7 @@ def test_weighted_selection_router_no_rpm_set():
 
         total_requests = sum(selection_counts.values())
 
-        # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+        # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
         assert (
             selection_counts["bedrock/claude1.2"] / total_requests == 1
         ), f"Assertion failed: Selection counts {selection_counts}"
@@ -325,7 +325,7 @@ def test_model_group_aliases():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -358,7 +358,7 @@ def test_model_group_aliases():
                 )
 
         # test that
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         selection_counts = defaultdict(int)
         for _ in range(1000):
             selected_model = router.get_available_deployment("gpt-3.5-turbo")
@@ -369,10 +369,10 @@ def test_model_group_aliases():
 
         total_requests = sum(selection_counts.values())
 
-        # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+        # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
         assert (
-            selection_counts["azure/chatgpt-v-2"] / total_requests > 0.89
-        ), f"Assertion failed: 'azure/chatgpt-v-2' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
+            selection_counts["azure/chatgpt-v-3"] / total_requests > 0.89
+        ), f"Assertion failed: 'azure/chatgpt-v-3' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
 
         router.reset()
     except Exception as e:
@@ -552,7 +552,7 @@ async def test_weighted_selection_router_async(rpm_list, tpm_list):
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_base": os.getenv("AZURE_API_BASE"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
@@ -566,7 +566,7 @@ async def test_weighted_selection_router_async(rpm_list, tpm_list):
         )
         selection_counts = defaultdict(int)
 
-        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
+        # call get_available_deployment 1k times, it should pick azure/chatgpt-v-3 about 90% of the time
         for _ in range(1000):
             selected_model = await router.async_get_available_deployment(
                 "gpt-3.5-turbo", request_kwargs={}
@@ -579,13 +579,13 @@ async def test_weighted_selection_router_async(rpm_list, tpm_list):
         total_requests = sum(selection_counts.values())
 
         if rpm_list[0] is not None or tpm_list[0] is not None:
-            # Assert that 'azure/chatgpt-v-2' has about 90% of the total requests
+            # Assert that 'azure/chatgpt-v-3' has about 90% of the total requests
             assert (
-                selection_counts["azure/chatgpt-v-2"] / total_requests > 0.89
-            ), f"Assertion failed: 'azure/chatgpt-v-2' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
+                selection_counts["azure/chatgpt-v-3"] / total_requests > 0.89
+            ), f"Assertion failed: 'azure/chatgpt-v-3' does not have about 90% of the total requests in the weighted load balancer. Selection counts {selection_counts}"
         else:
             # Assert both are used
-            assert selection_counts["azure/chatgpt-v-2"] > 0
+            assert selection_counts["azure/chatgpt-v-3"] > 0
             assert selection_counts["gpt-3.5-turbo"] > 0
         router.reset()
     except Exception as e:
diff --git a/tests/local_testing/test_router_init.py b/tests/local_testing/test_router_init.py
index 00b2daa764..dd2d43dc26 100644
--- a/tests/local_testing/test_router_init.py
+++ b/tests/local_testing/test_router_init.py
@@ -40,7 +40,7 @@
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_version": os.getenv("AZURE_API_VERSION"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -96,7 +96,7 @@
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_version": os.getenv("AZURE_API_VERSION"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -134,7 +134,7 @@
 #             {
 #                 "model_name": "azure-cloudflare",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_version": os.getenv("AZURE_API_VERSION"),
 #                     "api_base": "https://gateway.ai.cloudflare.com/v1/0399b10e77ac6668c80404a5ff49eb37/litellm-test/azure-openai/openai-gpt-4-test-v-1",
@@ -201,7 +201,7 @@
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_version": os.getenv("AZURE_API_VERSION"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -254,7 +254,7 @@
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_version": os.getenv("AZURE_API_VERSION"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -615,7 +615,7 @@
 #             {
 #                 "model_name": "gpt-3.5-turbo",
 #                 "litellm_params": {
-#                     "model": "azure/chatgpt-v-2",
+#                     "model": "azure/chatgpt-v-3",
 #                     "api_key": os.getenv("AZURE_API_KEY"),
 #                     "api_version": os.getenv("AZURE_API_VERSION"),
 #                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -660,7 +660,7 @@
 #         {
 #             "model_name": "gpt-3.5-turbo",
 #             "litellm_params": {
-#                 "model": "azure/chatgpt-v-2",
+#                 "model": "azure/chatgpt-v-3",
 #                 "api_key": os.getenv("AZURE_API_KEY"),
 #                 "api_version": os.getenv("AZURE_API_VERSION"),
 #                 "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_router_policy_violation.py b/tests/local_testing/test_router_policy_violation.py
index 52f50eb591..1e72868db6 100644
--- a/tests/local_testing/test_router_policy_violation.py
+++ b/tests/local_testing/test_router_policy_violation.py
@@ -69,7 +69,7 @@ async def test_async_fallbacks():
         {  # list of model deployments
             "model_name": "azure/gpt-3.5-turbo-context-fallback",  # openai model name
             "litellm_params": {  # params for litellm completion/embedding call
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_router_retries.py b/tests/local_testing/test_router_retries.py
index 12bd71cfd1..d028010afa 100644
--- a/tests/local_testing/test_router_retries.py
+++ b/tests/local_testing/test_router_retries.py
@@ -166,7 +166,7 @@ async def test_router_retry_policy(error_type):
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -175,7 +175,7 @@ async def test_router_retry_policy(error_type):
             {
                 "model_name": "bad-model",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -275,7 +275,7 @@ async def test_dynamic_router_retry_policy(model_group):
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -287,7 +287,7 @@ async def test_dynamic_router_retry_policy(model_group):
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -299,7 +299,7 @@ async def test_dynamic_router_retry_policy(model_group):
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -311,7 +311,7 @@ async def test_dynamic_router_retry_policy(model_group):
             {
                 "model_name": "bad-model",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -393,7 +393,7 @@ def test_retry_rate_limit_error_with_healthy_deployments():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -426,7 +426,7 @@ def test_do_retry_rate_limit_error_with_no_fallbacks_and_no_healthy_deployments(
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -459,14 +459,14 @@ def test_raise_context_window_exceeded_error():
         llm_provider="azure",
         model="gpt-3.5-turbo",
     )
-    context_window_fallbacks = [{"gpt-3.5-turbo": ["azure/chatgpt-v-2"]}]
+    context_window_fallbacks = [{"gpt-3.5-turbo": ["azure/chatgpt-v-3"]}]
 
     router = Router(
         model_list=[
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -508,7 +508,7 @@ def test_raise_context_window_exceeded_error_no_retry():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -562,7 +562,7 @@ def test_timeout_for_rate_limit_error_with_healthy_deployments(
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -589,7 +589,7 @@ def test_timeout_for_rate_limit_error_with_healthy_deployments(
                 "litellm_params": {
                     "api_key": "my-key",
                     "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com",
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                 },
                 "model_info": {
                     "id": "0e30bc8a63fa91ae4415d4234e231b3f9e6dd900cac57d118ce13a720d95e9d6",
@@ -615,7 +615,7 @@ def test_timeout_for_rate_limit_error_with_no_healthy_deployments():
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.getenv("AZURE_API_KEY"),
                 "api_version": os.getenv("AZURE_API_VERSION"),
                 "api_base": os.getenv("AZURE_API_BASE"),
@@ -650,7 +650,7 @@ def test_no_retry_for_not_found_error_404():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -709,7 +709,7 @@ def test_no_retry_when_no_healthy_deployments():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": os.getenv("AZURE_API_KEY"),
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_router_timeout.py b/tests/local_testing/test_router_timeout.py
index 3f149a4342..c8d7502eee 100644
--- a/tests/local_testing/test_router_timeout.py
+++ b/tests/local_testing/test_router_timeout.py
@@ -30,7 +30,7 @@ def test_router_timeouts():
         {
             "model_name": "openai-gpt-4",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": "os.environ/AZURE_API_KEY",
                 "api_base": "os.environ/AZURE_API_BASE",
                 "api_version": "os.environ/AZURE_API_VERSION",
diff --git a/tests/local_testing/test_router_utils.py b/tests/local_testing/test_router_utils.py
index 067aaf032a..cd26f8ad60 100644
--- a/tests/local_testing/test_router_utils.py
+++ b/tests/local_testing/test_router_utils.py
@@ -32,7 +32,7 @@ def test_returned_settings():
             {
                 "model_name": "gpt-3.5-turbo",  # openai model name
                 "litellm_params": {  # params for litellm completion/embedding call
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -96,7 +96,7 @@ def test_update_kwargs_before_fallbacks_unit_test():
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
@@ -133,7 +133,7 @@ async def test_update_kwargs_before_fallbacks(call_type):
             {
                 "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
-                    "model": "azure/chatgpt-v-2",
+                    "model": "azure/chatgpt-v-3",
                     "api_key": "bad-key",
                     "api_version": os.getenv("AZURE_API_VERSION"),
                     "api_base": os.getenv("AZURE_API_BASE"),
diff --git a/tests/local_testing/test_streaming.py b/tests/local_testing/test_streaming.py
index 1f0730ef29..78226d0eab 100644
--- a/tests/local_testing/test_streaming.py
+++ b/tests/local_testing/test_streaming.py
@@ -241,7 +241,7 @@ tools_schema = [
 def test_completion_azure_stream_special_char():
     litellm.set_verbose = True
     messages = [{"role": "user", "content": "hi. respond with the <xml> tag only"}]
-    response = completion(model="azure/chatgpt-v-2", messages=messages, stream=True)
+    response = completion(model="azure/chatgpt-v-3", messages=messages, stream=True)
     response_str = ""
     for part in response:
         response_str += part.choices[0].delta.content or ""
@@ -449,7 +449,7 @@ def test_completion_azure_stream():
             },
         ]
         response = completion(
-            model="azure/chatgpt-v-2", messages=messages, stream=True, max_tokens=50
+            model="azure/chatgpt-v-3", messages=messages, stream=True, max_tokens=50
         )
         complete_response = ""
         # Add any assertions here to check the response
@@ -2070,7 +2070,7 @@ def test_openai_chat_completion_complete_response_call():
     "model",
     [
         "gpt-3.5-turbo",
-        "azure/chatgpt-v-2",
+        "azure/chatgpt-v-3",
         "claude-3-haiku-20240307",
         "o1-preview",
         "o1",
diff --git a/tests/local_testing/test_text_completion.py b/tests/local_testing/test_text_completion.py
index 675f941b0e..35929f6f35 100644
--- a/tests/local_testing/test_text_completion.py
+++ b/tests/local_testing/test_text_completion.py
@@ -4163,7 +4163,7 @@ def test_completion_vllm(provider):
 
 
 def test_completion_fireworks_ai_multiple_choices():
-    litellm.set_verbose = True
+    litellm._turn_on_debug()
     response = litellm.text_completion(
         model="fireworks_ai/llama-v3p1-8b-instruct",
         prompt=["halo", "hi", "halo", "hi"],
diff --git a/tests/local_testing/test_timeout.py b/tests/local_testing/test_timeout.py
index b74cf89eaa..9342e789b4 100644
--- a/tests/local_testing/test_timeout.py
+++ b/tests/local_testing/test_timeout.py
@@ -23,7 +23,7 @@ import litellm
     [
         ("gpt-3.5-turbo", "openai"),
         ("anthropic.claude-instant-v1", "bedrock"),
-        ("azure/chatgpt-v-2", "azure"),
+        ("azure/chatgpt-v-3", "azure"),
     ],
 )
 @pytest.mark.parametrize("sync_mode", [True, False])
@@ -104,7 +104,7 @@ def test_hanging_request_azure():
                 {
                     "model_name": "azure-gpt",
                     "litellm_params": {
-                        "model": "azure/chatgpt-v-2",
+                        "model": "azure/chatgpt-v-3",
                         "api_base": os.environ["AZURE_API_BASE"],
                         "api_key": os.environ["AZURE_API_KEY"],
                     },
@@ -158,7 +158,7 @@ def test_hanging_request_openai():
                 {
                     "model_name": "azure-gpt",
                     "litellm_params": {
-                        "model": "azure/chatgpt-v-2",
+                        "model": "azure/chatgpt-v-3",
                         "api_base": os.environ["AZURE_API_BASE"],
                         "api_key": os.environ["AZURE_API_KEY"],
                     },
diff --git a/tests/local_testing/test_tpm_rpm_routing_v2.py b/tests/local_testing/test_tpm_rpm_routing_v2.py
index d2b951a187..57443bbe4c 100644
--- a/tests/local_testing/test_tpm_rpm_routing_v2.py
+++ b/tests/local_testing/test_tpm_rpm_routing_v2.py
@@ -45,7 +45,7 @@ def test_tpm_rpm_updated():
     )
     model_group = "gpt-3.5-turbo"
     deployment_id = "1234"
-    deployment = "azure/chatgpt-v-2"
+    deployment = "azure/chatgpt-v-3"
     total_tokens = 50
     standard_logging_payload: StandardLoggingPayload = create_standard_logging_payload()
     standard_logging_payload["model_group"] = model_group
@@ -100,12 +100,12 @@ def test_get_available_deployments():
     model_list = [
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "1234"},
         },
         {
             "model_name": "gpt-3.5-turbo",
-            "litellm_params": {"model": "azure/chatgpt-v-2"},
+            "litellm_params": {"model": "azure/chatgpt-v-3"},
             "model_info": {"id": "5678"},
         },
     ]
@@ -116,7 +116,7 @@ def test_get_available_deployments():
     ## DEPLOYMENT 1 ##
     total_tokens = 50
     deployment_id = "1234"
-    deployment = "azure/chatgpt-v-2"
+    deployment = "azure/chatgpt-v-3"
     standard_logging_payload = create_standard_logging_payload()
     standard_logging_payload["model_group"] = model_group
     standard_logging_payload["model_id"] = deployment_id
@@ -721,7 +721,7 @@ async def test_tpm_rpm_routing_model_name_checks():
     deployment = {
         "model_name": "gpt-3.5-turbo",
         "litellm_params": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "api_key": os.getenv("AZURE_API_KEY"),
             "api_base": os.getenv("AZURE_API_BASE"),
             "mock_response": "Hey, how's it going?",
@@ -763,5 +763,5 @@ async def test_tpm_rpm_routing_model_name_checks():
 
         assert (
             standard_logging_payload["hidden_params"]["litellm_model_name"]
-            == "azure/chatgpt-v-2"
+            == "azure/chatgpt-v-3"
         )
diff --git a/tests/logging_callback_tests/test_alerting.py b/tests/logging_callback_tests/test_alerting.py
index fc2eae00f7..26a5e0822f 100644
--- a/tests/logging_callback_tests/test_alerting.py
+++ b/tests/logging_callback_tests/test_alerting.py
@@ -56,7 +56,7 @@ def test_get_api_base_unit_test(model, optional_params, expected_api_base):
 async def test_get_api_base():
     _pl = ProxyLogging(user_api_key_cache=DualCache())
     _pl.update_values(alerting=["slack"], alerting_threshold=100, redis_cache=None)
-    model = "chatgpt-v-2"
+    model = "chatgpt-v-3"
     messages = [{"role": "user", "content": "Hey how's it going?"}]
     litellm_params = {
         "acompletion": True,
diff --git a/tests/logging_callback_tests/test_amazing_s3_logs.py b/tests/logging_callback_tests/test_amazing_s3_logs.py
index 17efb177d0..915041e714 100644
--- a/tests/logging_callback_tests/test_amazing_s3_logs.py
+++ b/tests/logging_callback_tests/test_amazing_s3_logs.py
@@ -244,7 +244,7 @@ async def make_async_calls():
     for _ in range(5):
         task = asyncio.create_task(
             litellm.acompletion(
-                model="azure/chatgpt-v-2",
+                model="azure/chatgpt-v-3",
                 messages=[{"role": "user", "content": "This is a test"}],
                 max_tokens=5,
                 temperature=0.7,
diff --git a/tests/logging_callback_tests/test_arize_logging.py b/tests/logging_callback_tests/test_arize_logging.py
deleted file mode 100644
index aca3ae9a02..0000000000
--- a/tests/logging_callback_tests/test_arize_logging.py
+++ /dev/null
@@ -1,111 +0,0 @@
-import os
-import sys
-import time
-from unittest.mock import Mock, patch
-import json
-import opentelemetry.exporter.otlp.proto.grpc.trace_exporter
-from typing import Optional
-
-sys.path.insert(
-    0, os.path.abspath("../..")
-)  # Adds the parent directory to the system-path
-from litellm.integrations._types.open_inference import SpanAttributes
-from litellm.integrations.arize.arize import ArizeConfig, ArizeLogger
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.main import completion
-import litellm
-from litellm.types.utils import Choices, StandardCallbackDynamicParams
-import pytest
-import asyncio
-
-
-def test_arize_set_attributes():
-    """
-    Test setting attributes for Arize
-    """
-    from unittest.mock import MagicMock
-    from litellm.types.utils import ModelResponse
-
-    span = MagicMock()
-    kwargs = {
-        "role": "user",
-        "content": "simple arize test",
-        "model": "gpt-4o",
-        "messages": [{"role": "user", "content": "basic arize test"}],
-        "standard_logging_object": {
-            "model_parameters": {"user": "test_user"},
-            "metadata": {"key": "value", "key2": None},
-        },
-    }
-    response_obj = ModelResponse(
-        usage={"total_tokens": 100, "completion_tokens": 60, "prompt_tokens": 40},
-        choices=[Choices(message={"role": "assistant", "content": "response content"})],
-    )
-
-    ArizeLogger.set_arize_attributes(span, kwargs, response_obj)
-
-    assert span.set_attribute.call_count == 14
-    span.set_attribute.assert_any_call(
-        SpanAttributes.METADATA, json.dumps({"key": "value", "key2": None})
-    )
-    span.set_attribute.assert_any_call(SpanAttributes.LLM_MODEL_NAME, "gpt-4o")
-    span.set_attribute.assert_any_call(SpanAttributes.OPENINFERENCE_SPAN_KIND, "LLM")
-    span.set_attribute.assert_any_call(SpanAttributes.INPUT_VALUE, "basic arize test")
-    span.set_attribute.assert_any_call("llm.input_messages.0.message.role", "user")
-    span.set_attribute.assert_any_call(
-        "llm.input_messages.0.message.content", "basic arize test"
-    )
-    span.set_attribute.assert_any_call(
-        SpanAttributes.LLM_INVOCATION_PARAMETERS, '{"user": "test_user"}'
-    )
-    span.set_attribute.assert_any_call(SpanAttributes.USER_ID, "test_user")
-    span.set_attribute.assert_any_call(SpanAttributes.OUTPUT_VALUE, "response content")
-    span.set_attribute.assert_any_call(
-        "llm.output_messages.0.message.role", "assistant"
-    )
-    span.set_attribute.assert_any_call(
-        "llm.output_messages.0.message.content", "response content"
-    )
-    span.set_attribute.assert_any_call(SpanAttributes.LLM_TOKEN_COUNT_TOTAL, 100)
-    span.set_attribute.assert_any_call(SpanAttributes.LLM_TOKEN_COUNT_COMPLETION, 60)
-    span.set_attribute.assert_any_call(SpanAttributes.LLM_TOKEN_COUNT_PROMPT, 40)
-
-
-class TestArizeLogger(CustomLogger):
-    def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
-        self.standard_callback_dynamic_params: Optional[
-            StandardCallbackDynamicParams
-        ] = None
-
-    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
-        print("logged kwargs", json.dumps(kwargs, indent=4, default=str))
-        self.standard_callback_dynamic_params = kwargs.get(
-            "standard_callback_dynamic_params"
-        )
-
-
-@pytest.mark.asyncio
-async def test_arize_dynamic_params():
-    """verify arize ai dynamic params are recieved by a callback"""
-    test_arize_logger = TestArizeLogger()
-    litellm.callbacks = [test_arize_logger]
-    await litellm.acompletion(
-        model="gpt-4o",
-        messages=[{"role": "user", "content": "basic arize test"}],
-        mock_response="test",
-        arize_api_key="test_api_key_dynamic",
-        arize_space_key="test_space_key_dynamic",
-    )
-
-    await asyncio.sleep(2)
-
-    assert test_arize_logger.standard_callback_dynamic_params is not None
-    assert (
-        test_arize_logger.standard_callback_dynamic_params.get("arize_api_key")
-        == "test_api_key_dynamic"
-    )
-    assert (
-        test_arize_logger.standard_callback_dynamic_params.get("arize_space_key")
-        == "test_space_key_dynamic"
-    )
diff --git a/tests/logging_callback_tests/test_gcs_pub_sub.py b/tests/logging_callback_tests/test_gcs_pub_sub.py
index d9cb9edb73..92ccb2ff9b 100644
--- a/tests/logging_callback_tests/test_gcs_pub_sub.py
+++ b/tests/logging_callback_tests/test_gcs_pub_sub.py
@@ -29,6 +29,79 @@ from litellm.types.utils import (
 
 verbose_logger.setLevel(logging.DEBUG)
 
+ignored_keys = [
+    "request_id",
+    "startTime",
+    "endTime",
+    "completionStartTime",
+    "endTime",
+    "metadata.model_map_information",
+    "metadata.usage_object",
+]
+
+
+def _compare_nested_dicts(
+    actual: dict, expected: dict, path: str = "", ignore_keys: list[str] = []
+) -> list[str]:
+    """Compare nested dictionaries and return a list of differences in a human-friendly format."""
+    differences = []
+
+    # Check if current path should be ignored
+    if path in ignore_keys:
+        return differences
+
+    # Check for keys in actual but not in expected
+    for key in actual.keys():
+        current_path = f"{path}.{key}" if path else key
+        if current_path not in ignore_keys and key not in expected:
+            differences.append(f"Extra key in actual: {current_path}")
+
+    for key, expected_value in expected.items():
+        current_path = f"{path}.{key}" if path else key
+        if current_path in ignore_keys:
+            continue
+        if key not in actual:
+            differences.append(f"Missing key: {current_path}")
+            continue
+
+        actual_value = actual[key]
+
+        # Try to parse JSON strings
+        if isinstance(expected_value, str):
+            try:
+                expected_value = json.loads(expected_value)
+            except json.JSONDecodeError:
+                pass
+        if isinstance(actual_value, str):
+            try:
+                actual_value = json.loads(actual_value)
+            except json.JSONDecodeError:
+                pass
+
+        if isinstance(expected_value, dict) and isinstance(actual_value, dict):
+            differences.extend(
+                _compare_nested_dicts(
+                    actual_value, expected_value, current_path, ignore_keys
+                )
+            )
+        elif isinstance(expected_value, dict) or isinstance(actual_value, dict):
+            differences.append(
+                f"Type mismatch at {current_path}: expected dict, got {type(actual_value).__name__}"
+            )
+        else:
+            # For non-dict values, only report if they're different
+            if actual_value != expected_value:
+                # Format the values to be more readable
+                actual_str = str(actual_value)
+                expected_str = str(expected_value)
+                if len(actual_str) > 50 or len(expected_str) > 50:
+                    actual_str = f"{actual_str[:50]}..."
+                    expected_str = f"{expected_str[:50]}..."
+                differences.append(
+                    f"Value mismatch at {current_path}:\n  expected: {expected_str}\n  got:      {actual_str}"
+                )
+    return differences
+
 
 def assert_gcs_pubsub_request_matches_expected(
     actual_request_body: dict,
@@ -49,24 +122,11 @@ def assert_gcs_pubsub_request_matches_expected(
         expected_request_body = json.load(f)
 
     # Replace dynamic values in actual request body
-    dynamic_fields = [
-        "startTime",
-        "endTime",
-        "completionStartTime",
-        "request_id",
-        "id",
-        "response_time",
-    ]
-    for field in dynamic_fields:
-        if field in actual_request_body:
-            actual_request_body[field] = expected_request_body[field]
-
-    # Assert the entire request body matches
-    print("actual_request_body", actual_request_body)
-    assert (
-        actual_request_body == expected_request_body
-    ), f"Difference in request bodies: {json.dumps(actual_request_body, indent=2)} != {json.dumps(expected_request_body, indent=2)}"
-
+    differences = _compare_nested_dicts(
+        actual_request_body, expected_request_body, ignore_keys=ignored_keys
+    )
+    if differences:
+        assert False, f"Dictionary mismatch: {differences}"
 
 def assert_gcs_pubsub_request_matches_expected_standard_logging_payload(
     actual_request_body: dict,
diff --git a/tests/logging_callback_tests/test_spend_logs.py b/tests/logging_callback_tests/test_spend_logs.py
index 972e636b48..d592931f25 100644
--- a/tests/logging_callback_tests/test_spend_logs.py
+++ b/tests/logging_callback_tests/test_spend_logs.py
@@ -40,7 +40,7 @@ def test_spend_logs_payload(model_id: Optional[str]):
 
     input_args: dict = {
         "kwargs": {
-            "model": "chatgpt-v-2",
+            "model": "chatgpt-v-3",
             "messages": [
                 {"role": "system", "content": "you are a helpful assistant.\n"},
                 {"role": "user", "content": "bom dia"},
@@ -89,7 +89,7 @@ def test_spend_logs_payload(model_id: Optional[str]):
                     },
                     "endpoint": "http://localhost:4000/chat/completions",
                     "model_group": "gpt-3.5-turbo",
-                    "deployment": "azure/chatgpt-v-2",
+                    "deployment": "azure/chatgpt-v-3",
                     "model_info": {
                         "id": "4bad40a1eb6bebd1682800f16f44b9f06c52a6703444c99c7f9f32e9de3693b4",
                         "db_model": False,
@@ -99,7 +99,7 @@ def test_spend_logs_payload(model_id: Optional[str]):
                     "error_information": None,
                     "status": "success",
                     "proxy_server_request": "{}",
-                    "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-2', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
+                    "raw_request": "\n\nPOST Request Sent from LiteLLM:\ncurl -X POST \\\nhttps://openai-gpt-4-test-v-1.openai.azure.com//openai/ \\\n-H 'Authorization: *****' \\\n-d '{'model': 'chatgpt-v-3', 'messages': [{'role': 'system', 'content': 'you are a helpful assistant.\\n'}, {'role': 'user', 'content': 'bom dia'}], 'stream': False, 'max_tokens': 10, 'user': '116544810872468347480', 'extra_body': {}}'\n",
                 },
                 "model_info": {
                     "id": "4bad40a1eb6bebd1682800f16f44b9f06c52a6703444c99c7f9f32e9de3693b4",
@@ -158,7 +158,7 @@ def test_spend_logs_payload(model_id: Optional[str]):
                 "api_base": "openai-gpt-4-test-v-1.openai.azure.com",
                 "acompletion": True,
                 "complete_input_dict": {
-                    "model": "chatgpt-v-2",
+                    "model": "chatgpt-v-3",
                     "messages": [
                         {"role": "system", "content": "you are a helpful assistant.\n"},
                         {"role": "user", "content": "bom dia"},
diff --git a/tests/logging_callback_tests/test_unit_tests_init_callbacks.py b/tests/logging_callback_tests/test_unit_tests_init_callbacks.py
index 3ffa97be9f..445c773d99 100644
--- a/tests/logging_callback_tests/test_unit_tests_init_callbacks.py
+++ b/tests/logging_callback_tests/test_unit_tests_init_callbacks.py
@@ -38,6 +38,7 @@ from litellm.integrations.langfuse.langfuse_prompt_management import (
     LangfusePromptManagement,
 )
 from litellm.integrations.azure_storage.azure_storage import AzureBlobStorageLogger
+from litellm.integrations.agentops import AgentOps
 from litellm.integrations.humanloop import HumanloopLogger
 from litellm.proxy.hooks.dynamic_rate_limiter import _PROXY_DynamicRateLimitHandler
 from unittest.mock import patch
@@ -75,6 +76,7 @@ callback_class_str_to_classType = {
     "pagerduty": PagerDutyAlerting,
     "gcs_pubsub": GcsPubSubLogger,
     "anthropic_cache_control_hook": AnthropicCacheControlHook,
+    "agentops": AgentOps,
 }
 
 expected_env_vars = {
diff --git a/tests/old_proxy_tests/tests/load_test_q.py b/tests/old_proxy_tests/tests/load_test_q.py
index 17fa185215..a0e22eda5a 100644
--- a/tests/old_proxy_tests/tests/load_test_q.py
+++ b/tests/old_proxy_tests/tests/load_test_q.py
@@ -25,7 +25,7 @@ config = {
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "azure/chatgpt-v-2",
+                "model": "azure/chatgpt-v-3",
                 "api_key": os.environ["AZURE_API_KEY"],
                 "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
                 "api_version": "2023-07-01-preview",
diff --git a/tests/old_proxy_tests/tests/test_langchain_request.py b/tests/old_proxy_tests/tests/test_langchain_request.py
index e94a077cc8..901edd783a 100644
--- a/tests/old_proxy_tests/tests/test_langchain_request.py
+++ b/tests/old_proxy_tests/tests/test_langchain_request.py
@@ -9,7 +9,7 @@
 
 # chat = ChatOpenAI(
 #     openai_api_base="http://0.0.0.0:8000",
-#     model = "azure/chatgpt-v-2",
+#     model = "azure/chatgpt-v-3",
 #     temperature=0.1,
 #     extra_body={
 #         "metadata": {
diff --git a/tests/old_proxy_tests/tests/test_openai_exception_request.py b/tests/old_proxy_tests/tests/test_openai_exception_request.py
index 46090e1c89..68b8997766 100644
--- a/tests/old_proxy_tests/tests/test_openai_exception_request.py
+++ b/tests/old_proxy_tests/tests/test_openai_exception_request.py
@@ -39,7 +39,7 @@ client = openai.AzureOpenAI(
 )
 try:
     response = client.chat.completions.create(
-        model="chatgpt-v-2",
+        model="chatgpt-v-3",
         messages=[
             {
                 "role": "user",
diff --git a/tests/old_proxy_tests/tests/test_openai_request.py b/tests/old_proxy_tests/tests/test_openai_request.py
index bb7bf22687..41b8c43f2d 100644
--- a/tests/old_proxy_tests/tests/test_openai_request.py
+++ b/tests/old_proxy_tests/tests/test_openai_request.py
@@ -4,7 +4,7 @@ client = openai.OpenAI(api_key="hi", base_url="http://0.0.0.0:8000")
 
