diff --git a/.circleci/config.yml b/.circleci/config.yml
index b2f6b7edce..ecae22f872 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1935,12 +1935,12 @@ jobs:
             pip install prisma
             pip install fastapi
             pip install jsonschema
-            pip install "httpx==0.24.1"
+            pip install "httpx==0.27.0"
             pip install "anyio==3.7.1"
             pip install "asyncio==3.4.3"
             pip install "PyGithub==1.59.1"
             pip install "google-cloud-aiplatform==1.59.0"
-            pip install "anthropic==0.21.3"
+            pip install "anthropic==0.49.0"
       # Run pytest and generate JUnit XML report
       - run:
           name: Build Docker image
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000000..6bd3cb57d4
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,21 @@
+# LiteLLM Makefile
+# Simple Makefile for running tests and basic development tasks
+
+.PHONY: help test test-unit test-integration
+
+# Default target
+help:
+	@echo "Available commands:"
+	@echo "  make test               - Run all tests"
+	@echo "  make test-unit          - Run unit tests"
+	@echo "  make test-integration   - Run integration tests"
+
+# Testing
+test:
+	poetry run pytest tests/
+
+test-unit:
+	poetry run pytest tests/litellm/
+
+test-integration:
+	poetry run pytest tests/ -k "not litellm" 
\ No newline at end of file
diff --git a/docs/my-website/docs/anthropic_unified.md b/docs/my-website/docs/anthropic_unified.md
new file mode 100644
index 0000000000..71b9203399
--- /dev/null
+++ b/docs/my-website/docs/anthropic_unified.md
@@ -0,0 +1,92 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# [BETA] `/v1/messages`
+
+LiteLLM provides a BETA endpoint in the spec of Anthropic's `/v1/messages` endpoint. 
+
+This currently just supports the Anthropic API. 
+
+| Feature | Supported | Notes | 
+|-------|-------|-------|
+| Cost Tracking | ✅ |  |
+| Logging | ✅ | works across all integrations |
+| End-user Tracking | ✅ | |
+| Streaming | ✅ | |
+| Fallbacks | ✅ | between anthropic models |
+| Loadbalancing | ✅ | between anthropic models |
+
+Planned improvement:
+- Vertex AI Anthropic support
+- Bedrock Anthropic support
+
+## Usage 
+
+<Tabs>
+<TabItem label="PROXY" value="proxy">
+
+1. Setup config.yaml
+
+```yaml
+model_list:
+    - model_name: anthropic-claude
+      litellm_params:
+        model: claude-3-7-sonnet-latest
+```
+
+2. Start proxy 
+
+```bash
+litellm --config /path/to/config.yaml
+```
+
+3. Test it! 
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/v1/messages' \
+-H 'content-type: application/json' \
+-H 'x-api-key: $LITELLM_API_KEY' \
+-H 'anthropic-version: 2023-06-01' \
+-d '{
+  "model": "anthropic-claude",
+  "messages": [
+    {
+      "role": "user",
+      "content": [
+        {
+          "type": "text",
+          "text": "List 5 important events in the XIX century"
+        }
+      ]
+    }
+  ],
+  "max_tokens": 4096
+}'
+```
+</TabItem>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm.llms.anthropic.experimental_pass_through.messages.handler import anthropic_messages
+import asyncio 
+import os 
+
+# set env 
+os.environ["ANTHROPIC_API_KEY"] = "my-api-key"
+
+messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+
+# Call the handler
+async def call(): 
+    response = await anthropic_messages(
+        messages=messages,
+        api_key=api_key,
+        model="claude-3-haiku-20240307",
+        max_tokens=100,
+    )
+
+asyncio.run(call())
+```
+
+</TabItem>
+</Tabs>
\ No newline at end of file
diff --git a/docs/my-website/docs/completion/vision.md b/docs/my-website/docs/completion/vision.md
index efb988b76f..1e18109b3b 100644
--- a/docs/my-website/docs/completion/vision.md
+++ b/docs/my-website/docs/completion/vision.md
@@ -189,4 +189,138 @@ Expected Response
 ```
 
 </TabItem>
-</Tabs>
\ No newline at end of file
+</Tabs>
+
+
+## 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. 
+
+```python
+"image_url": {
+  "url": "gs://my-gs-image",
+  "format": "image/jpeg"
+}
+```
+
+LiteLLM will use this for any API endpoint, which supports specifying mime-type (e.g. anthropic/bedrock/vertex ai). 
+
+For others (e.g. openai), it will be ignored. 
+
+<Tabs>
+<TabItem label="SDK" value="sdk">
+
+```python
+import os 
+from litellm import completion
+
+os.environ["ANTHROPIC_API_KEY"] = "your-api-key"
+
+# openai call
+response = completion(
+    model = "claude-3-7-sonnet-latest", 
+    messages=[
+        {
+            "role": "user",
+            "content": [
+                            {
+                                "type": "text",
+                                "text": "What’s in this image?"
+                            },
+                            {
+                                "type": "image_url",
+                                "image_url": {
+                                  "url": "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg",
+                                  "format": "image/jpeg"
+                                }
+                            }
+                        ]
+        }
+    ],
+)
+
+```
+
+</TabItem>
+<TabItem label="PROXY" value="proxy">
+
+1. Define vision models on config.yaml
+
+```yaml
+model_list:
+  - model_name: gpt-4-vision-preview # OpenAI gpt-4-vision-preview
+    litellm_params:
+      model: openai/gpt-4-vision-preview
+      api_key: os.environ/OPENAI_API_KEY
+  - model_name: llava-hf          # Custom OpenAI compatible model
+    litellm_params:
+      model: openai/llava-hf/llava-v1.6-vicuna-7b-hf
+      api_base: http://localhost:8000
+      api_key: fake-key
+    model_info:
+      supports_vision: True        # set supports_vision to True so /model/info returns this attribute as True
+
+```
+
+2. Run proxy server
+
+```bash
+litellm --config config.yaml
+```
+
+3. Test it using the OpenAI Python SDK
+
+
+```python
+import os 
+from openai import OpenAI
+
+client = OpenAI(
+    api_key="sk-1234", # your litellm proxy api key
+)
+
+response = client.chat.completions.create(
+    model = "gpt-4-vision-preview",  # use model="llava-hf" to test your custom OpenAI endpoint
+    messages=[
+        {
+            "role": "user",
+            "content": [
+                            {
+                                "type": "text",
+                                "text": "What’s in this image?"
+                            },
+                            {
+                                "type": "image_url",
+                                "image_url": {
+                                "url": "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg",
+                                "format": "image/jpeg"
+                                }
+                            }
+                        ]
+        }
+    ],
+)
+
+```
+
+
+
+
+</TabItem>
+</Tabs>
+
+
+
+## Spec 
+
+```
+"image_url": str
+
+OR 
+
+"image_url": {
+  "url": "url OR base64 encoded str",
+  "detail": "openai-only param", 
+  "format": "specify mime-type of image"
+}
+```
\ No newline at end of file
diff --git a/docs/my-website/docs/data_security.md b/docs/my-website/docs/data_security.md
index 13cde26d5d..30128760f2 100644
--- a/docs/my-website/docs/data_security.md
+++ b/docs/my-website/docs/data_security.md
@@ -46,7 +46,7 @@ For security inquiries, please contact us at support@berri.ai
 |-------------------|-------------------------------------------------------------------------------------------------|
 | SOC 2 Type I      | Certified. Report available upon request on Enterprise plan.                                                           |
 | SOC 2 Type II     | In progress. Certificate available by April 15th, 2025                   |
-| ISO27001          | In progress. Certificate available by February 7th, 2025                                           |
+| ISO 27001          | Certified. Report available upon request on Enterprise                              |
 
 
 ## Supported Data Regions for LiteLLM Cloud
@@ -137,7 +137,7 @@ Point of contact email address for general security-related questions: krrish@be
 Has the Vendor been audited / certified? 
 - SOC 2 Type I. Certified. Report available upon request on Enterprise plan.
 - SOC 2 Type II. In progress. Certificate available by April 15th, 2025.
-- ISO27001. In progress. Certificate available by February 7th, 2025.
+- ISO 27001. Certified. Report available upon request on Enterprise plan.
 
 Has an information security management system been implemented? 
 - Yes - [CodeQL](https://codeql.github.com/) and a comprehensive ISMS covering multiple security domains.
diff --git a/docs/my-website/docs/projects/PDL.md b/docs/my-website/docs/projects/PDL.md
new file mode 100644
index 0000000000..5d6fd77555
--- /dev/null
+++ b/docs/my-website/docs/projects/PDL.md
@@ -0,0 +1,5 @@
+PDL - A YAML-based approach to prompt programming
+
+Github: https://github.com/IBM/prompt-declaration-language
+
+PDL is a declarative approach to prompt programming, helping users to accumulate messages implicitly, with support for model chaining and tool use.
\ No newline at end of file
diff --git a/docs/my-website/docs/projects/pgai.md b/docs/my-website/docs/projects/pgai.md
new file mode 100644
index 0000000000..bece5baf6a
--- /dev/null
+++ b/docs/my-website/docs/projects/pgai.md
@@ -0,0 +1,9 @@
+# pgai
+
+[pgai](https://github.com/timescale/pgai) is a suite of tools to develop RAG, semantic search, and other AI applications more easily with PostgreSQL.
+
+If you don't know what pgai is yet check out the [README](https://github.com/timescale/pgai)!
+
+If you're already familiar with pgai, you can find litellm specific docs here:
+- Litellm for [model calling](https://github.com/timescale/pgai/blob/main/docs/model_calling/litellm.md) in pgai
+- Use the [litellm provider](https://github.com/timescale/pgai/blob/main/docs/vectorizer/api-reference.md#aiembedding_litellm) to automatically create embeddings for your data via the pgai vectorizer.
diff --git a/docs/my-website/docs/providers/bedrock.md b/docs/my-website/docs/providers/bedrock.md
index d765da1e51..bd2d4be1a4 100644
--- a/docs/my-website/docs/providers/bedrock.md
+++ b/docs/my-website/docs/providers/bedrock.md
@@ -286,9 +286,12 @@ print(response)
 </TabItem>
 </Tabs>
 
-## Usage - Function Calling 
+## Usage - Function Calling / Tool calling
 
-LiteLLM uses Bedrock's Converse API for making tool calls
+LiteLLM supports tool calling via Bedrock's Converse and Invoke API's.
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
 
 ```python
 from litellm import completion
@@ -333,6 +336,69 @@ assert isinstance(
     response.choices[0].message.tool_calls[0].function.arguments, str
 )
 ```
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Setup config.yaml
+
+```yaml
+model_list:
+  - model_name: bedrock-claude-3-7
+    litellm_params:
+      model: bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0 # for bedrock invoke, specify `bedrock/invoke/<model>`
+```
+
+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 $LITELLM_API_KEY" \
+-d '{
+  "model": "bedrock-claude-3-7",
+  "messages": [
+    {
+      "role": "user",
+      "content": "What'\''s the weather like in Boston today?"
+    }
+  ],
+  "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"]
+        }
+      }
+    }
+  ],
+  "tool_choice": "auto"
+}'
+
+```
+
+
+</TabItem>
+</Tabs>
 
 
 ## Usage - Vision 
@@ -390,9 +456,9 @@ Returns 2 new fields in `message` and `delta` object:
 Each object has the following fields:
 - `type` - Literal["thinking"] - The type of thinking block
 - `thinking` - string - The thinking of the response. Also returned in `reasoning_content`
-- `signature_delta` - string - A base64 encoded string, returned by Anthropic.
+- `signature` - string - A base64 encoded string, returned by Anthropic.
 
-The `signature_delta` is required by Anthropic on subsequent calls, if 'thinking' content is passed in (only required to use `thinking` with tool calling). [Learn more](https://docs.anthropic.com/en/docs/build-with-claude/extended-thinking#understanding-thinking-blocks)
+The `signature` is required by Anthropic on subsequent calls, if 'thinking' content is passed in (only required to use `thinking` with tool calling). [Learn more](https://docs.anthropic.com/en/docs/build-with-claude/extended-thinking#understanding-thinking-blocks)
 
 <Tabs>
 <TabItem value="sdk" label="SDK">
@@ -475,7 +541,7 @@ Same as [Anthropic API response](../providers/anthropic#usage---thinking--reason
                     {
                         "type": "thinking",
                         "thinking": "The capital of France is Paris. This is a straightforward factual question.",
-                        "signature_delta": "EqoBCkgIARABGAIiQL2UoU0b1OHYi+yCHpBY7U6FQW8/FcoLewocJQPa2HnmLM+NECy50y44F/kD4SULFXi57buI9fAvyBwtyjlOiO0SDE3+r3spdg6PLOo9PBoMma2ku5OTAoR46j9VIjDRlvNmBvff7YW4WI9oU8XagaOBSxLPxElrhyuxppEn7m6bfT40dqBSTDrfiw4FYB4qEPETTI6TA6wtjGAAqmFqKTo="
+                        "signature": "EqoBCkgIARABGAIiQL2UoU0b1OHYi+yCHpBY7U6FQW8/FcoLewocJQPa2HnmLM+NECy50y44F/kD4SULFXi57buI9fAvyBwtyjlOiO0SDE3+r3spdg6PLOo9PBoMma2ku5OTAoR46j9VIjDRlvNmBvff7YW4WI9oU8XagaOBSxLPxElrhyuxppEn7m6bfT40dqBSTDrfiw4FYB4qEPETTI6TA6wtjGAAqmFqKTo="
                     }
                 ]
             }
@@ -492,6 +558,111 @@ Same as [Anthropic API response](../providers/anthropic#usage---thinking--reason
 ```
 