 # # request sent to model set on litellm proxy, `litellm --model`
 response = client.chat.completions.create(
-    model="azure/chatgpt-v-2",
+    model="azure/chatgpt-v-3",
     messages=[
         {"role": "user", "content": "this is a test request, write a short poem"}
     ],
diff --git a/tests/pass_through_unit_tests/test_custom_logger_passthrough.py b/tests/pass_through_unit_tests/test_custom_logger_passthrough.py
new file mode 100644
index 0000000000..747eb4bdbe
--- /dev/null
+++ b/tests/pass_through_unit_tests/test_custom_logger_passthrough.py
@@ -0,0 +1,155 @@
+import json
+import os
+import sys
+from datetime import datetime
+from unittest.mock import AsyncMock, Mock, patch, MagicMock
+from typing import Optional
+from fastapi import Request
+import pytest
+import asyncio
+
+sys.path.insert(
+    0, os.path.abspath("../..")
+)  # Adds the parent directory to the system path
+
+import litellm
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.types.passthrough_endpoints.pass_through_endpoints import PassthroughStandardLoggingPayload
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.proxy.pass_through_endpoints.pass_through_endpoints import pass_through_request
+
+class TestCustomLogger(CustomLogger):
+    def __init__(self):
+        self.logged_kwargs: Optional[dict] = None
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        print("in async log success event kwargs", json.dumps(kwargs, indent=4, default=str))
+        self.logged_kwargs = kwargs
+
+@pytest.mark.asyncio
+async def test_assistants_passthrough_logging():
+    test_custom_logger = TestCustomLogger()
+    litellm._async_success_callback = [test_custom_logger]
+
+    TARGET_URL = "https://api.openai.com/v1/assistants"
+    REQUEST_BODY = {
+        "instructions": "You are a personal math tutor. When asked a question, write and run Python code to answer the question.",
+        "name": "Math Tutor",
+        "tools": [{"type": "code_interpreter"}],
+        "model": "gpt-4o"
+    }
+    TARGET_METHOD = "POST"
+
+    result = await pass_through_request(
+        request=Request(
+            scope={
+                "type": "http",
+                "method": TARGET_METHOD,
+                "path": "/v1/assistants",
+                "query_string": b"",
+                "headers": [
+                    (b"content-type", b"application/json"),
+                    (b"authorization", f"Bearer {os.getenv('OPENAI_API_KEY')}".encode()),
+                    (b"openai-beta", b"assistants=v2")
+                ]
+            },
+        ),
+        target=TARGET_URL,
+        custom_headers={
+            "Content-Type": "application/json",
+            "Authorization": f"Bearer {os.getenv('OPENAI_API_KEY')}",
+            "OpenAI-Beta": "assistants=v2"
+        },
+        user_api_key_dict=UserAPIKeyAuth(
+            api_key="test",
+            user_id="test",
+            team_id="test",
+            end_user_id="test",
+        ),
+        custom_body=REQUEST_BODY,
+        forward_headers=False,
+        merge_query_params=False,
+    )
+
+    print("got result", result)
+    print("result status code", result.status_code)
+    print("result content", result.body)
+    
+    await asyncio.sleep(1)
+
+    assert test_custom_logger.logged_kwargs is not None
+    passthrough_logging_payload: Optional[PassthroughStandardLoggingPayload] = test_custom_logger.logged_kwargs["passthrough_logging_payload"]
+    assert passthrough_logging_payload is not None
+    assert passthrough_logging_payload["url"] == TARGET_URL
+    assert passthrough_logging_payload["request_body"] == REQUEST_BODY
+
+    # assert that the response body content matches the response body content
+    client_facing_response_body = json.loads(result.body)
+    assert passthrough_logging_payload["response_body"]  == client_facing_response_body
+
+    # assert that the request method is correct
+    assert passthrough_logging_payload["request_method"] == TARGET_METHOD
+
+@pytest.mark.asyncio
+async def test_threads_passthrough_logging():
+    test_custom_logger = TestCustomLogger()
+    litellm._async_success_callback = [test_custom_logger]
+
+    TARGET_URL = "https://api.openai.com/v1/threads"
+    REQUEST_BODY = {} 
+    TARGET_METHOD = "POST"
+
+    result = await pass_through_request(
+        request=Request(
+            scope={
+                "type": "http",
+                "method": TARGET_METHOD,
+                "path": "/v1/threads",
+                "query_string": b"",
+                "headers": [
+                    (b"content-type", b"application/json"),
+                    (b"authorization", f"Bearer {os.getenv('OPENAI_API_KEY')}".encode()),
+                    (b"openai-beta", b"assistants=v2")
+                ]
+            },
+        ),
+        target=TARGET_URL,
+        custom_headers={
+            "Content-Type": "application/json",
+            "Authorization": f"Bearer {os.getenv('OPENAI_API_KEY')}",
+            "OpenAI-Beta": "assistants=v2"
+        },
+        user_api_key_dict=UserAPIKeyAuth(
+            api_key="test",
+            user_id="test",
+            team_id="test",
+            end_user_id="test",
+        ),
+        custom_body=REQUEST_BODY,
+        forward_headers=False,
+        merge_query_params=False,
+    )
+
+    print("got result", result)
+    print("result status code", result.status_code)
+    print("result content", result.body)
+    
+    await asyncio.sleep(1)
+
+    assert test_custom_logger.logged_kwargs is not None
+    passthrough_logging_payload = test_custom_logger.logged_kwargs["passthrough_logging_payload"]
+    assert passthrough_logging_payload is not None
+    
+    # Fix for TypedDict access errors
+    assert passthrough_logging_payload.get("url") == TARGET_URL
+    assert passthrough_logging_payload.get("request_body") == REQUEST_BODY
+
+    # Fix for json.loads error with potential memoryview
+    response_body = result.body
+    client_facing_response_body = json.loads(response_body)
+    
+    assert passthrough_logging_payload.get("response_body") == client_facing_response_body
+    assert passthrough_logging_payload.get("request_method") == TARGET_METHOD
+
+
+
diff --git a/tests/pass_through_unit_tests/test_pass_through_unit_tests.py b/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
index cb9db00324..dd5fc4275e 100644
--- a/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
+++ b/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
@@ -17,7 +17,7 @@ import pytest
 import litellm
 from typing import AsyncGenerator
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.proxy.pass_through_endpoints.types import EndpointType
+from litellm.types.passthrough_endpoints.pass_through_endpoints import EndpointType
 from litellm.proxy.pass_through_endpoints.success_handler import (
     PassThroughEndpointLogging,
 )
@@ -34,7 +34,7 @@ from litellm.proxy.pass_through_endpoints.pass_through_endpoints import (
     _init_kwargs_for_pass_through_endpoint,
     _update_metadata_with_tags_in_header,
 )
-from litellm.proxy.pass_through_endpoints.types import PassthroughStandardLoggingPayload
+from litellm.types.passthrough_endpoints.pass_through_endpoints import PassthroughStandardLoggingPayload
 
 
 @pytest.fixture
@@ -115,6 +115,15 @@ def test_init_kwargs_for_pass_through_endpoint_basic(
         user_api_key_dict=mock_user_api_key_dict,
         passthrough_logging_payload=passthrough_payload,
         litellm_call_id="test-call-id",
+        logging_obj=LiteLLMLoggingObj(
+            model="test-model",
+            messages=[],
+            stream=False,
+            call_type="test-call-type",
+            start_time=datetime.now(),
+            litellm_call_id="test-call-id",
+            function_id="test-function-id",
+        ),
     )
 
     assert result["call_type"] == "pass_through_endpoint"
@@ -158,6 +167,15 @@ def test_init_kwargs_with_litellm_metadata(mock_request, mock_user_api_key_dict)
         passthrough_logging_payload=passthrough_payload,
         _parsed_body=parsed_body,
         litellm_call_id="test-call-id",
+        logging_obj=LiteLLMLoggingObj(
+            model="test-model",
+            messages=[],
+            stream=False,
+            call_type="test-call-type",
+            start_time=datetime.now(),
+            litellm_call_id="test-call-id",
+            function_id="test-function-id",
+        ),
     )
 
     # Check that litellm_metadata was merged with default metadata
@@ -183,6 +201,15 @@ def test_init_kwargs_with_tags_in_header(mock_request, mock_user_api_key_dict):
         user_api_key_dict=mock_user_api_key_dict,
         passthrough_logging_payload=passthrough_payload,
         litellm_call_id="test-call-id",
+        logging_obj=LiteLLMLoggingObj(
+            model="test-model",
+            messages=[],
+            stream=False,
+            call_type="test-call-type",
+            start_time=datetime.now(),
+            litellm_call_id="test-call-id",
+            function_id="test-function-id",
+        ),
     )
 
     # Check that tags were added to metadata
diff --git a/tests/pass_through_unit_tests/test_unit_test_streaming.py b/tests/pass_through_unit_tests/test_unit_test_streaming.py
index 710687acc8..d3e0b6b0b0 100644
--- a/tests/pass_through_unit_tests/test_unit_test_streaming.py
+++ b/tests/pass_through_unit_tests/test_unit_test_streaming.py
@@ -13,7 +13,8 @@ import pytest
 import litellm
 from typing import AsyncGenerator
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.proxy.pass_through_endpoints.types import EndpointType
+from litellm.types.passthrough_endpoints.pass_through_endpoints import EndpointType
+from litellm.types.passthrough_endpoints.pass_through_endpoints import PassthroughStandardLoggingPayload
 from litellm.proxy.pass_through_endpoints.success_handler import (
     PassThroughEndpointLogging,
 )
diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/redirect-fail-screenshot.png b/tests/proxy_admin_ui_tests/e2e_ui_tests/redirect-fail-screenshot.png
new file mode 100644
index 0000000000..b2e3325126
Binary files /dev/null and b/tests/proxy_admin_ui_tests/e2e_ui_tests/redirect-fail-screenshot.png differ
diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/require_auth_for_dashboard.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/require_auth_for_dashboard.spec.ts
new file mode 100644
index 0000000000..18bc91c097
--- /dev/null
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/require_auth_for_dashboard.spec.ts
@@ -0,0 +1,31 @@
+// tests/auth.spec.ts
+import { test, expect } from "@playwright/test";
+
+test.describe("Authentication Checks", () => {
+  test("should redirect unauthenticated user from a protected page", async ({ page }) => {
+    test.setTimeout(30000);
+
+    page.on("console", (msg) => console.log("PAGE LOG:", msg.text()));
+
+    const protectedPageUrl = "http://localhost:4000/ui?page=llm-playground";
+    const expectedRedirectUrl = "http://localhost:4000/sso/key/generate";
+
+    console.log(`Attempting to navigate to protected page: ${protectedPageUrl}`);
+
+    await page.goto(protectedPageUrl);
+
+    console.log(`Navigation initiated. Current URL: ${page.url()}`);
+
+    try {
+      await page.waitForURL(expectedRedirectUrl, { timeout: 10000 });
+      console.log(`Waited for URL. Current URL is now: ${page.url()}`);
+    } catch (error) {
+      console.error(`Timeout waiting for URL: ${expectedRedirectUrl}. Current URL: ${page.url()}`);
+      await page.screenshot({ path: "redirect-fail-screenshot.png" });
+      throw error;
+    }
+
+    await expect(page).toHaveURL(expectedRedirectUrl);
+    console.log(`Assertion passed: Page URL is ${expectedRedirectUrl}`);
+  });
+});
diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/search_users.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/search_users.spec.ts
new file mode 100644
index 0000000000..7b9da6a27d
--- /dev/null
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/search_users.spec.ts
@@ -0,0 +1,214 @@
+/*
+Search Users in Admin UI
+E2E Test for user search functionality
+
+Tests:
+1. Navigate to Internal Users tab
+2. Verify search input exists
+3. Test search functionality
+4. Verify results update
+5. Test filtering by email, user ID, and SSO user ID
+*/
+
+import { test, expect } from "@playwright/test";
+
+test("user search test", async ({ page }) => {
+  // Set a longer timeout for the entire test
+  test.setTimeout(60000);
+
+  // Enable console logging
+  page.on("console", (msg) => console.log("PAGE LOG:", msg.text()));
+
+  // Login first
+  await page.goto("http://localhost:4000/ui");
+  console.log("Navigated to login page");
+
+  // Wait for login form to be visible
+  await page.waitForSelector('input[name="username"]', { timeout: 10000 });
+  console.log("Login form is visible");
+
+  await page.fill('input[name="username"]', "admin");
+  await page.fill('input[name="password"]', "gm");
+  console.log("Filled login credentials");
+
+  const loginButton = page.locator('input[type="submit"]');
+  await expect(loginButton).toBeEnabled();
+  await loginButton.click();
+  console.log("Clicked login button");
+
+  // Wait for navigation to complete and dashboard to load
+  await page.waitForLoadState("networkidle");
+  console.log("Page loaded after login");
+
+  // Take a screenshot for debugging
+  await page.screenshot({ path: "after-login.png" });
+  console.log("Took screenshot after login");
+
+  // Try to find the Internal User tab with more debugging
+  console.log("Looking for Internal User tab...");
+  const internalUserTab = page.locator("span.ant-menu-title-content", {
+    hasText: "Internal User",
+  });
+
+  // Wait for the tab to be visible
+  await internalUserTab.waitFor({ state: "visible", timeout: 10000 });
+  console.log("Internal User tab is visible");
+
+  // Take another screenshot before clicking
+  await page.screenshot({ path: "before-tab-click.png" });
+  console.log("Took screenshot before tab click");
+
+  await internalUserTab.click();
+  console.log("Clicked Internal User tab");
+
+  // Wait for the page to load and table to be visible
+  await page.waitForSelector("tbody tr", { timeout: 30000 });
+  await page.waitForTimeout(2000); // Additional wait for table to stabilize
+  console.log("Table is visible");
+
+  // Take a final screenshot
+  await page.screenshot({ path: "after-tab-click.png" });
+  console.log("Took screenshot after tab click");
+
+  // Verify search input exists
+  const searchInput = page.locator('input[placeholder="Search by email..."]');
+  await expect(searchInput).toBeVisible();
+  console.log("Search input is visible");
+
+  // Test search functionality
+  const initialUserCount = await page.locator("tbody tr").count();
+  console.log(`Initial user count: ${initialUserCount}`);
+
+  // Perform a search
+  const testEmail = "test@";
+  await searchInput.fill(testEmail);
+  console.log("Filled search input");
+
+  // Wait for the debounced search to complete
+  await page.waitForTimeout(500);
+  console.log("Waited for debounce");
+
+  // Wait for the results count to update
+  await page.waitForFunction((initialCount) => {
+    const currentCount = document.querySelectorAll("tbody tr").length;
+    return currentCount !== initialCount;
+  }, initialUserCount);
+  console.log("Results updated");
+
+  const filteredUserCount = await page.locator("tbody tr").count();
+  console.log(`Filtered user count: ${filteredUserCount}`);
+
+  expect(filteredUserCount).toBeDefined();
+
+  // Clear the search
+  await searchInput.clear();
+  console.log("Cleared search");
+
+  await page.waitForTimeout(500);
+  console.log("Waited for debounce after clear");
+
+  await page.waitForFunction((initialCount) => {
+    const currentCount = document.querySelectorAll("tbody tr").length;
+    return currentCount === initialCount;
+  }, initialUserCount);
+  console.log("Results reset");
+
+  const resetUserCount = await page.locator("tbody tr").count();
+  console.log(`Reset user count: ${resetUserCount}`);
+
+  expect(resetUserCount).toBe(initialUserCount);
+});
+
+test("user filter test", async ({ page }) => {
+  // Set a longer timeout for the entire test
+  test.setTimeout(60000);
+
+  // Enable console logging
+  page.on("console", (msg) => console.log("PAGE LOG:", msg.text()));
+
+  // Login first
+  await page.goto("http://localhost:4000/ui");
+  console.log("Navigated to login page");
+
+  // Wait for login form to be visible
+  await page.waitForSelector('input[name="username"]', { timeout: 10000 });
+  console.log("Login form is visible");
+
+  await page.fill('input[name="username"]', "admin");
+  await page.fill('input[name="password"]', "gm");
+  console.log("Filled login credentials");
+
+  const loginButton = page.locator('input[type="submit"]');
+  await expect(loginButton).toBeEnabled();
+  await loginButton.click();
+  console.log("Clicked login button");
+
+  // Wait for navigation to complete and dashboard to load
+  await page.waitForLoadState("networkidle");
+  console.log("Page loaded after login");
+
+  // Navigate to Internal Users tab
+  const internalUserTab = page.locator("span.ant-menu-title-content", {
+    hasText: "Internal User",
+  });
+  await internalUserTab.waitFor({ state: "visible", timeout: 10000 });
+  await internalUserTab.click();
+  console.log("Clicked Internal User tab");
+
+  // Wait for the page to load and table to be visible
+  await page.waitForSelector("tbody tr", { timeout: 30000 });
+  await page.waitForTimeout(2000); // Additional wait for table to stabilize
+  console.log("Table is visible");
+
+  // Get initial user count
+  const initialUserCount = await page.locator("tbody tr").count();
+  console.log(`Initial user count: ${initialUserCount}`);
+
+  // Click the filter button to show additional filters
+  const filterButton = page.getByRole("button", {
+    name: "Filters",
+    exact: true,
+  });
+  await filterButton.click();
+  console.log("Clicked filter button");
+  await page.waitForTimeout(500); // Wait for filters to appear
+
+  // Test user ID filter
+  const userIdInput = page.locator('input[placeholder="Filter by User ID"]');
+  await expect(userIdInput).toBeVisible();
+  console.log("User ID filter is visible");
+
+  await userIdInput.fill("user");
+  console.log("Filled user ID filter");
+  await page.waitForTimeout(1000);
+  const userIdFilteredCount = await page.locator("tbody tr").count();
+  console.log(`User ID filtered count: ${userIdFilteredCount}`);
+  expect(userIdFilteredCount).toBeLessThan(initialUserCount);
+
+  // Clear user ID filter
+  await userIdInput.clear();
+  await page.waitForTimeout(1000);
+  console.log("Cleared user ID filter");
+
+  // Test SSO user ID filter
+  const ssoUserIdInput = page.locator('input[placeholder="Filter by SSO ID"]');
+  await expect(ssoUserIdInput).toBeVisible();
+  console.log("SSO user ID filter is visible");
+
+  await ssoUserIdInput.fill("sso");
+  console.log("Filled SSO user ID filter");
+  await page.waitForTimeout(1000);
+  const ssoUserIdFilteredCount = await page.locator("tbody tr").count();
+  console.log(`SSO user ID filtered count: ${ssoUserIdFilteredCount}`);
+  expect(ssoUserIdFilteredCount).toBeLessThan(initialUserCount);
+
+  // Clear SSO user ID filter
+  await ssoUserIdInput.clear();
+  await page.waitForTimeout(5000);
+  console.log("Cleared SSO user ID filter");
+
+  // Verify count returns to initial after clearing all filters
+  const finalUserCount = await page.locator("tbody tr").count();
+  console.log(`Final user count: ${finalUserCount}`);
+  expect(finalUserCount).toBe(initialUserCount);
+});
diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
index 4d27a4a7ce..bb6df91c39 100644
--- a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
@@ -2,45 +2,74 @@
 Test view internal user page
 */
 
-import { test, expect } from '@playwright/test';
+import { test, expect } from "@playwright/test";
 
-test('view internal user page', async ({ page }) => {
+test("view internal user page", async ({ page }) => {
   // Go to the specified URL
-  await page.goto('http://localhost:4000/ui');
+  await page.goto("http://localhost:4000/ui");
 
   // Enter "admin" in the username input field
-  await page.fill('input[name="username"]', 'admin');
+  await page.fill('input[name="username"]', "admin");
 
   // Enter "gm" in the password input field
-  await page.fill('input[name="password"]', 'gm');
+  await page.fill('input[name="password"]', "gm");
 
-  // Optionally, you can add an assertion to verify the login button is enabled
+  // Click the login button
   const loginButton = page.locator('input[type="submit"]');
   await expect(loginButton).toBeEnabled();
-
-  // Optionally, you can click the login button to submit the form
   await loginButton.click();
 
-  const tabElement = page.locator('span.ant-menu-title-content', { hasText: 'Internal User' });
+  // Wait for the Internal User tab and click it
+  const tabElement = page.locator("span.ant-menu-title-content", {
+    hasText: "Internal User",
+  });
   await tabElement.click();
 
-  // try to click on button 
-  // <button class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded-l focus:outline-none" disabled="">← Prev</button>
-  // wait 1-2 seconds
-  await page.waitForTimeout(10000);
+  // Wait for the table to load
+  await page.waitForSelector("tbody tr", { timeout: 10000 });
+  await page.waitForTimeout(2000); // Additional wait for table to stabilize
 
-  // Test all expected fields are present 
-  // number of keys owned by user 
-  const keysBadges = page.locator('p.tremor-Badge-text.text-sm.whitespace-nowrap', { hasText: 'Keys' });
-  const keysCountArray = await keysBadges.evaluateAll(elements => elements.map(el => parseInt(el.textContent.split(' ')[0], 10)));
+  // Test all expected fields are present
+  // number of keys owned by user
+  const keysBadges = page.locator(
+    "p.tremor-Badge-text.text-sm.whitespace-nowrap",
+    { hasText: "Keys" }
+  );
+  const keysCountArray = await keysBadges.evaluateAll((elements) =>
+    elements.map((el) => {
+      const text = el.textContent;
+      return text ? parseInt(text.split(" ")[0], 10) : 0;
+    })
+  );
 
-  const hasNonZeroKeys = keysCountArray.some(count => count > 0);
+  const hasNonZeroKeys = keysCountArray.some((count) => count > 0);
   expect(hasNonZeroKeys).toBe(true);
 
   // test pagination
-  const prevButton = page.locator('button.px-3.py-1.text-sm.border.rounded-md.hover\\:bg-gray-50.disabled\\:opacity-50.disabled\\:cursor-not-allowed', { hasText: 'Previous' });
-  await expect(prevButton).toBeDisabled();
+  // Wait for pagination controls to be visible
+  await page.waitForSelector(".flex.justify-between.items-center", {
+    timeout: 5000,
+  });
 
-  const nextButton = page.locator('button.px-3.py-1.text-sm.border.rounded-md.hover\\:bg-gray-50.disabled\\:opacity-50.disabled\\:cursor-not-allowed', { hasText: 'Next' });
-  await expect(nextButton).toBeEnabled();
+  // Check if we're on the first page by looking at the results count
+  const resultsText =
+    (await page.locator(".text-sm.text-gray-700").textContent()) || "";
+  const isFirstPage = resultsText.includes("1 -");
+
+  if (isFirstPage) {
+    // On first page, previous button should be disabled
+    const prevButton = page.locator("button", { hasText: "Previous" });
+    await expect(prevButton).toBeDisabled();
+  }
+
+  // Next button should be enabled if there are more pages
+  const nextButton = page.locator("button", { hasText: "Next" });
+  const totalResults =
+    (await page.locator(".text-sm.text-gray-700").textContent()) || "";
+  const hasMorePages =
+    totalResults.includes("of") && !totalResults.includes("1 - 25 of 25");
+
+  if (hasMorePages) {
+    await expect(nextButton).toBeEnabled();
+  }
 });
diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_user_info.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_user_info.spec.ts
new file mode 100644
index 0000000000..cc138f0946
--- /dev/null
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_user_info.spec.ts
@@ -0,0 +1,82 @@
+import { test, expect } from "@playwright/test";
+import { loginToUI } from "../utils/login";
+
+test.describe("User Info View", () => {
+  test.beforeEach(async ({ page }) => {
+    await loginToUI(page);
+    // Navigate to users page
+    await page.goto("http://localhost:4000/ui?page=users");
+  });
+
+  test("should display user info when clicking on user ID", async ({
+    page,
+  }) => {
+    // Wait for users table to load
+    await page.waitForSelector("table");
+
+    // Get the first user ID cell
+    const firstUserIdCell = page.locator(
+      "table tbody tr:first-child td:first-child"
+    );
+    const userId = await firstUserIdCell.textContent();
+    console.log("Found user ID:", userId);
+
+    // Click on the user ID
+    await firstUserIdCell.click();
+
+    // Wait for user info view to load
+    await page.waitForSelector('h1:has-text("User")');
+    console.log("User info view loaded");
+
+    // Check for tabs
+    await expect(page.locator('button:has-text("Overview")')).toBeVisible();
+    await expect(page.locator('button:has-text("Details")')).toBeVisible();
+
+    // Switch to details tab
+    await page.locator('button:has-text("Details")').click();
+
+    // Check details section
+    await expect(page.locator("text=User ID")).toBeVisible();
+    await expect(page.locator("text=Email")).toBeVisible();
+
+    // Go back to users list
+    await page.locator('button:has-text("Back to Users")').click();
+
+    // Verify we're back on the users page
+    await expect(page.locator('h1:has-text("Users")')).toBeVisible();
+  });
+
+  // test("should handle user deletion", async ({ page }) => {
+  //   // Wait for users table to load
+  //   await page.waitForSelector("table");
+
+  //   // Get the first user ID cell
+  //   const firstUserIdCell = page.locator(
+  //     "table tbody tr:first-child td:first-child"
+  //   );
+  //   const userId = await firstUserIdCell.textContent();
+
+  //   // Click on the user ID
+  //   await firstUserIdCell.click();
+
+  //   // Wait for user info view to load
+  //   await page.waitForSelector('h1:has-text("User")');
+
+  //   // Click delete button
+  //   await page.locator('button:has-text("Delete User")').click();
+
+  //   // Confirm deletion in modal
+  //   await page.locator('button:has-text("Delete")').click();
+
+  //   // Verify success message
+  //   await expect(page.locator("text=User deleted successfully")).toBeVisible();
+
+  //   // Verify we're back on the users page
+  //   await expect(page.locator('h1:has-text("Users")')).toBeVisible();
+
+  //   // Verify user is no longer in the table
+  //   if (userId) {
+  //     await expect(page.locator(`text=${userId}`)).not.toBeVisible();
+  //   }
+  // });
+});
diff --git a/tests/proxy_admin_ui_tests/test-results/.last-run.json b/tests/proxy_admin_ui_tests/test-results/.last-run.json
new file mode 100644
index 0000000000..cbcc1fbac1
--- /dev/null
+++ b/tests/proxy_admin_ui_tests/test-results/.last-run.json
@@ -0,0 +1,4 @@
+{
+  "status": "passed",
+  "failedTests": []
+}
\ No newline at end of file
diff --git a/tests/proxy_admin_ui_tests/test_sso_sign_in.py b/tests/proxy_admin_ui_tests/test_sso_sign_in.py
index 3d5dd9ffcc..5de198b04b 100644
--- a/tests/proxy_admin_ui_tests/test_sso_sign_in.py
+++ b/tests/proxy_admin_ui_tests/test_sso_sign_in.py
@@ -104,7 +104,7 @@ async def test_auth_callback_new_user(mock_google_sso, mock_env_vars, prisma_cli
 
         # Assert the response
         assert response.status_code == 303
-        assert response.headers["location"].startswith(f"/ui/?userID={unique_user_id}")
+        assert response.headers["location"].startswith(f"/ui/?login=success")
 
         # Verify that the user was added to the database
         user = await prisma_client.db.litellm_usertable.find_first(
@@ -177,7 +177,7 @@ async def test_auth_callback_new_user_with_sso_default(
 
         # Assert the response
         assert response.status_code == 303
-        assert response.headers["location"].startswith(f"/ui/?userID={unique_user_id}")
+        assert response.headers["location"].startswith(f"/ui/?login=success")
 
         # Verify that the user was added to the database
         user = await prisma_client.db.litellm_usertable.find_first(
diff --git a/tests/proxy_admin_ui_tests/utils/login.ts b/tests/proxy_admin_ui_tests/utils/login.ts
new file mode 100644
index 0000000000..e875508997
--- /dev/null
+++ b/tests/proxy_admin_ui_tests/utils/login.ts
@@ -0,0 +1,23 @@
+import { Page, expect } from "@playwright/test";
+
+export async function loginToUI(page: Page) {
+  // Login first
+  await page.goto("http://localhost:4000/ui");
+  console.log("Navigated to login page");
+
+  // Wait for login form to be visible
+  await page.waitForSelector('input[name="username"]', { timeout: 10000 });
+  console.log("Login form is visible");
+
+  await page.fill('input[name="username"]', "admin");
+  await page.fill('input[name="password"]', "gm");
+  console.log("Filled login credentials");
+
+  const loginButton = page.locator('input[type="submit"]');
+  await expect(loginButton).toBeEnabled();
+  await loginButton.click();
+  console.log("Clicked login button");
+
+  // Wait for navigation to complete
+  await page.waitForURL("**/*");
+}
diff --git a/tests/proxy_unit_tests/example_config_yaml/azure_config.yaml b/tests/proxy_unit_tests/example_config_yaml/azure_config.yaml
index fd5865cd7c..111813c884 100644
--- a/tests/proxy_unit_tests/example_config_yaml/azure_config.yaml
+++ b/tests/proxy_unit_tests/example_config_yaml/azure_config.yaml
@@ -1,7 +1,7 @@
 model_list:
   - model_name: gpt-4-team1
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://openai-gpt-4-test-v-1.openai.azure.com/
       api_version: "2023-05-15"
       api_key:  os.environ/AZURE_API_KEY
diff --git a/tests/proxy_unit_tests/test_configs/test_bad_config.yaml b/tests/proxy_unit_tests/test_configs/test_bad_config.yaml
index 7c802a8408..0a16ecb3c5 100644
--- a/tests/proxy_unit_tests/test_configs/test_bad_config.yaml
+++ b/tests/proxy_unit_tests/test_configs/test_bad_config.yaml
@@ -5,12 +5,12 @@ model_list:
       model: gpt-3.5-turbo
   - model_name: working-azure-gpt-3.5-turbo
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: os.environ/AZURE_API_BASE
       api_key: os.environ/AZURE_API_KEY
   - model_name: azure-gpt-3.5-turbo
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: os.environ/AZURE_API_BASE
       api_key: bad-key
   - model_name: azure-embedding
diff --git a/tests/proxy_unit_tests/test_configs/test_cloudflare_azure_with_cache_config.yaml b/tests/proxy_unit_tests/test_configs/test_cloudflare_azure_with_cache_config.yaml
index c3c3cb1c32..aeadbeb872 100644
--- a/tests/proxy_unit_tests/test_configs/test_cloudflare_azure_with_cache_config.yaml
+++ b/tests/proxy_unit_tests/test_configs/test_cloudflare_azure_with_cache_config.yaml
@@ -1,7 +1,7 @@
 model_list:
   - model_name: azure-cloudflare
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: https://gateway.ai.cloudflare.com/v1/0399b10e77ac6668c80404a5ff49eb37/litellm-test/azure-openai/openai-gpt-4-test-v-1
       api_key: os.environ/AZURE_API_KEY
       api_version: 2023-07-01-preview
diff --git a/tests/proxy_unit_tests/test_configs/test_config_no_auth.yaml b/tests/proxy_unit_tests/test_configs/test_config_no_auth.yaml
index 1c5ddf2266..075bf7a09d 100644
--- a/tests/proxy_unit_tests/test_configs/test_config_no_auth.yaml
+++ b/tests/proxy_unit_tests/test_configs/test_config_no_auth.yaml
@@ -12,7 +12,7 @@ model_list:
 - litellm_params:
     api_base: https://gateway.ai.cloudflare.com/v1/0399b10e77ac6668c80404a5ff49eb37/litellm-test/azure-openai/openai-gpt-4-test-v-1
     api_key: os.environ/AZURE_API_KEY
-    model: azure/chatgpt-v-2
+    model: azure/chatgpt-v-3
   model_name: azure-cloudflare-model
 - litellm_params:
     api_base: https://openai-france-1234.openai.azure.com
diff --git a/tests/proxy_unit_tests/test_configs/test_custom_logger.yaml b/tests/proxy_unit_tests/test_configs/test_custom_logger.yaml
index 145c618edd..2ad500b36f 100644
--- a/tests/proxy_unit_tests/test_configs/test_custom_logger.yaml
+++ b/tests/proxy_unit_tests/test_configs/test_custom_logger.yaml
@@ -1,7 +1,7 @@
 model_list: 
   - model_name: Azure OpenAI GPT-4 Canada
     litellm_params:
-      model: azure/chatgpt-v-2
+      model: azure/chatgpt-v-3
       api_base: os.environ/AZURE_API_BASE
       api_key: os.environ/AZURE_API_KEY
       api_version: "2023-07-01-preview"
diff --git a/tests/proxy_unit_tests/test_key_generate_prisma.py b/tests/proxy_unit_tests/test_key_generate_prisma.py
index d904de13b4..9b8d3543bc 100644
--- a/tests/proxy_unit_tests/test_key_generate_prisma.py
+++ b/tests/proxy_unit_tests/test_key_generate_prisma.py
@@ -1546,7 +1546,7 @@ def test_call_with_key_over_budget(prisma_client):
             )
             await proxy_db_logger._PROXY_track_cost_callback(
                 kwargs={
-                    "model": "chatgpt-v-2",
+                    "model": "chatgpt-v-3",
                     "stream": False,
                     "litellm_params": {
                         "metadata": {
@@ -1578,10 +1578,10 @@ def test_call_with_key_over_budget(prisma_client):
 
             assert spend_log.request_id == request_id
             assert spend_log.spend == float("2e-05")
-            assert spend_log.model == "chatgpt-v-2"
+            assert spend_log.model == "chatgpt-v-3"
             assert (
                 spend_log.cache_key
-                == "c891d64397a472e6deb31b87a5ac4d3ed5b2dcc069bc87e2afe91e6d64e95a1e"
+                == "509ba0554a7129ae4f4fd13d11c141acce5549bb6aaf1f629ed543101615658e"
             )
 
             # use generated key to auth in
@@ -1669,7 +1669,7 @@ def test_call_with_key_over_budget_no_cache(prisma_client):
             proxy_db_logger = _ProxyDBLogger()
             await proxy_db_logger._PROXY_track_cost_callback(
                 kwargs={
-                    "model": "chatgpt-v-2",
+                    "model": "chatgpt-v-3",
                     "stream": False,
                     "litellm_params": {
                         "metadata": {
@@ -1702,10 +1702,10 @@ def test_call_with_key_over_budget_no_cache(prisma_client):
 
             assert spend_log.request_id == request_id
             assert spend_log.spend == float("2e-05")
-            assert spend_log.model == "chatgpt-v-2"
+            assert spend_log.model == "chatgpt-v-3"
             assert (
                 spend_log.cache_key
-                == "c891d64397a472e6deb31b87a5ac4d3ed5b2dcc069bc87e2afe91e6d64e95a1e"
+                == "509ba0554a7129ae4f4fd13d11c141acce5549bb6aaf1f629ed543101615658e"
             )
 
             # use generated key to auth in
@@ -1757,7 +1757,7 @@ async def test_call_with_key_over_model_budget(
 
     try:
 
-        # set budget for chatgpt-v-2 to 0.000001, expect the next request to fail
+        # set budget for chatgpt-v-3 to 0.000001, expect the next request to fail
         model_max_budget = {
             "gpt-4o-mini": {
                 "budget_limit": "0.000001",
@@ -1898,7 +1898,7 @@ async def test_call_with_key_never_over_budget(prisma_client):
         )
         await proxy_db_logger._PROXY_track_cost_callback(
             kwargs={
-                "model": "chatgpt-v-2",
+                "model": "chatgpt-v-3",
                 "stream": False,
                 "litellm_params": {
                     "metadata": {
@@ -1987,7 +1987,7 @@ async def test_call_with_key_over_budget_stream(prisma_client):
         await proxy_db_logger._PROXY_track_cost_callback(
             kwargs={
                 "call_type": "acompletion",
-                "model": "sagemaker-chatgpt-v-2",
+                "model": "sagemaker-chatgpt-v-3",
                 "stream": True,
                 "complete_streaming_response": resp,
                 "litellm_params": {
@@ -2431,7 +2431,7 @@ async def track_cost_callback_helper_fn(generated_key: str, user_id: str):
     await proxy_db_logger._PROXY_track_cost_callback(
         kwargs={
             "call_type": "acompletion",
-            "model": "sagemaker-chatgpt-v-2",
+            "model": "sagemaker-chatgpt-v-3",
             "stream": True,
             "complete_streaming_response": resp,
             "litellm_params": {
diff --git a/tests/proxy_unit_tests/test_proxy_custom_logger.py b/tests/proxy_unit_tests/test_proxy_custom_logger.py
index ad60335152..bdad7c9d7d 100644
--- a/tests/proxy_unit_tests/test_proxy_custom_logger.py
+++ b/tests/proxy_unit_tests/test_proxy_custom_logger.py
@@ -164,7 +164,7 @@ def test_chat_completion(client):
             my_custom_logger.async_success == True
         )  # checks if the status of async_success is True, only the async_log_success_event can set this to true
         assert (
-            my_custom_logger.async_completion_kwargs["model"] == "chatgpt-v-2"
+            my_custom_logger.async_completion_kwargs["model"] == "chatgpt-v-3"
         )  # checks if kwargs passed to async_log_success_event are correct
         print(
             "\n\n Custom Logger Async Completion args",
diff --git a/tests/proxy_unit_tests/test_proxy_pass_user_config.py b/tests/proxy_unit_tests/test_proxy_pass_user_config.py
index 12def1160f..3ecc252264 100644
--- a/tests/proxy_unit_tests/test_proxy_pass_user_config.py
+++ b/tests/proxy_unit_tests/test_proxy_pass_user_config.py
@@ -64,7 +64,7 @@ def test_chat_completion(client_no_auth):
             ModelConfig(
                 model_name="user-azure-instance",
                 litellm_params=CompletionRequest(
-                    model="azure/chatgpt-v-2",
+                    model="azure/chatgpt-v-3",
                     api_key=os.getenv("AZURE_API_KEY"),
                     api_version=os.getenv("AZURE_API_VERSION"),
                     api_base=os.getenv("AZURE_API_BASE"),
diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py
index 68f4ff8ec4..dda39d2bd5 100644
--- a/tests/proxy_unit_tests/test_proxy_server.py
+++ b/tests/proxy_unit_tests/test_proxy_server.py
@@ -446,7 +446,7 @@ def test_chat_completion_azure(mock_acompletion, client_no_auth):
     try:
         # Your test data
         test_data = {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [
                 {"role": "user", "content": "write 1 sentence poem"},
             ],
@@ -457,7 +457,7 @@ def test_chat_completion_azure(mock_acompletion, client_no_auth):
         response = client_no_auth.post("/v1/chat/completions", json=test_data)
 
         mock_acompletion.assert_called_once_with(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[
                 {"role": "user", "content": "write 1 sentence poem"},
             ],
@@ -489,19 +489,19 @@ def test_openai_deployments_model_chat_completions_azure(
     try:
         # Your test data
         test_data = {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [
                 {"role": "user", "content": "write 1 sentence poem"},
             ],
             "max_tokens": 10,
         }
 
-        url = "/openai/deployments/azure/chatgpt-v-2/chat/completions"
+        url = "/openai/deployments/azure/chatgpt-v-3/chat/completions"
         print(f"testing proxy server with Azure Request {url}")
         response = client_no_auth.post(url, json=test_data)
 
         mock_acompletion.assert_called_once_with(
-            model="azure/chatgpt-v-2",
+            model="azure/chatgpt-v-3",
             messages=[
                 {"role": "user", "content": "write 1 sentence poem"},
             ],
@@ -1314,7 +1314,7 @@ async def test_add_callback_via_key(prisma_client):
     try:
         # Your test data
         test_data = {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [
                 {"role": "user", "content": "write 1 sentence poem"},
             ],
@@ -1408,7 +1408,7 @@ async def test_add_callback_via_key_litellm_pre_call_utils(
     request._url = URL(url="/chat/completions")
 
     test_data = {
-        "model": "azure/chatgpt-v-2",
+        "model": "azure/chatgpt-v-3",
         "messages": [
             {"role": "user", "content": "write 1 sentence poem"},
         ],
@@ -1423,7 +1423,7 @@ async def test_add_callback_via_key_litellm_pre_call_utils(
 
     data = {
         "data": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [{"role": "user", "content": "write 1 sentence poem"}],
             "max_tokens": 10,
             "mock_response": "Hello world",
@@ -1523,7 +1523,7 @@ async def test_disable_fallbacks_by_key(disable_fallbacks_set):
 
     key_metadata = {"disable_fallbacks": disable_fallbacks_set}
     existing_data = {
-        "model": "azure/chatgpt-v-2",
+        "model": "azure/chatgpt-v-3",
         "messages": [{"role": "user", "content": "write 1 sentence poem"}],
     }
     data = LiteLLMProxyRequestSetup.add_key_level_controls(
@@ -1564,7 +1564,7 @@ async def test_add_callback_via_key_litellm_pre_call_utils_gcs_bucket(
     request._url = URL(url="/chat/completions")
 
     test_data = {
-        "model": "azure/chatgpt-v-2",
+        "model": "azure/chatgpt-v-3",
         "messages": [
             {"role": "user", "content": "write 1 sentence poem"},
         ],
@@ -1579,7 +1579,7 @@ async def test_add_callback_via_key_litellm_pre_call_utils_gcs_bucket(
 
     data = {
         "data": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [{"role": "user", "content": "write 1 sentence poem"}],
             "max_tokens": 10,
             "mock_response": "Hello world",
@@ -1697,7 +1697,7 @@ async def test_add_callback_via_key_litellm_pre_call_utils_langsmith(
     request._url = URL(url="/chat/completions")
 
     test_data = {
-        "model": "azure/chatgpt-v-2",
+        "model": "azure/chatgpt-v-3",
         "messages": [
             {"role": "user", "content": "write 1 sentence poem"},
         ],
@@ -1712,7 +1712,7 @@ async def test_add_callback_via_key_litellm_pre_call_utils_langsmith(
 
     data = {
         "data": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "messages": [{"role": "user", "content": "write 1 sentence poem"}],
             "max_tokens": 10,
             "mock_response": "Hello world",
diff --git a/tests/proxy_unit_tests/test_proxy_server_keys.py b/tests/proxy_unit_tests/test_proxy_server_keys.py
index 6eb41202cd..8b8e943ba7 100644
--- a/tests/proxy_unit_tests/test_proxy_server_keys.py
+++ b/tests/proxy_unit_tests/test_proxy_server_keys.py
@@ -171,7 +171,7 @@
 #         model_data = {
 #             "model_name": "azure-model",
 #             "litellm_params": {
-#                 "model": "azure/chatgpt-v-2",
+#                 "model": "azure/chatgpt-v-3",
 #                 "api_key": os.getenv("AZURE_API_KEY"),
 #                 "api_base": os.getenv("AZURE_API_BASE"),
 #                 "api_version": os.getenv("AZURE_API_VERSION")
diff --git a/tests/store_model_in_db_tests/test_adding_passthrough_model.py b/tests/store_model_in_db_tests/test_adding_passthrough_model.py
index ad26e19bd6..e901be5bd7 100644
--- a/tests/store_model_in_db_tests/test_adding_passthrough_model.py
+++ b/tests/store_model_in_db_tests/test_adding_passthrough_model.py
@@ -142,7 +142,7 @@ def create_virtual_key():
         json={},
     )
     print(response.json())
-    return response.json()["token"]
+    return response.json()["key"]
 
 
 def add_assembly_ai_model_to_db(
diff --git a/tests/test_keys.py b/tests/test_keys.py
index eaf9369d89..89b54ba92c 100644
--- a/tests/test_keys.py
+++ b/tests/test_keys.py
@@ -109,6 +109,18 @@ async def test_key_gen():
         await asyncio.gather(*tasks)
 
 
+@pytest.mark.asyncio
+async def test_simple_key_gen():
+    async with aiohttp.ClientSession() as session:
+        key_data = await generate_key(session, i=0)
+        key = key_data["key"]
+        assert key_data["token"] is not None
+        assert key_data["token"] != key
+        assert key_data["token_id"] is not None
+        assert key_data["created_at"] is not None
+        assert key_data["updated_at"] is not None
+
+
 @pytest.mark.asyncio
 async def test_key_gen_bad_key():
     """
diff --git a/tests/test_models.py b/tests/test_models.py
index 31e564a829..89944c07b3 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -67,7 +67,7 @@ async def add_models(session, model_id="123", model_name="azure-gpt-3.5", key="s
     data = {
         "model_name": model_name,
         "litellm_params": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "api_key": "os.environ/AZURE_API_KEY",
             "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
             "api_version": "2023-05-15",
@@ -100,7 +100,7 @@ async def update_model(session, model_id="123", model_name="azure-gpt-3.5", key=
     data = {
         "model_name": model_name,
         "litellm_params": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "api_key": "os.environ/AZURE_API_KEY",
             "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
             "api_version": "2023-05-15",
@@ -292,7 +292,7 @@ async def add_model_for_health_checking(session, model_id="123"):
     data = {
         "model_name": f"azure-model-health-check-{model_id}",
         "litellm_params": {
-            "model": "azure/chatgpt-v-2",
+            "model": "azure/chatgpt-v-3",
             "api_key": os.getenv("AZURE_API_KEY"),
             "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/",
             "api_version": "2023-05-15",
@@ -417,7 +417,7 @@ async def test_add_model_run_health():
 
         assert _health_info["healthy_count"] == 1
         assert (
-            _healthy_endpooint["model"] == "azure/chatgpt-v-2"
+            _healthy_endpooint["model"] == "azure/chatgpt-v-3"
         )  # this is the model that got added
 