 
+## Usage - Structured Output / JSON mode 
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+import os 
+from pydantic import BaseModel
+
+# set env
+os.environ["AWS_ACCESS_KEY_ID"] = ""
+os.environ["AWS_SECRET_ACCESS_KEY"] = ""
+os.environ["AWS_REGION_NAME"] = ""
+
+class CalendarEvent(BaseModel):
+  name: str
+  date: str
+  participants: list[str]
+
+class EventsList(BaseModel):
+    events: list[CalendarEvent]
+
+response = completion(
+  model="bedrock/anthropic.claude-3-7-sonnet-20250219-v1:0", # specify invoke via `bedrock/invoke/anthropic.claude-3-7-sonnet-20250219-v1:0`
+  response_format=EventsList,
+  messages=[
+    {"role": "system", "content": "You are a helpful assistant designed to output JSON."},
+    {"role": "user", "content": "Who won the world series in 2020?"}
+  ],
+)
+print(response.choices[0].message.content)
+```
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Setup config.yaml
+
+```yaml
+model_list:
+  - model_name: bedrock-claude-3-7
+    litellm_params:
+      model: bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0 # specify invoke via `bedrock/invoke/<model_name>` 
+      aws_access_key_id: os.environ/CUSTOM_AWS_ACCESS_KEY_ID
+      aws_secret_access_key: os.environ/CUSTOM_AWS_SECRET_ACCESS_KEY
+      aws_region_name: os.environ/CUSTOM_AWS_REGION_NAME
+```
+
+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 $LITELLM_KEY" \
+  -d '{
+    "model": "bedrock-claude-3-7",
+    "messages": [
+      {
+        "role": "system",
+        "content": "You are a helpful assistant designed to output JSON."
+      },
+      {
+        "role": "user",
+        "content": "Who won the worlde series in 2020?"
+      }
+    ],
+    "response_format": {
+      "type": "json_schema",
+      "json_schema": {
+        "name": "math_reasoning",
+        "description": "reason about maths",
+        "schema": {
+          "type": "object",
+          "properties": {
+            "steps": {
+              "type": "array",
+              "items": {
+                "type": "object",
+                "properties": {
+                  "explanation": { "type": "string" },
+                  "output": { "type": "string" }
+                },
+                "required": ["explanation", "output"],
+                "additionalProperties": false
+              }
+            },
+            "final_answer": { "type": "string" }
+          },
+          "required": ["steps", "final_answer"],
+          "additionalProperties": false
+        },
+        "strict": true
+      }
+    }
+  }'
+```
+</TabItem>
+</Tabs>
+
 ## Usage - Bedrock Guardrails
 
 Example of using [Bedrock Guardrails with LiteLLM](https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-use-converse-api.html)
diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index f2ed4650ac..b90709ce5b 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -1686,6 +1686,14 @@ assert isinstance(
 
 Pass any file supported by Vertex AI, through LiteLLM. 
 
+LiteLLM Supports the following image types passed in url
+
+```
+Images with Cloud Storage URIs - gs://cloud-samples-data/generative-ai/image/boats.jpeg
+Images with direct links - https://storage.googleapis.com/github-repo/img/gemini/intro/landmark3.jpg
+Videos with Cloud Storage URIs - https://storage.googleapis.com/github-repo/img/gemini/multimodality_usecases_overview/pixel8.mp4
+Base64 Encoded Local Images
+```
 
 <Tabs>
 <TabItem value="sdk" label="SDK">
diff --git a/docs/my-website/docs/proxy/db_info.md b/docs/my-website/docs/proxy/db_info.md
index 1b87aa1e54..946089bf14 100644
--- a/docs/my-website/docs/proxy/db_info.md
+++ b/docs/my-website/docs/proxy/db_info.md
@@ -46,18 +46,17 @@ You can see the full DB Schema [here](https://github.com/BerriAI/litellm/blob/ma
 
 | Table Name | Description | Row Insert Frequency |
 |------------|-------------|---------------------|
-| LiteLLM_SpendLogs | Detailed logs of all API requests. Records token usage, spend, and timing information. Tracks which models and keys were used. | **High - every LLM API request** |
-| LiteLLM_ErrorLogs | Captures failed requests and errors. Stores exception details and request information. Helps with debugging and monitoring. | **Medium - on errors only** |
+| LiteLLM_SpendLogs | Detailed logs of all API requests. Records token usage, spend, and timing information. Tracks which models and keys were used. | **High - every LLM API request - Success or Failure** |
 | LiteLLM_AuditLog | Tracks changes to system configuration. Records who made changes and what was modified. Maintains history of updates to teams, users, and models. | **Off by default**, **High - when enabled** |
 
-## Disable `LiteLLM_SpendLogs` & `LiteLLM_ErrorLogs`
+## Disable `LiteLLM_SpendLogs`
 
 You can disable spend_logs and error_logs by setting `disable_spend_logs` and `disable_error_logs` to `True` on the `general_settings` section of your proxy_config.yaml file.
 
 ```yaml
 general_settings:
   disable_spend_logs: True   # Disable writing spend logs to DB
-  disable_error_logs: True   # Disable writing error logs to DB
+  disable_error_logs: True   # Only disable writing error logs to DB, regular spend logs will still be written unless `disable_spend_logs: True`
 ```
 
 ### What is the impact of disabling these logs?
diff --git a/docs/my-website/docs/proxy/logging_spec.md b/docs/my-website/docs/proxy/logging_spec.md
index 86ba907373..7da937e565 100644
--- a/docs/my-website/docs/proxy/logging_spec.md
+++ b/docs/my-website/docs/proxy/logging_spec.md
@@ -78,6 +78,7 @@ Inherits from `StandardLoggingUserAPIKeyMetadata` and adds:
 | `api_base` | `Optional[str]` | Optional API base URL |
 | `response_cost` | `Optional[str]` | Optional response cost |
 | `additional_headers` | `Optional[StandardLoggingAdditionalHeaders]` | Additional headers |
+| `batch_models` | `Optional[List[str]]` | Only set for Batches API. Lists the models used for cost calculation |
 
 ## StandardLoggingModelInformation
 
diff --git a/docs/my-website/docs/proxy/master_key_rotations.md b/docs/my-website/docs/proxy/master_key_rotations.md
new file mode 100644
index 0000000000..1713679863
--- /dev/null
+++ b/docs/my-website/docs/proxy/master_key_rotations.md
@@ -0,0 +1,53 @@
+# Rotating Master Key
+
+Here are our recommended steps for rotating your master key.
+
+
+**1. Backup your DB**
+In case of any errors during the encryption/de-encryption process, this will allow you to revert back to current state without issues.
+
+**2. Call `/key/regenerate` with the new master key**
+
+```bash
+curl -L -X POST 'http://localhost:4000/key/regenerate' \
+-H 'Authorization: Bearer sk-1234' \
+-H 'Content-Type: application/json' \
+-d '{
+  "key": "sk-1234",
+  "new_master_key": "sk-PIp1h0RekR"
+}'
+```
+
+This will re-encrypt any models in your Proxy_ModelTable with the new master key.
+
+Expect to start seeing decryption errors in logs, as your old master key is no longer able to decrypt the new values.
+
+```bash
+   raise Exception("Unable to decrypt value={}".format(v))
+Exception: Unable to decrypt value=<new-encrypted-value>
+```
+
+**3. Update LITELLM_MASTER_KEY**
+
+In your environment variables update the value of LITELLM_MASTER_KEY to the new_master_key from Step 2.
+
+This ensures the key used for decryption from db is the new key.
+
+**4. Test it**
+
+Make a test request to a model stored on proxy with a litellm key (new master key or virtual key) and see if it works
+
+```bash
+ curl -L -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer sk-1234' \
+-d '{
+    "model": "gpt-4o-mini", # 👈 REPLACE with 'public model name' for any db-model
+    "messages": [
+        {
+            "content": "Hey, how's it going",
+            "role": "user"
+        }
+    ],
+}'
+```
\ 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 d0b8c48174..d3ba2d6224 100644
--- a/docs/my-website/docs/proxy/prod.md
+++ b/docs/my-website/docs/proxy/prod.md
@@ -107,9 +107,9 @@ general_settings:
 
 By default, LiteLLM writes several types of logs to the database:
 - Every LLM API request to the `LiteLLM_SpendLogs` table
-- LLM Exceptions to the `LiteLLM_LogsErrors` table
+- LLM Exceptions to the `LiteLLM_SpendLogs` table
 
-If you're not viewing these logs on the LiteLLM UI (most users use Prometheus for monitoring), you can disable them by setting the following flags to `True`:
+If you're not viewing these logs on the LiteLLM UI, you can disable them by setting the following flags to `True`:
 
 ```yaml
 general_settings:
diff --git a/docs/my-website/docs/proxy/release_cycle.md b/docs/my-website/docs/proxy/release_cycle.md
index bdc8ff3049..947a4ae6b3 100644
--- a/docs/my-website/docs/proxy/release_cycle.md
+++ b/docs/my-website/docs/proxy/release_cycle.md
@@ -4,7 +4,7 @@ Litellm Proxy has the following release cycle:
 
 - `v1.x.x-nightly`: These are releases which pass ci/cd. 
 - `v1.x.x.rc`: These are releases which pass ci/cd + [manual review](https://github.com/BerriAI/litellm/discussions/8495#discussioncomment-12180711).
-- `v1.x.x`: These are releases which pass ci/cd + manual review + 3 days of production testing.
+- `v1.x.x` OR `v1.x.x-stable`: These are releases which pass ci/cd + manual review + 3 days of production testing.
 
 In production, we recommend using the latest `v1.x.x` release.
 
diff --git a/docs/my-website/docs/reasoning_content.md b/docs/my-website/docs/reasoning_content.md
index 92c3fae61f..5cf287e737 100644
--- a/docs/my-website/docs/reasoning_content.md
+++ b/docs/my-website/docs/reasoning_content.md
@@ -17,7 +17,7 @@ Supported Providers:
         {
             "type": "thinking",
             "thinking": "The capital of France is Paris.",
-            "signature_delta": "EqoBCkgIARABGAIiQL2UoU0b1OHYi+..."
+            "signature": "EqoBCkgIARABGAIiQL2UoU0b1OHYi+..."
         }
     ]
 }
@@ -292,7 +292,7 @@ curl http://0.0.0.0:4000/v1/chat/completions \
           {
             "type": "thinking",
             "thinking": "The user is asking for the current weather in three different locations: San Francisco, Tokyo, and Paris. I have access to the `get_current_weather` function that can provide this information.\n\nThe function requires a `location` parameter, and has an optional `unit` parameter. The user hasn't specified which unit they prefer (celsius or fahrenheit), so I'll use the default provided by the function.\n\nI need to make three separate function calls, one for each location:\n1. San Francisco\n2. Tokyo\n3. Paris\n\nThen I'll compile the results into a response with three distinct weather reports as requested by the user.",
-            "signature_delta": "EqoBCkgIARABGAIiQCkBXENoyB+HstUOs/iGjG+bvDbIQRrxPsPpOSt5yDxX6iulZ/4K/w9Rt4J5Nb2+3XUYsyOH+CpZMfADYvItFR4SDPb7CmzoGKoolCMAJRoM62p1ZRASZhrD3swqIjAVY7vOAFWKZyPEJglfX/60+bJphN9W1wXR6rWrqn3MwUbQ5Mb/pnpeb10HMploRgUqEGKOd6fRKTkUoNDuAnPb55c="
+            "signature": "EqoBCkgIARABGAIiQCkBXENoyB+HstUOs/iGjG+bvDbIQRrxPsPpOSt5yDxX6iulZ/4K/w9Rt4J5Nb2+3XUYsyOH+CpZMfADYvItFR4SDPb7CmzoGKoolCMAJRoM62p1ZRASZhrD3swqIjAVY7vOAFWKZyPEJglfX/60+bJphN9W1wXR6rWrqn3MwUbQ5Mb/pnpeb10HMploRgUqEGKOd6fRKTkUoNDuAnPb55c="
           }
         ],
         "provider_specific_fields": {
@@ -353,5 +353,5 @@ These fields can be accessed via `response.choices[0].message.reasoning_content`
 - `thinking_blocks` - Optional[List[Dict[str, str]]]: A list of thinking blocks from the model. Only returned for Anthropic models.
   - `type` - str: The type of thinking block.
   - `thinking` - str: The thinking from the model.
-  - `signature_delta` - str: The signature delta from the model.
+  - `signature` - str: The signature delta from the model.
 
diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md
index 79fefcf754..0ad28b24f4 100644
--- a/docs/my-website/docs/routing.md
+++ b/docs/my-website/docs/routing.md
@@ -952,8 +952,8 @@ router_settings:
 ```
 