         # assert httpx client is is unchanges
diff --git a/ui/litellm-dashboard/out/404.html b/ui/litellm-dashboard/out/404.html
index 39867f5d34..1e270efa76 100644
--- a/ui/litellm-dashboard/out/404.html
+++ b/ui/litellm-dashboard/out/404.html
@@ -1 +1 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/a34f9d1faa5f3315-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/86f6cc749f6b8493.css" data-precedence="next"/><link rel="stylesheet" href="/ui/_next/static/css/be22292d8ac48764.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-75a5453f51d60261.js"/><script src="/ui/_next/static/chunks/fd9d1056-524b80e1a6b8bb06.js" async=""></script><script src="/ui/_next/static/chunks/117-87ec698bfca6820e.js" async=""></script><script src="/ui/_next/static/chunks/main-app-4f7318ae681a6d94.js" async=""></script><meta name="robots" content="noindex"/><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-42372ed130431b0a.js" noModule=""></script></head><body class="__className_cf7686"><div style="font-family:system-ui,&quot;Segoe UI&quot;,Roboto,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;;height:100vh;text-align:center;display:flex;flex-direction:column;align-items:center;justify-content:center"><div><style>body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}</style><h1 class="next-error-h1" style="display:inline-block;margin:0 20px 0 0;padding:0 23px 0 0;font-size:24px;font-weight:500;vertical-align:top;line-height:49px">404</h1><div style="display:inline-block"><h2 style="font-size:14px;font-weight:400;line-height:49px;margin:0">This page could not be found.</h2></div></div></div><script 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diff --git a/ui/litellm-dashboard/out/_next/static/chunks/261-57d48f76eec1e568.js b/ui/litellm-dashboard/out/_next/static/chunks/261-92d8946249b3296e.js
similarity index 99%
rename from ui/litellm-dashboard/out/_next/static/chunks/261-57d48f76eec1e568.js
rename to ui/litellm-dashboard/out/_next/static/chunks/261-92d8946249b3296e.js
index 44e5f1be73..e87c443917 100644
--- a/ui/litellm-dashboard/out/_next/static/chunks/261-57d48f76eec1e568.js
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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y=ti(t,v,n,c,e.dragStartMousePosition,f,l,i,o,p),b=y.dropPosition,x=y.dropLevelOffset,w=y.dropTargetKey,S=y.dropContainerKey,k=y.dropTargetPos,E=y.dropAllowed,C=y.dragOverNodeKey;if(-1!==a.indexOf(w)||!E||(e.delayedDragEnterLogic||(e.delayedDragEnterLogic={}),Object.keys(e.delayedDragEnterLogic).forEach(function(t){clearTimeout(e.delayedDragEnterLogic[t])}),v.props.eventKey!==n.props.eventKey&&(t.persist(),e.delayedDragEnterLogic[m]=window.setTimeout(function(){if(null!==e.state.draggingNodeKey){var r=(0,ec.Z)(o),a=i[n.props.eventKey];a&&(a.children||[]).length&&(r=tr(o,n.props.eventKey)),"expandedKeys"in e.props||e.setExpandedKeys(r),null==d||d(r,{node:e5(n.props),expanded:!0,nativeEvent:t.nativeEvent})}},800)),v.props.eventKey===w&&0===x)){e.resetDragState();return}e.setState({dragOverNodeKey:C,dropPosition:b,dropLevelOffset:x,dropTargetKey:w,dropContainerKey:S,dropTargetPos:k,dropAllowed:E}),null==u||u({event:t,node:e5(n.props),expandedKeys:o})},e.onNodeDragOver=function(t,n){var r=e.state,o=r.dragChildrenKeys,i=r.flattenNodes,a=r.keyEntities,l=r.expandedKeys,c=r.indent,s=e.props,u=s.onDragOver,d=s.allowDrop,f=s.direction,p=(0,eV.Z)(e).dragNode;if(p){var h=ti(t,p,n,c,e.dragStartMousePosition,d,i,a,l,f),m=h.dropPosition,g=h.dropLevelOffset,v=h.dropTargetKey,y=h.dropContainerKey,b=h.dropAllowed,x=h.dropTargetPos,w=h.dragOverNodeKey;-1===o.indexOf(v)&&b&&(p.props.eventKey===v&&0===g?null===e.state.dropPosition&&null===e.state.dropLevelOffset&&null===e.state.dropTargetKey&&null===e.state.dropContainerKey&&null===e.state.dropTargetPos&&!1===e.state.dropAllowed&&null===e.state.dragOverNodeKey||e.resetDragState():m===e.state.dropPosition&&g===e.state.dropLevelOffset&&v===e.state.dropTargetKey&&y===e.state.dropContainerKey&&x===e.state.dropTargetPos&&b===e.state.dropAllowed&&w===e.state.dragOverNodeKey||e.setState({dropPosition:m,dropLevelOffset:g,dropTargetKey:v,dropContainerKey:y,dropTargetPos:x,dropAllowed:b,dragOverNodeKey:w}),null==u||u({event:t,node:e5(n.props)}))}},e.onNodeDragLeave=function(t,n){e.currentMouseOverDroppableNodeKey!==n.props.eventKey||t.currentTarget.contains(t.relatedTarget)||(e.resetDragState(),e.currentMouseOverDroppableNodeKey=null);var r=e.props.onDragLeave;null==r||r({event:t,node:e5(n.props)})},e.onWindowDragEnd=function(t){e.onNodeDragEnd(t,null,!0),window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDragEnd=function(t,n){var r=e.props.onDragEnd;e.setState({dragOverNodeKey:null}),e.cleanDragState(),null==r||r({event:t,node:e5(n.props)}),e.dragNode=null,window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDrop=function(t,n){var r,o=arguments.length>2&&void 0!==arguments[2]&&arguments[2],i=e.state,a=i.dragChildrenKeys,l=i.dropPosition,c=i.dropTargetKey,s=i.dropTargetPos;if(i.dropAllowed){var u=e.props.onDrop;if(e.setState({dragOverNodeKey:null}),e.cleanDragState(),null!==c){var d=(0,C.Z)((0,C.Z)({},e3(c,e.getTreeNodeRequiredProps())),{},{active:(null===(r=e.getActiveItem())||void 0===r?void 0:r.key)===c,data:e.state.keyEntities[c].node}),f=-1!==a.indexOf(c);(0,M.ZP)(!f,"Can not drop to dragNode's children node. 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t=e.state;return{expandedKeys:t.expandedKeys||[],selectedKeys:t.selectedKeys||[],loadedKeys:t.loadedKeys||[],loadingKeys:t.loadingKeys||[],checkedKeys:t.checkedKeys||[],halfCheckedKeys:t.halfCheckedKeys||[],dragOverNodeKey:t.dragOverNodeKey,dropPosition:t.dropPosition,keyEntities:t.keyEntities}},e.setExpandedKeys=function(t){var n=e.state,r=e6(n.treeData,t,n.fieldNames);e.setUncontrolledState({expandedKeys:t,flattenNodes:r},!0)},e.onNodeExpand=function(t,n){var r=e.state.expandedKeys,o=e.state,i=o.listChanging,a=o.fieldNames,l=e.props,c=l.onExpand,s=l.loadData,u=n.expanded,d=n[a.key];if(!i){var f=r.indexOf(d),p=!u;if((0,M.ZP)(u&&-1!==f||!u&&-1===f,"Expand state not sync with index check"),r=p?tr(r,d):tn(r,d),e.setExpandedKeys(r),null==c||c(r,{node:n,expanded:p,nativeEvent:t.nativeEvent}),p&&s){var h=e.onNodeLoad(n);h&&h.then(function(){var t=e6(e.state.treeData,r,a);e.setUncontrolledState({flattenNodes:t})}).catch(function(){var 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o=!1,i=!0,a={};Object.keys(t).forEach(function(n){if(n in e.props){i=!1;return}o=!0,a[n]=t[n]}),o&&(!n||i)&&e.setState((0,C.Z)((0,C.Z)({},a),r))}},e.scrollTo=function(t){e.listRef.current.scrollTo(t)},e}return(0,eK.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var 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r=c.props.onMouseMove;l()(r)&&r(n,e)}),tn(e3(c),"handleItemMouseEnter",function(e){c.setState(function(){return{isTooltipActive:!0,activeItem:e,activePayload:e.tooltipPayload,activeCoordinate:e.tooltipPosition||{x:e.cx,y:e.cy}}})}),tn(e3(c),"handleItemMouseLeave",function(){c.setState(function(){return{isTooltipActive:!1}})}),tn(e3(c),"handleMouseMove",function(e){e.persist(),c.throttleTriggeredAfterMouseMove(e)}),tn(e3(c),"handleMouseLeave",function(e){var t={isTooltipActive:!1};c.setState(t),c.triggerSyncEvent(t);var n=c.props.onMouseLeave;l()(n)&&n(t,e)}),tn(e3(c),"handleOuterEvent",function(e){var t,n=(0,P.Bh)(e),r=d()(c.props,"".concat(n));n&&l()(r)&&r(null!==(t=/.*touch.*/i.test(n)?c.getMouseInfo(e.changedTouches[0]):c.getMouseInfo(e))&&void 0!==t?t:{},e)}),tn(e3(c),"handleClick",function(e){var t=c.getMouseInfo(e);if(t){var n=tt(tt({},t),{},{isTooltipActive:!0});c.setState(n),c.triggerSyncEvent(n);var r=c.props.onClick;l()(r)&&r(n,e)}}),tn(e3(c),"handleMouseDown",function(e){var t=c.props.onMouseDown;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e3(c),"handleMouseUp",function(e){var t=c.props.onMouseUp;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e3(c),"handleTouchMove",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.throttleTriggeredAfterMouseMove(e.changedTouches[0])}),tn(e3(c),"handleTouchStart",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseDown(e.changedTouches[0])}),tn(e3(c),"handleTouchEnd",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseUp(e.changedTouches[0])}),tn(e3(c),"triggerSyncEvent",function(e){void 0!==c.props.syncId&&eR.emit(e_,c.props.syncId,e,c.eventEmitterSymbol)}),tn(e3(c),"applySyncEvent",function(e){var t=c.props,n=t.layout,r=t.syncMethod,o=c.state.updateId,i=e.dataStartIndex,a=e.dataEndIndex;if(void 0!==e.dataStartIndex||void 0!==e.dataEndIndex)c.setState(tt({dataStartIndex:i,dataEndIndex:a},C({props:c.props,dataStartIndex:i,dataEndIndex:a,updateId:o},c.state)));else if(void 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r.createElement(eY,{key:m,activeCoordinate:a,activePayload:l,activeTooltipIndex:u,chartName:n,element:e,isActive:p,layout:h,offset:s,tooltipAxisBandSize:d,tooltipEventType:f})}),tn(e3(c),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),i=d()(c.state,"".concat(o,"Map")),a=i&&i[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tt(tt({},a),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,M.uY)(a,!0)}))}),tn(e3(c),"renderGrid",function(e){var t=c.state,n=t.xAxisMap,o=t.yAxisMap,i=t.offset,a=(0,R.Kt)(n),l=v()(o,function(e){return b()(e.domain,Number.isFinite)})||(0,R.Kt)(o),s=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,R.hj)(s.x)?s.x:i.left,y:(0,R.hj)(s.y)?s.y:i.top,width:(0,R.hj)(s.width)?s.width:i.width,height:(0,R.hj)(s.height)?s.height:i.height,xAxis:a,yAxis:l,verticalCoordinatesGenerator:s.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:s.horizontalCoordinatesGenerator})}),tn(e3(c),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,i=t.polarRadius,a=c.state,l=a.radiusAxisMap,s=a.angleAxisMap,u=(0,R.Kt)(l),d=(0,R.Kt)(s),f=d.cx,p=d.cy,h=d.innerRadius,m=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,M.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(i)?i:(0,M.uY)(u,!0).map(function(e){return e.coordinate}),cx:f,cy:p,innerRadius:h,outerRadius:m,key:e.key||"polar-grid",radialLines:n})}),tn(e3(c),"renderLegend",function(){var e=c.state.formattedGraphicalItems,t=c.props,n=t.children,o=t.width,i=t.height,a=c.props.margin||{},l=o-(a.left||0)-(a.right||0),s=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:l,legendContent:p});if(!s)return null;var u=s.item,d=e6(s,eQ);return(0,r.cloneElement)(u,tt(tt({},d),{},{chartWidth:o,chartHeight:i,margin:a,onBBoxUpdate:c.handleLegendBBoxUpdate}))}),tn(e3(c),"renderTooltip",function(){var e,t=c.props.children,n=(0,P.sP)(t,E.u);if(!n)return null;var o=c.state,i=o.isTooltipActive,a=o.activeCoordinate,l=o.activePayload,s=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:i;return(0,r.cloneElement)(n,{viewBox:tt(tt({},u),{},{x:u.left,y:u.top}),active:d,label:s,payload:d?l:[],coordinate:a})}),tn(e3(c),"renderBrush",function(e){var t=c.props,n=t.margin,o=t.data,i=c.state,a=i.offset,l=i.dataStartIndex,s=i.dataEndIndex,u=i.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,M.DO)(c.handleBrushChange,e.props.onChange),data:o,x:(0,R.hj)(e.props.x)?e.props.x:a.left,y:(0,R.hj)(e.props.y)?e.props.y:a.top+a.height+a.brushBottom-(n.bottom||0),width:(0,R.hj)(e.props.width)?e.props.width:a.width,startIndex:l,endIndex:s,updateId:"brush-".concat(u)})}),tn(e3(c),"renderReferenceElement",function(e,t,n){if(!e)return null;var 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a=c.getTooltipEventType(),l=c.state,s=l.isTooltipActive,u=l.tooltipAxis,d=l.activeTooltipIndex,f=l.activeLabel,p=c.props.children,h=(0,P.sP)(p,E.u),m=o.props,g=m.points,v=m.isRange,y=m.baseLine,b=o.item.props,x=b.activeDot,w=b.hide,S=b.activeBar,k=b.activeShape,C={};"axis"!==a&&h&&"click"===h.props.trigger?C={onClick:(0,M.DO)(c.handleItemMouseEnter,e.props.onClick)}:"axis"!==a&&(C={onMouseLeave:(0,M.DO)(c.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,M.DO)(c.handleItemMouseEnter,e.props.onMouseEnter)});var O=(0,r.cloneElement)(e,tt(tt({},o.props),C));if(!w&&s&&h&&(x||S||k)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var j="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());N=(0,R.Ap)(g,j,f),_=v&&y&&(0,R.Ap)(y,j,f)}else N=null==g?void 0:g[d],_=v&&y&&y[d];if(k||S){var I=void 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l=this.state.tooltipTicks[a]&&this.state.tooltipTicks[a].value,c=td(this.state,n,a,l),s=this.state.tooltipTicks[a].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:s,y:u}:{y:s,x:u},f=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});f&&(d=tt(tt({},d),f.props.points[a].tooltipPosition),c=f.props.points[a].tooltipPayload);var p={activeTooltipIndex:a,isTooltipActive:!0,activeLabel:l,activePayload:c,activeCoordinate:d};this.setState(p),this.renderCursor(i),this.accessibilityManager.setIndex(a)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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u=(0,R.Kt)(c).scale,d=(0,R.Kt)(s).scale,f=u&&u.invert?u.invert(o.chartX):null,p=d&&d.invert?d.invert(o.chartY):null;return tt(tt({},o),{},{xValue:f,yValue:p})}var h=tf(this.state,this.props.data,this.props.layout,a);return h?tt(tt({},o),h):null}},{key:"inRange",value:function(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,r=this.props.layout,o=e/n,i=t/n;if("horizontal"===r||"vertical"===r){var a=this.state.offset;return o>=a.left&&o<=a.left+a.width&&i>=a.top&&i<=a.top+a.height?{x:o,y:i}:null}var l=this.state,c=l.angleAxisMap,s=l.radiusAxisMap;if(c&&s){var u=(0,R.Kt)(c);return(0,eI.z3)({x:o,y:i},u)}return null}},{key:"parseEventsOfWrapper",value:function(){var e=this.props.children,t=this.getTooltipEventType(),n=(0,P.sP)(e,E.u),r={};return n&&"axis"===t&&(r="click"===n.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd}),tt(tt({},(0,eT.Ym)(this.props,this.handleOuterEvent)),r)}},{key:"addListener",value:function(){eR.on(e_,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){eR.removeListener(e_,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(e,t,n){for(var r=this.state.formattedGraphicalItems,o=0,i=r.length;o<i;o++){var a=r[o];if(a.item===e||a.props.key===e.key||t===(0,P.Gf)(a.item.type)&&n===a.childIndex)return a}return null}},{key:"renderClipPath",value:function(){var e=this.clipPathId,t=this.state.offset,n=t.left,o=t.top,i=t.height,a=t.width;return r.createElement("defs",null,r.createElement("clipPath",{id:e},r.createElement("rect",{x:n,y:o,height:i,width:a})))}},{key:"getXScales",value:function(){var e=this.state.xAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getYScales",value:function(){var e=this.state.yAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(e){var t;return null===(t=this.state.xAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getYScaleByAxisId",value:function(e){var t;return null===(t=this.state.yAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getItemByXY",value:function(e){var t=this.state,n=t.formattedGraphicalItems,r=t.activeItem;if(n&&n.length)for(var o=0,i=n.length;o<i;o++){var a=n[o],l=a.props,c=a.item,s=(0,P.Gf)(c.type);if("Bar"===s){var 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t.response_format?t.response_format.$parseRaw(n):JSON.parse(n):null):null}}});return{...e,choices:n}}function nA(e){return!!nR(e.response_format)||(e.tools?.some(e=>n_(e)||"function"===e.type&&!0===e.function.strict)??!1)}$=new WeakMap,G=new WeakMap,X=new WeakMap,Y=new WeakMap,Q=new WeakMap,J=new WeakMap,ee=new WeakMap,et=new WeakMap,en=new WeakMap,er=new WeakMap,eo=new WeakMap,U=new WeakSet,ei=function(e){if(nI(this,en,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new R),e instanceof R)return nI(this,er,!0,"f"),this._emit("abort",e);if(e instanceof N)return this._emit("error",e);if(e instanceof Error){let t=new N(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new N(String(e)))};var nD=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare 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this.done(),nD(this,ea,"m",ec).call(this)}async finalFunctionCall(){return await this.done(),nD(this,ea,"m",es).call(this)}async finalFunctionCallResult(){return await this.done(),nD(this,ea,"m",eu).call(this)}async totalUsage(){return await this.done(),nD(this,ea,"m",ed).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=nD(this,ea,"m",ec).call(this);t&&this._emit("finalMessage",t);let n=nD(this,ea,"m",el).call(this);n&&this._emit("finalContent",n);let r=nD(this,ea,"m",es).call(this);r&&this._emit("finalFunctionCall",r);let o=nD(this,ea,"m",eu).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",nD(this,ea,"m",ed).call(this))}async _createChatCompletion(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),nD(this,ea,"m",ef).call(this,t);let o=await e.chat.completions.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(nT(o,t))}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:i,...a}=t,l="string"!=typeof o&&o?.name,{maxChatCompletions:c=10}=n||{},s={};for(let e of t.functions)s[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<c;++t){let t;let i=await this._createChatCompletion(e,{...a,function_call:o,functions:u,messages:[...this.messages]},n),c=i.choices[0]?.message;if(!c)throw new N("missing message in ChatCompletion 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nZ{constructor(e){super(),eh.add(this),em.set(this,void 0),eg.set(this,void 0),ev.set(this,void 0),nW(this,em,e,"f"),nW(this,eg,[],"f")}get currentChatCompletionSnapshot(){return nK(this,ev,"f")}static fromReadableStream(e){let t=new nV(null);return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new nV(t);return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){super._createChatCompletion;let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),nK(this,eh,"m",ey).call(this);let o=await e.chat.completions.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))nK(this,eh,"m",ex).call(this,e);if(o.controller.signal?.aborted)throw new R;return this._addChatCompletion(nK(this,eh,"m",ek).call(this))}async _fromReadableStream(e,t){let n;let r=t?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),nK(this,eh,"m",ey).call(this),this._connected();let o=e8.fromReadableStream(e,this.controller);for await(let e of o)n&&n!==e.id&&this._addChatCompletion(nK(this,eh,"m",ek).call(this)),nK(this,eh,"m",ex).call(this,e),n=e.id;if(o.controller.signal?.aborted)throw new R;return this._addChatCompletion(nK(this,eh,"m",ek).call(this))}[(em=new WeakMap,eg=new WeakMap,ev=new WeakMap,eh=new WeakSet,ey=function(){this.ended||nW(this,ev,void 0,"f")},eb=function(e){let t=nK(this,eg,"f")[e.index];return t||(t={content_done:!1,refusal_done:!1,logprobs_content_done:!1,logprobs_refusal_done:!1,done_tool_calls:new Set,current_tool_call_index:null},nK(this,eg,"f")[e.index]=t),t},ex=function(e){if(this.ended)return;let t=nK(this,eh,"m",eC).call(this,e);for(let n of(this._emit("chunk",e,t),e.choices)){let e=t.choices[n.index];null!=n.delta.content&&e.message?.role==="assistant"&&e.message?.content&&(this._emit("content",n.delta.content,e.message.content),this._emit("content.delta",{delta:n.delta.content,snapshot:e.message.content,parsed:e.message.parsed})),null!=n.delta.refusal&&e.message?.role==="assistant"&&e.message?.refusal&&this._emit("refusal.delta",{delta:n.delta.refusal,snapshot:e.message.refusal}),n.logprobs?.content!=null&&e.message?.role==="assistant"&&this._emit("logprobs.content.delta",{content:n.logprobs?.content,snapshot:e.logprobs?.content??[]}),n.logprobs?.refusal!=null&&e.message?.role==="assistant"&&this._emit("logprobs.refusal.delta",{refusal:n.logprobs?.refusal,snapshot:e.logprobs?.refusal??[]});let r=nK(this,eh,"m",eb).call(this,e);for(let t of(e.finish_reason&&(nK(this,eh,"m",eS).call(this,e),null!=r.current_tool_call_index&&nK(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),n.delta.tool_calls??[]))r.current_tool_call_index!==t.index&&(nK(this,eh,"m",eS).call(this,e),null!=r.current_tool_call_index&&nK(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),r.current_tool_call_index=t.index;for(let t of n.delta.tool_calls??[]){let n=e.message.tool_calls?.[t.index];n?.type&&(n?.type==="function"?this._emit("tool_calls.function.arguments.delta",{name:n.function?.name,index:t.index,arguments:n.function.arguments,parsed_arguments:n.function.parsed_arguments,arguments_delta:t.function?.arguments??""}):n?.type)}}},ew=function(e,t){if(nK(this,eh,"m",eb).call(this,e).done_tool_calls.has(t))return;let n=e.message.tool_calls?.[t];if(!n)throw Error("no tool call snapshot");if(!n.type)throw Error("tool call snapshot missing `type`");if("function"===n.type){let e=nK(this,em,"f")?.tools?.find(e=>"function"===e.type&&e.function.name===n.function.name);this._emit("tool_calls.function.arguments.done",{name:n.function.name,index:t,arguments:n.function.arguments,parsed_arguments:n_(e)?e.$parseRaw(n.function.arguments):e?.function.strict?JSON.parse(n.function.arguments):null})}else n.type},eS=function(e){let t=nK(this,eh,"m",eb).call(this,e);if(e.message.content&&!t.content_done){t.content_done=!0;let n=nK(this,eh,"m",eE).call(this);this._emit("content.done",{content:e.message.content,parsed:n?n.$parseRaw(e.message.content):null})}e.message.refusal&&!t.refusal_done&&(t.refusal_done=!0,this._emit("refusal.done",{refusal:e.message.refusal})),e.logprobs?.content&&!t.logprobs_content_done&&(t.logprobs_content_done=!0,this._emit("logprobs.content.done",{content:e.logprobs.content})),e.logprobs?.refusal&&!t.logprobs_refusal_done&&(t.logprobs_refusal_done=!0,this._emit("logprobs.refusal.done",{refusal:e.logprobs.refusal}))},ek=function(){if(this.ended)throw new N("stream has ended, this shouldn't happen");let e=nK(this,ev,"f");if(!e)throw new N("request ended without sending any chunks");return nW(this,ev,void 0,"f"),nW(this,eg,[],"f"),function(e,t){var n;let{id:r,choices:o,created:i,model:a,system_fingerprint:l,...c}=e;return n={...c,id:r,choices:o.map(({message:t,finish_reason:n,index:r,logprobs:o,...i})=>{if(!n)throw new N(`missing finish_reason for choice ${r}`);let{content:a=null,function_call:l,tool_calls:c,...s}=t,u=t.role;if(!u)throw new N(`missing role for choice ${r}`);if(l){let{arguments:e,name:c}=l;if(null==e)throw new N(`missing function_call.arguments for choice ${r}`);if(!c)throw new N(`missing function_call.name for choice ${r}`);return{...i,message:{content:a,function_call:{arguments:e,name:c},role:u,refusal:t.refusal??null},finish_reason:n,index:r,logprobs:o}}return c?{...i,index:r,finish_reason:n,logprobs:o,message:{...s,role:u,content:a,refusal:t.refusal??null,tool_calls:c.map((t,n)=>{let{function:o,type:i,id:a,...l}=t,{arguments:c,name:s,...u}=o||{};if(null==a)throw new N(`missing choices[${r}].tool_calls[${n}].id
-${nU(e)}`);if(null==i)throw new N(`missing choices[${r}].tool_calls[${n}].type
-${nU(e)}`);if(null==s)throw new N(`missing choices[${r}].tool_calls[${n}].function.name
-${nU(e)}`);if(null==c)throw new N(`missing choices[${r}].tool_calls[${n}].function.arguments
-${nU(e)}`);return{...l,id:a,type:i,function:{...u,name:s,arguments:c}}})}}:{...i,message:{...s,content:a,role:u,refusal:t.refusal??null},finish_reason:n,index:r,logprobs:o}}),created:i,model:a,object:"chat.completion",...l?{system_fingerprint:l}:{}},t&&nA(t)?nT(n,t):{...n,choices:n.choices.map(e=>({...e,message:{...e.message,parsed:null,...e.message.tool_calls?{tool_calls:e.message.tool_calls}:void 0}}))}}(e,nK(this,em,"f"))},eE=function(){let e=nK(this,em,"f")?.response_format;return nR(e)?e:null},eC=function(e){var t,n,r,o;let i=nK(this,ev,"f"),{choices:a,...l}=e;for(let{delta:a,finish_reason:c,index:s,logprobs:u=null,...d}of(i?Object.assign(i,l):i=nW(this,ev,{...l,choices:[]},"f"),e.choices)){let e=i.choices[s];if(e||(e=i.choices[s]={finish_reason:c,index:s,message:{},logprobs:u,...d}),u){if(e.logprobs){let{content:r,refusal:o,...i}=u;Object.assign(e.logprobs,i),r&&((t=e.logprobs).content??(t.content=[]),e.logprobs.content.push(...r)),o&&((n=e.logprobs).refusal??(n.refusal=[]),e.logprobs.refusal.push(...o))}else e.logprobs=Object.assign({},u)}if(c&&(e.finish_reason=c,nK(this,em,"f")&&nA(nK(this,em,"f")))){if("length"===c)throw new q;if("content_filter"===c)throw new W}if(Object.assign(e,d),!a)continue;let{content:l,refusal:f,function_call:p,role:h,tool_calls:m,...g}=a;if(Object.assign(e.message,g),f&&(e.message.refusal=(e.message.refusal||"")+f),h&&(e.message.role=h),p&&(e.message.function_call?(p.name&&(e.message.function_call.name=p.name),p.arguments&&((r=e.message.function_call).arguments??(r.arguments=""),e.message.function_call.arguments+=p.arguments)):e.message.function_call=p),l&&(e.message.content=(e.message.content||"")+l,!e.message.refusal&&nK(this,eh,"m",eE).call(this)&&(e.message.parsed=nq(e.message.content))),m)for(let{index:t,id:n,type:r,function:i,...a}of(e.message.tool_calls||(e.message.tool_calls=[]),m)){let l=(o=e.message.tool_calls)[t]??(o[t]={});Object.assign(l,a),n&&(l.id=n),r&&(l.type=r),i&&(l.function??(l.function={name:i.name??"",arguments:""})),i?.name&&(l.function.name=i.name),i?.arguments&&(l.function.arguments+=i.arguments,function(e,t){if(!e)return!1;let n=e.tools?.find(e=>e.function?.name===t.function.name);return n_(n)||n?.function.strict||!1}(nK(this,em,"f"),l)&&(l.function.parsed_arguments=nq(l.function.arguments)))}}return i},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new e8(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function nU(e){return JSON.stringify(e)}class n$ extends nV{static fromReadableStream(e){let t=new n$(null);return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new n$(null),o={...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new n$(t),o={...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class nG extends tX{parse(e,t){return!function(e){for(let t of e??[]){if("function"!==t.type)throw new N(`Currently only \`function\` tool types support auto-parsing; Received \`${t.type}\``);if(!0!==t.function.strict)throw new N(`The \`${t.function.name}\` tool is not marked with \`strict: true\`. Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>nT(t,e))}runFunctions(e,t){return e.stream?n$.runFunctions(this._client,e,t):nL.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?n$.runTools(this._client,e,t):nL.runTools(this._client,e,t)}stream(e,t){return nV.createChatCompletion(this._client,e,t)}}class nX extends tX{constructor(){super(...arguments),this.completions=new nG(this._client)}}(nX||(nX={})).Completions=nG;class nY extends tX{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nQ extends tX{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nJ extends tX{constructor(){super(...arguments),this.sessions=new nY(this._client),this.transcriptionSessions=new nQ(this._client)}}nJ.Sessions=nY,nJ.TranscriptionSessions=nQ;var n0=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},n1=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class n2 extends nM{constructor(){super(...arguments),eO.add(this),ej.set(this,[]),eP.set(this,{}),eI.set(this,{}),eN.set(this,void 0),eM.set(this,void 0),eR.set(this,void 0),e_.set(this,void 0),eT.set(this,void 0),eA.set(this,void 0),eD.set(this,void 0),eZ.set(this,void 0),eL.set(this,void 0)}[(ej=new WeakMap,eP=new WeakMap,eI=new WeakMap,eN=new WeakMap,eM=new WeakMap,eR=new WeakMap,e_=new WeakMap,eT=new WeakMap,eA=new WeakMap,eD=new WeakMap,eZ=new WeakMap,eL=new WeakMap,eO=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new n2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),this._connected();let r=e8.fromReadableStream(e,this.controller);for await(let e of r)n0(this,eO,"m",ez).call(this,e);if(r.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}toReadableStream(){return new e8(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}static createToolAssistantStream(e,t,n,r,o){let i=new n2;return i._run(()=>i._runToolAssistantStream(e,t,n,r,{...o,headers:{...o?.headers,"X-Stainless-Helper-Method":"stream"}})),i}async _createToolAssistantStream(e,t,n,r,o){let i=o?.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort()));let a={...r,stream:!0},l=await e.submitToolOutputs(t,n,a,{...o,signal:this.controller.signal});for await(let e of(this._connected(),l))n0(this,eO,"m",ez).call(this,e);if(l.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}static createThreadAssistantStream(e,t,n){let r=new n2;return r._run(()=>r._threadAssistantStream(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}static createAssistantStream(e,t,n,r){let o=new n2;return o._run(()=>o._runAssistantStream(e,t,n,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),o}currentEvent(){return n0(this,eD,"f")}currentRun(){return n0(this,eZ,"f")}currentMessageSnapshot(){return n0(this,eN,"f")}currentRunStepSnapshot(){return n0(this,eL,"f")}async finalRunSteps(){return await this.done(),Object.values(n0(this,eP,"f"))}async finalMessages(){return await this.done(),Object.values(n0(this,eI,"f"))}async finalRun(){if(await this.done(),!n0(this,eM,"f"))throw Error("Final run was not received.");return n0(this,eM,"f")}async _createThreadAssistantStream(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort()));let o={...t,stream:!0},i=await e.createAndRun(o,{...n,signal:this.controller.signal});for await(let e of(this._connected(),i))n0(this,eO,"m",ez).call(this,e);if(i.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}async _createAssistantStream(e,t,n,r){let o=r?.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort()));let i={...n,stream:!0},a=await e.create(t,i,{...r,signal:this.controller.signal});for await(let e of(this._connected(),a))n0(this,eO,"m",ez).call(this,e);if(a.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}static accumulateDelta(e,t){for(let[n,r]of Object.entries(t)){if(!e.hasOwnProperty(n)){e[n]=r;continue}let t=e[n];if(null==t||"index"===n||"type"===n){e[n]=r;continue}if("string"==typeof t&&"string"==typeof r)t+=r;else if("number"==typeof t&&"number"==typeof r)t+=r;else if(tG(t)&&tG(r))t=this.accumulateDelta(t,r);else if(Array.isArray(t)&&Array.isArray(r)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...r);continue}for(let e of r){if(!tG(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let n=e.index;if(null==n)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof n)throw Error(`Expected array delta entry \`index\` property to be a number but got ${n}`);let r=t[n];null==r?t.push(e):t[n]=this.accumulateDelta(r,e)}continue}else throw Error(`Unhandled record type: ${n}, deltaValue: ${r}, accValue: ${t}`);e[n]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,n){return await this._createThreadAssistantStream(t,e,n)}async _runAssistantStream(e,t,n,r){return await this._createAssistantStream(t,e,n,r)}async _runToolAssistantStream(e,t,n,r,o){return await this._createToolAssistantStream(n,e,t,r,o)}}ez=function(e){if(!this.ended)switch(n1(this,eD,e,"f"),n0(this,eO,"m",eq).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":n0(this,eO,"m",eU).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n0(this,eO,"m",eH).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":n0(this,eO,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eB=function(){if(this.ended)throw new N("stream has ended, this shouldn't happen");if(!n0(this,eM,"f"))throw Error("Final run has not been received");return n0(this,eM,"f")},eF=function(e){let[t,n]=n0(this,eO,"m",eK).call(this,e,n0(this,eN,"f"));for(let e of(n1(this,eN,t,"f"),n0(this,eI,"f")[t.id]=t,n)){let n=t.content[e.index];n?.type=="text"&&this._emit("textCreated",n.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let n of e.data.delta.content){if("text"==n.type&&n.text){let e=n.text,r=t.content[n.index];if(r&&"text"==r.type)this._emit("textDelta",e,r.text);else throw Error("The snapshot associated with this text delta is not text or 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n=e.data.delta;if(n.step_details&&"tool_calls"==n.step_details.type&&n.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of n.step_details.tool_calls)e.index==n0(this,eT,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(n0(this,eA,"f")&&this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eT,e.index,"f"),n1(this,eA,t.step_details.tool_calls[e.index],"f"),n0(this,eA,"f")&&this._emit("toolCallCreated",n0(this,eA,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n1(this,eL,void 0,"f"),"tool_calls"==e.data.step_details.type&&n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f")),this._emit("runStepDone",e.data,t)}},eq=function(e){n0(this,ej,"f").push(e),this._emit("event",e)},eW=function(e){switch(e.event){case"thread.run.step.created":return 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t.content[e.index]=e,n.push(e);return[t,n];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,n];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eV=function(e,t){return n2.accumulateDelta(t,e)},eU=function(e){switch(n1(this,eZ,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":n1(this,eM,e.data,"f"),n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f"))}};class n6 extends tX{create(e,t,n){return this._client.post(`/threads/${e}/messages`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/messages/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,n4,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t,n){return this._client.delete(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class n4 extends t0{}n6.MessagesPage=n4;class n3 extends tX{retrieve(e,t,n,r={},o){return tj(r)?this.retrieve(e,t,n,{},r):this._client.get(`/threads/${e}/runs/${t}/steps/${n}`,{query:r,...o,headers:{"OpenAI-Beta":"assistants=v2",...o?.headers}})}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,n5,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class n5 extends t0{}n3.RunStepsPage=n5;class n8 extends tX{constructor(){super(...arguments),this.steps=new n3(this._client)}create(e,t,n){let{include:r,...o}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:r},body:o,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers},stream:t.stream??!1})}retrieve(e,t,n){return this._client.get(`/threads/${e}/runs/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,n7,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t,n);return await this.poll(e,r.id,n)}createAndStream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}async poll(e,t,n){let r={...n?.headers,"X-Stainless-Poll-Helper":"true"};for(n?.pollIntervalMs&&(r["X-Stainless-Custom-Poll-Interval"]=n.pollIntervalMs.toString());;){let{data:o,response:i}=await this.retrieve(e,t,{...n,headers:{...n?.headers,...r}}).withResponse();switch(o.status){case"queued":case"in_progress":case"cancelling":let a=5e3;if(n?.pollIntervalMs)a=n.pollIntervalMs;else{let e=i.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(a=t)}}await tA(a);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return o}}}stream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}submitToolOutputs(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:n.stream??!1})}async submitToolOutputsAndPoll(e,t,n,r){let o=await this.submitToolOutputs(e,t,n,r);return await this.poll(e,o.id,r)}submitToolOutputsStream(e,t,n,r){return n2.createToolAssistantStream(e,t,this._client.beta.threads.runs,n,r)}}class n7 extends t0{}n8.RunsPage=n7,n8.Steps=n3,n8.RunStepsPage=n5;class n9 extends tX{constructor(){super(...arguments),this.runs=new n8(this._client),this.messages=new n6(this._client)}create(e={},t){return tj(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,n){return this._client.post(`/threads/${e}`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let n=await this.createAndRun(e,t);return await this.runs.poll(n.thread_id,n.id,t)}createAndRunStream(e,t){return n2.createThreadAssistantStream(e,this._client.beta.threads,t)}}n9.Runs=n8,n9.RunsPage=n7,n9.Messages=n6,n9.MessagesPage=n4;class re extends tX{constructor(){super(...arguments),this.realtime=new nJ(this._client),this.chat=new nX(this._client),this.assistants=new nk(this._client),this.threads=new n9(this._client)}}re.Realtime=nJ,re.Assistants=nk,re.AssistantsPage=nE,re.Threads=n9;class rt extends tX{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/batches",rn,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class rn extends t0{}rt.BatchesPage=rn;class rr extends tX{create(e,t,n){return this._client.post(`/uploads/${e}/parts`,td({body:t,...n}))}}class ro extends tX{constructor(){super(...arguments),this.parts=new rr(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,n){return this._client.post(`/uploads/${e}/complete`,{body:t,...n})}}function ri(e,t){let n=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var n,r;let o=(n=e.tools??[],r=t.name,n.find(e=>"function"===e.type&&e.name===r));return{...t,...t,parsed_arguments:o?.$brand==="auto-parseable-tool"?o.$parseRaw(t.arguments):o?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let n=e.content.map(e=>{var n;return"output_text"===e.type?{...e,parsed:(n=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(n):JSON.parse(n))}:e});return{...e,content:n}}return e}),r=Object.assign({},e,{output:n});return Object.getOwnPropertyDescriptor(e,"output_text")||ra(r),Object.defineProperty(r,"output_parsed",{enumerable:!0,get(){for(let e of r.output)if("message"===e.type){for(let t of e.content)if("output_text"===t.type&&null!==t.parsed)return t.parsed}return null}}),r}function ra(e){let t=[];for(let n of e.output)if("message"===n.type)for(let e of n.content)"output_text"===e.type&&t.push(e.text);e.output_text=t.join("")}ro.Parts=rr;class rl extends tX{list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/responses/${e}/input_items`,rf,{query:t,...n})}}var rc=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare 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new N(`missing output at index ${e.output_index}`);"message"===n.type&&n.content.push(e.part);break}case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new N(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new N(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new N(`expected content to be 'output_text', got ${t.type}`);t.text+=e.delta}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new N(`missing output at index ${e.output_index}`);"function_call"===n.type&&(n.arguments+=e.delta);break}case"response.completed":rc(this,eX,e.response,"f")}return t},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}async finalResponse(){await this.done();let e=rs(this,eY,"f");if(!e)throw new N("stream ended without producing a ChatCompletion");return e}}class rd extends tX{constructor(){super(...arguments),this.inputItems=new rl(this._client)}create(e,t){return this._client.post("/responses",{body:e,...t,stream:e.stream??!1})._thenUnwrap(e=>("object"in e&&"response"===e.object&&ra(e),e))}retrieve(e,t={},n){return tj(t)?this.retrieve(e,{},t):this._client.get(`/responses/${e}`,{query:t,...n})}del(e,t){return this._client.delete(`/responses/${e}`,{...t,headers:{Accept:"*/*",...t?.headers}})}parse(e,t){return this._client.responses.create(e,t)._thenUnwrap(t=>ri(t,e))}stream(e,t){return ru.createResponse(this._client,e,t)}}class rf extends t0{}rd.InputItems=rl;class rp extends tX{retrieve(e,t,n,r){return this._client.get(`/evals/${e}/runs/${t}/output_items/${n}`,r)}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/evals/${e}/runs/${t}/output_items`,rh,{query:n,...r})}}class rh extends t0{}rp.OutputItemListResponsesPage=rh;class rm extends tX{constructor(){super(...arguments),this.outputItems=new rp(this._client)}create(e,t,n){return this._client.post(`/evals/${e}/runs`,{body:t,...n})}retrieve(e,t,n){return this._client.get(`/evals/${e}/runs/${t}`,n)}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/evals/${e}/runs`,rg,{query:t,...n})}del(e,t,n){return this._client.delete(`/evals/${e}/runs/${t}`,n)}cancel(e,t,n){return this._client.post(`/evals/${e}/runs/${t}`,n)}}class rg extends t0{}rm.RunListResponsesPage=rg,rm.OutputItems=rp,rm.OutputItemListResponsesPage=rh;class rv extends tX{constructor(){super(...arguments),this.runs=new rm(this._client)}create(e,t){return this._client.post("/evals",{body:e,...t})}retrieve(e,t){return this._client.get(`/evals/${e}`,t)}update(e,t,n){return this._client.post(`/evals/${e}`,{body:t,...n})}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/evals",ry,{query:e,...t})}del(e,t){return this._client.delete(`/evals/${e}`,t)}}class ry extends t0{}rv.EvalListResponsesPage=ry,rv.Runs=rm,rv.RunListResponsesPage=rg,n(40257);class rb extends tS{constructor({baseURL:e=tL("OPENAI_BASE_URL"),apiKey:t=tL("OPENAI_API_KEY"),organization:n=tL("OPENAI_ORG_ID")??null,project:r=tL("OPENAI_PROJECT_ID")??null,...o}={}){if(void 0===t)throw new N("The OPENAI_API_KEY environment variable is missing or empty; either provide it, or instantiate the OpenAI client with an apiKey option, like new OpenAI({ apiKey: 'My API Key' }).");let i={apiKey:t,organization:n,project:r,...o,baseURL:e||"https://api.openai.com/v1"};if(!i.dangerouslyAllowBrowser&&tK())throw new N("It looks like you're running in a browser-like 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diff --git a/ui/litellm-dashboard/out/_next/static/chunks/899-9af4feaf6f21839c.js b/ui/litellm-dashboard/out/_next/static/chunks/899-54ea329f41297bf0.js
similarity index 99%
rename from ui/litellm-dashboard/out/_next/static/chunks/899-9af4feaf6f21839c.js
rename to ui/litellm-dashboard/out/_next/static/chunks/899-54ea329f41297bf0.js
index 103c197b1e..8c9d425487 100644
--- a/ui/litellm-dashboard/out/_next/static/chunks/899-9af4feaf6f21839c.js
+++ b/ui/litellm-dashboard/out/_next/static/chunks/899-54ea329f41297bf0.js
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b=ta(t,v,n,c,e.dragStartMousePosition,f,l,a,o,p),y=b.dropPosition,x=b.dropLevelOffset,w=b.dropTargetKey,S=b.dropContainerKey,k=b.dropTargetPos,E=b.dropAllowed,C=b.dragOverNodeKey;if(-1!==i.indexOf(w)||!E||(e.delayedDragEnterLogic||(e.delayedDragEnterLogic={}),Object.keys(e.delayedDragEnterLogic).forEach(function(t){clearTimeout(e.delayedDragEnterLogic[t])}),v.props.eventKey!==n.props.eventKey&&(t.persist(),e.delayedDragEnterLogic[m]=window.setTimeout(function(){if(null!==e.state.draggingNodeKey){var r=(0,ec.Z)(o),i=a[n.props.eventKey];i&&(i.children||[]).length&&(r=tr(o,n.props.eventKey)),"expandedKeys"in e.props||e.setExpandedKeys(r),null==d||d(r,{node:e5(n.props),expanded:!0,nativeEvent:t.nativeEvent})}},800)),v.props.eventKey===w&&0===x)){e.resetDragState();return}e.setState({dragOverNodeKey:C,dropPosition:y,dropLevelOffset:x,dropTargetKey:w,dropContainerKey:S,dropTargetPos:k,dropAllowed:E}),null==u||u({event:t,node:e5(n.props),expandedKeys:o})},e.onNodeDragOver=function(t,n){var r=e.state,o=r.dragChildrenKeys,a=r.flattenNodes,i=r.keyEntities,l=r.expandedKeys,c=r.indent,s=e.props,u=s.onDragOver,d=s.allowDrop,f=s.direction,p=(0,eV.Z)(e).dragNode;if(p){var h=ta(t,p,n,c,e.dragStartMousePosition,d,a,i,l,f),m=h.dropPosition,g=h.dropLevelOffset,v=h.dropTargetKey,b=h.dropContainerKey,y=h.dropAllowed,x=h.dropTargetPos,w=h.dragOverNodeKey;-1===o.indexOf(v)&&y&&(p.props.eventKey===v&&0===g?null===e.state.dropPosition&&null===e.state.dropLevelOffset&&null===e.state.dropTargetKey&&null===e.state.dropContainerKey&&null===e.state.dropTargetPos&&!1===e.state.dropAllowed&&null===e.state.dragOverNodeKey||e.resetDragState():m===e.state.dropPosition&&g===e.state.dropLevelOffset&&v===e.state.dropTargetKey&&b===e.state.dropContainerKey&&x===e.state.dropTargetPos&&y===e.state.dropAllowed&&w===e.state.dragOverNodeKey||e.setState({dropPosition:m,dropLevelOffset:g,dropTargetKey:v,dropContainerKey:b,dropTargetPos:x,dropAllowed:y,dragOverNodeKey:w}),null==u||u({event:t,node:e5(n.props)}))}},e.onNodeDragLeave=function(t,n){e.currentMouseOverDroppableNodeKey!==n.props.eventKey||t.currentTarget.contains(t.relatedTarget)||(e.resetDragState(),e.currentMouseOverDroppableNodeKey=null);var r=e.props.onDragLeave;null==r||r({event:t,node:e5(n.props)})},e.onWindowDragEnd=function(t){e.onNodeDragEnd(t,null,!0),window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDragEnd=function(t,n){var r=e.props.onDragEnd;e.setState({dragOverNodeKey:null}),e.cleanDragState(),null==r||r({event:t,node:e5(n.props)}),e.dragNode=null,window.removeEventListener("dragend",e.onWindowDragEnd)},e.onNodeDrop=function(t,n){var r,o=arguments.length>2&&void 0!==arguments[2]&&arguments[2],a=e.state,i=a.dragChildrenKeys,l=a.dropPosition,c=a.dropTargetKey,s=a.dropTargetPos;if(a.dropAllowed){var u=e.props.onDrop;if(e.setState({dragOverNodeKey:null}),e.cleanDragState(),null!==c){var d=(0,C.Z)((0,C.Z)({},e4(c,e.getTreeNodeRequiredProps())),{},{active:(null===(r=e.getActiveItem())||void 0===r?void 0:r.key)===c,data:e.state.keyEntities[c].node}),f=-1!==i.indexOf(c);(0,I.ZP)(!f,"Can not drop to dragNode's children node. This is a bug of rc-tree. 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t=e.state;return{expandedKeys:t.expandedKeys||[],selectedKeys:t.selectedKeys||[],loadedKeys:t.loadedKeys||[],loadingKeys:t.loadingKeys||[],checkedKeys:t.checkedKeys||[],halfCheckedKeys:t.halfCheckedKeys||[],dragOverNodeKey:t.dragOverNodeKey,dropPosition:t.dropPosition,keyEntities:t.keyEntities}},e.setExpandedKeys=function(t){var n=e.state,r=e6(n.treeData,t,n.fieldNames);e.setUncontrolledState({expandedKeys:t,flattenNodes:r},!0)},e.onNodeExpand=function(t,n){var r=e.state.expandedKeys,o=e.state,a=o.listChanging,i=o.fieldNames,l=e.props,c=l.onExpand,s=l.loadData,u=n.expanded,d=n[i.key];if(!a){var f=r.indexOf(d),p=!u;if((0,I.ZP)(u&&-1!==f||!u&&-1===f,"Expand state not sync with index check"),r=p?tr(r,d):tn(r,d),e.setExpandedKeys(r),null==c||c(r,{node:n,expanded:p,nativeEvent:t.nativeEvent}),p&&s){var h=e.onNodeLoad(n);h&&h.then(function(){var t=e6(e.state.treeData,r,i);e.setUncontrolledState({flattenNodes:t})}).catch(function(){var 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o=!1,a=!0,i={};Object.keys(t).forEach(function(n){if(n in e.props){a=!1;return}o=!0,i[n]=t[n]}),o&&(!n||a)&&e.setState((0,C.Z)((0,C.Z)({},i),r))}},e.scrollTo=function(t){e.listRef.current.scrollTo(t)},e}return(0,eK.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var 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r=c.props.onMouseMove;l()(r)&&r(n,e)}),tn(e4(c),"handleItemMouseEnter",function(e){c.setState(function(){return{isTooltipActive:!0,activeItem:e,activePayload:e.tooltipPayload,activeCoordinate:e.tooltipPosition||{x:e.cx,y:e.cy}}})}),tn(e4(c),"handleItemMouseLeave",function(){c.setState(function(){return{isTooltipActive:!1}})}),tn(e4(c),"handleMouseMove",function(e){e.persist(),c.throttleTriggeredAfterMouseMove(e)}),tn(e4(c),"handleMouseLeave",function(e){var t={isTooltipActive:!1};c.setState(t),c.triggerSyncEvent(t);var n=c.props.onMouseLeave;l()(n)&&n(t,e)}),tn(e4(c),"handleOuterEvent",function(e){var t,n=(0,P.Bh)(e),r=d()(c.props,"".concat(n));n&&l()(r)&&r(null!==(t=/.*touch.*/i.test(n)?c.getMouseInfo(e.changedTouches[0]):c.getMouseInfo(e))&&void 0!==t?t:{},e)}),tn(e4(c),"handleClick",function(e){var t=c.getMouseInfo(e);if(t){var n=tt(tt({},t),{},{isTooltipActive:!0});c.setState(n),c.triggerSyncEvent(n);var r=c.props.onClick;l()(r)&&r(n,e)}}),tn(e4(c),"handleMouseDown",function(e){var t=c.props.onMouseDown;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e4(c),"handleMouseUp",function(e){var t=c.props.onMouseUp;l()(t)&&t(c.getMouseInfo(e),e)}),tn(e4(c),"handleTouchMove",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.throttleTriggeredAfterMouseMove(e.changedTouches[0])}),tn(e4(c),"handleTouchStart",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseDown(e.changedTouches[0])}),tn(e4(c),"handleTouchEnd",function(e){null!=e.changedTouches&&e.changedTouches.length>0&&c.handleMouseUp(e.changedTouches[0])}),tn(e4(c),"triggerSyncEvent",function(e){void 0!==c.props.syncId&&eR.emit(e_,c.props.syncId,e,c.eventEmitterSymbol)}),tn(e4(c),"applySyncEvent",function(e){var t=c.props,n=t.layout,r=t.syncMethod,o=c.state.updateId,a=e.dataStartIndex,i=e.dataEndIndex;if(void 0!==e.dataStartIndex||void 0!==e.dataEndIndex)c.setState(tt({dataStartIndex:a,dataEndIndex:i},C({props:c.props,dataStartIndex:a,dataEndIndex:i,updateId:o},c.state)));else if(void 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r.createElement(eY,{key:m,activeCoordinate:i,activePayload:l,activeTooltipIndex:u,chartName:n,element:e,isActive:p,layout:h,offset:s,tooltipAxisBandSize:d,tooltipEventType:f})}),tn(e4(c),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(c.state,"".concat(o,"Map")),i=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tt(tt({},i),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,I.uY)(i,!0)}))}),tn(e4(c),"renderGrid",function(e){var t=c.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,i=(0,R.Kt)(n),l=v()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,R.Kt)(o),s=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,R.hj)(s.x)?s.x:a.left,y:(0,R.hj)(s.y)?s.y:a.top,width:(0,R.hj)(s.width)?s.width:a.width,height:(0,R.hj)(s.height)?s.height:a.height,xAxis:i,yAxis:l,verticalCoordinatesGenerator:s.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:s.horizontalCoordinatesGenerator})}),tn(e4(c),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,i=c.state,l=i.radiusAxisMap,s=i.angleAxisMap,u=(0,R.Kt)(l),d=(0,R.Kt)(s),f=d.cx,p=d.cy,h=d.innerRadius,m=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,I.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,I.uY)(u,!0).map(function(e){return e.coordinate}),cx:f,cy:p,innerRadius:h,outerRadius:m,key:e.key||"polar-grid",radialLines:n})}),tn(e4(c),"renderLegend",function(){var e=c.state.formattedGraphicalItems,t=c.props,n=t.children,o=t.width,a=t.height,i=c.props.margin||{},l=o-(i.left||0)-(i.right||0),s=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:l,legendContent:p});if(!s)return null;var u=s.item,d=e6(s,eQ);return(0,r.cloneElement)(u,tt(tt({},d),{},{chartWidth:o,chartHeight:a,margin:i,onBBoxUpdate:c.handleLegendBBoxUpdate}))}),tn(e4(c),"renderTooltip",function(){var e,t=c.props.children,n=(0,P.sP)(t,E.u);if(!n)return null;var o=c.state,a=o.isTooltipActive,i=o.activeCoordinate,l=o.activePayload,s=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:a;return(0,r.cloneElement)(n,{viewBox:tt(tt({},u),{},{x:u.left,y:u.top}),active:d,label:s,payload:d?l:[],coordinate:i})}),tn(e4(c),"renderBrush",function(e){var t=c.props,n=t.margin,o=t.data,a=c.state,i=a.offset,l=a.dataStartIndex,s=a.dataEndIndex,u=a.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,I.DO)(c.handleBrushChange,e.props.onChange),data:o,x:(0,R.hj)(e.props.x)?e.props.x:i.left,y:(0,R.hj)(e.props.y)?e.props.y:i.top+i.height+i.brushBottom-(n.bottom||0),width:(0,R.hj)(e.props.width)?e.props.width:i.width,startIndex:l,endIndex:s,updateId:"brush-".concat(u)})}),tn(e4(c),"renderReferenceElement",function(e,t,n){if(!e)return null;var o=e4(c).clipPathId,a=c.state,i=a.xAxisMap,l=a.yAxisMap,s=a.offset,u=e.props,d=u.xAxisId,f=u.yAxisId;return(0,r.cloneElement)(e,{key:e.key||"".concat(t,"-").concat(n),xAxis:i[d],yAxis:l[f],viewBox:{x:s.left,y:s.top,width:s.width,height:s.height},clipPathId:o})}),tn(e4(c),"renderActivePoints",function(e){var t=e.item,n=e.activePoint,r=e.basePoint,o=e.childIndex,a=e.isRange,i=[],l=t.props.key,c=t.item.props,u=c.activeDot,d=tt(tt({index:o,dataKey:c.dataKey,cx:n.x,cy:n.y,r:4,fill:(0,I.fk)(t.item),strokeWidth:2,stroke:"#fff",payload:n.payload,value:n.value,key:"".concat(l,"-activePoint-").concat(o)},(0,P.L6)(u,!1)),(0,eT.Ym)(u));return i.push(s.renderActiveDot(u,d)),r?i.push(s.renderActiveDot(u,tt(tt({},d),{},{cx:r.x,cy:r.y,key:"".concat(l,"-basePoint-").concat(o)}))):a&&i.push(null),i}),tn(e4(c),"renderGraphicChild",function(e,t,n){var o=c.filterFormatItem(e,t,n);if(!o)return null;var i=c.getTooltipEventType(),l=c.state,s=l.isTooltipActive,u=l.tooltipAxis,d=l.activeTooltipIndex,f=l.activeLabel,p=c.props.children,h=(0,P.sP)(p,E.u),m=o.props,g=m.points,v=m.isRange,b=m.baseLine,y=o.item.props,x=y.activeDot,w=y.hide,S=y.activeBar,k=y.activeShape,C={};"axis"!==i&&h&&"click"===h.props.trigger?C={onClick:(0,I.DO)(c.handleItemMouseEnter,e.props.onClick)}:"axis"!==i&&(C={onMouseLeave:(0,I.DO)(c.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,I.DO)(c.handleItemMouseEnter,e.props.onMouseEnter)});var O=(0,r.cloneElement)(e,tt(tt({},o.props),C));if(!w&&s&&h&&(x||S||k)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var j="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());M=(0,R.Ap)(g,j,f),_=v&&b&&(0,R.Ap)(b,j,f)}else M=null==g?void 0:g[d],_=v&&b&&b[d];if(k||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,c=td(this.state,n,i,l),s=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:s,y:u}:{y:s,x:u},f=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});f&&(d=tt(tt({},d),f.props.points[i].tooltipPosition),c=f.props.points[i].tooltipPayload);var p={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:c,activeCoordinate:d};this.setState(p),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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u=(0,R.Kt)(c).scale,d=(0,R.Kt)(s).scale,f=u&&u.invert?u.invert(o.chartX):null,p=d&&d.invert?d.invert(o.chartY):null;return tt(tt({},o),{},{xValue:f,yValue:p})}var h=tf(this.state,this.props.data,this.props.layout,i);return h?tt(tt({},o),h):null}},{key:"inRange",value:function(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,r=this.props.layout,o=e/n,a=t/n;if("horizontal"===r||"vertical"===r){var i=this.state.offset;return o>=i.left&&o<=i.left+i.width&&a>=i.top&&a<=i.top+i.height?{x:o,y:a}:null}var l=this.state,c=l.angleAxisMap,s=l.radiusAxisMap;if(c&&s){var u=(0,R.Kt)(c);return(0,eN.z3)({x:o,y:a},u)}return null}},{key:"parseEventsOfWrapper",value:function(){var e=this.props.children,t=this.getTooltipEventType(),n=(0,P.sP)(e,E.u),r={};return n&&"axis"===t&&(r="click"===n.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd}),tt(tt({},(0,eT.Ym)(this.props,this.handleOuterEvent)),r)}},{key:"addListener",value:function(){eR.on(e_,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){eR.removeListener(e_,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(e,t,n){for(var r=this.state.formattedGraphicalItems,o=0,a=r.length;o<a;o++){var i=r[o];if(i.item===e||i.props.key===e.key||t===(0,P.Gf)(i.item.type)&&n===i.childIndex)return i}return null}},{key:"renderClipPath",value:function(){var e=this.clipPathId,t=this.state.offset,n=t.left,o=t.top,a=t.height,i=t.width;return r.createElement("defs",null,r.createElement("clipPath",{id:e},r.createElement("rect",{x:n,y:o,height:a,width:i})))}},{key:"getXScales",value:function(){var e=this.state.xAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getYScales",value:function(){var e=this.state.yAxisMap;return e?Object.entries(e).reduce(function(e,t){var n=e2(t,2),r=n[0],o=n[1];return tt(tt({},e),{},tn({},r,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(e){var t;return null===(t=this.state.xAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getYScaleByAxisId",value:function(e){var t;return null===(t=this.state.yAxisMap)||void 0===t||null===(t=t[e])||void 0===t?void 0:t.scale}},{key:"getItemByXY",value:function(e){var t=this.state,n=t.formattedGraphicalItems,r=t.activeItem;if(n&&n.length)for(var o=0,a=n.length;o<a;o++){var i=n[o],l=i.props,c=i.item,s=(0,P.Gf)(c.type);if("Bar"===s){var 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Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>nT(t,e))}runFunctions(e,t){return e.stream?n$.runFunctions(this._client,e,t):nL.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?n$.runTools(this._client,e,t):nL.runTools(this._client,e,t)}stream(e,t){return nV.createChatCompletion(this._client,e,t)}}class nX extends tX{constructor(){super(...arguments),this.completions=new nG(this._client)}}(nX||(nX={})).Completions=nG;class nY extends tX{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nQ extends tX{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nJ extends tX{constructor(){super(...arguments),this.sessions=new nY(this._client),this.transcriptionSessions=new nQ(this._client)}}nJ.Sessions=nY,nJ.TranscriptionSessions=nQ;var n0=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},n1=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class n2 extends nI{constructor(){super(...arguments),eO.add(this),ej.set(this,[]),eP.set(this,{}),eN.set(this,{}),eM.set(this,void 0),eI.set(this,void 0),eR.set(this,void 0),e_.set(this,void 0),eT.set(this,void 0),eA.set(this,void 0),eD.set(this,void 0),eZ.set(this,void 0),eL.set(this,void 0)}[(ej=new WeakMap,eP=new WeakMap,eN=new WeakMap,eM=new WeakMap,eI=new WeakMap,eR=new WeakMap,e_=new WeakMap,eT=new WeakMap,eA=new WeakMap,eD=new WeakMap,eZ=new WeakMap,eL=new WeakMap,eO=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new n2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let 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this._addRun(n0(this,eO,"m",eB).call(this))}static createThreadAssistantStream(e,t,n){let r=new n2;return r._run(()=>r._threadAssistantStream(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}static createAssistantStream(e,t,n,r){let o=new n2;return o._run(()=>o._runAssistantStream(e,t,n,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),o}currentEvent(){return n0(this,eD,"f")}currentRun(){return n0(this,eZ,"f")}currentMessageSnapshot(){return n0(this,eM,"f")}currentRunStepSnapshot(){return n0(this,eL,"f")}async finalRunSteps(){return await this.done(),Object.values(n0(this,eP,"f"))}async finalMessages(){return await this.done(),Object.values(n0(this,eN,"f"))}async finalRun(){if(await this.done(),!n0(this,eI,"f"))throw Error("Final run was not received.");return n0(this,eI,"f")}async _createThreadAssistantStream(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort()));let o={...t,stream:!0},a=await e.createAndRun(o,{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))n0(this,eO,"m",ez).call(this,e);if(a.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}async _createAssistantStream(e,t,n,r){let o=r?.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort()));let a={...n,stream:!0},i=await e.create(t,a,{...r,signal:this.controller.signal});for await(let e of(this._connected(),i))n0(this,eO,"m",ez).call(this,e);if(i.controller.signal?.aborted)throw new R;return this._addRun(n0(this,eO,"m",eB).call(this))}static accumulateDelta(e,t){for(let[n,r]of Object.entries(t)){if(!e.hasOwnProperty(n)){e[n]=r;continue}let t=e[n];if(null==t||"index"===n||"type"===n){e[n]=r;continue}if("string"==typeof t&&"string"==typeof r)t+=r;else if("number"==typeof t&&"number"==typeof r)t+=r;else if(tG(t)&&tG(r))t=this.accumulateDelta(t,r);else if(Array.isArray(t)&&Array.isArray(r)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...r);continue}for(let e of r){if(!tG(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let n=e.index;if(null==n)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof n)throw Error(`Expected array delta entry \`index\` property to be a number but got ${n}`);let r=t[n];null==r?t.push(e):t[n]=this.accumulateDelta(r,e)}continue}else throw Error(`Unhandled record type: ${n}, deltaValue: ${r}, accValue: ${t}`);e[n]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,n){return await this._createThreadAssistantStream(t,e,n)}async _runAssistantStream(e,t,n,r){return await this._createAssistantStream(t,e,n,r)}async _runToolAssistantStream(e,t,n,r,o){return await this._createToolAssistantStream(n,e,t,r,o)}}ez=function(e){if(!this.ended)switch(n1(this,eD,e,"f"),n0(this,eO,"m",eW).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":n0(this,eO,"m",eU).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n0(this,eO,"m",eH).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":n0(this,eO,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eB=function(){if(this.ended)throw new M("stream has ended, this shouldn't happen");if(!n0(this,eI,"f"))throw Error("Final run has not been received");return n0(this,eI,"f")},eF=function(e){let[t,n]=n0(this,eO,"m",eK).call(this,e,n0(this,eM,"f"));for(let e of(n1(this,eM,t,"f"),n0(this,eN,"f")[t.id]=t,n)){let n=t.content[e.index];n?.type=="text"&&this._emit("textCreated",n.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let n of e.data.delta.content){if("text"==n.type&&n.text){let e=n.text,r=t.content[n.index];if(r&&"text"==r.type)this._emit("textDelta",e,r.text);else throw Error("The snapshot associated with this text delta is not text or missing")}if(n.index!=n0(this,eR,"f")){if(n0(this,e_,"f"))switch(n0(this,e_,"f").type){case"text":this._emit("textDone",n0(this,e_,"f").text,n0(this,eM,"f"));break;case"image_file":this._emit("imageFileDone",n0(this,e_,"f").image_file,n0(this,eM,"f"))}n1(this,eR,n.index,"f")}n1(this,e_,t.content[n.index],"f")}break;case"thread.message.completed":case"thread.message.incomplete":if(void 0!==n0(this,eR,"f")){let t=e.data.content[n0(this,eR,"f")];if(t)switch(t.type){case"image_file":this._emit("imageFileDone",t.image_file,n0(this,eM,"f"));break;case"text":this._emit("textDone",t.text,n0(this,eM,"f"))}}n0(this,eM,"f")&&this._emit("messageDone",e.data),n1(this,eM,void 0,"f")}},eH=function(e){let t=n0(this,eO,"m",eq).call(this,e);switch(n1(this,eL,t,"f"),e.event){case"thread.run.step.created":this._emit("runStepCreated",e.data);break;case"thread.run.step.delta":let n=e.data.delta;if(n.step_details&&"tool_calls"==n.step_details.type&&n.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of n.step_details.tool_calls)e.index==n0(this,eT,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(n0(this,eA,"f")&&this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eT,e.index,"f"),n1(this,eA,t.step_details.tool_calls[e.index],"f"),n0(this,eA,"f")&&this._emit("toolCallCreated",n0(this,eA,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n1(this,eL,void 0,"f"),"tool_calls"==e.data.step_details.type&&n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f")),this._emit("runStepDone",e.data,t)}},eW=function(e){n0(this,ej,"f").push(e),this._emit("event",e)},eq=function(e){switch(e.event){case"thread.run.step.created":return n0(this,eP,"f")[e.data.id]=e.data,e.data;case"thread.run.step.delta":let t=n0(this,eP,"f")[e.data.id];if(!t)throw Error("Received a RunStepDelta before creation of a snapshot");let n=e.data;if(n.delta){let r=n2.accumulateDelta(t,n.delta);n0(this,eP,"f")[e.data.id]=r}return n0(this,eP,"f")[e.data.id];case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":case"thread.run.step.in_progress":n0(this,eP,"f")[e.data.id]=e.data}if(n0(this,eP,"f")[e.data.id])return n0(this,eP,"f")[e.data.id];throw Error("No snapshot available")},eK=function(e,t){let n=[];switch(e.event){case"thread.message.created":return[e.data,n];case"thread.message.delta":if(!t)throw Error("Received a delta with no existing snapshot (there should be one from message creation)");let r=e.data;if(r.delta.content)for(let e of r.delta.content)if(e.index in t.content){let n=t.content[e.index];t.content[e.index]=n0(this,eO,"m",eV).call(this,e,n)}else t.content[e.index]=e,n.push(e);return[t,n];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,n];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eV=function(e,t){return n2.accumulateDelta(t,e)},eU=function(e){switch(n1(this,eZ,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":n1(this,eI,e.data,"f"),n0(this,eA,"f")&&(this._emit("toolCallDone",n0(this,eA,"f")),n1(this,eA,void 0,"f"))}};class n6 extends tX{create(e,t,n){return this._client.post(`/threads/${e}/messages`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/messages/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,n3,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t,n){return this._client.delete(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class n3 extends t0{}n6.MessagesPage=n3;class n4 extends tX{retrieve(e,t,n,r={},o){return tj(r)?this.retrieve(e,t,n,{},r):this._client.get(`/threads/${e}/runs/${t}/steps/${n}`,{query:r,...o,headers:{"OpenAI-Beta":"assistants=v2",...o?.headers}})}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,n5,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class n5 extends t0{}n4.RunStepsPage=n5;class n8 extends tX{constructor(){super(...arguments),this.steps=new n4(this._client)}create(e,t,n){let{include:r,...o}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:r},body:o,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers},stream:t.stream??!1})}retrieve(e,t,n){return this._client.get(`/threads/${e}/runs/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,n7,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t,n);return await this.poll(e,r.id,n)}createAndStream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}async poll(e,t,n){let r={...n?.headers,"X-Stainless-Poll-Helper":"true"};for(n?.pollIntervalMs&&(r["X-Stainless-Custom-Poll-Interval"]=n.pollIntervalMs.toString());;){let{data:o,response:a}=await this.retrieve(e,t,{...n,headers:{...n?.headers,...r}}).withResponse();switch(o.status){case"queued":case"in_progress":case"cancelling":let i=5e3;if(n?.pollIntervalMs)i=n.pollIntervalMs;else{let e=a.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(i=t)}}await tA(i);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return o}}}stream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}submitToolOutputs(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:n.stream??!1})}async submitToolOutputsAndPoll(e,t,n,r){let o=await this.submitToolOutputs(e,t,n,r);return await this.poll(e,o.id,r)}submitToolOutputsStream(e,t,n,r){return n2.createToolAssistantStream(e,t,this._client.beta.threads.runs,n,r)}}class n7 extends t0{}n8.RunsPage=n7,n8.Steps=n4,n8.RunStepsPage=n5;class n9 extends tX{constructor(){super(...arguments),this.runs=new n8(this._client),this.messages=new n6(this._client)}create(e={},t){return tj(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,n){return this._client.post(`/threads/${e}`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let n=await this.createAndRun(e,t);return await this.runs.poll(n.thread_id,n.id,t)}createAndRunStream(e,t){return n2.createThreadAssistantStream(e,this._client.beta.threads,t)}}n9.Runs=n8,n9.RunsPage=n7,n9.Messages=n6,n9.MessagesPage=n3;class re extends tX{constructor(){super(...arguments),this.realtime=new nJ(this._client),this.chat=new nX(this._client),this.assistants=new nk(this._client),this.threads=new n9(this._client)}}re.Realtime=nJ,re.Assistants=nk,re.AssistantsPage=nE,re.Threads=n9;class rt extends tX{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/batches",rn,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class rn extends t0{}rt.BatchesPage=rn;class rr extends tX{create(e,t,n){return this._client.post(`/uploads/${e}/parts`,td({body:t,...n}))}}class ro extends tX{constructor(){super(...arguments),this.parts=new rr(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,n){return this._client.post(`/uploads/${e}/complete`,{body:t,...n})}}function ra(e,t){let n=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var n,r;let o=(n=e.tools??[],r=t.name,n.find(e=>"function"===e.type&&e.name===r));return{...t,...t,parsed_arguments:o?.$brand==="auto-parseable-tool"?o.$parseRaw(t.arguments):o?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let n=e.content.map(e=>{var n;return"output_text"===e.type?{...e,parsed:(n=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(n):JSON.parse(n))}:e});return{...e,content:n}}return e}),r=Object.assign({},e,{output:n});return Object.getOwnPropertyDescriptor(e,"output_text")||ri(r),Object.defineProperty(r,"output_parsed",{enumerable:!0,get(){for(let e of r.output)if("message"===e.type){for(let t of e.content)if("output_text"===t.type&&null!==t.parsed)return t.parsed}return null}}),r}function ri(e){let t=[];for(let n of e.output)if("message"===n.type)for(let e of n.content)"output_text"===e.type&&t.push(e.text);e.output_text=t.join("")}ro.Parts=rr;class rl extends tX{list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/responses/${e}/input_items`,rf,{query:t,...n})}}var rc=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n},rs=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)};class ru extends nI{constructor(e){super(),e$.add(this),eG.set(this,void 0),eX.set(this,void 0),eY.set(this,void 0),rc(this,eG,e,"f")}static createResponse(e,t,n){let r=new ru(t);return r._run(()=>r._createResponse(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createResponse(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),rs(this,e$,"m",eQ).call(this);let o=await e.responses.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))rs(this,e$,"m",eJ).call(this,e);if(o.controller.signal?.aborted)throw new R;return rs(this,e$,"m",e0).call(this)}[(eG=new WeakMap,eX=new WeakMap,eY=new WeakMap,e$=new WeakSet,eQ=function(){this.ended||rc(this,eX,void 0,"f")},eJ=function(e){if(this.ended)return;let t=rs(this,e$,"m",e1).call(this,e);switch(this._emit("event",e),e.type){case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new M(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new M(`expected content to be 'output_text', got ${t.type}`);this._emit("response.output_text.delta",{...e,snapshot:t.text})}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);"function_call"===n.type&&this._emit("response.function_call_arguments.delta",{...e,snapshot:n.arguments});break}default:this._emit(e.type,e)}},e0=function(){if(this.ended)throw new M("stream has ended, this shouldn't happen");let e=rs(this,eX,"f");if(!e)throw new M("request ended without sending any events");rc(this,eX,void 0,"f");let t=function(e,t){return t&&nR(t.text?.format)?ra(e,t):{...e,output_parsed:null,output:e.output.map(e=>"function_call"===e.type?{...e,parsed_arguments:null}:"message"===e.type?{...e,content:e.content.map(e=>({...e,parsed:null}))}:e)}}(e,rs(this,eG,"f"));return rc(this,eY,t,"f"),t},e1=function(e){let t=rs(this,eX,"f");if(!t){if("response.created"!==e.type)throw new M(`When snapshot hasn't been set yet, expected 'response.created' event, got ${e.type}`);return rc(this,eX,e.response,"f")}switch(e.type){case"response.output_item.added":t.output.push(e.item);break;case"response.content_part.added":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);"message"===n.type&&n.content.push(e.part);break}case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new M(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new M(`expected content to be 'output_text', got ${t.type}`);t.text+=e.delta}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new M(`missing output at index ${e.output_index}`);"function_call"===n.type&&(n.arguments+=e.delta);break}case"response.completed":rc(this,eX,e.response,"f")}return t},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let 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diff --git a/ui/litellm-dashboard/out/_next/static/css/be22292d8ac48764.css b/ui/litellm-dashboard/out/_next/static/css/be22292d8ac48764.css
deleted file mode 100644
index df2a2af68d..0000000000
--- a/ui/litellm-dashboard/out/_next/static/css/be22292d8ac48764.css
+++ /dev/null
@@ -1,3 +0,0 @@
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similarity index 100%
rename from ui/litellm-dashboard/out/_next/static/u3E41CAVE1NTuNPVcBvVa/_buildManifest.js
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diff --git a/ui/litellm-dashboard/out/_next/static/u3E41CAVE1NTuNPVcBvVa/_ssgManifest.js b/ui/litellm-dashboard/out/_next/static/sh3mKTgIKifNl8lsgZ675/_ssgManifest.js
similarity index 100%
rename from ui/litellm-dashboard/out/_next/static/u3E41CAVE1NTuNPVcBvVa/_ssgManifest.js
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diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index 05b140114c..400d66a299 100644
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diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
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       "version": "5.3.3",
       "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.3.3.tgz",
       "integrity": "sha512-pXWcraxM0uxAS+tN0AG/BF2TyqmHO014Z070UsJ+pFvYuRSq8KH8DmWpnbXe0pEPDHXZV3FcAbJkijJ5oNEnWw==",
-      "dev": true,
+      "devOptional": true,
       "bin": {
         "tsc": "bin/tsc",
         "tsserver": "bin/tsserver"
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index b7455f7ab1..4864bc2ca0 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -18,6 +18,7 @@
     "@tremor/react": "^3.13.3",
     "@types/papaparse": "^5.3.15",
     "antd": "^5.13.2",
+    "cva": "^1.0.0-beta.3",
     "fs": "^0.0.1-security",
     "jsonwebtoken": "^9.0.2",
     "jwt-decode": "^4.0.0",
@@ -29,7 +30,8 @@
     "react-copy-to-clipboard": "^5.1.0",
     "react-dom": "^18",
     "react-markdown": "^9.0.1",
-    "react-syntax-highlighter": "^15.6.1"
+    "react-syntax-highlighter": "^15.6.1",
+    "tailwind-merge": "^3.2.0"
   },
   "devDependencies": {
     "@tailwindcss/forms": "^0.5.7",
diff --git a/ui/litellm-dashboard/src/app/onboarding/page.tsx b/ui/litellm-dashboard/src/app/onboarding/page.tsx
index d65d2eb510..01b8f33084 100644
--- a/ui/litellm-dashboard/src/app/onboarding/page.tsx
+++ b/ui/litellm-dashboard/src/app/onboarding/page.tsx
@@ -84,8 +84,7 @@ export default function Onboarding() {
       formValues.password
     ).then((data) => {
       let litellm_dashboard_ui = "/ui/";
-      const user_id = data.data?.user_id || data.user_id;
-      litellm_dashboard_ui += "?userID=" + user_id;
+      litellm_dashboard_ui += "?login=success";
 
       // set cookie "token" to jwtToken
       document.cookie = "token=" + jwtToken;
diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index 6790f9dc61..2a3b7422ce 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -26,7 +26,7 @@ import ChatUI from "@/components/chat_ui";
 import Sidebar from "@/components/leftnav";
 import Usage from "@/components/usage";
 import CacheDashboard from "@/components/cache_dashboard";
-import { setGlobalLitellmHeaderName } from "@/components/networking";
+import { proxyBaseUrl, setGlobalLitellmHeaderName } from "@/components/networking";
 import { Organization } from "@/components/networking";
 import GuardrailsPanel from "@/components/guardrails";
 import TransformRequestPanel from "@/components/transform_request";
@@ -34,6 +34,8 @@ import { fetchUserModels } from "@/components/create_key_button";
 import { fetchTeams } from "@/components/common_components/fetch_teams";
 import MCPToolsViewer from "@/components/mcp_tools";
 import TagManagement from "@/components/tag_management";
+import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
+import { cx } from '@/lib/cva.config';
 
 function getCookie(name: string) {
   const cookieValue = document.cookie
@@ -79,6 +81,21 @@ interface ProxySettings {
 
 const queryClient = new QueryClient();
 
+function LoadingScreen() {
+  return (
+    <div className={cx("h-screen", "flex items-center justify-center gap-4")}>
+      <div className="text-lg font-medium py-2 pr-4 border-r border-r-gray-200">
+        🚅 LiteLLM
+      </div>
+      
+      <div className="flex items-center justify-center gap-2">
+        <UiLoadingSpinner className="size-4" />
+        <span className="text-gray-600 text-sm">Loading...</span>
+      </div>
+    </div>
+  );
+}
+
 export default function CreateKeyPage() {
   const [userRole, setUserRole] = useState("");
   const [premiumUser, setPremiumUser] = useState(false);
@@ -98,8 +115,9 @@ export default function CreateKeyPage() {
   const searchParams = useSearchParams()!;
   const [modelData, setModelData] = useState<any>({ data: [] });
   const [token, setToken] = useState<string | null>(null);
+  const [authLoading, setAuthLoading] = useState(true);
+  const [userID, setUserID] = useState<string | null>(null);
 
-  const userID = searchParams.get("userID");
   const invitation_id = searchParams.get("invitation_id");
 
   // Get page from URL, default to 'api-keys' if not present
@@ -121,11 +139,20 @@ export default function CreateKeyPage() {
 
   const [accessToken, setAccessToken] = useState<string | null>(null);
 
+  const redirectToLogin = authLoading === false && token === null && invitation_id === null;
+
   useEffect(() => {
     const token = getCookie("token");
     setToken(token);
+    setAuthLoading(false);
   }, []);
 
+  useEffect(() => {
+    if (redirectToLogin) {
+      window.location.href = (proxyBaseUrl || "") + "/sso/key/generate"
+    }
+  }, [redirectToLogin])
+
   useEffect(() => {
     if (!token) {
       return;
@@ -177,6 +204,10 @@ export default function CreateKeyPage() {
       if (decoded.auth_header_name) {
         setGlobalLitellmHeaderName(decoded.auth_header_name);
       }
+
+      if (decoded.user_id) {
+        setUserID(decoded.user_id);
+      }
     }
   }, [token]);
   
@@ -192,9 +223,12 @@ export default function CreateKeyPage() {
     }
   }, [accessToken, userID, userRole]);
 
+  if (authLoading || redirectToLogin) {
+    return <LoadingScreen />
+  }
 
   return (
-    <Suspense fallback={<div>Loading...</div>}>
+    <Suspense fallback={<LoadingScreen />}>
       <QueryClientProvider client={queryClient}>
         {invitation_id ? (
           <UserDashboard
@@ -370,6 +404,7 @@ export default function CreateKeyPage() {
                   userID={userID}
                   userRole={userRole}
                   accessToken={accessToken}
+                  teams={teams as Team[] ?? []}
                 />
               ) : 
               (
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.tsx b/ui/litellm-dashboard/src/components/activity_metrics.tsx
index df54561b16..32cba95d9e 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.tsx
@@ -1,7 +1,7 @@
 import React from 'react';
 import { Card, Grid, Text, Title, Accordion, AccordionHeader, AccordionBody } from '@tremor/react';
 import { AreaChart, BarChart } from '@tremor/react';
-import { SpendMetrics, DailyData, ModelActivityData } from './usage/types';
+import { SpendMetrics, DailyData, ModelActivityData, MetricWithMetadata, KeyMetricWithMetadata } from './usage/types';
 import { Collapse } from 'antd';
 
 interface ActivityMetricsProps {
@@ -224,7 +224,7 @@ export const ActivityMetrics: React.FC<ActivityMetricsProps> = ({ modelMetrics }
             key={modelName} 
             header={
               <div className="flex justify-between items-center w-full">
-                <Title>{modelName || 'Unknown Model'}</Title>
+                <Title>{modelMetrics[modelName].label || 'Unknown Item'}</Title>
                 <div className="flex space-x-4 text-sm text-gray-500">
                   <span>${modelMetrics[modelName].total_spend.toFixed(2)}</span>
                   <span>{modelMetrics[modelName].total_requests.toLocaleString()} requests</span>
@@ -243,14 +243,24 @@ export const ActivityMetrics: React.FC<ActivityMetricsProps> = ({ modelMetrics }
   );
 };
 
+// Helper function to format key label
+const formatKeyLabel = (modelData: KeyMetricWithMetadata, model: string): string => {
+  const keyAlias = modelData.metadata.key_alias || `key-hash-${model}`;
+  const teamId = modelData.metadata.team_id;
+  return teamId ? `${keyAlias} (team_id: ${teamId})` : keyAlias;
+};
+
 // Process data function
-export const processActivityData = (dailyActivity: { results: DailyData[] }): Record<string, ModelActivityData> => {
+export const processActivityData = (dailyActivity: { results: DailyData[] }, key: "models" | "api_keys"): Record<string, ModelActivityData> => {
   const modelMetrics: Record<string, ModelActivityData> = {};
 
   dailyActivity.results.forEach((day) => {
-    Object.entries(day.breakdown.models || {}).forEach(([model, modelData]) => {
+    Object.entries(day.breakdown[key] || {}).forEach(([model, modelData]) => {
       if (!modelMetrics[model]) {
         modelMetrics[model] = {
+          label: key === 'api_keys' 
+            ? formatKeyLabel(modelData as KeyMetricWithMetadata, model)
+            : model,
           total_requests: 0,
           total_successful_requests: 0,
           total_failed_requests: 0,
diff --git a/ui/litellm-dashboard/src/components/add_model/conditional_public_model_name.tsx b/ui/litellm-dashboard/src/components/add_model/conditional_public_model_name.tsx
index 75ca5ae328..0f79401753 100644
--- a/ui/litellm-dashboard/src/components/add_model/conditional_public_model_name.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/conditional_public_model_name.tsx
@@ -14,6 +14,7 @@ const ConditionalPublicModelName: React.FC = () => {
   const customModelName = Form.useWatch('custom_model_name', form);
   const showPublicModelName = !selectedModels.includes('all-wildcard');
 
+
   // Force table to re-render when custom model name changes
   useEffect(() => {
     if (customModelName && selectedModels.includes('custom')) {
@@ -35,20 +36,33 @@ const ConditionalPublicModelName: React.FC = () => {
   // Initial setup of model mappings when models are selected
   useEffect(() => {
     if (selectedModels.length > 0 && !selectedModels.includes('all-wildcard')) {
-      const mappings = selectedModels.map((model: string) => {
-        if (model === 'custom' && customModelName) {
+      // Check if we already have mappings that match the selected models
+      const currentMappings = form.getFieldValue('model_mappings') || [];
+      
+      // Only update if the mappings don't exist or don't match the selected models
+      const shouldUpdateMappings = currentMappings.length !== selectedModels.length || 
+        !selectedModels.every(model => 
+          currentMappings.some((mapping: { public_name: string; litellm_model: string }) => 
+            mapping.public_name === model || 
+            (model === 'custom' && mapping.public_name === customModelName)));
+      
+      if (shouldUpdateMappings) {
+        const mappings = selectedModels.map((model: string) => {
+          if (model === 'custom' && customModelName) {
+            return {
+              public_name: customModelName,
+              litellm_model: customModelName
+            };
+          }
           return {
-            public_name: customModelName,
-            litellm_model: customModelName
+            public_name: model,
+            litellm_model: model
           };
-        }
-        return {
-          public_name: model,
-          litellm_model: model
-        };
-      });
-      form.setFieldValue('model_mappings', mappings);
-      setTableKey(prev => prev + 1); // Force table re-render
+        });
+        
+        form.setFieldValue('model_mappings', mappings);
+        setTableKey(prev => prev + 1); // Force table re-render
+      }
     }
   }, [selectedModels, customModelName, form]);
 
diff --git a/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx b/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx
index 06fad01187..f5c92f8df5 100644
--- a/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx
@@ -23,22 +23,34 @@ const LiteLLMModelNameField: React.FC<LiteLLMModelNameFieldProps> = ({
     
     // If "all-wildcard" is selected, clear the model_name field
     if (values.includes("all-wildcard")) {
-      form.setFieldsValue({ model_name: undefined, model_mappings: [] });
+      form.setFieldsValue({ model: undefined, model_mappings: [] });
     } else {
-      // Update model mappings immediately for each selected model
-      const mappings = values
-        .map(model => ({
+      // Get current model value to check if we need to update
+      const currentModel = form.getFieldValue('model');
+
+      // Only update if the value has actually changed
+      if (JSON.stringify(currentModel) !== JSON.stringify(values)) {
+
+        // Create mappings first
+        const mappings = values.map(model => ({
           public_name: model,
           litellm_model: model
         }));
-      form.setFieldsValue({ model_mappings: mappings });
+        
+        // Update both fields in one call to reduce re-renders
+        form.setFieldsValue({ 
+          model: values,
+          model_mappings: mappings
+        });
+        
+      }
     }
   };
 