 Defaults:
-- allowed_fails: 0
-- cooldown_time: 60s 
+- allowed_fails: 3
+- cooldown_time: 5s (`DEFAULT_COOLDOWN_TIME_SECONDS` in constants.py)
 
 **Set Per Model**
 
diff --git a/docs/my-website/docs/secret.md b/docs/my-website/docs/secret.md
index a65c696f36..7676164259 100644
--- a/docs/my-website/docs/secret.md
+++ b/docs/my-website/docs/secret.md
@@ -96,6 +96,33 @@ litellm --config /path/to/config.yaml
 ```
 
 
+### Using K/V pairs in 1 AWS Secret
+
+You can read multiple keys from a single AWS Secret using the `primary_secret_name` parameter:
+
+```yaml
+general_settings:
+  key_management_system: "aws_secret_manager"
+  key_management_settings:
+    hosted_keys: [
+      "OPENAI_API_KEY_MODEL_1",
+      "OPENAI_API_KEY_MODEL_2",
+    ]
+    primary_secret_name: "litellm_secrets" # 👈 Read multiple keys from one JSON secret
+```
+
+The `primary_secret_name` allows you to read multiple keys from a single AWS Secret as a JSON object. For example, the "litellm_secrets" would contain:
+
+```json
+{
+  "OPENAI_API_KEY_MODEL_1": "sk-key1...",
+  "OPENAI_API_KEY_MODEL_2": "sk-key2..."
+}
+```
+
+This reduces the number of AWS Secrets you need to manage.
+
+
 ## Hashicorp Vault
 
 
@@ -353,4 +380,7 @@ general_settings:
     
     # Hosted Keys Settings
     hosted_keys: ["litellm_master_key"] # OPTIONAL. Specify which env keys you stored on AWS
+
+    # K/V pairs in 1 AWS Secret Settings
+    primary_secret_name: "litellm_secrets" # OPTIONAL. Read multiple keys from one JSON secret on AWS Secret Manager
 ```
\ No newline at end of file
diff --git a/docs/my-website/docs/tutorials/litellm_proxy_aporia.md b/docs/my-website/docs/tutorials/litellm_proxy_aporia.md
index 3b5bada2bc..143512f99c 100644
--- a/docs/my-website/docs/tutorials/litellm_proxy_aporia.md
+++ b/docs/my-website/docs/tutorials/litellm_proxy_aporia.md
@@ -2,9 +2,9 @@ import Image from '@theme/IdealImage';
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 
-# Use LiteLLM AI Gateway with Aporia Guardrails
+# Aporia Guardrails with LiteLLM Gateway
 
-In this tutorial we will use LiteLLM Proxy with Aporia to detect PII in requests and profanity in responses
+In this tutorial we will use LiteLLM AI Gateway with Aporia to detect PII in requests and profanity in responses
 
 ## 1. Setup guardrails on Aporia
 
diff --git a/docs/my-website/docs/tutorials/openweb_ui.md b/docs/my-website/docs/tutorials/openweb_ui.md
new file mode 100644
index 0000000000..ab1e2e121e
--- /dev/null
+++ b/docs/my-website/docs/tutorials/openweb_ui.md
@@ -0,0 +1,103 @@
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# OpenWeb UI with LiteLLM
+
+This guide walks you through connecting OpenWeb UI to LiteLLM. Using LiteLLM with OpenWeb UI allows teams to 
+- Access 100+ LLMs on OpenWeb UI
+- Track Spend / Usage, Set Budget Limits 
+- Send Request/Response Logs to logging destinations like langfuse, s3, gcs buckets, etc.
+- Set access controls eg. Control what models OpenWebUI can access.
+
+## Quickstart
+
+- Make sure to setup LiteLLM with the [LiteLLM Getting Started Guide](https://docs.litellm.ai/docs/proxy/docker_quick_start)
+
+
+## 1. Start LiteLLM & OpenWebUI
+
+- OpenWebUI starts running on [http://localhost:3000](http://localhost:3000)
+- LiteLLM starts running on [http://localhost:4000](http://localhost:4000)
+
+
+## 2. Create a Virtual Key on LiteLLM
+
+Virtual Keys are API Keys that allow you to authenticate to LiteLLM Proxy. We will create a Virtual Key that will allow OpenWebUI to access LiteLLM.
+
+### 2.1 LiteLLM User Management Hierarchy
+
+On LiteLLM, you can create Organizations, Teams, Users and Virtual Keys. For this tutorial, we will create a Team and a Virtual Key.
+
+- `Organization` - An Organization is a group of Teams. (US Engineering, EU Developer Tools)
+- `Team` - A Team is a group of Users. (OpenWeb UI Team, Data Science Team, etc.)
+- `User` - A User is an individual user (employee, developer, eg. `krrish@litellm.ai`)
+- `Virtual Key` - A Virtual Key is an API Key that allows you to authenticate to LiteLLM Proxy. A Virtual Key is associated with a User or Team.
+
+Once the Team is created, you can invite Users to the Team. You can read more about LiteLLM's User Management [here](https://docs.litellm.ai/docs/proxy/user_management_heirarchy).
+
+### 2.2 Create a Team on LiteLLM
+
+Navigate to [http://localhost:4000/ui](http://localhost:4000/ui) and create a new team.
+
+<Image img={require('../../img/litellm_create_team.gif')} />
+
+### 2.2 Create a Virtual Key on LiteLLM
+
+Navigate to [http://localhost:4000/ui](http://localhost:4000/ui) and create a new virtual Key. 
+
+LiteLLM allows you to specify what models are available on OpenWeb UI (by specifying the models the key will have access to).
+
+<Image img={require('../../img/create_key_in_team_oweb.gif')} />
+
+## 3. Connect OpenWeb UI to LiteLLM
+
+On OpenWeb UI, navigate to Settings -> Connections and create a new connection to LiteLLM
+
+Enter the following details:
+- URL: `http://localhost:4000` (your litellm proxy base url)
+- Key: `your-virtual-key` (the key you created in the previous step)
+
+<Image img={require('../../img/litellm_setup_openweb.gif')} />
+
+### 3.1 Test Request
+
+On the top left corner, select models you should only see the models you gave the key access to in Step 2.
+
+Once you selected a model, enter your message content and click on `Submit`
+
+<Image img={require('../../img/basic_litellm.gif')} />
+
+### 3.2 Tracking Spend / Usage
+
+After your request is made, navigate to `Logs` on the LiteLLM UI, you can see Team, Key, Model, Usage and Cost.
+
+<!-- <Image img={require('../../img/litellm_logs_openweb.gif')} /> -->
+
+
+
+## Render `thinking` content on OpenWeb UI
+
+OpenWebUI requires reasoning/thinking content to be rendered with `<think></think>` tags. In order to render this for specific models, you can use the `merge_reasoning_content_in_choices` litellm parameter.
+
+Example litellm config.yaml:
+
+```yaml
+model_list:
+  - model_name: thinking-anthropic-claude-3-7-sonnet
+    litellm_params:
+      model: bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0
+      thinking: {"type": "enabled", "budget_tokens": 1024}
+      max_tokens: 1080
+      merge_reasoning_content_in_choices: true
+```
+
+### Test it on OpenWeb UI
+
+On the models dropdown select `thinking-anthropic-claude-3-7-sonnet`
+
+<Image img={require('../../img/litellm_thinking_openweb.gif')} />
+
+
+
+
diff --git a/docs/my-website/docusaurus.config.js b/docs/my-website/docusaurus.config.js
index cf20dfcd70..8d480131ff 100644
--- a/docs/my-website/docusaurus.config.js
+++ b/docs/my-website/docusaurus.config.js
@@ -44,7 +44,7 @@ const config = {
         path: './release_notes',
         routeBasePath: 'release_notes',
         blogTitle: 'Release Notes',
-        blogSidebarTitle: 'All Releases',
+        blogSidebarTitle: 'Releases',
         blogSidebarCount: 'ALL',
         postsPerPage: 'ALL',
         showReadingTime: false,
diff --git a/docs/my-website/img/basic_litellm.gif b/docs/my-website/img/basic_litellm.gif
new file mode 100644
index 0000000000..d4cf9fd52a
Binary files /dev/null and b/docs/my-website/img/basic_litellm.gif differ
diff --git a/docs/my-website/img/create_key_in_team_oweb.gif b/docs/my-website/img/create_key_in_team_oweb.gif
new file mode 100644
index 0000000000..d24849b259
Binary files /dev/null and b/docs/my-website/img/create_key_in_team_oweb.gif differ
diff --git a/docs/my-website/img/litellm_create_team.gif b/docs/my-website/img/litellm_create_team.gif
new file mode 100644
index 0000000000..e2f12613ec
Binary files /dev/null and b/docs/my-website/img/litellm_create_team.gif differ
diff --git a/docs/my-website/img/litellm_setup_openweb.gif b/docs/my-website/img/litellm_setup_openweb.gif
new file mode 100644
index 0000000000..5618660d6c
Binary files /dev/null and b/docs/my-website/img/litellm_setup_openweb.gif differ
diff --git a/docs/my-website/img/litellm_thinking_openweb.gif b/docs/my-website/img/litellm_thinking_openweb.gif
new file mode 100644
index 0000000000..385db583a4
Binary files /dev/null and b/docs/my-website/img/litellm_thinking_openweb.gif differ
diff --git a/docs/my-website/img/release_notes/anthropic_thinking.jpg b/docs/my-website/img/release_notes/anthropic_thinking.jpg
new file mode 100644
index 0000000000..f10de06dec
Binary files /dev/null and b/docs/my-website/img/release_notes/anthropic_thinking.jpg differ
diff --git a/docs/my-website/img/release_notes/error_logs.jpg b/docs/my-website/img/release_notes/error_logs.jpg
new file mode 100644
index 0000000000..6f2767e1fb
Binary files /dev/null and b/docs/my-website/img/release_notes/error_logs.jpg differ
diff --git a/docs/my-website/img/release_notes/v1632_release.jpg b/docs/my-website/img/release_notes/v1632_release.jpg
new file mode 100644
index 0000000000..1770460b2a
Binary files /dev/null and b/docs/my-website/img/release_notes/v1632_release.jpg differ
diff --git a/docs/my-website/release_notes/v1.61.20-stable/index.md b/docs/my-website/release_notes/v1.61.20-stable/index.md
index 4dda52e632..132c1aa318 100644
--- a/docs/my-website/release_notes/v1.61.20-stable/index.md
+++ b/docs/my-website/release_notes/v1.61.20-stable/index.md
@@ -20,12 +20,6 @@ import Image from '@theme/IdealImage';
 # v1.61.20-stable
 
 
-:::info
-
-`v1.61.20-stable` will be live on 2025-02-04. 
-
-:::
-
 These are the changes since `v1.61.13-stable`.
 