   // Handle custom model name changes
   const handleCustomModelNameChange = (e: React.ChangeEvent<HTMLInputElement>) => {
     const customName = e.target.value;
-    
+
     // Immediately update the model mappings
     const currentMappings = form.getFieldValue('model_mappings') || [];
     const updatedMappings = currentMappings.map((mapping: any) => {
@@ -69,7 +81,11 @@ const LiteLLMModelNameField: React.FC<LiteLLMModelNameFieldProps> = ({
           {(selectedProvider === Providers.Azure) || 
            (selectedProvider === Providers.OpenAI_Compatible) || 
            (selectedProvider === Providers.Ollama) ? (
-            <TextInput placeholder={getPlaceholder(selectedProvider)} />
+            <>
+              <TextInput 
+                placeholder={getPlaceholder(selectedProvider)} 
+              />
+            </>
           ) : providerModels.length > 0 ? (
             <AntSelect
               mode="multiple"
diff --git a/ui/litellm-dashboard/src/components/chat_ui.tsx b/ui/litellm-dashboard/src/components/chat_ui.tsx
index ae8d15cfe1..6f9801c632 100644
--- a/ui/litellm-dashboard/src/components/chat_ui.tsx
+++ b/ui/litellm-dashboard/src/components/chat_ui.tsx
@@ -26,6 +26,7 @@ import {
 import { message, Select, Spin, Typography, Tooltip, Input } from "antd";
 import { makeOpenAIChatCompletionRequest } from "./chat_ui/llm_calls/chat_completion";
 import { makeOpenAIImageGenerationRequest } from "./chat_ui/llm_calls/image_generation";
+import { makeOpenAIResponsesRequest } from "./chat_ui/llm_calls/responses_api";
 import { fetchAvailableModels, ModelGroup  } from "./chat_ui/llm_calls/fetch_models";
 import { litellmModeMapping, ModelMode, EndpointType, getEndpointType } from "./chat_ui/mode_endpoint_mapping";
 import { Prism as SyntaxHighlighter } from "react-syntax-highlighter";
@@ -137,20 +138,28 @@ const ChatUI: React.FC<ChatUIProps> = ({
   }, [chatHistory]);
 
   const updateTextUI = (role: string, chunk: string, model?: string) => {
-    setChatHistory((prevHistory) => {
-      const lastMessage = prevHistory[prevHistory.length - 1];
-
-      if (lastMessage && lastMessage.role === role && !lastMessage.isImage) {
+    console.log("updateTextUI called with:", role, chunk, model);
+    setChatHistory((prev) => {
+      const last = prev[prev.length - 1];
+      // if the last message is already from this same role, append
+      if (last && last.role === role && !last.isImage) {
+        // build a new object, but only set `model` if it wasn't there already
+        const updated: MessageType = {
+          ...last,
+          content: last.content + chunk,
+          model: last.model ?? model,      // ← only use the passed‐in model on the first chunk
+        };
+        return [...prev.slice(0, -1), updated];
+      } else {
+        // otherwise start a brand new assistant bubble
         return [
-          ...prevHistory.slice(0, prevHistory.length - 1),
-          { 
-            ...lastMessage,
-            content: lastMessage.content + chunk, 
-            model 
+          ...prev,
+          {
+            role,
+            content: chunk,
+            model,                          // model set exactly once here
           },
         ];
-      } else {
-        return [...prevHistory, { role, content: chunk, model }];
       }
     });
   };
@@ -297,7 +306,6 @@ const ChatUI: React.FC<ChatUIProps> = ({
 
     try {
       if (selectedModel) {
-        // Use EndpointType enum for comparison
         if (endpointType === EndpointType.CHAT) {
           // Create chat history for API call - strip out model field and isImage field
           const apiChatHistory = [...chatHistory.filter(msg => !msg.isImage).map(({ role, content }) => ({ role, content })), newUserMessage];
@@ -323,6 +331,21 @@ const ChatUI: React.FC<ChatUIProps> = ({
             selectedTags,
             signal
           );
+        } else if (endpointType === EndpointType.RESPONSES) {
+          // Create chat history for API call - strip out model field and isImage field
+          const apiChatHistory = [...chatHistory.filter(msg => !msg.isImage).map(({ role, content }) => ({ role, content })), newUserMessage];
+          
+          await makeOpenAIResponsesRequest(
+            apiChatHistory,
+            (role, delta, model) => updateTextUI(role, delta, model),
+            selectedModel,
+            effectiveApiKey,
+            selectedTags,
+            signal,
+            updateReasoningContent,
+            updateTimingData,
+            updateUsageData
+          );
         }
       }
     } catch (error) {
@@ -592,7 +615,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
                 onChange={(e) => setInputMessage(e.target.value)}
                 onKeyDown={handleKeyDown}
                 placeholder={
-                  endpointType === EndpointType.CHAT 
+                  endpointType === EndpointType.CHAT || endpointType === EndpointType.RESPONSES
                     ? "Type your message... (Shift+Enter for new line)" 
                     : "Describe the image you want to generate..."
                 }
diff --git a/ui/litellm-dashboard/src/components/chat_ui/EndpointSelector.tsx b/ui/litellm-dashboard/src/components/chat_ui/EndpointSelector.tsx
index 49b1df3e97..12d5acbc70 100644
--- a/ui/litellm-dashboard/src/components/chat_ui/EndpointSelector.tsx
+++ b/ui/litellm-dashboard/src/components/chat_ui/EndpointSelector.tsx
@@ -19,8 +19,9 @@ const EndpointSelector: React.FC<EndpointSelectorProps> = ({
 }) => {
   // Map endpoint types to their display labels
   const endpointOptions = [
-    { value: EndpointType.CHAT, label: '/chat/completions' },
-    { value: EndpointType.IMAGE, label: '/images/generations' }
+    { value: EndpointType.CHAT, label: '/v1/chat/completions' },
+    { value: EndpointType.RESPONSES, label: '/v1/responses' },
+    { value: EndpointType.IMAGE, label: '/v1/images/generations' },
   ];
 
   return (
diff --git a/ui/litellm-dashboard/src/components/chat_ui/llm_calls/responses_api.tsx b/ui/litellm-dashboard/src/components/chat_ui/llm_calls/responses_api.tsx
new file mode 100644
index 0000000000..744935159b
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/chat_ui/llm_calls/responses_api.tsx
@@ -0,0 +1,131 @@
+import openai from "openai";
+import { message } from "antd";
+import { MessageType } from "../types";
+import { TokenUsage } from "../ResponseMetrics";
+
+export async function makeOpenAIResponsesRequest(
+  messages: MessageType[],
+  updateTextUI: (role: string, delta: string, model?: string) => void,
+  selectedModel: string,
+  accessToken: string | null,
+  tags: string[] = [],
+  signal?: AbortSignal,
+  onReasoningContent?: (content: string) => void,
+  onTimingData?: (timeToFirstToken: number) => void,
+  onUsageData?: (usage: TokenUsage) => void
+) {
+  if (!accessToken) {
+    throw new Error("API key is required");
+  }
+
+  // Base URL should be the current base_url
+  const isLocal = process.env.NODE_ENV === "development";
+  if (isLocal !== true) {
+    console.log = function () {};
+  }
+  
+  const proxyBaseUrl = isLocal
+    ? "http://localhost:4000"
+    : window.location.origin;
+  
+  const client = new openai.OpenAI({
+    apiKey: accessToken,
+    baseURL: proxyBaseUrl,
+    dangerouslyAllowBrowser: true,
+    defaultHeaders: tags && tags.length > 0 ? { 'x-litellm-tags': tags.join(',') } : undefined,
+  });
+
+  try {
+    const startTime = Date.now();
+    let firstTokenReceived = false;
+    
+    // Format messages for the API
+    const formattedInput = messages.map(message => ({
+      role: message.role,
+      content: message.content,
+      type: "message"
+    }));
+
+    // Create request to OpenAI responses API
+    // Use 'any' type to avoid TypeScript issues with the experimental API
+    const response = await (client as any).responses.create({
+      model: selectedModel,
+      input: formattedInput,
+      stream: true,
+    }, { signal });
+
+    for await (const event of response) {
+      console.log("Response event:", event);
+      
+      // Use a type-safe approach to handle events
+      if (typeof event === 'object' && event !== null) {
+        // Handle output text delta
+        // 1) drop any “role” streams
+        if (event.type === "response.role.delta") {
+            continue;
+        }
+
+        // 2) only handle actual text deltas
+        if (event.type === "response.output_text.delta" && typeof event.delta === "string") {
+            const delta = event.delta;
+            console.log("Text delta", delta);
+            // skip pure whitespace/newlines
+            if (delta.trim().length > 0) {
+                updateTextUI("assistant", delta, selectedModel);
+                            
+                // Calculate time to first token
+                if (!firstTokenReceived) {
+                    firstTokenReceived = true;
+                    const timeToFirstToken = Date.now() - startTime;
+                    console.log("First token received! Time:", timeToFirstToken, "ms");
+                    
+                    if (onTimingData) {
+                    onTimingData(timeToFirstToken);
+                    }
+                }
+            
+            }
+        }
+        
+        // Handle reasoning content
+        if (event.type === "response.reasoning.delta" && 'delta' in event) {
+          const delta = event.delta;
+          if (typeof delta === 'string' && onReasoningContent) {
+            onReasoningContent(delta);
+          }
+        }
+        
+        // Handle usage data at the response.completed event
+        if (event.type === "response.completed" && 'response' in event) {
+          const response_obj = event.response;
+          const usage = response_obj.usage;
+          console.log("Usage data:", usage);
+          if (usage && onUsageData) {
+            console.log("Usage data:", usage);
+            
+            // Extract usage data safely
+            const usageData: TokenUsage = {
+              completionTokens: usage.output_tokens,
+              promptTokens: usage.input_tokens,
+              totalTokens: usage.total_tokens
+            };
+            
+            // Add reasoning tokens if available
+            if (usage.completion_tokens_details?.reasoning_tokens) {
+              usageData.reasoningTokens = usage.completion_tokens_details.reasoning_tokens;
+            }
+            
+            onUsageData(usageData);
+          }
+        }
+      }
+    }
+  } catch (error) {
+    if (signal?.aborted) {
+      console.log("Responses API request was cancelled");
+    } else {
+      message.error(`Error occurred while generating model response. Please try again. Error: ${error}`, 20);
+    }
+    throw error; // Re-throw to allow the caller to handle the error
+  }
+} 
\ No newline at end of file
diff --git a/ui/litellm-dashboard/src/components/chat_ui/mode_endpoint_mapping.tsx b/ui/litellm-dashboard/src/components/chat_ui/mode_endpoint_mapping.tsx
index 0ed0098fac..ea86831842 100644
--- a/ui/litellm-dashboard/src/components/chat_ui/mode_endpoint_mapping.tsx
+++ b/ui/litellm-dashboard/src/components/chat_ui/mode_endpoint_mapping.tsx
@@ -4,6 +4,7 @@
 export enum ModelMode {
     IMAGE_GENERATION = "image_generation",
     CHAT = "chat",
+    RESPONSES = "responses",
     // add additional modes as needed
   }
   
@@ -11,6 +12,7 @@ export enum ModelMode {
   export enum EndpointType {
     IMAGE = "image",
     CHAT = "chat",
+    RESPONSES = "responses",
     // add additional endpoint types if required
   }
   
@@ -18,6 +20,7 @@ export enum ModelMode {
   export const litellmModeMapping: Record<ModelMode, EndpointType> = {
     [ModelMode.IMAGE_GENERATION]: EndpointType.IMAGE,
     [ModelMode.CHAT]: EndpointType.CHAT,
+    [ModelMode.RESPONSES]: EndpointType.RESPONSES,
   };
 
   export const getEndpointType = (mode: string): EndpointType => {
diff --git a/ui/litellm-dashboard/src/components/create_user_button.tsx b/ui/litellm-dashboard/src/components/create_user_button.tsx
index 65a20823f1..eeed238d85 100644
--- a/ui/litellm-dashboard/src/components/create_user_button.tsx
+++ b/ui/litellm-dashboard/src/components/create_user_button.tsx
@@ -117,13 +117,14 @@ const Createuser: React.FC<CreateuserProps> = ({
     form.resetFields();
   };
 
-  const handleCreate = async (formValues: { user_id: string, models?: string[] }) => {
+  const handleCreate = async (formValues: { user_id: string, models?: string[], user_role: string }) => {
     try {
       message.info("Making API Call");
       if (!isEmbedded) {
         setIsModalVisible(true);
       }
-      if (!formValues.models || formValues.models.length === 0) {
+      if ((!formValues.models || formValues.models.length === 0) && formValues.user_role !== "proxy_admin") {
+        console.log("formValues.user_role", formValues.user_role)
         // If models is empty or undefined, set it to "no-default-models"
         formValues.models = ["no-default-models"];
       }
diff --git a/ui/litellm-dashboard/src/components/entity_usage.tsx b/ui/litellm-dashboard/src/components/entity_usage.tsx
index e4cfb9bfae..a9a13b3847 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.tsx
+++ b/ui/litellm-dashboard/src/components/entity_usage.tsx
@@ -8,8 +8,9 @@ import {
 } from "@tremor/react";
 import { Select } from 'antd';
 import { ActivityMetrics, processActivityData } from './activity_metrics';
-import { SpendMetrics, DailyData } from './usage/types';
+import { DailyData, KeyMetricWithMetadata, EntityMetricWithMetadata } from './usage/types';
 import { tagDailyActivityCall, teamDailyActivityCall } from './networking';
+import TopKeyView from "./top_key_view";
 
 interface EntityMetrics {
   metrics: {
@@ -48,16 +49,27 @@ interface EntitySpendData {
   };
 }
 
+export interface EntityList {
+  label: string;
+  value: string;
+}
+
 interface EntityUsageProps {
   accessToken: string | null;
   entityType: 'tag' | 'team';
   entityId?: string | null;
+  userID: string | null;
+  userRole: string | null;
+  entityList: EntityList[] | null;
 }
 
 const EntityUsage: React.FC<EntityUsageProps> = ({
   accessToken,
   entityType,
-  entityId
+  entityId,
+  userID,
+  userRole,
+  entityList
 }) => {
   const [spendData, setSpendData] = useState<EntitySpendData>({ 
     results: [], 
@@ -70,8 +82,8 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
     }
   });
 
-  const modelMetrics = processActivityData(spendData);
-
+  const modelMetrics = processActivityData(spendData, "models");
+  const keyMetrics = processActivityData(spendData, "api_keys");
   const [selectedTags, setSelectedTags] = useState<string[]>([]);
   const [dateValue, setDateValue] = useState<DateRangePickerValue>({
     from: new Date(Date.now() - 28 * 24 * 60 * 60 * 1000),
@@ -144,29 +156,46 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
       .slice(0, 5);
   };
 
-  const getTopApiKeys = () => {
-    const apiKeySpend: { [key: string]: any } = {};
+  const getTopAPIKeys = () => {
+    const keySpend: { [key: string]: KeyMetricWithMetadata } = {};
     spendData.results.forEach(day => {
       Object.entries(day.breakdown.api_keys || {}).forEach(([key, metrics]) => {
-        if (!apiKeySpend[key]) {
-          apiKeySpend[key] = {
-            key: key,
-            spend: 0,
-            requests: 0,
-            successful_requests: 0,
-            failed_requests: 0,
-            tokens: 0
+        if (!keySpend[key]) {
+          keySpend[key] = {
+            metrics: {
+              spend: 0,
+              prompt_tokens: 0,
+              completion_tokens: 0,
+              total_tokens: 0,
+              api_requests: 0,
+              successful_requests: 0,
+              failed_requests: 0,
+              cache_read_input_tokens: 0,
+              cache_creation_input_tokens: 0
+            },
+            metadata: {
+              key_alias: metrics.metadata.key_alias
+            }
           };
         }
-        apiKeySpend[key].spend += metrics.metrics.spend;
-        apiKeySpend[key].requests += metrics.metrics.api_requests;
-        apiKeySpend[key].successful_requests += metrics.metrics.successful_requests;
-        apiKeySpend[key].failed_requests += metrics.metrics.failed_requests;
-        apiKeySpend[key].tokens += metrics.metrics.total_tokens;
+        keySpend[key].metrics.spend += metrics.metrics.spend;
+        keySpend[key].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
+        keySpend[key].metrics.completion_tokens += metrics.metrics.completion_tokens;
+        keySpend[key].metrics.total_tokens += metrics.metrics.total_tokens;
+        keySpend[key].metrics.api_requests += metrics.metrics.api_requests;
+        keySpend[key].metrics.successful_requests += metrics.metrics.successful_requests;
+        keySpend[key].metrics.failed_requests += metrics.metrics.failed_requests;
+        keySpend[key].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
+        keySpend[key].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
       });
     });
     
-    return Object.values(apiKeySpend)
+    return Object.entries(keySpend)
+      .map(([api_key, metrics]) => ({
+        api_key,
+        key_alias: metrics.metadata.key_alias || "-", // Using truncated key as alias
+        spend: metrics.metrics.spend,
+      }))
       .sort((a, b) => b.spend - a.spend)
       .slice(0, 5);
   };
@@ -203,47 +232,49 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
   };
 
   const getAllTags = () => {
-    const tags = new Set<string>();
-    spendData.results.forEach(day => {
-      Object.keys(day.breakdown.entities || {}).forEach(tag => {
-        tags.add(tag);
-      });
-    });
-    return Array.from(tags).map(tag => ({
-      label: tag,
-      value: tag
-    }));
+    if (entityList) {
+      return entityList;
+    }
   };
 
-  const filterDataByTags = (data: any[]) => {
+  const filterDataByTags = (data: EntityMetricWithMetadata[]) => {
     if (selectedTags.length === 0) return data;
-    return data.filter(item => selectedTags.includes(item.entity));
+    return data.filter(item => selectedTags.includes(item.metadata.id));
   };
 
   const getEntityBreakdown = () => {
-    const entitySpend: { [key: string]: any } = {};
+    const entitySpend: { [key: string]: EntityMetricWithMetadata } = {};
     spendData.results.forEach(day => {
       Object.entries(day.breakdown.entities || {}).forEach(([entity, data]) => {
         if (!entitySpend[entity]) {
           entitySpend[entity] = {
-            entity,
-            spend: 0,
-            requests: 0,
-            successful_requests: 0,
-            failed_requests: 0,
-            tokens: 0
+            metrics: {
+              spend: 0,
+              prompt_tokens: 0,
+              completion_tokens: 0,
+              total_tokens: 0,
+              api_requests: 0,
+              successful_requests: 0,
+              failed_requests: 0,
+              cache_read_input_tokens: 0,
+              cache_creation_input_tokens: 0
+            },
+            metadata: {
+              alias: data.metadata.team_alias || entity,
+              id: entity
+            }
           };
         }
-        entitySpend[entity].spend += data.metrics.spend;
-        entitySpend[entity].requests += data.metrics.api_requests;
-        entitySpend[entity].successful_requests += data.metrics.successful_requests;
-        entitySpend[entity].failed_requests += data.metrics.failed_requests;
-        entitySpend[entity].tokens += data.metrics.total_tokens;
+        entitySpend[entity].metrics.spend += data.metrics.spend;
+        entitySpend[entity].metrics.api_requests += data.metrics.api_requests;
+        entitySpend[entity].metrics.successful_requests += data.metrics.successful_requests;
+        entitySpend[entity].metrics.failed_requests += data.metrics.failed_requests;
+        entitySpend[entity].metrics.total_tokens += data.metrics.total_tokens;
       });
     });
     
     const result = Object.values(entitySpend)
-      .sort((a, b) => b.spend - a.spend);
+      .sort((a, b) => b.metrics.spend - a.metrics.spend);
     
     return filterDataByTags(result);
   };
@@ -261,9 +292,10 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
               onValueChange={setDateValue}
             />
           </Col>
-          <Col>
-            <Text>Filter by {entityType === 'tag' ? 'Tags' : 'Teams'}</Text>
-            <Select
+          {entityList && entityList.length > 0 && (
+            <Col>
+              <Text>Filter by {entityType === 'tag' ? 'Tags' : 'Teams'}</Text>
+              <Select
               mode="multiple"
               style={{ width: '100%' }}
               placeholder={`Select ${entityType === 'tag' ? 'tags' : 'teams'} to filter...`}
@@ -272,13 +304,15 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
               options={getAllTags()}
               className="mt-2"
               allowClear
-            />
-          </Col>
+              />
+            </Col>
+          )}
         </Grid>
       <TabGroup>
         <TabList variant="solid" className="mt-1">
           <Tab>Cost</Tab>
-          <Tab>Activity</Tab>
+          <Tab>Model Activity</Tab>
+          <Tab>Key Activity</Tab>
         </TabList>
         <TabPanels>
           <TabPanel>
@@ -324,20 +358,45 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
 
               {/* Daily Spend Chart */}
               <Col numColSpan={2}>
-                <Card>
-                  <Title>Daily Spend</Title>
-                  <BarChart
-                    data={[...spendData.results].sort((a, b) => 
-                      new Date(a.date).getTime() - new Date(b.date).getTime()
-                    )}
-                    index="date"
-                    categories={["metrics.spend"]}
-                    colors={["cyan"]}
-                    valueFormatter={(value) => `$${value.toFixed(2)}`}
-                    yAxisWidth={100}
-                    showLegend={false}
-                  />
-                </Card>
+              <Card>
+                        <Title>Daily Spend</Title>
+                        <BarChart
+                          data={[...spendData.results].sort((a, b) => 
+                            new Date(a.date).getTime() - new Date(b.date).getTime()
+                          )}
+                          index="date"
+                          categories={["metrics.spend"]}
+                          colors={["cyan"]}
+                          valueFormatter={(value) => `$${value.toFixed(2)}`}
+                          yAxisWidth={100}
+                          showLegend={false}
+                          customTooltip={({ payload, active }) => {
+                            if (!active || !payload?.[0]) return null;
+                            const data = payload[0].payload;
+                            return (
+                              <div className="bg-white p-4 shadow-lg rounded-lg border">
+                                <p className="font-bold">{data.date}</p>
+                                <p className="text-cyan-500">Total Spend: ${data.metrics.spend.toFixed(2)}</p>
+                                <p className="text-gray-600">Total Requests: {data.metrics.api_requests}</p>
+                                <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
+                                <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
+                                <p className="text-gray-600">Total Tokens: {data.metrics.total_tokens}</p>
+                                <div className="mt-2 border-t pt-2">
+                                  <p className="font-semibold">Spend by {entityType === 'tag' ? 'Tag' : 'Team'}:</p>
+                                  {Object.entries(data.breakdown.entities || {}).map(([entity, entityData]) => {
+                                    const metrics = entityData as EntityMetrics;
+                                    return (
+                                      <p key={entity} className="text-sm text-gray-600">
+                                        {metrics.metadata.team_alias || entity}: ${metrics.metrics.spend.toFixed(2)}
+                                      </p>
+                                    );
+                                  })}
+                                </div>
+                              </div>
+                            );
+                          }}
+                        />
+                      </Card>
               </Col>
 
               {/* Entity Breakdown Section */}
@@ -353,13 +412,13 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
                         </a>
                       </div>
                     </div>
-                    <Grid numItems={2}>
-                      <Col numColSpan={1}>
+                      <Grid numItems={2}>
+                        <Col numColSpan={1}>
                         <BarChart
                           className="mt-4 h-52"
                           data={getEntityBreakdown()}
-                          index="entity"
-                          categories={["spend"]}
+                          index="metadata.alias"
+                          categories={["metrics.spend"]}
                           colors={["cyan"]}
                           valueFormatter={(value) => `$${value.toFixed(4)}`}
                           layout="vertical"
@@ -380,18 +439,18 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
                           </TableHead>
                           <TableBody>
                             {getEntityBreakdown()
-                              .filter(entity => entity.spend > 0)
+                              .filter(entity => entity.metrics.spend > 0)
                               .map((entity) => (
-                                <TableRow key={entity.entity}>
-                                  <TableCell>{entity.entity}</TableCell>
-                                  <TableCell>${entity.spend.toFixed(4)}</TableCell>
+                                <TableRow key={entity.metadata.id}>
+                                  <TableCell>{entity.metadata.alias}</TableCell>
+                                  <TableCell>${entity.metrics.spend.toFixed(4)}</TableCell>
                                   <TableCell className="text-green-600">
-                                    {entity.successful_requests.toLocaleString()}
+                                    {entity.metrics.successful_requests.toLocaleString()}
                                   </TableCell>
                                   <TableCell className="text-red-600">
-                                    {entity.failed_requests.toLocaleString()}
+                                    {entity.metrics.failed_requests.toLocaleString()}
                                   </TableCell>
-                                  <TableCell>{entity.tokens.toLocaleString()}</TableCell>
+                                  <TableCell>{entity.metrics.total_tokens.toLocaleString()}</TableCell>
                                 </TableRow>
                               ))}
                           </TableBody>
@@ -407,17 +466,13 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
               <Col numColSpan={1}>
                 <Card>
                   <Title>Top API Keys</Title>
-                  <BarChart
-                    className="mt-4 h-40"
-                    data={getTopApiKeys()}
-                    index="key"
-                    categories={["spend"]}
-                    colors={["cyan"]}
-                    valueFormatter={(value) => `$${value.toFixed(2)}`}
-                    layout="vertical"
-                    yAxisWidth={200}
-                    showLegend={false}
-                  />
+                    <TopKeyView
+                      topKeys={getTopAPIKeys()}
+                      accessToken={accessToken}
+                      userID={userID}
+                      userRole={userRole}
+                      teams={null}
+                    />
                 </Card>
               </Col>
 
@@ -494,6 +549,9 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
           <TabPanel>
           <ActivityMetrics modelMetrics={modelMetrics} />
           </TabPanel>
+          <TabPanel>
+          <ActivityMetrics modelMetrics={keyMetrics} />
+          </TabPanel>
         </TabPanels>
       </TabGroup>
     </div>
diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/filter_logic.tsx b/ui/litellm-dashboard/src/components/key_team_helpers/filter_logic.tsx
index f82178c341..cc3d0eea38 100644
--- a/ui/litellm-dashboard/src/components/key_team_helpers/filter_logic.tsx
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/filter_logic.tsx
@@ -154,9 +154,10 @@ export function useFilterLogic({
       'Key Alias': ''
     });
     
-    // Reset team and org selections
+    // Reset selections
     setSelectedTeam(null);
     setCurrentOrg(null);
+    setSelectedKeyAlias(null);
   };
 
   return {
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index b3cf7018ac..879660ee40 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -57,7 +57,7 @@ const Sidebar: React.FC<SidebarProps> = ({
     { key: "1", page: "api-keys", label: "Virtual Keys", icon: <KeyOutlined /> },
     { key: "3", page: "llm-playground", label: "Test Key", icon: <PlayCircleOutlined />, roles: rolesWithWriteAccess },
     { key: "2", page: "models", label: "Models", icon: <BlockOutlined />, roles: rolesWithWriteAccess },
-    { key: "4", page: "usage", label: "Usage", icon: <BarChartOutlined /> },
+    { key: "12", page: "new_usage", label: "Usage", icon: <BarChartOutlined />, roles: [...all_admin_roles, ...internalUserRoles] },
     { key: "6", page: "teams", label: "Teams", icon: <TeamOutlined /> },
     { key: "17", page: "organizations", label: "Organizations", icon: <BankOutlined />, roles: all_admin_roles },
     { key: "5", page: "users", label: "Internal Users", icon: <UserOutlined />, roles: all_admin_roles },
@@ -73,7 +73,7 @@ const Sidebar: React.FC<SidebarProps> = ({
         { key: "9", page: "caching", label: "Caching", icon: <DatabaseOutlined />, roles: all_admin_roles },
         { key: "10", page: "budgets", label: "Budgets", icon: <BankOutlined />, roles: all_admin_roles },
         { key: "11", page: "guardrails", label: "Guardrails", icon: <SafetyOutlined />, roles: all_admin_roles },
-        { key: "12", page: "new_usage", label: "New Usage", icon: <BarChartOutlined />, roles: [...all_admin_roles, ...internalUserRoles] },
+        { key: "4", page: "usage", label: "Old Usage", icon: <BarChartOutlined /> },
         { key: "20", page: "transform-request", label: "API Playground", icon: <ApiOutlined />, roles: [...all_admin_roles, ...internalUserRoles] },
         { key: "18", page: "mcp-tools", label: "MCP Tools", icon: <ToolOutlined />, roles: all_admin_roles },
         { key: "19", page: "tag-management", label: "Tag Management", icon: <TagsOutlined />, roles: all_admin_roles },
diff --git a/ui/litellm-dashboard/src/components/model_dashboard/columns.tsx b/ui/litellm-dashboard/src/components/model_dashboard/columns.tsx
index 2602761a5b..18b1f97410 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard/columns.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard/columns.tsx
@@ -23,18 +23,14 @@ export const columns = (
     cell: ({ row }) => {
       const model = row.original;
       return (
-        <div className="overflow-hidden">
-          <Tooltip title={model.model_info.id}>
-            <Button 
-              size="xs"
-              variant="light"
-              className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]"
-              onClick={() => setSelectedModelId(model.model_info.id)}
-            >
-              {model.model_info.id.slice(0, 7)}...
-            </Button>
-          </Tooltip>
-        </div>
+        <Tooltip title={model.model_info.id}>
+          <div 
+            className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left w-full truncate whitespace-nowrap cursor-pointer"
+            onClick={() => setSelectedModelId(model.model_info.id)}
+          >
+            {model.model_info.id}
+          </div>
+        </Tooltip>
       );
     },
   },
@@ -45,9 +41,9 @@ export const columns = (
       const displayName = getDisplayModelName(row.original) || "-";
       return (
         <Tooltip title={displayName}>
-          <p className="text-xs">
-            {displayName.length > 20 ? displayName.slice(0, 20) + "..." : displayName}
-          </p>
+          <div className="text-xs truncate whitespace-nowrap">
+            {displayName}
+          </div>
         </Tooltip>
       );
     },
@@ -88,11 +84,9 @@ export const columns = (
       const model = row.original;
       return (
         <Tooltip title={model.litellm_model_name}>
-          <pre className="text-xs">
-            {model.litellm_model_name
-              ? model.litellm_model_name.slice(0, 20) + (model.litellm_model_name.length > 20 ? "..." : "")
-              : "-"}
-          </pre>
+          <div className="text-xs truncate whitespace-nowrap">
+            {model.litellm_model_name || "-"}
+          </div>
         </Tooltip>
       );
     },
diff --git a/ui/litellm-dashboard/src/components/model_dashboard/table.tsx b/ui/litellm-dashboard/src/components/model_dashboard/table.tsx
index 7499c9094c..48661ad15e 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard/table.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard/table.tsx
@@ -6,6 +6,8 @@ import {
   getSortedRowModel,
   SortingState,
   useReactTable,
+  ColumnResizeMode,
+  VisibilityState,
 } from "@tanstack/react-table";
 import React from "react";
 import {
@@ -16,7 +18,7 @@ import {
   TableRow,
   TableCell,
 } from "@tremor/react";
-import { SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon } from "@heroicons/react/outline";
+import { SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon, TableIcon } from "@heroicons/react/outline";
 
 interface ModelDataTableProps<TData, TValue> {
   data: TData[];
@@ -32,100 +34,205 @@ export function ModelDataTable<TData, TValue>({
   const [sorting, setSorting] = React.useState<SortingState>([
     { id: "model_info.created_at", desc: true }
   ]);
+  const [columnResizeMode] = React.useState<ColumnResizeMode>("onChange");
+  const [columnSizing, setColumnSizing] = React.useState({});
+  const [columnVisibility, setColumnVisibility] = React.useState<VisibilityState>({});
+  const [isDropdownOpen, setIsDropdownOpen] = React.useState(false);
+  const dropdownRef = React.useRef<HTMLDivElement>(null);
+
+  React.useEffect(() => {
+    const handleClickOutside = (event: MouseEvent) => {
+      if (dropdownRef.current && !dropdownRef.current.contains(event.target as Node)) {
+        setIsDropdownOpen(false);
+      }
+    };
+
+    document.addEventListener('mousedown', handleClickOutside);
+    return () => document.removeEventListener('mousedown', handleClickOutside);
+  }, []);
 
   const table = useReactTable({
     data,
     columns,
     state: {
       sorting,
+      columnSizing,
+      columnVisibility,
     },
+    columnResizeMode,
     onSortingChange: setSorting,
+    onColumnSizingChange: setColumnSizing,
+    onColumnVisibilityChange: setColumnVisibility,
     getCoreRowModel: getCoreRowModel(),
     getSortedRowModel: getSortedRowModel(),
     enableSorting: true,
+    enableColumnResizing: true,
+    defaultColumn: {
+      minSize: 40,
+      maxSize: 500,
+    },
   });
 