 This release is primarily focused on:
diff --git a/docs/my-website/release_notes/v1.63.0/index.md b/docs/my-website/release_notes/v1.63.0/index.md
new file mode 100644
index 0000000000..e74a2f9b86
--- /dev/null
+++ b/docs/my-website/release_notes/v1.63.0/index.md
@@ -0,0 +1,40 @@
+---
+title: v1.63.0 - Anthropic 'thinking' response update
+slug: v1.63.0
+date: 2025-03-05T10:00:00
+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=1743638400&v=beta&t=39KOXMUFedvukiWWVPHf3qI45fuQD7lNglICwN31DrI
+  - name: Ishaan Jaffer
+    title: CTO, LiteLLM
+    url: https://www.linkedin.com/in/reffajnaahsi/
+    image_url: https://media.licdn.com/dms/image/v2/D4D03AQGiM7ZrUwqu_Q/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1675971026692?e=1741824000&v=beta&t=eQnRdXPJo4eiINWTZARoYTfqh064pgZ-E21pQTSy8jc
+tags: [llm translation, thinking, reasoning_content, claude-3-7-sonnet]
+hide_table_of_contents: false
+---
+
+v1.63.0 fixes Anthropic 'thinking' response on streaming to return the `signature` block. [Github Issue](https://github.com/BerriAI/litellm/issues/8964)
+
+
+
+It also moves the response structure from `signature_delta` to `signature` to be the same as Anthropic. [Anthropic Docs](https://docs.anthropic.com/en/docs/build-with-claude/extended-thinking#implementing-extended-thinking)
+
+
+## Diff 
+
+```bash
+"message": {
+    ...
+    "reasoning_content": "The capital of France is Paris.",
+    "thinking_blocks": [
+        {
+            "type": "thinking",
+            "thinking": "The capital of France is Paris.",
+-            "signature_delta": "EqoBCkgIARABGAIiQL2UoU0b1OHYi+..." # 👈 OLD FORMAT
++            "signature": "EqoBCkgIARABGAIiQL2UoU0b1OHYi+..." # 👈 KEY CHANGE
+        }
+    ]
+}
+```
diff --git a/docs/my-website/release_notes/v1.63.2-stable/index.md b/docs/my-website/release_notes/v1.63.2-stable/index.md
new file mode 100644
index 0000000000..0c359452dc
--- /dev/null
+++ b/docs/my-website/release_notes/v1.63.2-stable/index.md
@@ -0,0 +1,112 @@
+---
+title: v1.63.2-stable
+slug: v1.63.2-stable
+date: 2025-03-08T10:00:00
+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=1743638400&v=beta&t=39KOXMUFedvukiWWVPHf3qI45fuQD7lNglICwN31DrI
+  - name: Ishaan Jaffer
+    title: CTO, LiteLLM
+    url: https://www.linkedin.com/in/reffajnaahsi/
+    image_url: https://media.licdn.com/dms/image/v2/D4D03AQGiM7ZrUwqu_Q/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1675971026692?e=1741824000&v=beta&t=eQnRdXPJo4eiINWTZARoYTfqh064pgZ-E21pQTSy8jc
+tags: [llm translation, thinking, reasoning_content, claude-3-7-sonnet]
+hide_table_of_contents: false
+---
+
+import Image from '@theme/IdealImage';
+
+
+These are the changes since `v1.61.20-stable`.
+
+This release is primarily focused on:
+- LLM Translation improvements (more `thinking` content improvements)
+- UI improvements (Error logs now shown on UI)
+
+
+:::info
+
+This release will be live on 03/09/2025
+
+::: 
+
+<Image img={require('../../img/release_notes/v1632_release.jpg')} />
+
+
+## Demo Instance
+
+Here's a Demo Instance to test changes:
+- Instance: https://demo.litellm.ai/
+- Login Credentials:
+    - Username: admin
+    - Password: sk-1234
+
+
+## New Models / Updated Models
+
+1. Add `supports_pdf_input` for specific Bedrock Claude models [PR](https://github.com/BerriAI/litellm/commit/f63cf0030679fe1a43d03fb196e815a0f28dae92)
+2. Add pricing for amazon `eu` models [PR](https://github.com/BerriAI/litellm/commits/main/model_prices_and_context_window.json)
+3. Fix Azure O1 mini pricing [PR](https://github.com/BerriAI/litellm/commit/52de1949ef2f76b8572df751f9c868a016d4832c)
+
+## LLM Translation
+
+<Image img={require('../../img/release_notes/anthropic_thinking.jpg')}/>
+
+1. Support `/openai/` passthrough for Assistant endpoints. [Get Started](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
+2. Bedrock Claude - fix tool calling transformation on invoke route. [Get Started](../../docs/providers/bedrock#usage---function-calling--tool-calling)
+3. Bedrock Claude - response_format support for claude on invoke route. [Get Started](../../docs/providers/bedrock#usage---structured-output--json-mode)
+4. Bedrock - pass `description` if set in response_format. [Get Started](../../docs/providers/bedrock#usage---structured-output--json-mode)
+5. Bedrock - Fix passing response_format: {"type": "text"}. [PR](https://github.com/BerriAI/litellm/commit/c84b489d5897755139aa7d4e9e54727ebe0fa540)
+6. OpenAI - Handle sending image_url as str to openai. [Get Started](https://docs.litellm.ai/docs/completion/vision)
+7. Deepseek - return 'reasoning_content' missing on streaming. [Get Started](https://docs.litellm.ai/docs/reasoning_content)
+8. Caching - Support caching on reasoning content. [Get Started](https://docs.litellm.ai/docs/proxy/caching)
+9. Bedrock - handle thinking blocks in assistant message. [Get Started](https://docs.litellm.ai/docs/providers/bedrock#usage---thinking--reasoning-content)
+10. Anthropic - Return `signature` on streaming. [Get Started](https://docs.litellm.ai/docs/providers/bedrock#usage---thinking--reasoning-content)
+- Note: We've also migrated from `signature_delta` to `signature`. [Read more](https://docs.litellm.ai/release_notes/v1.63.0)
+11. Support format param for specifying image type. [Get Started](../../docs/completion/vision.md#explicitly-specify-image-type)
+12. Anthropic - `/v1/messages` endpoint - `thinking` param support. [Get Started](../../docs/anthropic_unified.md)
+- Note: this refactors the [BETA] unified `/v1/messages` endpoint, to just work for the Anthropic API. 
+13. Vertex AI - handle $id in response schema when calling vertex ai. [Get Started](https://docs.litellm.ai/docs/providers/vertex#json-schema)
+
+## Spend Tracking Improvements
+
+1. Batches API - Fix cost calculation to run on retrieve_batch. [Get Started](https://docs.litellm.ai/docs/batches)
+2. Batches API - Log batch models in spend logs / standard logging payload. [Get Started](../../docs/proxy/logging_spec.md#standardlogginghiddenparams)
+
+## Management Endpoints / UI
+
+<Image img={require('../../img/release_notes/error_logs.jpg')} />
+
+1. Virtual Keys Page
+    - Allow team/org filters to be searchable on the Create Key Page
+    - Add created_by and updated_by fields to Keys table
+    - Show 'user_email' on key table
+    - Show 100 Keys Per Page, Use full height, increase width of key alias
+2. Logs Page
+    - Show Error Logs on LiteLLM UI
+    - Allow Internal Users to View their own logs
+3. Internal Users Page 
+    - Allow admin to control default model access for internal users
+7. Fix session handling with cookies
+
+## Logging / Guardrail Integrations
+
+1. Fix prometheus metrics w/ custom metrics, when keys containing team_id make requests. [PR](https://github.com/BerriAI/litellm/pull/8935)
+
+## Performance / Loadbalancing / Reliability improvements
+
+1. Cooldowns - Support cooldowns on models called with client side credentials. [Get Started](https://docs.litellm.ai/docs/proxy/clientside_auth#pass-user-llm-api-keys--api-base)
+2. Tag-based Routing - ensures tag-based routing across all endpoints (`/embeddings`, `/image_generation`, etc.). [Get Started](https://docs.litellm.ai/docs/proxy/tag_routing)
+
+## General Proxy Improvements
+
+1. Raise BadRequestError when unknown model passed in request
+2. Enforce model access restrictions on Azure OpenAI proxy route
+3. Reliability fix - Handle emoji’s in text - fix orjson error
+4. Model Access Patch - don't overwrite litellm.anthropic_models when running auth checks
+5. Enable setting timezone information in docker image 
+
+## Complete Git Diff
+
+[Here's the complete git diff](https://github.com/BerriAI/litellm/compare/v1.61.20-stable...v1.63.2-stable)
\ No newline at end of file
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 51c4c8c21e..85b94182d7 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -46,6 +46,7 @@ const sidebars = {
             "proxy/health",
             "proxy/debugging",
             "proxy/spending_monitoring",
+            "proxy/master_key_rotations",
           ],
         },
         "proxy/demo",
@@ -256,13 +257,19 @@ const sidebars = {
         "completion/batching",
         "completion/mock_requests",
         "completion/reliable_completions",
-        'tutorials/litellm_proxy_aporia',
 
       ]
     },
     {
       type: "category",
       label: "Supported Endpoints",
+      link: {
+        type: "generated-index",
+        title: "Supported Endpoints",
+        description:
+          "Learn how to deploy + call models from different providers on LiteLLM",
+        slug: "/supported_endpoints",
+      },
       items: [
         {
           type: "category",
@@ -281,6 +288,7 @@ const sidebars = {
         },
         "text_completion",
         "embedding/supported_embedding",
+        "anthropic_unified",
         {
           type: "category",
           label: "Image",
@@ -350,23 +358,6 @@ const sidebars = {
           label: "LangChain, LlamaIndex, Instructor Integration",
           items: ["langchain/langchain", "tutorials/instructor"],
         },
-        {
-          type: "category",
-          label: "Tutorials",
-          items: [
-
-            'tutorials/azure_openai',
-            'tutorials/instructor',
-            "tutorials/gradio_integration",
-            "tutorials/huggingface_codellama",
-            "tutorials/huggingface_tutorial",
-            "tutorials/TogetherAI_liteLLM",
-            "tutorials/finetuned_chat_gpt",
-            "tutorials/text_completion",
-            "tutorials/first_playground",
-            "tutorials/model_fallbacks",
-          ],
-        },
       ],
     },
     {
@@ -383,13 +374,6 @@ const sidebars = {
         "load_test_rpm",
       ]
     },
-    {
-      type: "category",
-      label: "Adding Providers",
-      items: [
-        "adding_provider/directory_structure",
-        "adding_provider/new_rerank_provider"],
-    },
     {
       type: "category",
       label: "Logging & Observability",
@@ -424,12 +408,50 @@ const sidebars = {
         "observability/opik_integration",
       ],
     },
+    {
+      type: "category",
+      label: "Tutorials",
+      items: [
+        "tutorials/openweb_ui",
+        'tutorials/litellm_proxy_aporia',
+        {
+          type: "category",
+          label: "LiteLLM Python SDK Tutorials",
+          items: [
 
+            'tutorials/azure_openai',
+            'tutorials/instructor',
+            "tutorials/gradio_integration",
+            "tutorials/huggingface_codellama",
+            "tutorials/huggingface_tutorial",
+            "tutorials/TogetherAI_liteLLM",
+            "tutorials/finetuned_chat_gpt",
+            "tutorials/text_completion",
+            "tutorials/first_playground",
+            "tutorials/model_fallbacks",
+          ],
+        },
+      ]
+    },
+    {
+      type: "category",
+      label: "Contributing",
+      items: [
+        {
+          type: "category",
+          label: "Adding Providers",
+          items: [
+            "adding_provider/directory_structure",
+            "adding_provider/new_rerank_provider"],
+        },
+        "extras/contributing",
+        "contributing",
+      ]
+    },
     {
       type: "category",
       label: "Extras",
       items: [
-        "extras/contributing",
         "data_security",
         "data_retention",
         "migration_policy",
@@ -446,6 +468,7 @@ const sidebars = {
           items: [
             "projects/smolagents",
             "projects/Docq.AI",
+            "projects/PDL",
             "projects/OpenInterpreter",
             "projects/Elroy",
             "projects/dbally",
@@ -461,9 +484,9 @@ const sidebars = {
             "projects/YiVal",
             "projects/LiteLLM Proxy",
             "projects/llm_cord",
+            "projects/pgai",
           ],
         },
-        "contributing",
         "proxy/pii_masking",
         "extras/code_quality",
         "rules",
diff --git a/litellm/__init__.py b/litellm/__init__.py
index a3756251d1..11894598e1 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -277,8 +277,6 @@ 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.
 )
@@ -800,9 +798,6 @@ from .llms.oobabooga.chat.transformation import OobaboogaConfig
 from .llms.maritalk import MaritalkConfig
 from .llms.openrouter.chat.transformation import OpenrouterConfig
 from .llms.anthropic.chat.transformation import AnthropicConfig
-from .llms.anthropic.experimental_pass_through.transformation import (
-    AnthropicExperimentalPassThroughConfig,
-)
 from .llms.groq.stt.transformation import GroqSTTConfig
 from .llms.anthropic.completion.transformation import AnthropicTextConfig
 from .llms.triton.completion.transformation import TritonConfig
@@ -821,6 +816,9 @@ from .llms.infinity.rerank.transformation import InfinityRerankConfig
 from .llms.jina_ai.rerank.transformation import JinaAIRerankConfig
 from .llms.clarifai.chat.transformation import ClarifaiConfig
 from .llms.ai21.chat.transformation import AI21ChatConfig, AI21ChatConfig as AI21Config
+from .llms.anthropic.experimental_pass_through.messages.transformation import (
+    AnthropicMessagesConfig,
+)
 from .llms.together_ai.chat import TogetherAIConfig
 from .llms.together_ai.completion.transformation import TogetherAITextCompletionConfig
 from .llms.cloudflare.chat.transformation import CloudflareChatConfig
@@ -1011,6 +1009,7 @@ from .assistants.main import *
 from .batches.main import *
 from .batch_completion.main import *  # type: ignore
 from .rerank_api.main import *
+from .llms.anthropic.experimental_pass_through.messages.handler import *
 from .realtime_api.main import _arealtime
 from .fine_tuning.main import *
 from .files.main import *
diff --git a/litellm/adapters/anthropic_adapter.py b/litellm/adapters/anthropic_adapter.py
deleted file mode 100644
index 961bc77527..0000000000
--- a/litellm/adapters/anthropic_adapter.py
+++ /dev/null
@@ -1,186 +0,0 @@
-# What is this?
-## Translates OpenAI call to Anthropic `/v1/messages` format
-import traceback
-from typing import Any, Optional
-
-import litellm
-from litellm import ChatCompletionRequest, verbose_logger
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.types.llms.anthropic import AnthropicMessagesRequest, AnthropicResponse
-from litellm.types.utils import AdapterCompletionStreamWrapper, ModelResponse
-
-
-class AnthropicAdapter(CustomLogger):
-    def __init__(self) -> None:
-        super().__init__()
-
-    def translate_completion_input_params(
-        self, kwargs
-    ) -> Optional[ChatCompletionRequest]:
-        """
-        - translate params, where needed
-        - pass rest, as is
-        """
-        request_body = AnthropicMessagesRequest(**kwargs)  # type: ignore
-
-        translated_body = litellm.AnthropicExperimentalPassThroughConfig().translate_anthropic_to_openai(
-            anthropic_message_request=request_body
-        )
-
-        return translated_body
-
-    def translate_completion_output_params(
-        self, response: ModelResponse
-    ) -> Optional[AnthropicResponse]:
-
-        return litellm.AnthropicExperimentalPassThroughConfig().translate_openai_response_to_anthropic(
-            response=response
-        )
-
-    def translate_completion_output_params_streaming(
-        self, completion_stream: Any
-    ) -> AdapterCompletionStreamWrapper | None:
-        return AnthropicStreamWrapper(completion_stream=completion_stream)
-
-
-anthropic_adapter = AnthropicAdapter()
-
-
-class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
-    """
-    - first chunk return 'message_start'
-    - content block must be started and stopped
-    - finish_reason must map exactly to anthropic reason, else anthropic client won't be able to parse it.
-    """
-
-    sent_first_chunk: bool = False
-    sent_content_block_start: bool = False
-    sent_content_block_finish: bool = False
-    sent_last_message: bool = False
-    holding_chunk: Optional[Any] = None
-
-    def __next__(self):
-        try:
-            if self.sent_first_chunk is False:
-                self.sent_first_chunk = True
-                return {
-                    "type": "message_start",
-                    "message": {
-                        "id": "msg_1nZdL29xx5MUA1yADyHTEsnR8uuvGzszyY",
-                        "type": "message",
-                        "role": "assistant",
-                        "content": [],
-                        "model": "claude-3-5-sonnet-20240620",
-                        "stop_reason": None,
-                        "stop_sequence": None,
-                        "usage": {"input_tokens": 25, "output_tokens": 1},
-                    },
-                }
-            if self.sent_content_block_start is False:
-                self.sent_content_block_start = True
-                return {
-                    "type": "content_block_start",
-                    "index": 0,
-                    "content_block": {"type": "text", "text": ""},
-                }
-
-            for chunk in self.completion_stream:
-                if chunk == "None" or chunk is None:
-                    raise Exception
-
-                processed_chunk = litellm.AnthropicExperimentalPassThroughConfig().translate_streaming_openai_response_to_anthropic(
-                    response=chunk
-                )
-                if (
-                    processed_chunk["type"] == "message_delta"
-                    and self.sent_content_block_finish is False
-                ):
-                    self.holding_chunk = processed_chunk
-                    self.sent_content_block_finish = True
-                    return {
-                        "type": "content_block_stop",
-                        "index": 0,
-                    }
-                elif self.holding_chunk is not None:
-                    return_chunk = self.holding_chunk
-                    self.holding_chunk = processed_chunk
-                    return return_chunk
-                else:
-                    return processed_chunk
-            if self.holding_chunk is not None:
-                return_chunk = self.holding_chunk
-                self.holding_chunk = None
-                return return_chunk
-            if self.sent_last_message is False:
-                self.sent_last_message = True
-                return {"type": "message_stop"}
-            raise StopIteration
-        except StopIteration:
-            if self.sent_last_message is False:
-                self.sent_last_message = True
-                return {"type": "message_stop"}
-            raise StopIteration
-        except Exception as e:
-            verbose_logger.error(
-                "Anthropic Adapter - {}\n{}".format(e, traceback.format_exc())
-            )
-
-    async def __anext__(self):
-        try:
-            if self.sent_first_chunk is False:
-                self.sent_first_chunk = True
-                return {
-                    "type": "message_start",
-                    "message": {
-                        "id": "msg_1nZdL29xx5MUA1yADyHTEsnR8uuvGzszyY",
-                        "type": "message",
-                        "role": "assistant",
-                        "content": [],
-                        "model": "claude-3-5-sonnet-20240620",
-                        "stop_reason": None,
-                        "stop_sequence": None,
-                        "usage": {"input_tokens": 25, "output_tokens": 1},
-                    },
-                }
-            if self.sent_content_block_start is False:
-                self.sent_content_block_start = True
-                return {
-                    "type": "content_block_start",
-                    "index": 0,
-                    "content_block": {"type": "text", "text": ""},
-                }
-            async for chunk in self.completion_stream:
-                if chunk == "None" or chunk is None:
-                    raise Exception
-                processed_chunk = litellm.AnthropicExperimentalPassThroughConfig().translate_streaming_openai_response_to_anthropic(
-                    response=chunk
-                )
-                if (
-                    processed_chunk["type"] == "message_delta"
-                    and self.sent_content_block_finish is False
-                ):
-                    self.holding_chunk = processed_chunk
-                    self.sent_content_block_finish = True
-                    return {
-                        "type": "content_block_stop",
-                        "index": 0,
-                    }
-                elif self.holding_chunk is not None:
-                    return_chunk = self.holding_chunk
-                    self.holding_chunk = processed_chunk
-                    return return_chunk
-                else:
-                    return processed_chunk
-            if self.holding_chunk is not None:
-                return_chunk = self.holding_chunk
-                self.holding_chunk = None
-                return return_chunk
-            if self.sent_last_message is False:
-                self.sent_last_message = True
-                return {"type": "message_stop"}
-            raise StopIteration
-        except StopIteration:
-            if self.sent_last_message is False:
-                self.sent_last_message = True
-                return {"type": "message_stop"}
-            raise StopAsyncIteration
diff --git a/litellm/batches/batch_utils.py b/litellm/batches/batch_utils.py
index f24eda0432..af53304e5a 100644
--- a/litellm/batches/batch_utils.py
+++ b/litellm/batches/batch_utils.py
@@ -1,76 +1,16 @@
-import asyncio
-import datetime
 import json
-import threading
-from typing import Any, List, Literal, Optional
+from typing import Any, List, Literal, Tuple
 
 import litellm
 from litellm._logging import verbose_logger
-from litellm.constants import (
-    BATCH_STATUS_POLL_INTERVAL_SECONDS,
-    BATCH_STATUS_POLL_MAX_ATTEMPTS,
-)
-from litellm.files.main import afile_content
-from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.types.llms.openai import Batch
-from litellm.types.utils import StandardLoggingPayload, Usage
-
-
-async def batches_async_logging(
-    batch_id: str,
-    custom_llm_provider: Literal["openai", "azure", "vertex_ai"] = "openai",
-    logging_obj: Optional[LiteLLMLoggingObj] = None,
-    **kwargs,
-):
-    """
-    Async Job waits for the batch to complete and then logs the completed batch usage - cost, total tokens, prompt tokens, completion tokens
-
-
-    Polls retrieve_batch until it returns a batch with status "completed" or "failed"
-    """
-    from .main import aretrieve_batch
-
-    verbose_logger.debug(
-        ".....in _batches_async_logging... polling retrieve to get batch status"
-    )
-    if logging_obj is None:
-        raise ValueError(
-            "logging_obj is None cannot calculate cost / log batch creation event"
-        )
-    for _ in range(BATCH_STATUS_POLL_MAX_ATTEMPTS):
-        try:
-            start_time = datetime.datetime.now()
-            batch: Batch = await aretrieve_batch(batch_id, custom_llm_provider)
-            verbose_logger.debug(
-                "in _batches_async_logging... batch status= %s", batch.status
-            )
-
-            if batch.status == "completed":
-                end_time = datetime.datetime.now()
-                await _handle_completed_batch(
-                    batch=batch,
-                    custom_llm_provider=custom_llm_provider,
-                    logging_obj=logging_obj,
-                    start_time=start_time,
-                    end_time=end_time,
-                    **kwargs,
-                )
-                break
-            elif batch.status == "failed":
-                pass
-        except Exception as e:
-            verbose_logger.error("error in batches_async_logging", e)
-        await asyncio.sleep(BATCH_STATUS_POLL_INTERVAL_SECONDS)
+from litellm.types.utils import CallTypes, Usage
 
 
 async def _handle_completed_batch(
     batch: Batch,
     custom_llm_provider: Literal["openai", "azure", "vertex_ai"],
-    logging_obj: LiteLLMLoggingObj,
-    start_time: datetime.datetime,
-    end_time: datetime.datetime,
-    **kwargs,
-) -> None:
+) -> Tuple[float, Usage, List[str]]:
     """Helper function to process a completed batch and handle logging"""
     # Get batch results
     file_content_dictionary = await _get_batch_output_file_content_as_dictionary(
@@ -87,52 +27,25 @@ async def _handle_completed_batch(
         custom_llm_provider=custom_llm_provider,
     )
 
-    # Handle logging
-    await _log_completed_batch(
-        logging_obj=logging_obj,
-        batch_usage=batch_usage,
-        batch_cost=batch_cost,
-        start_time=start_time,
-        end_time=end_time,
-        **kwargs,
-    )
+    batch_models = _get_batch_models_from_file_content(file_content_dictionary)
+
+    return batch_cost, batch_usage, batch_models
 
 
-async def _log_completed_batch(
-    logging_obj: LiteLLMLoggingObj,
-    batch_usage: Usage,
-    batch_cost: float,
-    start_time: datetime.datetime,
-    end_time: datetime.datetime,
-    **kwargs,
-) -> None:
-    """Helper function to handle all logging operations for a completed batch"""
-    logging_obj.call_type = "batch_success"
-
-    standard_logging_object = _create_standard_logging_object_for_completed_batch(
-        kwargs=kwargs,
-        start_time=start_time,
-        end_time=end_time,
-        logging_obj=logging_obj,
-        batch_usage_object=batch_usage,
-        response_cost=batch_cost,
-    )
-
-    logging_obj.model_call_details["standard_logging_object"] = standard_logging_object
-
-    # Launch async and sync logging handlers
-    asyncio.create_task(
-        logging_obj.async_success_handler(
-            result=None,
-            start_time=start_time,
-            end_time=end_time,
-            cache_hit=None,
-        )
-    )
-    threading.Thread(
-        target=logging_obj.success_handler,
-        args=(None, start_time, end_time),
-    ).start()
+def _get_batch_models_from_file_content(
+    file_content_dictionary: List[dict],
+) -> List[str]:
+    """
+    Get the models from the file content
+    """
+    batch_models = []
+    for _item in file_content_dictionary:
+        if _batch_response_was_successful(_item):
+            _response_body = _get_response_from_batch_job_output_file(_item)
+            _model = _response_body.get("model")
+            if _model:
+                batch_models.append(_model)
+    return batch_models
 
 
 async def _batch_cost_calculator(
@@ -159,6 +72,8 @@ async def _get_batch_output_file_content_as_dictionary(
     """
     Get the batch output file content as a list of dictionaries
     """
+    from litellm.files.main import afile_content
+
     if custom_llm_provider == "vertex_ai":
         raise ValueError("Vertex AI does not support file content retrieval")
 