+  const getHeaderText = (header: any): string => {
+    if (typeof header === 'string') {
+      return header;
+    }
+    if (typeof header === 'function') {
+      const headerElement = header();
+      if (headerElement && headerElement.props && headerElement.props.children) {
+        const children = headerElement.props.children;
+        if (typeof children === 'string') {
+          return children;
+        }
+        if (children.props && children.props.children) {
+          return children.props.children;
+        }
+      }
+    }
+    return '';
+  };
+
   return (
-    <div className="rounded-lg custom-border relative">
-      <div className="overflow-x-auto">
-        <Table className="[&_td]:py-0.5 [&_th]:py-1">
-          <TableHead>
-            {table.getHeaderGroups().map((headerGroup) => (
-              <TableRow key={headerGroup.id}>
-                {headerGroup.headers.map((header) => (
-                  <TableHeaderCell 
-                    key={header.id} 
-                    className={`py-1 h-8 ${
-                      header.id === 'actions' 
-                        ? 'sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)]' 
-                        : ''
-                    }`}
-                    onClick={header.column.getToggleSortingHandler()}
-                  >
-                    <div className="flex items-center justify-between gap-2">
-                      <div className="flex items-center">
-                        {header.isPlaceholder ? null : (
-                          flexRender(
-                            header.column.columnDef.header,
-                            header.getContext()
-                          )
-                        )}
-                      </div>
-                      {header.id !== 'actions' && (
-                        <div className="w-4">
-                          {header.column.getIsSorted() ? (
-                            {
-                              asc: <ChevronUpIcon className="h-4 w-4 text-blue-500" />,
-                              desc: <ChevronDownIcon className="h-4 w-4 text-blue-500" />
-                            }[header.column.getIsSorted() as string]
-                          ) : (
-                            <SwitchVerticalIcon className="h-4 w-4 text-gray-400" />
+    <div className="space-y-4">
+      <div className="flex justify-end">
+        <div className="relative" ref={dropdownRef}>
+          <button
+            onClick={() => setIsDropdownOpen(!isDropdownOpen)}
+            className="flex items-center gap-2 px-3 py-2 text-sm font-medium text-gray-700 bg-white border border-gray-300 rounded-md hover:bg-gray-50 focus:outline-none focus:ring-2 focus:ring-offset-2 focus:ring-blue-500"
+          >
+            <TableIcon className="h-4 w-4" />
+            Columns
+          </button>
+          {isDropdownOpen && (
+            <div className="absolute right-0 mt-2 w-56 bg-white rounded-md shadow-lg ring-1 ring-black ring-opacity-5 z-50">
+              <div className="py-1">
+                {table.getAllLeafColumns().map((column) => {
+                  if (column.id === 'actions') return null;
+                  return (
+                    <div
+                      key={column.id}
+                      className="flex items-center px-4 py-2 text-sm text-gray-700 hover:bg-gray-100 cursor-pointer"
+                      onClick={() => column.toggleVisibility()}
+                    >
+                      <input
+                        type="checkbox"
+                        checked={column.getIsVisible()}
+                        onChange={() => column.toggleVisibility()}
+                        className="h-4 w-4 rounded border-gray-300 text-blue-600 focus:ring-blue-500"
+                      />
+                      <span className="ml-2">{getHeaderText(column.columnDef.header)}</span>
+                    </div>
+                  );
+                })}
+              </div>
+            </div>
+          )}
+        </div>
+      </div>
+      <div className="rounded-lg custom-border relative">
+        <div className="overflow-x-auto">
+          <div className="relative min-w-full">
+            <Table className="[&_td]:py-0.5 [&_th]:py-1 w-full">
+              <TableHead>
+                {table.getHeaderGroups().map((headerGroup) => (
+                  <TableRow key={headerGroup.id}>
+                    {headerGroup.headers.map((header) => (
+                      <TableHeaderCell 
+                        key={header.id} 
+                        className={`py-1 h-8 relative ${
+                          header.id === 'actions' 
+                            ? 'sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] z-10 w-[120px] ml-8' 
+                            : ''
+                        }`}
+                        style={{
+                          width: header.id === 'actions' ? 120 : header.getSize(),
+                          position: header.id === 'actions' ? 'sticky' : 'relative',
+                          right: header.id === 'actions' ? 0 : 'auto',
+                        }}
+                        onClick={header.column.getToggleSortingHandler()}
+                      >
+                        <div className="flex items-center justify-between gap-2">
+                          <div className="flex items-center">
+                            {header.isPlaceholder ? null : (
+                              flexRender(
+                                header.column.columnDef.header,
+                                header.getContext()
+                              )
+                            )}
+                          </div>
+                          {header.id !== 'actions' && (
+                            <div className="w-4">
+                              {header.column.getIsSorted() ? (
+                                {
+                                  asc: <ChevronUpIcon className="h-4 w-4 text-blue-500" />,
+                                  desc: <ChevronDownIcon className="h-4 w-4 text-blue-500" />
+                                }[header.column.getIsSorted() as string]
+                              ) : (
+                                <SwitchVerticalIcon className="h-4 w-4 text-gray-400" />
+                              )}
+                            </div>
                           )}
                         </div>
-                      )}
-                    </div>
-                  </TableHeaderCell>
+                        {header.column.getCanResize() && (
+                          <div
+                            onMouseDown={header.getResizeHandler()}
+                            onTouchStart={header.getResizeHandler()}
+                            className={`absolute right-0 top-0 h-full w-2 cursor-col-resize select-none touch-none ${
+                              header.column.getIsResizing() ? 'bg-blue-500' : 'hover:bg-blue-200'
+                            }`}
+                          />
+                        )}
+                      </TableHeaderCell>
+                    ))}
+                  </TableRow>
                 ))}
-              </TableRow>
-            ))}
-          </TableHead>
-          <TableBody>
-            {isLoading ? (
-              <TableRow>
-                <TableCell colSpan={columns.length} className="h-8 text-center">
-                  <div className="text-center text-gray-500">
-                    <p>🚅 Loading models...</p>
-                  </div>
-                </TableCell>
-              </TableRow>
-            ) : table.getRowModel().rows.length > 0 ? (
-              table.getRowModel().rows.map((row) => (
-                <TableRow key={row.id} className="h-8">
-                  {row.getVisibleCells().map((cell) => (
-                    <TableCell
-                      key={cell.id}
-                      className={`py-0.5 max-h-8 overflow-hidden text-ellipsis whitespace-nowrap ${
-                        cell.column.id === 'actions'
-                          ? 'sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)]'
-                          : ''
-                      }`}
-                    >
-                      {flexRender(cell.column.columnDef.cell, cell.getContext())}
+              </TableHead>
+              <TableBody>
+                {isLoading ? (
+                  <TableRow>
+                    <TableCell colSpan={columns.length} className="h-8 text-center">
+                      <div className="text-center text-gray-500">
+                        <p>🚅 Loading models...</p>
+                      </div>
                     </TableCell>
-                  ))}
-                </TableRow>
-              ))
-            ) : (
-              <TableRow>
-                <TableCell colSpan={columns.length} className="h-8 text-center">
-                  <div className="text-center text-gray-500">
-                    <p>No models found</p>
-                  </div>
-                </TableCell>
-              </TableRow>
-            )}
-          </TableBody>
-        </Table>
+                  </TableRow>
+                ) : table.getRowModel().rows.length > 0 ? (
+                  table.getRowModel().rows.map((row) => (
+                    <TableRow key={row.id} className="h-8">
+                      {row.getVisibleCells().map((cell) => (
+                        <TableCell
+                          key={cell.id}
+                          className={`py-0.5 max-h-8 overflow-hidden text-ellipsis whitespace-nowrap ${
+                            cell.column.id === 'actions'
+                              ? 'sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] z-10 w-[120px] ml-8'
+                              : ''
+                          }`}
+                          style={{
+                            width: cell.column.id === 'actions' ? 120 : cell.column.getSize(),
+                            minWidth: cell.column.id === 'actions' ? 120 : cell.column.getSize(),
+                            maxWidth: cell.column.id === 'actions' ? 120 : cell.column.getSize(),
+                            position: cell.column.id === 'actions' ? 'sticky' : 'relative',
+                            right: cell.column.id === 'actions' ? 0 : 'auto',
+                          }}
+                        >
+                          {flexRender(cell.column.columnDef.cell, cell.getContext())}
+                        </TableCell>
+                      ))}
+                    </TableRow>
+                  ))
+                ) : (
+                  <TableRow>
+                    <TableCell colSpan={columns.length} className="h-8 text-center">
+                      <div className="text-center text-gray-500">
+                        <p>No models found</p>
+                      </div>
+                    </TableCell>
+                  </TableRow>
+                )}
+              </TableBody>
+            </Table>
+          </div>
+        </div>
       </div>
     </div>
   );
diff --git a/ui/litellm-dashboard/src/components/model_info_view.tsx b/ui/litellm-dashboard/src/components/model_info_view.tsx
index be4a4aa40f..f429b479ac 100644
--- a/ui/litellm-dashboard/src/components/model_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/model_info_view.tsx
@@ -15,7 +15,7 @@ import {
 } from "@tremor/react";
 import NumericalInput from "./shared/numerical_input";
 import { ArrowLeftIcon, TrashIcon, KeyIcon } from "@heroicons/react/outline";
-import { modelDeleteCall, modelUpdateCall, CredentialItem, credentialGetCall, credentialCreateCall, modelInfoCall, modelInfoV1Call } from "./networking";
+import { modelDeleteCall, modelUpdateCall, CredentialItem, credentialGetCall, credentialCreateCall, modelInfoCall, modelInfoV1Call, modelPatchUpdateCall } from "./networking";
 import { Button, Form, Input, InputNumber, message, Select, Modal } from "antd";
 import EditModelModal from "./edit_model/edit_model_modal";
 import { handleEditModelSubmit } from "./edit_model/edit_model_modal";
@@ -118,6 +118,8 @@ export default function ModelInfoView({
     try {
       if (!accessToken) return;
       setIsSaving(true);
+
+      console.log("values.model_name, ", values.model_name);
       
       let updatedLitellmParams = {
         ...localModelData.litellm_params,
@@ -149,7 +151,7 @@ export default function ModelInfoView({
         }
       };
 
-      await modelUpdateCall(accessToken, updateData);
+      await modelPatchUpdateCall(accessToken, updateData, modelId);
       
       const updatedModelData = {
         ...localModelData,
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index f14bf0b774..63a4d6f101 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -676,6 +676,12 @@ export const userListCall = async (
   userIDs: string[] | null = null,
   page: number | null = null,
   page_size: number | null = null,
+  userEmail: string | null = null,
+  userRole: string | null = null,
+  team: string | null = null,
+  sso_user_id: string | null = null,
+  sortBy: string | null = null,
+  sortOrder: 'asc' | 'desc' | null = null,
 ) => {
   /**
    * Get all available teams on proxy
@@ -698,6 +704,30 @@ export const userListCall = async (
     if (page_size) {
       queryParams.append('page_size', page_size.toString());
     }
+
+    if (userEmail) {
+      queryParams.append('user_email', userEmail);
+    }
+
+    if (userRole) {
+      queryParams.append('role', userRole);
+    }
+
+    if (team) {
+      queryParams.append('team', team);
+    }
+
+    if (sso_user_id) {
+      queryParams.append('sso_user_ids', sso_user_id);
+    }
+
+    if (sortBy) {
+      queryParams.append('sort_by', sortBy);
+    }
+
+    if (sortOrder) {
+      queryParams.append('sort_order', sortOrder);
+    }
     
     const queryString = queryParams.toString();
     if (queryString) {
@@ -736,8 +766,10 @@ export const userInfoCall = async (
   userRole: String,
   viewAll: Boolean = false,
   page: number | null,
-  page_size: number | null
+  page_size: number | null,
+  lookup_user_id: boolean = false
 ) => {
+  console.log(`userInfoCall: ${userID}, ${userRole}, ${viewAll}, ${page}, ${page_size}, ${lookup_user_id}`)
   try {
     let url: string;
     
@@ -751,7 +783,7 @@ export const userInfoCall = async (
     } else {
       // Use /user/info endpoint for individual user info
       url = proxyBaseUrl ? `${proxyBaseUrl}/user/info` : `/user/info`;
-      if (userRole === "Admin" || userRole === "Admin Viewer") {
+      if ((userRole === "Admin" || userRole === "Admin Viewer") && !lookup_user_id) {
         // do nothing 
       } else if (userID) {
         url += `?user_id=${userID}`;
@@ -1200,6 +1232,7 @@ export const teamDailyActivityCall = async (accessToken: String, startTime: Date
     if (teamIds) {
       queryParams.append('team_ids', teamIds.join(','));
     }
+    queryParams.append('exclude_team_ids', 'litellm-dashboard');
     const queryString = queryParams.toString();
     if (queryString) {
       url += `?${queryString}`;
@@ -2460,6 +2493,9 @@ export const keyInfoCall = async (accessToken: String, keys: String[]) => {
 
     if (!response.ok) {
       const errorData = await response.text();
+      if (errorData.includes("Invalid proxy server token passed")) {
+        throw new Error("Invalid proxy server token passed");
+      }
       handleError(errorData);
       throw new Error("Network response was not ok");
     }
@@ -3116,6 +3152,49 @@ export const teamUpdateCall = async (
   }
 };
 
+/**
+ * Patch update a model
+ * 
+ * @param accessToken 
+ * @param formValues 
+ * @returns 
+ */
+export const modelPatchUpdateCall = async (
+  accessToken: string,
+  formValues: Record<string, any>, // Assuming formValues is an object
+  modelId: string
+) => {
+  try {
+    console.log("Form Values in modelUpateCall:", formValues); // Log the form values before making the API call
+
+    const url = proxyBaseUrl ? `${proxyBaseUrl}/model/${modelId}/update` : `/model/${modelId}/update`;
+    const response = await fetch(url, {
+      method: "PATCH",
+      headers: {
+        [globalLitellmHeaderName]: `Bearer ${accessToken}`,
+        "Content-Type": "application/json",
+      },
+      body: JSON.stringify({
+        ...formValues, // Include formValues in the request body
+      }),
+    });
+
+    if (!response.ok) {
+      const errorData = await response.text();
+      handleError(errorData);
+      console.error("Error update from the server:", errorData);
+      throw new Error("Network response was not ok");
+    }
+    const data = await response.json();
+    console.log("Update model Response:", data);
+    return data;
+    // Handle success - you might want to update some state or UI based on the created key
+  } catch (error) {
+    console.error("Failed to update model:", error);
+    throw error;
+  }
+};
+
 export const modelUpdateCall = async (
   accessToken: string,
   formValues: Record<string, any> // Assuming formValues is an object
diff --git a/ui/litellm-dashboard/src/components/new_usage.tsx b/ui/litellm-dashboard/src/components/new_usage.tsx
index aab1ae3d0d..b6378cd9cc 100644
--- a/ui/litellm-dashboard/src/components/new_usage.tsx
+++ b/ui/litellm-dashboard/src/components/new_usage.tsx
@@ -17,23 +17,29 @@ import {
 } from "@tremor/react";
 import { AreaChart } from "@tremor/react";
 
-import { userDailyActivityCall } from "./networking";
+import { userDailyActivityCall, tagListCall } from "./networking";
+import { Tag } from "./tag_management/types";
 import ViewUserSpend from "./view_user_spend";
 import TopKeyView from "./top_key_view";
 import { ActivityMetrics, processActivityData } from './activity_metrics';
 import { SpendMetrics, DailyData, ModelActivityData, MetricWithMetadata, KeyMetricWithMetadata } from './usage/types';
 import EntityUsage from './entity_usage';
+import { old_admin_roles, v2_admin_role_names, all_admin_roles, rolesAllowedToSeeUsage, rolesWithWriteAccess, internalUserRoles } from '../utils/roles';
+import { Team } from "./key_team_helpers/key_list";
+import { EntityList } from "./entity_usage";
 
 interface NewUsagePageProps {
   accessToken: string | null;
   userRole: string | null;
   userID: string | null;
+  teams: Team[];
 }
 
 const NewUsagePage: React.FC<NewUsagePageProps> = ({
   accessToken,
   userRole,
   userID,
+  teams
 }) => {
   const [userSpendData, setUserSpendData] = useState<{
     results: DailyData[];
@@ -46,6 +52,23 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
     to: new Date(),
   });
 
+  const [allTags, setAllTags] = useState<EntityList[]>([]); 
+
+  const getAllTags = async () => {
+    if (!accessToken) {
+      return;
+    }
+    const tags = await tagListCall(accessToken);
+    setAllTags(Object.values(tags).map((tag: Tag) => ({
+      label: tag.name,
+      value: tag.name
+    })));
+  };
+
+  useEffect(() => {
+    getAllTags();
+  }, [accessToken]);
+
   // Derived states from userSpendData
   const totalSpend = userSpendData.metadata?.total_spend || 0;
 
@@ -227,16 +250,19 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
     fetchUserSpendData();
   }, [accessToken, dateValue]);
 
-  const modelMetrics = processActivityData(userSpendData);
+  const modelMetrics = processActivityData(userSpendData, "models");
+  const keyMetrics = processActivityData(userSpendData, "api_keys");
 
   return (
     <div style={{ width: "100%" }} className="p-8">
-      <Text>Usage Analytics Dashboard</Text>
+      <Text className="text-sm text-gray-500 mb-4">
+        This is the new usage dashboard. <br/> You may see empty data, as these use <a href="https://github.com/BerriAI/litellm/blob/6de348125208dd4be81ff0e5813753df2fbe9735/schema.prisma#L320" className="text-blue-500 hover:text-blue-700 ml-1">new aggregate tables</a> to allow UI to work at 1M+ spend logs. To access the old dashboard, go to Experimental {'>'} Old Usage.
+      </Text>
       <TabGroup>
         <TabList variant="solid" className="mt-1">
-          <Tab>Your Usage</Tab>
-          <Tab>Tag Usage</Tab>
+          {all_admin_roles.includes(userRole || "") ? <Tab>Global Usage</Tab> : <Tab>Your Usage</Tab>}
           <Tab>Team Usage</Tab>
+          {all_admin_roles.includes(userRole || "") ? <Tab>Tag Usage</Tab> : <></>}
         </TabList>
         <TabPanels>
           {/* Your Usage Panel */}
@@ -256,7 +282,8 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
             <TabGroup>
               <TabList variant="solid" className="mt-1">
                 <Tab>Cost</Tab>
-                <Tab>Activity</Tab>
+                <Tab>Model Activity</Tab>
+                <Tab>Key Activity</Tab>
               </TabList>
               <TabPanels>
                 {/* Cost Panel */}
@@ -459,25 +486,38 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
                 <TabPanel>
                   <ActivityMetrics modelMetrics={modelMetrics} />
                 </TabPanel>
+                <TabPanel>
+                  <ActivityMetrics modelMetrics={keyMetrics} />
+                </TabPanel>
               </TabPanels>
             </TabGroup>
           </TabPanel>
 
-          {/* Tag Usage Panel */}
-          <TabPanel>
-            <EntityUsage 
-              accessToken={accessToken}
-              entityType="tag"
-            />
-          </TabPanel>
-
           {/* Team Usage Panel */}
           <TabPanel>
             <EntityUsage 
               accessToken={accessToken}
               entityType="team"
+              userID={userID}
+              userRole={userRole}
+              entityList={teams?.map(team => ({
+                label: team.team_alias,
+                value: team.team_id
+              })) || null}
             />
           </TabPanel>
+
+          {/* Tag Usage Panel */}
+          <TabPanel>
+            <EntityUsage 
+              accessToken={accessToken}
+              entityType="tag"
+              userID={userID}
+              userRole={userRole}
+              entityList={allTags}
+            />
+          </TabPanel>
+
         </TabPanels>
       </TabGroup>
     </div>
diff --git a/ui/litellm-dashboard/src/components/team/team_info.tsx b/ui/litellm-dashboard/src/components/team/team_info.tsx
index ef3fa03301..8cf18470cf 100644
--- a/ui/litellm-dashboard/src/components/team/team_info.tsx
+++ b/ui/litellm-dashboard/src/components/team/team_info.tsx
@@ -353,8 +353,8 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
                       <Select.Option key="all-proxy-models" value="all-proxy-models">
                         All Proxy Models
                       </Select.Option>
-                      {userModels.map((model) => (
-                        <Select.Option key={model} value={model}>
+                      {userModels.map((model, idx) => (
+                        <Select.Option key={idx} value={model}>
                           {getModelDisplayName(model)}
                         </Select.Option>
                       ))}
diff --git a/ui/litellm-dashboard/src/components/teams.tsx b/ui/litellm-dashboard/src/components/teams.tsx
index 7e2b48895a..15ae9da377 100644
--- a/ui/litellm-dashboard/src/components/teams.tsx
+++ b/ui/litellm-dashboard/src/components/teams.tsx
@@ -685,7 +685,7 @@ const Teams: React.FC<TeamProps> = ({
                 <Form.Item label={
                     <span>
                       Models{' '}
-                      <Tooltip title="These are the models that your selected organization has access to">
+                      <Tooltip title="These are the models that your selected team has access to">
                         <InfoCircleOutlined style={{ marginLeft: '4px' }} />
                       </Tooltip>
                     </span>
diff --git a/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx b/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx
new file mode 100644
index 0000000000..43f6f9e064
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx
@@ -0,0 +1,53 @@
+import React, { useId } from 'react';
+import { useSafeLayoutEffect } from '@/hooks/use-safe-layout-effect';
+import { cx } from '@/lib/cva.config';
+
+type LoadingSpinnerProps = React.SVGProps<SVGSVGElement>;
+
+export function UiLoadingSpinner({ className = "", ...props }: LoadingSpinnerProps) {
+  const id = useId();
+
+  useSafeLayoutEffect(() => {
+    const animations = document
+      .getAnimations()
+      .filter((a) => a instanceof CSSAnimation && a.animationName === 'spin') as CSSAnimation[];
+
+    const self = animations.find(
+      (a) => (a.effect as KeyframeEffect).target?.getAttribute('data-spinner-id') === id,
+    );
+
+    const anyOther = animations.find(
+      (a) =>
+        a.effect instanceof KeyframeEffect &&
+        a.effect.target?.getAttribute('data-spinner-id') !== id,
+    );
+
+    if (self && anyOther) {
+      self.currentTime = anyOther.currentTime;
+    }
+  }, [id]);
+
+  return (
+    <svg
+      data-spinner-id={id}
+      className={cx('pointer-events-none size-12 animate-spin text-current', className)}
+      fill="none"
+      viewBox="0 0 24 24"
+      {...props}
+    >
+      <circle
+        className="opacity-25"
+        cx="12"
+        cy="12"
+        r="10"
+        stroke="currentColor"
+        strokeWidth="4"
+      ></circle>
+      <path
+        className="opacity-75"
+        fill="currentColor"
+        d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+      ></path>
+    </svg>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/usage/types.ts b/ui/litellm-dashboard/src/components/usage/types.ts
index fbc893b7bd..46d96b4aa1 100644
--- a/ui/litellm-dashboard/src/components/usage/types.ts
+++ b/ui/litellm-dashboard/src/components/usage/types.ts
@@ -31,10 +31,12 @@ export interface KeyMetricWithMetadata {
   metrics: SpendMetrics;
   metadata: {
     key_alias: string | null;
+    team_id?: string | null;
   };
 }
 
 export interface ModelActivityData {
+  label: string;
   total_requests: number;
   total_successful_requests: number;
   total_failed_requests: number;
@@ -62,11 +64,17 @@ export interface ModelActivityData {
 
 export interface KeyMetadata {
   key_alias: string | null;
+  team_id: string | null;
 }
 
-export interface KeyMetricWithMetadata {
+export interface EntityMetadata {
+  alias: string;
+  id: string;
+}
+
+export interface EntityMetricWithMetadata {
   metrics: SpendMetrics;
-  metadata: KeyMetadata;
+  metadata: EntityMetadata;
 }
 
 export interface MetricWithMetadata {
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index ab25a96e31..4279c124d0 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -7,7 +7,8 @@ import {
   getProxyUISettings,
   Organization,
   organizationListCall,
-  DEFAULT_ORGANIZATION
+  DEFAULT_ORGANIZATION,
+  keyInfoCall
 } from "./networking";
 import { fetchTeams } from "./common_components/fetch_teams";
 import { Grid, Col, Card, Text, Title } from "@tremor/react";
@@ -192,6 +193,7 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
               null,
               null
             );
+            
 
             setUserSpendData(response["user_info"]);
             console.log(`userSpendData: ${JSON.stringify(userSpendData)}`)
@@ -238,8 +240,11 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
               "userModels" + userID,
               JSON.stringify(available_model_names)
             );
-          } catch (error) {
+          } catch (error: any) {
             console.error("There was an error fetching the data", error);
+            if (error.message.includes("Invalid proxy server token passed")) {
+              gotoLogin();
+            }
             // Optionally, update your UI to reflect the error state here as well
           }
         };
@@ -249,6 +254,24 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
     }
   }, [userID, token, accessToken, keys, userRole]);
 
+
+  useEffect(() => {
+    // check key health - if it's invalid, redirect to login
+    if (accessToken) {
+      const fetchKeyInfo = async () => {
+        try {
+          const keyInfo = await keyInfoCall(accessToken, [accessToken]);
+          console.log("keyInfo: ", keyInfo);
+        } catch (error: any) {
+          if (error.message.includes("Invalid proxy server token passed")) {
+            gotoLogin();
+          }
+        }
+      }
+      fetchKeyInfo();
+    }
+  }, [accessToken]);
+
   useEffect(() => {
     console.log(`currentOrg: ${JSON.stringify(currentOrg)}, accessToken: ${accessToken}, userID: ${userID}, userRole: ${userRole}`)
     if (accessToken) {
@@ -295,25 +318,77 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
     )
   }
 
-  if (userID == null || token == null) {
-    // user is not logged in as yet 
-    console.log("All cookies before redirect:", document.cookie);
-    
+  function gotoLogin() {
     // Clear token cookies using the utility function
     clearTokenCookies();
     
     const url = proxyBaseUrl
       ? `${proxyBaseUrl}/sso/key/generate`
       : `/sso/key/generate`;
-    
+
     console.log("Full URL:", url);
-    window.location.href = url;
+    window.location.href = url; 
 
-    return null;
-  } else if (accessToken == null) {
     return null;
   }
 
+  if (token == null) {
+    // user is not logged in as yet 
+    console.log("All cookies before redirect:", document.cookie);
+    
+    // Clear token cookies using the utility function
+    gotoLogin();
+    return null;
+  } else {
+    // Check if token is expired
+    try {
+      const decoded = jwtDecode(token) as { [key: string]: any };
+      console.log("Decoded token:", decoded);
+      const expTime = decoded.exp;
+      const currentTime = Math.floor(Date.now() / 1000);
+      
+      if (expTime && currentTime >= expTime) {
+        console.log("Token expired, redirecting to login");
+        
+        // Clear token cookies
+        clearTokenCookies();
+        
+        const url = proxyBaseUrl
+          ? `${proxyBaseUrl}/sso/key/generate`
+          : `/sso/key/generate`;
+        
+        console.log("Full URL for expired token:", url);
+        window.location.href = url;
+        
+        return null;
+      }
+    } catch (error) {
+      console.error("Error decoding token:", error);
+      // If there's an error decoding the token, consider it invalid
+      clearTokenCookies();
+      
+      const url = proxyBaseUrl
+        ? `${proxyBaseUrl}/sso/key/generate`
+        : `/sso/key/generate`;
+      
+      console.log("Full URL after token decode error:", url);
+      window.location.href = url;
+      
+      return null;
+    }
+    
+    if (accessToken == null) {
+      return null;
+    }
+  }
+
+  if (userID == null) {
+    return (
+      <h1>User ID is not set</h1>
+    );
+  }
+
+
   if (userRole == null) {
     setUserRole("App Owner");
   }
diff --git a/ui/litellm-dashboard/src/components/user_edit_view.tsx b/ui/litellm-dashboard/src/components/user_edit_view.tsx
new file mode 100644
index 0000000000..9c0fcbced9
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/user_edit_view.tsx
@@ -0,0 +1,168 @@
+import React from "react";
+import { Form, InputNumber, Select, Tooltip } from "antd";
+import { TextInput, Textarea, SelectItem } from "@tremor/react";
+import { Button } from "@tremor/react";
+import { getModelDisplayName } from "./key_team_helpers/fetch_available_models_team_key";
+import { all_admin_roles } from "../utils/roles";
+import { InfoCircleOutlined } from "@ant-design/icons";
+interface UserEditViewProps {
+  userData: any;
+  onCancel: () => void;
+  onSubmit: (values: any) => void;
+  teams: any[] | null;
+  accessToken: string | null;
+  userID: string | null;
+  userRole: string | null;
+  userModels: string[];
+  possibleUIRoles: Record<string, Record<string, string>> | null;
+}
+
+export function UserEditView({
+  userData,
+  onCancel,
+  onSubmit,
+  teams,
+  accessToken,
+  userID,
+  userRole,
+  userModels,
+  possibleUIRoles,
+}: UserEditViewProps) {
+  const [form] = Form.useForm();
+
+  // Set initial form values
+  React.useEffect(() => {
+    form.setFieldsValue({
+      user_id: userData.user_id,
+      user_email: userData.user_info?.user_email,
+      user_role: userData.user_info?.user_role,
+      models: userData.user_info?.models || [],
+      max_budget: userData.user_info?.max_budget,
+      metadata: userData.user_info?.metadata ? JSON.stringify(userData.user_info.metadata, null, 2) : undefined,
+    });
+  }, [userData, form]);
+
+  const handleSubmit = (values: any) => {
+    // Convert metadata back to an object if it exists and is a string
+    if (values.metadata && typeof values.metadata === "string") {
+      try {
+        values.metadata = JSON.parse(values.metadata);
+      } catch (error) {
+        console.error("Error parsing metadata JSON:", error);
+        return;
+      }
+    }
+
+    onSubmit(values);
+  };
+
+  return (
+    <Form
+      form={form}
+      onFinish={handleSubmit}
+      layout="vertical"
+    >
+      <Form.Item
+        label="User ID"
+        name="user_id"
+      >
+        <TextInput disabled />
+      </Form.Item>
+
+      <Form.Item
+        label="Email"
+        name="user_email"
+      >
+        <TextInput />
+      </Form.Item>
+
+      <Form.Item label={
+                  <span>
+                    Global Proxy Role{' '}
+                    <Tooltip title="This is the role that the user will globally on the proxy. This role is independent of any team/org specific roles.">
+                      <InfoCircleOutlined/>
+                    </Tooltip>
+                  </span>
+                } 
+              name="user_role">
+            <Select>
+              {possibleUIRoles &&
+                Object.entries(possibleUIRoles).map(
+                  ([role, { ui_label, description }]) => (
+                    <SelectItem key={role} value={role} title={ui_label}>
+                      <div className="flex">
+                        {ui_label}{" "}
+                        <p
+                          className="ml-2"
+                          style={{ color: "gray", fontSize: "12px" }}
+                        >
+                          {description}
+                        </p>
+                      </div>
+                    </SelectItem>
+                  ),
+                )}
+            </Select>
+          </Form.Item>
+
+      <Form.Item
+        label={
+          <span>
+            Personal Models{' '}
+            <Tooltip title="Select which models this user can access outside of team-scope. Choose 'All Proxy Models' to grant access to all models available on the proxy.">
+              <InfoCircleOutlined style={{ marginLeft: '4px' }} />
+            </Tooltip>
+          </span>
+        }
+        name="models"
+      >
+        <Select
+          mode="multiple"
+          placeholder="Select models"
+          style={{ width: "100%" }}
+          disabled={!all_admin_roles.includes(userData.user_info?.user_role || "")}
+          
+        >
+          <Select.Option key="all-proxy-models" value="all-proxy-models">
+            All Proxy Models
+          </Select.Option>
+          {userModels.map((model) => (
+            <Select.Option key={model} value={model}>
+              {getModelDisplayName(model)}
+            </Select.Option>
+          ))}
+        </Select>
+      </Form.Item>
+
+      <Form.Item
+        label="Max Budget (USD)"
+        name="max_budget"
+      >
+        <InputNumber
+          step={0.01}
+          precision={2}
+          style={{ width: "100%" }}
+        />
+      </Form.Item>
+
+      <Form.Item
+        label="Metadata"
+        name="metadata"
+      >
+        <Textarea
+          rows={4}
+          placeholder="Enter metadata as JSON"
+        />
+      </Form.Item>
+
+      <div className="flex justify-end space-x-2">
+        <Button variant="secondary" onClick={onCancel}>
+          Cancel
+        </Button>
+        <Button type="submit">
+          Save Changes
+        </Button>
+      </div>
+    </Form>
+  );
+} 
\ No newline at end of file
diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index 6052269586..0e807862ff 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useEffect } from "react";
+import React, { useState, useEffect, useCallback, useRef } from "react";
 import {
   Card,
   Title,
@@ -23,6 +23,7 @@ import {
   DialogPanel,
   Icon,
   TextInput,
+  NumberInput,
 } from "@tremor/react";
 
 import { message } from "antd";
@@ -32,6 +33,7 @@ import {
   userInfoCall,
   userUpdateUserCall,
   getPossibleUserRoles,
+  userListCall,
 } from "./networking";
 import { Badge, BadgeDelta, Button } from "@tremor/react";
 import RequestAccess from "./request_model_access";
@@ -50,6 +52,7 @@ import { UserDataTable } from "./view_users/table";
 import { UserInfo } from "./view_users/types";
 import BulkCreateUsers from "./bulk_create_users_button";
 import SSOSettings from "./SSOSettings";
+import debounce from "lodash/debounce";
 
 interface ViewUserDashboardProps {
   accessToken: string | null;
@@ -77,6 +80,19 @@ interface CreateuserProps {
   onUserCreated: () => Promise<void>;
 }
 
+interface FilterState {
+  email: string;
+  user_id: string;
+  user_role: string;
+  sso_user_id: string;
+  team: string;
+  model: string;
+  min_spend: number | null;
+  max_spend: number | null;
+  sort_by: string;
+  sort_order: 'asc' | 'desc';
+}
+
 const isLocal = process.env.NODE_ENV === "development";
 const proxyBaseUrl = isLocal ? "http://localhost:4000" : null;
 if (isLocal != true) {
@@ -93,7 +109,6 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
   setKeys,
 }) => {
   const [userListResponse, setUserListResponse] = useState<UserListResponse | null>(null);
-  const [userData, setUserData] = useState<null | any[]>(null);
   const [endUsers, setEndUsers] = useState<null | any[]>(null);
   const [currentPage, setCurrentPage] = useState(1);
   const [openDialogId, setOpenDialogId] = React.useState<null | number>(null);
@@ -108,6 +123,23 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
   const defaultPageSize = 25;
   const [searchTerm, setSearchTerm] = useState("");
   const [activeTab, setActiveTab] = useState("users");
+  const [filters, setFilters] = useState<FilterState>({
+    email: "",
+    user_id: "",
+    user_role: "",
+    sso_user_id: "",
+    team: "",
+    model: "",
+    min_spend: null,
+    max_spend: null,
+    sort_by: "created_at",
+    sort_order: "desc"
+  });
+  const [showFilters, setShowFilters] = useState(false);
+  const [showColumnDropdown, setShowColumnDropdown] = useState(false);
+  const [selectedFilter, setSelectedFilter] = useState("Email");
+  const filtersRef = useRef(null);
+  const lastSearchTimestamp = useRef(0);
 