@@ -208,6 +123,7 @@ def _get_batch_job_cost_from_file_content(
                 total_cost += litellm.completion_cost(
                     completion_response=_response_body,
                     custom_llm_provider=custom_llm_provider,
+                    call_type=CallTypes.aretrieve_batch.value,
                 )
                 verbose_logger.debug("total_cost=%s", total_cost)
         return total_cost
@@ -264,30 +180,3 @@ def _batch_response_was_successful(batch_job_output_file: dict) -> bool:
     """
     _response: dict = batch_job_output_file.get("response", None) or {}
     return _response.get("status_code", None) == 200
-
-
-def _create_standard_logging_object_for_completed_batch(
-    kwargs: dict,
-    start_time: datetime.datetime,
-    end_time: datetime.datetime,
-    logging_obj: LiteLLMLoggingObj,
-    batch_usage_object: Usage,
-    response_cost: float,
-) -> StandardLoggingPayload:
-    """
-    Create a standard logging object for a completed batch
-    """
-    standard_logging_object = logging_obj.model_call_details.get(
-        "standard_logging_object", None
-    )
-
-    if standard_logging_object is None:
-        raise ValueError("unable to create standard logging object for completed batch")
-
-    # Add Completed Batch Job Usage and Response Cost
-    standard_logging_object["call_type"] = "batch_success"
-    standard_logging_object["response_cost"] = response_cost
-    standard_logging_object["total_tokens"] = batch_usage_object.total_tokens
-    standard_logging_object["prompt_tokens"] = batch_usage_object.prompt_tokens
-    standard_logging_object["completion_tokens"] = batch_usage_object.completion_tokens
-    return standard_logging_object
diff --git a/litellm/batches/main.py b/litellm/batches/main.py
index 32428c9c18..2f4800043c 100644
--- a/litellm/batches/main.py
+++ b/litellm/batches/main.py
@@ -31,10 +31,9 @@ from litellm.types.llms.openai import (
     RetrieveBatchRequest,
 )
 from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import LiteLLMBatch
 from litellm.utils import client, get_litellm_params, supports_httpx_timeout
 
-from .batch_utils import batches_async_logging
-
 ####### ENVIRONMENT VARIABLES ###################
 openai_batches_instance = OpenAIBatchesAPI()
 azure_batches_instance = AzureBatchesAPI()
@@ -85,17 +84,6 @@ async def acreate_batch(
         else:
             response = init_response
 
-        # Start async logging job
-        if response is not None:
-            asyncio.create_task(
-                batches_async_logging(
-                    logging_obj=kwargs.get("litellm_logging_obj", None),
-                    batch_id=response.id,
-                    custom_llm_provider=custom_llm_provider,
-                    **kwargs,
-                )
-            )
-
         return response
     except Exception as e:
         raise e
@@ -111,7 +99,7 @@ def create_batch(
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
-) -> Union[Batch, Coroutine[Any, Any, Batch]]:
+) -> Union[LiteLLMBatch, Coroutine[Any, Any, LiteLLMBatch]]:
     """
     Creates and executes a batch from an uploaded file of request
 
@@ -119,21 +107,26 @@ def create_batch(
     """
     try:
         optional_params = GenericLiteLLMParams(**kwargs)
+        litellm_call_id = kwargs.get("litellm_call_id", None)
+        proxy_server_request = kwargs.get("proxy_server_request", None)
+        model_info = kwargs.get("model_info", None)
         _is_async = kwargs.pop("acreate_batch", False) is True
         litellm_logging_obj: LiteLLMLoggingObj = kwargs.get("litellm_logging_obj", None)
         ### TIMEOUT LOGIC ###
         timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
-        litellm_params = get_litellm_params(
-            custom_llm_provider=custom_llm_provider,
-            litellm_call_id=kwargs.get("litellm_call_id", None),
-            litellm_trace_id=kwargs.get("litellm_trace_id"),
-            litellm_metadata=kwargs.get("litellm_metadata"),
-        )
         litellm_logging_obj.update_environment_variables(
             model=None,
             user=None,
             optional_params=optional_params.model_dump(),
-            litellm_params=litellm_params,
+            litellm_params={
+                "litellm_call_id": litellm_call_id,
+                "proxy_server_request": proxy_server_request,
+                "model_info": model_info,
+                "metadata": metadata,
+                "preset_cache_key": None,
+                "stream_response": {},
+                **optional_params.model_dump(exclude_unset=True),
+            },
             custom_llm_provider=custom_llm_provider,
         )
 
@@ -261,7 +254,7 @@ def create_batch(
                 response=httpx.Response(
                     status_code=400,
                     content="Unsupported provider",
-                    request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+                    request=httpx.Request(method="create_batch", url="https://github.com/BerriAI/litellm"),  # type: ignore
                 ),
             )
         return response
@@ -269,6 +262,7 @@ def create_batch(
         raise e
 
 
+@client
 async def aretrieve_batch(
     batch_id: str,
     custom_llm_provider: Literal["openai", "azure", "vertex_ai"] = "openai",
@@ -276,7 +270,7 @@ async def aretrieve_batch(
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
-) -> Batch:
+) -> LiteLLMBatch:
     """
     Async: Retrieves a batch.
 
@@ -310,6 +304,7 @@ async def aretrieve_batch(
         raise e
 
 
+@client
 def retrieve_batch(
     batch_id: str,
     custom_llm_provider: Literal["openai", "azure", "vertex_ai"] = "openai",
@@ -317,7 +312,7 @@ def retrieve_batch(
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
-) -> Union[Batch, Coroutine[Any, Any, Batch]]:
+) -> Union[LiteLLMBatch, Coroutine[Any, Any, LiteLLMBatch]]:
     """
     Retrieves a batch.
 
@@ -325,9 +320,23 @@ def retrieve_batch(
     """
     try:
         optional_params = GenericLiteLLMParams(**kwargs)
+
+        litellm_logging_obj: LiteLLMLoggingObj = kwargs.get("litellm_logging_obj", None)
         ### TIMEOUT LOGIC ###
         timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
-        # set timeout for 10 minutes by default
+        litellm_params = get_litellm_params(
+            custom_llm_provider=custom_llm_provider,
+            litellm_call_id=kwargs.get("litellm_call_id", None),
+            litellm_trace_id=kwargs.get("litellm_trace_id"),
+            litellm_metadata=kwargs.get("litellm_metadata"),
+        )
+        litellm_logging_obj.update_environment_variables(
+            model=None,
+            user=None,
+            optional_params=optional_params.model_dump(),
+            litellm_params=litellm_params,
+            custom_llm_provider=custom_llm_provider,
+        )
 
         if (
             timeout is not None
diff --git a/litellm/caching/caching_handler.py b/litellm/caching/caching_handler.py
index 40c1001732..2a958c9eee 100644
--- a/litellm/caching/caching_handler.py
+++ b/litellm/caching/caching_handler.py
@@ -247,7 +247,6 @@ class LLMCachingHandler:
                     pass
                 else:
                     call_type = original_function.__name__
-
                     cached_result = self._convert_cached_result_to_model_response(
                         cached_result=cached_result,
                         call_type=call_type,
@@ -725,6 +724,7 @@ class LLMCachingHandler:
         """
         Sync internal method to add the result to the cache
         """
+
         new_kwargs = kwargs.copy()
         new_kwargs.update(
             convert_args_to_kwargs(
@@ -738,6 +738,7 @@ class LLMCachingHandler:
         if self._should_store_result_in_cache(
             original_function=self.original_function, kwargs=new_kwargs
         ):
+
             litellm.cache.add_cache(result, **new_kwargs)
 
         return
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 07676d8a83..1d10fa1f9e 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -239,6 +239,15 @@ def cost_per_token(  # noqa: PLR0915
             custom_llm_provider=custom_llm_provider,
             billed_units=rerank_billed_units,
         )
+    elif (
+        call_type == "aretrieve_batch"
+        or call_type == "retrieve_batch"
+        or call_type == CallTypes.aretrieve_batch
+        or call_type == CallTypes.retrieve_batch
+    ):
+        return batch_cost_calculator(
+            usage=usage_block, model=model, custom_llm_provider=custom_llm_provider
+        )
     elif call_type == "atranscription" or call_type == "transcription":
         return openai_cost_per_second(
             model=model,
@@ -399,9 +408,12 @@ def _select_model_name_for_cost_calc(
     if base_model is not None:
         return_model = base_model
 
-    completion_response_model: Optional[str] = getattr(
-        completion_response, "model", None
-    )
+    completion_response_model: Optional[str] = None
+    if completion_response is not None:
+        if isinstance(completion_response, BaseModel):
+            completion_response_model = getattr(completion_response, "model", None)
+        elif isinstance(completion_response, dict):
+            completion_response_model = completion_response.get("model", None)
     hidden_params: Optional[dict] = getattr(completion_response, "_hidden_params", None)
     if completion_response_model is None and hidden_params is not None:
         if (
@@ -957,3 +969,54 @@ def default_image_cost_calculator(
             )
 
     return cost_info["input_cost_per_pixel"] * height * width * n
+
+
+def batch_cost_calculator(
+    usage: Usage,
+    model: str,
+    custom_llm_provider: Optional[str] = None,
+) -> Tuple[float, float]:
+    """
+    Calculate the cost of a batch job
+    """
+
+    _, custom_llm_provider, _, _ = litellm.get_llm_provider(
+        model=model, custom_llm_provider=custom_llm_provider
+    )
+
+    verbose_logger.info(
+        "Calculating batch cost per token. model=%s, custom_llm_provider=%s",
+        model,
+        custom_llm_provider,
+    )
+
+    try:
+        model_info: Optional[ModelInfo] = litellm.get_model_info(
+            model=model, custom_llm_provider=custom_llm_provider
+        )
+    except Exception:
+        model_info = None
+
+    if not model_info:
+        return 0.0, 0.0
+
+    input_cost_per_token_batches = model_info.get("input_cost_per_token_batches")
+    input_cost_per_token = model_info.get("input_cost_per_token")
+    output_cost_per_token_batches = model_info.get("output_cost_per_token_batches")
+    output_cost_per_token = model_info.get("output_cost_per_token")
+    total_prompt_cost = 0.0
+    total_completion_cost = 0.0
+    if input_cost_per_token_batches:
+        total_prompt_cost = usage.prompt_tokens * input_cost_per_token_batches
+    elif input_cost_per_token:
+        total_prompt_cost = (
+            usage.prompt_tokens * (input_cost_per_token) / 2
+        )  # batch cost is usually half of the regular token cost
+    if output_cost_per_token_batches:
+        total_completion_cost = usage.completion_tokens * output_cost_per_token_batches
+    elif output_cost_per_token:
+        total_completion_cost = (
+            usage.completion_tokens * (output_cost_per_token) / 2
+        )  # batch cost is usually half of the regular token cost
+
+    return total_prompt_cost, total_completion_cost
diff --git a/litellm/files/main.py b/litellm/files/main.py
index 9f81b2e385..e49066e84b 100644
--- a/litellm/files/main.py
+++ b/litellm/files/main.py
@@ -816,7 +816,7 @@ def file_content(
             )
         else:
             raise litellm.exceptions.BadRequestError(
-                message="LiteLLM doesn't support {} for 'file_content'. Only 'openai' and 'azure' are supported.".format(
+                message="LiteLLM doesn't support {} for 'custom_llm_provider'. Supported providers are 'openai', 'azure', 'vertex_ai'.".format(
                     custom_llm_provider
                 ),
                 model="n/a",
diff --git a/litellm/integrations/langfuse/langfuse_prompt_management.py b/litellm/integrations/langfuse/langfuse_prompt_management.py
index cc2a6cf80d..1f4ca84db3 100644
--- a/litellm/integrations/langfuse/langfuse_prompt_management.py
+++ b/litellm/integrations/langfuse/langfuse_prompt_management.py
@@ -40,6 +40,7 @@ in_memory_dynamic_logger_cache = DynamicLoggingCache()
 def langfuse_client_init(
     langfuse_public_key=None,
     langfuse_secret=None,
+    langfuse_secret_key=None,
     langfuse_host=None,
     flush_interval=1,
 ) -> LangfuseClass:
@@ -67,7 +68,10 @@ def langfuse_client_init(
         )
 
     # Instance variables
-    secret_key = langfuse_secret or os.getenv("LANGFUSE_SECRET_KEY")
+
+    secret_key = (
+        langfuse_secret or langfuse_secret_key or os.getenv("LANGFUSE_SECRET_KEY")
+    )
     public_key = langfuse_public_key or os.getenv("LANGFUSE_PUBLIC_KEY")
     langfuse_host = langfuse_host or os.getenv(
         "LANGFUSE_HOST", "https://cloud.langfuse.com"
@@ -190,6 +194,7 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge
         langfuse_client = langfuse_client_init(
             langfuse_public_key=dynamic_callback_params.get("langfuse_public_key"),
             langfuse_secret=dynamic_callback_params.get("langfuse_secret"),
+            langfuse_secret_key=dynamic_callback_params.get("langfuse_secret_key"),
             langfuse_host=dynamic_callback_params.get("langfuse_host"),
         )
         langfuse_prompt_client = self._get_prompt_from_id(
@@ -206,6 +211,7 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge
         langfuse_client = langfuse_client_init(
             langfuse_public_key=dynamic_callback_params.get("langfuse_public_key"),
             langfuse_secret=dynamic_callback_params.get("langfuse_secret"),
+            langfuse_secret_key=dynamic_callback_params.get("langfuse_secret_key"),
             langfuse_host=dynamic_callback_params.get("langfuse_host"),
         )
         langfuse_prompt_client = self._get_prompt_from_id(
diff --git a/litellm/litellm_core_utils/core_helpers.py b/litellm/litellm_core_utils/core_helpers.py
index ceb150946c..2036b93692 100644
--- a/litellm/litellm_core_utils/core_helpers.py
+++ b/litellm/litellm_core_utils/core_helpers.py
@@ -73,8 +73,19 @@ def remove_index_from_tool_calls(
 def get_litellm_metadata_from_kwargs(kwargs: dict):
     """
     Helper to get litellm metadata from all litellm request kwargs
+
+    Return `litellm_metadata` if it exists, otherwise return `metadata`
     """
-    return kwargs.get("litellm_params", {}).get("metadata", {})
+    litellm_params = kwargs.get("litellm_params", {})
+    if litellm_params:
+        metadata = litellm_params.get("metadata", {})
+        litellm_metadata = litellm_params.get("litellm_metadata", {})
+        if litellm_metadata:
+            return litellm_metadata
+        elif metadata:
+            return metadata
+
+    return {}
 
 
 # Helper functions used for OTEL logging
diff --git a/litellm/litellm_core_utils/get_litellm_params.py b/litellm/litellm_core_utils/get_litellm_params.py
index c0fbb1cb97..cf62375f33 100644
--- a/litellm/litellm_core_utils/get_litellm_params.py
+++ b/litellm/litellm_core_utils/get_litellm_params.py
@@ -57,6 +57,7 @@ def get_litellm_params(
     prompt_variables: Optional[dict] = None,
     async_call: Optional[bool] = None,
     ssl_verify: Optional[bool] = None,
+    merge_reasoning_content_in_choices: Optional[bool] = None,
     **kwargs,
 ) -> dict:
     litellm_params = {
@@ -97,5 +98,6 @@ def get_litellm_params(
         "prompt_variables": prompt_variables,
         "async_call": async_call,
         "ssl_verify": ssl_verify,
+        "merge_reasoning_content_in_choices": merge_reasoning_content_in_choices,
     }
     return litellm_params
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index d2fd5b6ca8..a3d9a57a49 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -25,6 +25,7 @@ from litellm import (
     turn_off_message_logging,
 )
 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.cost_calculator import _select_model_name_for_cost_calc
@@ -50,9 +51,11 @@ from litellm.types.utils import (
     CallTypes,
     EmbeddingResponse,
     ImageResponse,
+    LiteLLMBatch,
     LiteLLMLoggingBaseClass,
     ModelResponse,
     ModelResponseStream,
+    RawRequestTypedDict,
     StandardCallbackDynamicParams,
     StandardLoggingAdditionalHeaders,
     StandardLoggingHiddenParams,
@@ -203,6 +206,7 @@ class Logging(LiteLLMLoggingBaseClass):
         ] = None,
         applied_guardrails: Optional[List[str]] = None,
         kwargs: Optional[Dict] = None,
+        log_raw_request_response: bool = False,
     ):
         _input: Optional[str] = messages  # save original value of messages
         if messages is not None:
@@ -231,6 +235,7 @@ class Logging(LiteLLMLoggingBaseClass):
         self.sync_streaming_chunks: List[Any] = (
             []
         )  # for generating complete stream response
+        self.log_raw_request_response = log_raw_request_response
 
         # Initialize dynamic callbacks
         self.dynamic_input_callbacks: Optional[
@@ -451,6 +456,18 @@ class Logging(LiteLLMLoggingBaseClass):
 
         return model, messages, non_default_params
 
+    def _get_raw_request_body(self, data: Optional[Union[dict, str]]) -> dict:
+        if data is None:
+            return {"error": "Received empty dictionary for raw request body"}
+        if isinstance(data, str):
+            try:
+                return json.loads(data)
+            except Exception:
+                return {
+                    "error": "Unable to parse raw request body. Got - {}".format(data)
+                }
+        return data
+
     def _pre_call(self, input, api_key, model=None, additional_args={}):
         """
         Common helper function across the sync + async pre-call function
@@ -466,6 +483,7 @@ class Logging(LiteLLMLoggingBaseClass):
             self.model_call_details["model"] = model
 
     def pre_call(self, input, api_key, model=None, additional_args={}):  # noqa: PLR0915
+
         # Log the exact input to the LLM API
         litellm.error_logs["PRE_CALL"] = locals()
         try:
@@ -483,28 +501,54 @@ class Logging(LiteLLMLoggingBaseClass):
                 additional_args=additional_args,
             )
             # log raw request to provider (like LangFuse) -- if opted in.
-            if log_raw_request_response is True:
+            if (
+                self.log_raw_request_response is True
+                or log_raw_request_response is True
+            ):
+
                 _litellm_params = self.model_call_details.get("litellm_params", {})
                 _metadata = _litellm_params.get("metadata", {}) or {}
                 try:
                     # [Non-blocking Extra Debug Information in metadata]
-                    if (
-                        turn_off_message_logging is not None
-                        and turn_off_message_logging is True
-                    ):
+                    if turn_off_message_logging is True:
+
                         _metadata["raw_request"] = (
                             "redacted by litellm. \
                             'litellm.turn_off_message_logging=True'"
                         )
                     else:
+
                         curl_command = self._get_request_curl_command(
                             api_base=additional_args.get("api_base", ""),
                             headers=additional_args.get("headers", {}),
                             additional_args=additional_args,
                             data=additional_args.get("complete_input_dict", {}),
                         )
+
                         _metadata["raw_request"] = str(curl_command)
+                        # split up, so it's easier to parse in the UI
+                        self.model_call_details["raw_request_typed_dict"] = (
+                            RawRequestTypedDict(
+                                raw_request_api_base=str(
+                                    additional_args.get("api_base") or ""
+                                ),
+                                raw_request_body=self._get_raw_request_body(
+                                    additional_args.get("complete_input_dict", {})
+                                ),
+                                raw_request_headers=self._get_masked_headers(
+                                    additional_args.get("headers", {}) or {},
+                                    ignore_sensitive_headers=True,
+                                ),
+                                error=None,
+                            )
+                        )
                 except Exception as e:
+                    self.model_call_details["raw_request_typed_dict"] = (
+                        RawRequestTypedDict(
+                            error=str(e),
+                        )
+                    )
+                    traceback.print_exc()
                     _metadata["raw_request"] = (
                         "Unable to Log \
                         raw request: {}".format(
@@ -637,9 +681,14 @@ class Logging(LiteLLMLoggingBaseClass):
                 )
                 verbose_logger.debug(f"\033[92m{curl_command}\033[0m\n")
 
+    def _get_request_body(self, data: dict) -> str:
+        return str(data)
+
     def _get_request_curl_command(
-        self, api_base: str, headers: dict, additional_args: dict, data: dict
+        self, api_base: str, headers: Optional[dict], additional_args: dict, data: dict
     ) -> str:
+        if headers is None:
+            headers = {}
         curl_command = "\n\nPOST Request Sent from LiteLLM:\n"
         curl_command += "curl -X POST \\\n"
         curl_command += f"{api_base} \\\n"
@@ -647,11 +696,10 @@ class Logging(LiteLLMLoggingBaseClass):
         formatted_headers = " ".join(
             [f"-H '{k}: {v}'" for k, v in masked_headers.items()]
         )
-
         curl_command += (
             f"{formatted_headers} \\\n" if formatted_headers.strip() != "" else ""
         )
-        curl_command += f"-d '{str(data)}'\n"
+        curl_command += f"-d '{self._get_request_body(data)}'\n"
         if additional_args.get("request_str", None) is not None:
             # print the sagemaker / bedrock client request
             curl_command = "\nRequest Sent from LiteLLM:\n"
@@ -660,12 +708,20 @@ class Logging(LiteLLMLoggingBaseClass):
             curl_command = str(self.model_call_details)
         return curl_command
 
-    def _get_masked_headers(self, headers: dict):
+    def _get_masked_headers(
+        self, headers: dict, ignore_sensitive_headers: bool = False
+    ) -> dict:
         """
         Internal debugging helper function
 
         Masks the headers of the request sent from LiteLLM
         """
+        sensitive_keywords = [
+            "authorization",
+            "token",
+            "key",
+            "secret",
+        ]
         return {
             k: (
                 (v[:-44] + "*" * 44)
@@ -673,6 +729,11 @@ class Logging(LiteLLMLoggingBaseClass):
                 else "*****"
             )
             for k, v in headers.items()
+            if not ignore_sensitive_headers
+            or not any(
+                sensitive_keyword in k.lower()
+                for sensitive_keyword in sensitive_keywords
+            )
         }
 
     def post_call(
@@ -871,6 +932,24 @@ class Logging(LiteLLMLoggingBaseClass):
 
         return None
 
+    async def _response_cost_calculator_async(
+        self,
+        result: Union[
+            ModelResponse,
+            ModelResponseStream,
+            EmbeddingResponse,
+            ImageResponse,
+            TranscriptionResponse,
+            TextCompletionResponse,
+            HttpxBinaryResponseContent,
+            RerankResponse,
+            Batch,
+            FineTuningJob,
+        ],
+        cache_hit: Optional[bool] = None,
+    ) -> Optional[float]:
+        return self._response_cost_calculator(result=result, cache_hit=cache_hit)
+
     def should_run_callback(
         self, callback: litellm.CALLBACK_TYPES, litellm_params: dict, event_hook: str
     ) -> bool:
@@ -912,6 +991,9 @@ class Logging(LiteLLMLoggingBaseClass):
             self.model_call_details["log_event_type"] = "successful_api_call"
             self.model_call_details["end_time"] = end_time
             self.model_call_details["cache_hit"] = cache_hit
+
+            if self.call_type == CallTypes.anthropic_messages.value:
+                result = self._handle_anthropic_messages_response_logging(result=result)
             ## if model in model cost map - log the response cost
             ## else set cost to None
             if (
@@ -928,8 +1010,8 @@ class Logging(LiteLLMLoggingBaseClass):
                     or isinstance(result, TextCompletionResponse)
                     or isinstance(result, HttpxBinaryResponseContent)  # tts
                     or isinstance(result, RerankResponse)
-                    or isinstance(result, Batch)
                     or isinstance(result, FineTuningJob)
+                    or isinstance(result, LiteLLMBatch)
                 ):
                     ## HIDDEN PARAMS ##
                     hidden_params = getattr(result, "_hidden_params", {})
@@ -1525,6 +1607,20 @@ class Logging(LiteLLMLoggingBaseClass):
         print_verbose(
             "Logging Details LiteLLM-Async Success Call, cache_hit={}".format(cache_hit)
         )
+
+        ## CALCULATE COST FOR BATCH JOBS
+        if self.call_type == CallTypes.aretrieve_batch.value and isinstance(
+            result, LiteLLMBatch
+        ):
+
+            response_cost, batch_usage, batch_models = await _handle_completed_batch(
+                batch=result, custom_llm_provider=self.custom_llm_provider
+            )
+
+            result._hidden_params["response_cost"] = response_cost
+            result._hidden_params["batch_models"] = batch_models
+            result.usage = batch_usage
+
         start_time, end_time, result = self._success_handler_helper_fn(
             start_time=start_time,
             end_time=end_time,
@@ -1532,6 +1628,7 @@ class Logging(LiteLLMLoggingBaseClass):
             cache_hit=cache_hit,
             standard_logging_object=kwargs.get("standard_logging_object", None),
         )
+
         ## BUILD COMPLETE STREAMED RESPONSE
         if "async_complete_streaming_response" in self.model_call_details:
             return  # break out of this.
@@ -2270,6 +2367,37 @@ class Logging(LiteLLMLoggingBaseClass):
             return complete_streaming_response
         return None
 
+    def _handle_anthropic_messages_response_logging(self, result: Any) -> ModelResponse:
+        """
+        Handles logging for Anthropic messages responses.
+
+        Args:
+            result: The response object from the model call
+
+        Returns:
+            The the response object from the model call
+
+        - For Non-streaming responses, we need to transform the response to a ModelResponse object.
+        - For streaming responses, anthropic_messages handler calls success_handler with a assembled ModelResponse.
+        """
+        if self.stream and isinstance(result, ModelResponse):
+            return result
+
+        result = litellm.AnthropicConfig().transform_response(
+            raw_response=self.model_call_details["httpx_response"],
+            model_response=litellm.ModelResponse(),
+            model=self.model,
+            messages=[],
+            logging_obj=self,
+            optional_params={},
+            api_key="",
+            request_data={},
+            encoding=litellm.encoding,
+            json_mode=False,
+            litellm_params={},
+        )
+        return result
+
 
 def set_callbacks(callback_list, function_id=None):  # noqa: PLR0915
     """
@@ -3086,6 +3214,7 @@ class StandardLoggingPayloadSetup:
             response_cost=None,
             additional_headers=None,
             litellm_overhead_time_ms=None,
+            batch_models=None,
         )
         if hidden_params is not None:
             for key in StandardLoggingHiddenParams.__annotations__.keys():
@@ -3199,6 +3328,7 @@ def get_standard_logging_object_payload(
                         api_base=None,
                         response_cost=None,
                         litellm_overhead_time_ms=None,
+                        batch_models=None,
                     )
                 )
 