   // check if window is not undefined
   if (typeof window !== "undefined") {
@@ -122,15 +154,88 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
     setIsDeleteModalOpen(true);
   };
 
+  const handleFilterChange = (key: keyof FilterState, value: string | number | null) => {
+    const newFilters = { ...filters, [key]: value };
+    setFilters(newFilters);
+    console.log("called from handleFilterChange - newFilters:", JSON.stringify(newFilters));
+    debouncedSearch(newFilters);
+  };
+
+  const handleSortChange = (sortBy: string, sortOrder: 'asc' | 'desc') => {
+    const newFilters = {
+      ...filters,
+      sort_by: sortBy,
+      sort_order: sortOrder
+    };
+    setFilters(newFilters);
+    debouncedSearch(newFilters);
+  };
+
+  // Create a debounced version of the search function
+  const debouncedSearch = useCallback(
+    debounce(async (filters: FilterState) => {
+      if (!accessToken || !token || !userRole || !userID) {
+        return;
+      }
+
+      const currentTimestamp = Date.now();
+      lastSearchTimestamp.current = currentTimestamp;
+
+      try {
+        // Make the API call using userListCall with all filter parameters
+        const data = await userListCall(
+          accessToken,
+          filters.user_id ? [filters.user_id] : null,
+          1, // Reset to first page when searching
+          defaultPageSize,
+          filters.email || null,
+          filters.user_role || null,
+          filters.team || null,
+          filters.sso_user_id || null,
+          filters.sort_by,
+          filters.sort_order
+        );
+        
+        // Only update state if this is the most recent search
+        if (currentTimestamp === lastSearchTimestamp.current) {
+          if (data) {
+            setUserListResponse(data);
+            console.log("called from debouncedSearch filters:", JSON.stringify(filters));
+            console.log("called from debouncedSearch data:", JSON.stringify(data));
+          }
+        }
+      } catch (error) {
+        console.error("Error searching users:", error);
+      }
+    }, 300),
+    [accessToken, token, userRole, userID]
+  );
+
+  // Cleanup the debounced function on component unmount
+  useEffect(() => {
+    return () => {
+      debouncedSearch.cancel();
+    };
+  }, [debouncedSearch]);
+
+  const handleSearch = (value: string) => {
+    setSearchTerm(value);
+    if (value === "") {
+      refreshUserData(); // Reset to original data when search is cleared
+    } else {
+      debouncedSearch(filters);
+    }
+  };
+
   const confirmDelete = async () => {
     if (userToDelete && accessToken) {
       try {
         await userDeleteCall(accessToken, [userToDelete]);
         message.success("User deleted successfully");
         // Update the user list after deletion
-        if (userData) {
-          const updatedUserData = userData.filter(user => user.user_id !== userToDelete);
-          setUserData(updatedUserData);
+        if (userListResponse) {
+          const updatedUserData = userListResponse.users?.filter(user => user.user_id !== userToDelete);
+          setUserListResponse({ ...userListResponse, users: updatedUserData || [] });
         }
       } catch (error) {
         console.error("Error deleting user:", error);
@@ -164,11 +269,11 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
     } catch (error) {
       console.error("There was an error updating the user", error);
     }
-    if (userData) {
-      const updatedUserData = userData.map((user) =>
+    if (userListResponse) {
+      const updatedUserData = userListResponse.users?.map((user) =>
         user.user_id === editedUser.user_id ? editedUser : user
       );
-      setUserData(updatedUserData);
+      setUserListResponse({ ...userListResponse, users: updatedUserData || [] });
     }
     setSelectedUser(null);
     setEditModalVisible(false);
@@ -176,6 +281,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
   };
 
   const refreshUserData = async () => {
+    console.log("called from refreshUserData");
     if (!accessToken || !token || !userRole || !userID) {
       return;
     }
@@ -195,14 +301,45 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
         `userList_${currentPage}`,
         JSON.stringify(userDataResponse)
       );
-      
+      console.log("called from refreshUserData");
       setUserListResponse(userDataResponse);
-      setUserData(userDataResponse.users || []);
     } catch (error) {
       console.error("Error refreshing user data:", error);
     }
   };
 
+  const handlePageChange = async (newPage: number) => {
+    if (!accessToken || !token || !userRole || !userID) {
+      return;
+    }
+    
+    try {
+      const userDataResponse = await userListCall(
+        accessToken,
+        filters.user_id ? [filters.user_id] : null,
+        newPage,
+        defaultPageSize,
+        filters.email || null,
+        filters.user_role || null,
+        filters.team || null,
+        filters.sso_user_id || null,
+        filters.sort_by,
+        filters.sort_order
+      );
+      
+      // Update session storage with new data
+      sessionStorage.setItem(
+        `userList_${newPage}`,
+        JSON.stringify(userDataResponse)
+      );
+      
+      setUserListResponse(userDataResponse);
+      setCurrentPage(newPage);
+    } catch (error) {
+      console.error("Error changing page:", error);
+    }
+  };
+
   useEffect(() => {
     if (!accessToken || !token || !userRole || !userID) {
       return;
@@ -214,16 +351,20 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
         if (cachedUserData) {
           const parsedData = JSON.parse(cachedUserData);
           setUserListResponse(parsedData);
-          setUserData(parsedData.users || []);
+          console.log("called from useEffect");
         } else {
-          // Fetch from API if not in cache
-          const userDataResponse = await userInfoCall(
+          // Fetch from API using userListCall with current filters
+          const userDataResponse = await userListCall(
             accessToken,
-            null,
-            userRole,
-            true,
+            filters.user_id ? [filters.user_id] : null,
             currentPage,
-            defaultPageSize
+            defaultPageSize,
+            filters.email || null,
+            filters.user_role || null,
+            filters.team || null,
+            filters.sso_user_id || null,
+            filters.sort_by,
+            filters.sort_order
           );
 
           // Store in session storage
@@ -233,7 +374,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
           );
 
           setUserListResponse(userDataResponse);
-          setUserData(userDataResponse.users || []);
+          console.log("called from useEffect 2");
         }
 
         // Fetch roles if not cached
@@ -254,9 +395,9 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
       fetchData();
     }
 
-  }, [accessToken, token, userRole, userID, currentPage]);
+  }, [accessToken, token, userRole, userID]);
 
-  if (!userData) {
+  if (!userListResponse) {
     return <div>Loading...</div>;
   }
 
@@ -297,8 +438,164 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
           <TabPanel>
             <div className="bg-white rounded-lg shadow">
               <div className="border-b px-6 py-4">
-                <div className="flex flex-col md:flex-row items-start md:items-center justify-between space-y-4 md:space-y-0">
-                  <div className="flex items-center space-x-4">
+                <div className="flex flex-col space-y-4">
+                  {/* Search and Filter Controls */}
+                  <div className="flex flex-wrap items-center gap-3">
+                    {/* Email Search */}
+                    <div className="relative w-64">
+                      <input
+                        type="text"
+                        placeholder="Search by email..."
+                        className="w-full px-3 py-2 pl-8 border rounded-md text-sm focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500"
+                        value={filters.email}
+                        onChange={(e) => handleFilterChange('email', e.target.value)}
+                      />
+                      <svg
+                        className="absolute left-2.5 top-2.5 h-4 w-4 text-gray-500"
+                        fill="none"
+                        stroke="currentColor"
+                        viewBox="0 0 24 24"
+                      >
+                        <path
+                          strokeLinecap="round"
+                          strokeLinejoin="round"
+                          strokeWidth={2}
+                          d="M21 21l-6-6m2-5a7 7 0 11-14 0 7 7 0 0114 0z"
+                        />
+                      </svg>
+                    </div>
+
+                    {/* Filter Button */}
+                    <button
+                      className={`px-3 py-2 text-sm border rounded-md hover:bg-gray-50 flex items-center gap-2 ${showFilters ? 'bg-gray-100' : ''}`}
+                      onClick={() => setShowFilters(!showFilters)}
+                    >
+                      <svg
+                        className="w-4 h-4"
+                        fill="none"
+                        stroke="currentColor"
+                        viewBox="0 0 24 24"
+                      >
+                        <path
+                          strokeLinecap="round"
+                          strokeLinejoin="round"
+                          strokeWidth={2}
+                          d="M3 4a1 1 0 011-1h16a1 1 0 011 1v2.586a1 1 0 01-.293.707l-6.414 6.414a1 1 0 00-.293.707V17l-4 4v-6.586a1 1 0 00-.293-.707L3.293 7.293A1 1 0 013 6.586V4z"
+                        />
+                      </svg>
+                      Filters
+                      {(filters.user_id || filters.user_role || filters.team) && (
+                        <span className="w-2 h-2 rounded-full bg-blue-500"></span>
+                      )}
+                    </button>
+
+                    {/* Reset Filters Button */}
+                    <button
+                      className="px-3 py-2 text-sm border rounded-md hover:bg-gray-50 flex items-center gap-2"
+                      onClick={() => {
+                        setFilters({
+                          email: "",
+                          user_id: "",
+                          user_role: "",
+                          team: "",
+                          sso_user_id: "",
+                          model: "",
+                          min_spend: null,
+                          max_spend: null,
+                          sort_by: "created_at",
+                          sort_order: "desc"
+                        });
+                      }}
+                    >
+                      <svg
+                        className="w-4 h-4"
+                        fill="none"
+                        stroke="currentColor"
+                        viewBox="0 0 24 24"
+                      >
+                        <path
+                          strokeLinecap="round"
+                          strokeLinejoin="round"
+                          strokeWidth={2}
+                          d="M4 4v5h.582m15.356 2A8.001 8.001 0 004.582 9m0 0H9m11 11v-5h-.581m0 0a8.003 8.003 0 01-15.357-2m15.357 2H15"
+                        />
+                      </svg>
+                      Reset Filters
+                    </button>
+                  </div>
+
+                  {/* Additional Filters */}
+                  {showFilters && (
+                    <div className="flex flex-wrap items-center gap-3 mt-3">
+                      {/* User ID Search */}
+                      <div className="relative w-64">
+                        <input
+                          type="text"
+                          placeholder="Filter by User ID"
+                          className="w-full px-3 py-2 pl-8 border rounded-md text-sm focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500"
+                          value={filters.user_id}
+                          onChange={(e) => handleFilterChange('user_id', e.target.value)}
+                        />
+                        <svg
+                          className="absolute left-2.5 top-2.5 h-4 w-4 text-gray-500"
+                          fill="none"
+                          stroke="currentColor"
+                          viewBox="0 0 24 24"
+                        >
+                          <path
+                            strokeLinecap="round"
+                            strokeLinejoin="round"
+                            strokeWidth={2}
+                            d="M5.121 17.804A13.937 13.937 0 0112 16c2.5 0 4.847.655 6.879 1.804M15 10a3 3 0 11-6 0 3 3 0 016 0zm6 2a9 9 0 11-18 0 9 9 0 0118 0z"
+                          />
+                        </svg>
+                      </div>
+
+                      {/* Role Dropdown */}
+                      <div className="w-64">
+                        <Select
+                          value={filters.user_role}
+                          onValueChange={(value) => handleFilterChange('user_role', value)}
+                          placeholder="Select Role"
+                        >
+                          {Object.entries(possibleUIRoles).map(([key, value]) => (
+                            <SelectItem key={key} value={key}>
+                              {value.ui_label}
+                            </SelectItem>
+                          ))}
+                        </Select>
+                      </div>
+
+                      {/* Team Dropdown */}
+                      <div className="w-64">
+                        <Select
+                          value={filters.team}
+                          onValueChange={(value) => handleFilterChange('team', value)}
+                          placeholder="Select Team"
+                        >
+                          {teams?.map((team) => (
+                            <SelectItem key={team.team_id} value={team.team_id}>
+                              {team.team_alias || team.team_id}
+                            </SelectItem>
+                          ))}
+                        </Select>
+                      </div>
+                      
+                      {/* SSO ID Search */}
+                      <div className="relative w-64">
+                        <input
+                          type="text"
+                          placeholder="Filter by SSO ID"
+                          className="w-full px-3 py-2 pl-8 border rounded-md text-sm focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500"
+                          value={filters.sso_user_id}
+                          onChange={(e) => handleFilterChange('sso_user_id', e.target.value)}
+                        />
+                      </div>
+                    </div>
+                  )}
+
+                  {/* Results Count and Pagination */}
+                  <div className="flex justify-between items-center">
                     <span className="text-sm text-gray-700">
                       Showing{" "}
                       {userListResponse && userListResponse.users && userListResponse.users.length > 0
@@ -313,25 +610,28 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                         : 0}{" "}
                       of {userListResponse ? userListResponse.total : 0} results
                     </span>
-                    <div className="flex items-center space-x-2">
+                    
+                    {/* Pagination Buttons */}
+                    <div className="flex space-x-2">
                       <button
-                        onClick={() => setCurrentPage((p) => Math.max(1, p - 1))}
-                        disabled={!userListResponse || currentPage <= 1}
-                        className="px-3 py-1 text-sm border rounded-md hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
+                        onClick={() => handlePageChange(currentPage - 1)}
+                        disabled={currentPage === 1}
+                        className={`px-3 py-1 text-sm border rounded-md ${
+                          currentPage === 1
+                            ? 'bg-gray-100 text-gray-400 cursor-not-allowed'
+                            : 'hover:bg-gray-50'
+                        }`}
                       >
                         Previous
                       </button>
-                      <span className="text-sm text-gray-700">
-                        Page {userListResponse ? userListResponse.page : "-"} of{" "}
-                        {userListResponse ? userListResponse.total_pages : "-"}
-                      </span>
                       <button
-                        onClick={() => setCurrentPage((p) => p + 1)}
-                        disabled={
-                          !userListResponse ||
-                          currentPage >= userListResponse.total_pages
-                        }
-                        className="px-3 py-1 text-sm border rounded-md hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
+                        onClick={() => handlePageChange(currentPage + 1)}
+                        disabled={!userListResponse || currentPage >= userListResponse.total_pages}
+                        className={`px-3 py-1 text-sm border rounded-md ${
+                          !userListResponse || currentPage >= userListResponse.total_pages
+                            ? 'bg-gray-100 text-gray-400 cursor-not-allowed'
+                            : 'hover:bg-gray-50'
+                        }`}
                       >
                         Next
                       </button>
@@ -339,10 +639,19 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                   </div>
                 </div>
               </div>
+
               <UserDataTable
-                data={userData || []}
+                data={userListResponse?.users || []}
                 columns={tableColumns}
-                isLoading={!userData}
+                isLoading={!userListResponse}
+                accessToken={accessToken}
+                userRole={userRole}
+                onSortChange={handleSortChange}
+                currentSort={{
+                  sortBy: filters.sort_by,
+                  sortOrder: filters.sort_order
+                }}
+                possibleUIRoles={possibleUIRoles}
               />
             </div>
           </TabPanel>
diff --git a/ui/litellm-dashboard/src/components/view_users/table.tsx b/ui/litellm-dashboard/src/components/view_users/table.tsx
index c426b42127..866d5123f3 100644
--- a/ui/litellm-dashboard/src/components/view_users/table.tsx
+++ b/ui/litellm-dashboard/src/components/view_users/table.tsx
@@ -18,21 +18,39 @@ import {
 } from "@tremor/react";
 import { SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon } from "@heroicons/react/outline";
 import { UserInfo } from "./types";
+import UserInfoView from "./user_info_view";
 
 interface UserDataTableProps {
   data: UserInfo[];
   columns: ColumnDef<UserInfo, any>[];
   isLoading?: boolean;
+  onSortChange?: (sortBy: string, sortOrder: 'asc' | 'desc') => void;
+  currentSort?: {
+    sortBy: string;
+    sortOrder: 'asc' | 'desc';
+  };
+  accessToken: string | null;
+  userRole: string | null;
+  possibleUIRoles: Record<string, Record<string, string>> | null;
 }
 
 export function UserDataTable({
   data = [],
   columns,
   isLoading = false,
+  onSortChange,
+  currentSort,
+  accessToken,
+  userRole,
+  possibleUIRoles,
 }: UserDataTableProps) {
   const [sorting, setSorting] = React.useState<SortingState>([
-    { id: "created_at", desc: true }
+    { 
+      id: currentSort?.sortBy || "created_at", 
+      desc: currentSort?.sortOrder === "desc" 
+    }
   ]);
+  const [selectedUserId, setSelectedUserId] = React.useState<string | null>(null);
 
   const table = useReactTable({
     data,
@@ -40,12 +58,50 @@ export function UserDataTable({
     state: {
       sorting,
     },
-    onSortingChange: setSorting,
+    onSortingChange: (newSorting: any) => {
+      setSorting(newSorting);
+      if (newSorting.length > 0) {
+        const sortState = newSorting[0];
+        const sortBy = sortState.id;
+        const sortOrder = sortState.desc ? 'desc' : 'asc';
+        onSortChange?.(sortBy, sortOrder);
+      }
+    },
     getCoreRowModel: getCoreRowModel(),
     getSortedRowModel: getSortedRowModel(),
     enableSorting: true,
   });
 
+  const handleUserClick = (userId: string) => {
+    setSelectedUserId(userId);
+  };
+
+  const handleCloseUserInfo = () => {
+    setSelectedUserId(null);
+  };
+
+  // Update local sorting state when currentSort prop changes
+  React.useEffect(() => {
+    if (currentSort) {
+      setSorting([{
+        id: currentSort.sortBy,
+        desc: currentSort.sortOrder === 'desc'
+      }]);
+    }
+  }, [currentSort]);
+
+  if (selectedUserId) {
+    return (
+      <UserInfoView
+        userId={selectedUserId}
+        onClose={handleCloseUserInfo}
+        accessToken={accessToken}
+        userRole={userRole}
+        possibleUIRoles={possibleUIRoles}
+      />
+    );
+  }
+
   return (
     <div className="rounded-lg custom-border relative">
       <div className="overflow-x-auto">
@@ -110,6 +166,15 @@ export function UserDataTable({
                           ? 'sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)]'
                           : ''
                       }`}
+                      onClick={() => {
+                        if (cell.column.id === 'user_id') {
+                          handleUserClick(cell.getValue() as string);
+                        }
+                      }}
+                      style={{
+                        cursor: cell.column.id === 'user_id' ? 'pointer' : 'default',
+                        color: cell.column.id === 'user_id' ? '#3b82f6' : 'inherit',
+                      }}
                     >
                       {flexRender(cell.column.columnDef.cell, cell.getContext())}
                     </TableCell>
diff --git a/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx b/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx
new file mode 100644
index 0000000000..03881fd28b
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx
@@ -0,0 +1,386 @@
+import React, { useState } from "react";
+import {
+  Card,
+  Text,
+  Button,
+  Grid,
+  Col,
+  Tab,
+  TabList,
+  TabGroup,
+  TabPanel,
+  TabPanels,
+  Title,
+  Badge,
+} from "@tremor/react";
+import { ArrowLeftIcon, TrashIcon } from "@heroicons/react/outline";
+import { userInfoCall, userDeleteCall, userUpdateUserCall, modelAvailableCall } from "../networking";
+import { message } from "antd";
+import { rolesWithWriteAccess } from '../../utils/roles';
+import { UserEditView } from "../user_edit_view";
+
+interface UserInfoViewProps {
+  userId: string;
+  onClose: () => void;
+  accessToken: string | null;
+  userRole: string | null;
+  onDelete?: () => void;
+  possibleUIRoles: Record<string, Record<string, string>> | null;
+}
+
+interface UserInfo {
+  user_id: string;
+  user_info: {
+    user_email: string | null;
+    user_role: string | null;
+    teams: any[] | null;
+    models: string[] | null;
+    max_budget: number | null;
+    spend: number | null;
+    metadata: Record<string, any> | null;
+    created_at: string | null;
+    updated_at: string | null;
+  };
+  keys: any[] | null;
+  teams: any[] | null;
+}
+
+export default function UserInfoView({ userId, onClose, accessToken, userRole, onDelete, possibleUIRoles }: UserInfoViewProps) {
+  const [userData, setUserData] = useState<UserInfo | null>(null);
+  const [isDeleteModalOpen, setIsDeleteModalOpen] = useState(false);
+  const [isLoading, setIsLoading] = useState(true);
+  const [isEditing, setIsEditing] = useState(false);
+  const [userModels, setUserModels] = useState<string[]>([]);
+
+  React.useEffect(() => {
+    console.log(`userId: ${userId}, userRole: ${userRole}, accessToken: ${accessToken}`)
+    const fetchData = async () => {
+      try {
+        if (!accessToken) return;
+        const data = await userInfoCall(accessToken, userId, userRole || "", false, null, null, true);
+        setUserData(data);
+
+        // Fetch available models
+        const modelDataResponse = await modelAvailableCall(accessToken, userId, userRole || "");
+        const availableModels = modelDataResponse.data.map((model: any) => model.id);
+        setUserModels(availableModels);
+      } catch (error) {
+        console.error("Error fetching user data:", error);
+        message.error("Failed to fetch user data");
+      } finally {
+        setIsLoading(false);
+      }
+    };
+
+    fetchData();
+  }, [accessToken, userId, userRole]);
+
+  const handleDelete = async () => {
+    try {
+      if (!accessToken) return;
+      await userDeleteCall(accessToken, [userId]);
+      message.success("User deleted successfully");
+      if (onDelete) {
+        onDelete();
+      }
+      onClose();
+    } catch (error) {
+      console.error("Error deleting user:", error);
+      message.error("Failed to delete user");
+    }
+  };
+
+  const handleUserUpdate = async (formValues: Record<string, any>) => {
+    try {
+      if (!accessToken || !userData) return;
+
+      const response = await userUpdateUserCall(accessToken, formValues, null);
+      
+      // Update local state with new values
+      setUserData({
+        ...userData,
+        user_info: {
+          ...userData.user_info,
+          user_email: formValues.user_email,
+          models: formValues.models,
+          max_budget: formValues.max_budget,
+          metadata: formValues.metadata,
+        }
+      });
+
+      message.success("User updated successfully");
+      setIsEditing(false);
+    } catch (error) {
+      console.error("Error updating user:", error);
+      message.error("Failed to update user");
+    }
+  };
+
+  if (isLoading) {
+    return (
+      <div className="p-4">
+        <Button 
+          icon={ArrowLeftIcon} 
+          variant="light"
+          onClick={onClose}
+          className="mb-4"
+        >
+          Back to Users
+        </Button>
+        <Text>Loading user data...</Text>
+      </div>
+    );
+  }
+
+  if (!userData) {
+    return (
+      <div className="p-4">
+        <Button 
+          icon={ArrowLeftIcon} 
+          variant="light"
+          onClick={onClose}
+          className="mb-4"
+        >
+          Back to Users
+        </Button>
+        <Text>User not found</Text>
+      </div>
+    );
+  }
+
+  return (
+    <div className="p-4">
+      <div className="flex justify-between items-center mb-6">
+        <div>
+          <Button 
+            icon={ArrowLeftIcon} 
+            variant="light"
+            onClick={onClose}
+            className="mb-4"
+          >
+            Back to Users
+          </Button>
+          <Title>{userData.user_info?.user_email || "User"}</Title>
+          <Text className="text-gray-500 font-mono">{userData.user_id}</Text>
+        </div>
+        {userRole && rolesWithWriteAccess.includes(userRole) && (
+          <Button
+            icon={TrashIcon}
+            variant="secondary"
+            onClick={() => setIsDeleteModalOpen(true)}
+            className="flex items-center"
+          >
+            Delete User
+          </Button>
+        )}
+      </div>
+
+      {/* Delete Confirmation Modal */}
+      {isDeleteModalOpen && (
+        <div className="fixed z-10 inset-0 overflow-y-auto">
+          <div className="flex items-end justify-center min-h-screen pt-4 px-4 pb-20 text-center sm:block sm:p-0">
+            <div className="fixed inset-0 transition-opacity" aria-hidden="true">
+              <div className="absolute inset-0 bg-gray-500 opacity-75"></div>
+            </div>
+
+            <span className="hidden sm:inline-block sm:align-middle sm:h-screen" aria-hidden="true">&#8203;</span>
+
+            <div className="inline-block align-bottom bg-white rounded-lg text-left overflow-hidden shadow-xl transform transition-all sm:my-8 sm:align-middle sm:max-w-lg sm:w-full">
+              <div className="bg-white px-4 pt-5 pb-4 sm:p-6 sm:pb-4">
+                <div className="sm:flex sm:items-start">
+                  <div className="mt-3 text-center sm:mt-0 sm:ml-4 sm:text-left">
+                    <h3 className="text-lg leading-6 font-medium text-gray-900">
+                      Delete User
+                    </h3>
+                    <div className="mt-2">
+                      <p className="text-sm text-gray-500">
+                        Are you sure you want to delete this user?
+                      </p>
+                    </div>
+                  </div>
+                </div>
+              </div>
+              <div className="bg-gray-50 px-4 py-3 sm:px-6 sm:flex sm:flex-row-reverse">
+                <Button
+                  onClick={handleDelete}
+                  color="red"
+                  className="ml-2"
+                >
+                  Delete
+                </Button>
+                <Button onClick={() => setIsDeleteModalOpen(false)}>
+                  Cancel
+                </Button>
+              </div>
+            </div>
+          </div>
+        </div>
+      )}
+
+      <TabGroup>
+        <TabList className="mb-4">
+          <Tab>Overview</Tab>
+          <Tab>Details</Tab>
+        </TabList>
+
+        <TabPanels>
+          {/* Overview Panel */}
+          <TabPanel>
+            <Grid numItems={1} numItemsSm={2} numItemsLg={3} className="gap-6">
+              <Card>
+                <Text>Spend</Text>
+                <div className="mt-2">
+                  <Title>${Number(userData.user_info?.spend || 0).toFixed(4)}</Title>
+                  <Text>of {userData.user_info?.max_budget !== null ? `$${userData.user_info.max_budget}` : "Unlimited"}</Text>
+                </div>
+              </Card>
+
+              <Card>
+                <Text>Teams</Text>
+                <div className="mt-2">
+                  <Text>{userData.teams?.length || 0} teams</Text>
+                </div>
+              </Card>
+
+              <Card>
+                <Text>API Keys</Text>
+                <div className="mt-2">
+                  <Text>{userData.keys?.length || 0} keys</Text>
+                </div>
+              </Card>
+
+              <Card>
+                <Text>Personal Models</Text>
+                <div className="mt-2">
+                  {userData.user_info?.models?.length && userData.user_info?.models?.length > 0 ? (
+                    userData.user_info?.models?.map((model, index) => (
+                      <Text key={index}>{model}</Text>
+                    ))
+                  ) : (
+                    <Text>All proxy models</Text>
+                  )}
+                </div>
+              </Card>
+            </Grid>
+          </TabPanel>
+
+          {/* Details Panel */}
+          <TabPanel>
+            <Card>
+              <div className="flex justify-between items-center mb-4">
+                <Title>User Settings</Title>
+                {!isEditing && userRole && rolesWithWriteAccess.includes(userRole) && (
+                  <Button variant="light" onClick={() => setIsEditing(true)}>
+                    Edit Settings
+                  </Button>
+                )}
+              </div>
+
+              {isEditing && userData ? (
+                <UserEditView
+                  userData={userData}
+                  onCancel={() => setIsEditing(false)}
+                  onSubmit={handleUserUpdate}
+                  teams={userData.teams}
+                  accessToken={accessToken}
+                  userID={userId}
+                  userRole={userRole}
+                  userModels={userModels}
+                  possibleUIRoles={possibleUIRoles}
+                />
+              ) : (
+                <div className="space-y-4">
+                  <div>
+                    <Text className="font-medium">User ID</Text>
+                    <Text className="font-mono">{userData.user_id}</Text>
+                  </div>
+                  
+                  <div>
+                    <Text className="font-medium">Email</Text>
+                    <Text>{userData.user_info?.user_email || "Not Set"}</Text>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">Role</Text>
+                    <Text>{userData.user_info?.user_role || "Not Set"}</Text>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">Created</Text>
+                    <Text>{userData.user_info?.created_at ? new Date(userData.user_info.created_at).toLocaleString() : "Unknown"}</Text>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">Last Updated</Text>
+                    <Text>{userData.user_info?.updated_at ? new Date(userData.user_info.updated_at).toLocaleString() : "Unknown"}</Text>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">Teams</Text>
+                    <div className="flex flex-wrap gap-2 mt-1">
+                      {userData.teams?.length && userData.teams?.length > 0 ? (
+                        userData.teams?.map((team, index) => (
+                          <span
+                            key={index}
+                            className="px-2 py-1 bg-blue-100 rounded text-xs"
+                          >
+                            {team.team_alias || team.team_id}
+                          </span>
+                        ))
+                      ) : (
+                        <Text>No teams</Text>
+                      )}
+                    </div>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">Models</Text>
+                    <div className="flex flex-wrap gap-2 mt-1">
+                      {userData.user_info?.models?.length && userData.user_info?.models?.length > 0 ? (
+                        userData.user_info?.models?.map((model, index) => (
+                          <span
+                            key={index}
+                            className="px-2 py-1 bg-blue-100 rounded text-xs"
+                          >
+                            {model}
+                          </span>
+                        ))
+                      ) : (
+                        <Text>All proxy models</Text>
+                      )}
+                    </div>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">API Keys</Text>
+                    <div className="flex flex-wrap gap-2 mt-1">
+                      {userData.keys?.length && userData.keys?.length > 0 ? (
+                        userData.keys.map((key, index) => (
+                          <span
+                            key={index}
+                            className="px-2 py-1 bg-green-100 rounded text-xs"
+                          >
+                            {key.key_alias || key.token}
+                          </span>
+                        ))
+                      ) : (
+                        <Text>No API keys</Text>
+                      )}
+                    </div>
+                  </div>
+
+                  <div>
+                    <Text className="font-medium">Metadata</Text>
+                    <pre className="bg-gray-100 p-2 rounded text-xs overflow-auto mt-1">
+                      {JSON.stringify(userData.user_info?.metadata || {}, null, 2)}
+                    </pre>
+                  </div>
+                </div>
+              )}
+            </Card>
+          </TabPanel>
+        </TabPanels>
+      </TabGroup>
+    </div>
+  );
+} 
\ No newline at end of file
diff --git a/ui/litellm-dashboard/src/hooks/use-safe-layout-effect.ts b/ui/litellm-dashboard/src/hooks/use-safe-layout-effect.ts
new file mode 100644
index 0000000000..1ccc961534
--- /dev/null
+++ b/ui/litellm-dashboard/src/hooks/use-safe-layout-effect.ts
@@ -0,0 +1,7 @@
+import { DependencyList, EffectCallback, useEffect, useLayoutEffect } from 'react';
+
+export function useSafeLayoutEffect(effect: EffectCallback, deps?: DependencyList) {
+  const isSSR = typeof window === 'undefined';
+  const safeUseLayoutEffect = isSSR ? useEffect : useLayoutEffect;
+  return safeUseLayoutEffect(effect, deps);
+}
diff --git a/ui/litellm-dashboard/src/lib/cva.config.ts b/ui/litellm-dashboard/src/lib/cva.config.ts
new file mode 100644
index 0000000000..dbb90c3e2d
--- /dev/null
+++ b/ui/litellm-dashboard/src/lib/cva.config.ts
@@ -0,0 +1,8 @@
+import { defineConfig } from 'cva';
+import { twMerge } from 'tailwind-merge';
+
+export const { cva, cx, compose } = defineConfig({
+  hooks: {
+    onComplete: (className) => twMerge(className),
+  },
+});
diff --git a/ui/package-lock.json b/ui/package-lock.json
deleted file mode 100644
index 35355366b6..0000000000
--- a/ui/package-lock.json
+++ /dev/null
@@ -1,1972 +0,0 @@
-{
-  "name": "ui",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "dependencies": {
-        "@headlessui/react": "^1.7.18",
-        "@headlessui/tailwindcss": "^0.2.0",
-        "@tremor/react": "^3.13.3"
-      },
-      "devDependencies": {
-        "@tailwindcss/forms": "^0.5.7"
-      }
-    },
-    "node_modules/@alloc/quick-lru": {
-      "version": "5.2.0",
-      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
-      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
-      "peer": true,
-      "engines": {
-        "node": ">=10"
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diff --git a/ui/package.json b/ui/package.json
deleted file mode 100644
index 91be0c36df..0000000000
--- a/ui/package.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
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-    "@tremor/react": "^3.13.3"
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-  }
-}