@@ -3483,6 +3613,7 @@ def create_dummy_standard_logging_payload() -> StandardLoggingPayload:
         response_cost=None,
         additional_headers=None,
         litellm_overhead_time_ms=None,
+        batch_models=None,
     )
 
     # Convert numeric values to appropriate types
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 7db1411f84..ebb1032a19 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
@@ -9,6 +9,7 @@ from typing import Dict, Iterable, List, Literal, Optional, Tuple, Union
 import litellm
 from litellm._logging import verbose_logger
 from litellm.constants import RESPONSE_FORMAT_TOOL_NAME
+from litellm.types.llms.openai import ChatCompletionThinkingBlock
 from litellm.types.utils import (
     ChatCompletionDeltaToolCall,
     ChatCompletionMessageToolCall,
@@ -128,12 +129,7 @@ def convert_to_streaming_response(response_object: Optional[dict] = None):
     model_response_object = ModelResponse(stream=True)
     choice_list = []
     for idx, choice in enumerate(response_object["choices"]):
-        delta = Delta(
-            content=choice["message"].get("content", None),
-            role=choice["message"]["role"],
-            function_call=choice["message"].get("function_call", None),
-            tool_calls=choice["message"].get("tool_calls", None),
-        )
+        delta = Delta(**choice["message"])
         finish_reason = choice.get("finish_reason", None)
         if finish_reason is None:
             # gpt-4 vision can return 'finish_reason' or 'finish_details'
@@ -243,6 +239,24 @@ def _parse_content_for_reasoning(
     return None, message_text
 
 
+def _extract_reasoning_content(message: dict) -> Tuple[Optional[str], Optional[str]]:
+    """
+    Extract reasoning content and main content from a message.
+
+    Args:
+        message (dict): The message dictionary that may contain reasoning_content
+
+    Returns:
+        tuple[Optional[str], Optional[str]]: A tuple of (reasoning_content, content)
+    """
+    if "reasoning_content" in message:
+        return message["reasoning_content"], message["content"]
+    elif "reasoning" in message:
+        return message["reasoning"], message["content"]
+    else:
+        return _parse_content_for_reasoning(message.get("content"))
+
+
 class LiteLLMResponseObjectHandler:
 
     @staticmethod
@@ -456,11 +470,16 @@ def convert_to_model_response_object(  # noqa: PLR0915
                             provider_specific_fields[field] = choice["message"][field]
 
                     # Handle reasoning models that display `reasoning_content` within `content`
-
-                    reasoning_content, content = _parse_content_for_reasoning(
-                        choice["message"].get("content")
+                    reasoning_content, content = _extract_reasoning_content(
+                        choice["message"]
                     )
 
+                    # Handle thinking models that display `thinking_blocks` within `content`
+                    thinking_blocks: Optional[List[ChatCompletionThinkingBlock]] = None
+                    if "thinking_blocks" in choice["message"]:
+                        thinking_blocks = choice["message"]["thinking_blocks"]
+                        provider_specific_fields["thinking_blocks"] = thinking_blocks
+
                     if reasoning_content:
                         provider_specific_fields["reasoning_content"] = (
                             reasoning_content
@@ -474,6 +493,7 @@ def convert_to_model_response_object(  # noqa: PLR0915
                         audio=choice["message"].get("audio", None),
                         provider_specific_fields=provider_specific_fields,
                         reasoning_content=reasoning_content,
+                        thinking_blocks=thinking_blocks,
                     )
                     finish_reason = choice.get("finish_reason", None)
                 if finish_reason is None:
diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index 03d64dd4b7..df7aa2cbd0 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -187,53 +187,125 @@ def ollama_pt(
             final_prompt_value="### Response:",
             messages=messages,
         )
-    elif "llava" in model:
-        prompt = ""
-        images = []
-        for message in messages:
-            if isinstance(message["content"], str):
-                prompt += message["content"]
-            elif isinstance(message["content"], list):
-                # see https://docs.litellm.ai/docs/providers/openai#openai-vision-models
-                for element in message["content"]:
-                    if isinstance(element, dict):
-                        if element["type"] == "text":
-                            prompt += element["text"]
-                        elif element["type"] == "image_url":
-                            base64_image = convert_to_ollama_image(
-                                element["image_url"]["url"]
-                            )
-                            images.append(base64_image)
-        return {"prompt": prompt, "images": images}
     else:
+        user_message_types = {"user", "tool", "function"}
+        msg_i = 0
+        images = []
         prompt = ""
-        for message in messages:
-            role = message["role"]
-            content = message.get("content", "")
+        while msg_i < len(messages):
+            init_msg_i = msg_i
+            user_content_str = ""
+            ## MERGE CONSECUTIVE USER CONTENT ##
+            while (
+                msg_i < len(messages) and messages[msg_i]["role"] in user_message_types
+            ):
+                msg_content = messages[msg_i].get("content")
+                if msg_content:
+                    if isinstance(msg_content, list):
+                        for m in msg_content:
+                            if m.get("type", "") == "image_url":
+                                if isinstance(m["image_url"], str):
+                                    images.append(m["image_url"])
+                                elif isinstance(m["image_url"], dict):
+                                    images.append(m["image_url"]["url"])
+                            elif m.get("type", "") == "text":
+                                user_content_str += m["text"]
+                    else:
+                        # Tool message content will always be a string
+                        user_content_str += msg_content
 
-            if "tool_calls" in message:
-                tool_calls = []
+                msg_i += 1
 
-                for call in message["tool_calls"]:
-                    call_id: str = call["id"]
-                    function_name: str = call["function"]["name"]
-                    arguments = json.loads(call["function"]["arguments"])
+            if user_content_str:
+                prompt += f"### User:\n{user_content_str}\n\n"
 
-                    tool_calls.append(
-                        {
-                            "id": call_id,
-                            "type": "function",
-                            "function": {"name": function_name, "arguments": arguments},
-                        }
+            assistant_content_str = ""
+            ## MERGE CONSECUTIVE ASSISTANT CONTENT ##
+            while msg_i < len(messages) and messages[msg_i]["role"] == "assistant":
+                msg_content = messages[msg_i].get("content")
+                if msg_content:
+                    if isinstance(msg_content, list):
+                        for m in msg_content:
+                            if m.get("type", "") == "text":
+                                assistant_content_str += m["text"]
+                    elif isinstance(msg_content, str):
+                        # Tool message content will always be a string
+                        assistant_content_str += msg_content
+
+                tool_calls = messages[msg_i].get("tool_calls")
+                ollama_tool_calls = []
+                if tool_calls:
+                    for call in tool_calls:
+                        call_id: str = call["id"]
+                        function_name: str = call["function"]["name"]
+                        arguments = json.loads(call["function"]["arguments"])
+
+                        ollama_tool_calls.append(
+                            {
+                                "id": call_id,
+                                "type": "function",
+                                "function": {
+                                    "name": function_name,
+                                    "arguments": arguments,
+                                },
+                            }
+                        )
+
+                if ollama_tool_calls:
+                    assistant_content_str += (
+                        f"Tool Calls: {json.dumps(ollama_tool_calls, indent=2)}"
                     )
 
-                prompt += f"### Assistant:\nTool Calls: {json.dumps(tool_calls, indent=2)}\n\n"
+                msg_i += 1
 
-            elif "tool_call_id" in message:
-                prompt += f"### User:\n{message['content']}\n\n"
+            if assistant_content_str:
+                prompt += f"### Assistant:\n{assistant_content_str}\n\n"
 
-            elif content:
-                prompt += f"### {role.capitalize()}:\n{content}\n\n"
+            if msg_i == init_msg_i:  # prevent infinite loops
+                raise litellm.BadRequestError(
+                    message=BAD_MESSAGE_ERROR_STR + f"passed in {messages[msg_i]}",
+                    model=model,
+                    llm_provider="ollama",
+                )
+        # prompt = ""
+        # images = []
+        # for message in messages:
+        #     if isinstance(message["content"], str):
+        #         prompt += message["content"]
+        #     elif isinstance(message["content"], list):
+        #         # see https://docs.litellm.ai/docs/providers/openai#openai-vision-models
+        #         for element in message["content"]:
+        #             if isinstance(element, dict):
+        #                 if element["type"] == "text":
+        #                     prompt += element["text"]
+        #                 elif element["type"] == "image_url":
+        #                     base64_image = convert_to_ollama_image(
+        #                         element["image_url"]["url"]
+        #                     )
+        #                     images.append(base64_image)
+
+        #     if "tool_calls" in message:
+        #         tool_calls = []
+
+        #         for call in message["tool_calls"]:
+        #             call_id: str = call["id"]
+        #             function_name: str = call["function"]["name"]
+        #             arguments = json.loads(call["function"]["arguments"])
+
+        #             tool_calls.append(
+        #                 {
+        #                     "id": call_id,
+        #                     "type": "function",
+        #                     "function": {"name": function_name, "arguments": arguments},
+        #                 }
+        #             )
+
+        #         prompt += f"### Assistant:\nTool Calls: {json.dumps(tool_calls, indent=2)}\n\n"
+
+        #     elif "tool_call_id" in message:
+        #         prompt += f"### User:\n{message['content']}\n\n"
+
+        return {"prompt": prompt, "images": images}
 
     return prompt
 
@@ -680,12 +752,13 @@ def convert_generic_image_chunk_to_openai_image_obj(
     Return:
     "data:image/jpeg;base64,{base64_image}"
     """
-    return "data:{};{},{}".format(
-        image_chunk["media_type"], image_chunk["type"], image_chunk["data"]
-    )
+    media_type = image_chunk["media_type"]
+    return "data:{};{},{}".format(media_type, image_chunk["type"], image_chunk["data"])
 
 
-def convert_to_anthropic_image_obj(openai_image_url: str) -> GenericImageParsingChunk:
+def convert_to_anthropic_image_obj(
+    openai_image_url: str, format: Optional[str]
+) -> GenericImageParsingChunk:
     """
     Input:
     "image_url": "data:image/jpeg;base64,{base64_image}",
@@ -702,7 +775,11 @@ def convert_to_anthropic_image_obj(openai_image_url: str) -> GenericImageParsing
             openai_image_url = convert_url_to_base64(url=openai_image_url)
         # Extract the media type and base64 data
         media_type, base64_data = openai_image_url.split("data:")[1].split(";base64,")
-        media_type = media_type.replace("\\/", "/")
+
+        if format:
+            media_type = format
+        else:
+            media_type = media_type.replace("\\/", "/")
 
         return GenericImageParsingChunk(
             type="base64",
@@ -820,11 +897,12 @@ def anthropic_messages_pt_xml(messages: list):
             if isinstance(messages[msg_i]["content"], list):
                 for m in messages[msg_i]["content"]:
                     if m.get("type", "") == "image_url":
+                        format = m["image_url"].get("format")
                         user_content.append(
                             {
                                 "type": "image",
                                 "source": convert_to_anthropic_image_obj(
-                                    m["image_url"]["url"]
+                                    m["image_url"]["url"], format=format
                                 ),
                             }
                         )
@@ -1156,10 +1234,13 @@ def convert_to_anthropic_tool_result(
                 )
             elif content["type"] == "image_url":
                 if isinstance(content["image_url"], str):
-                    image_chunk = convert_to_anthropic_image_obj(content["image_url"])
-                else:
                     image_chunk = convert_to_anthropic_image_obj(
-                        content["image_url"]["url"]
+                        content["image_url"], format=None
+                    )
+                else:
+                    format = content["image_url"].get("format")
+                    image_chunk = convert_to_anthropic_image_obj(
+                        content["image_url"]["url"], format=format
                     )
                 anthropic_content_list.append(
                     AnthropicMessagesImageParam(
@@ -1282,6 +1363,7 @@ def add_cache_control_to_content(
         AnthropicMessagesImageParam,
         AnthropicMessagesTextParam,
         AnthropicMessagesDocumentParam,
+        ChatCompletionThinkingBlock,
     ],
     orignal_content_element: Union[dict, AllMessageValues],
 ):
@@ -1317,6 +1399,7 @@ def _anthropic_content_element_factory(
                 data=image_chunk["data"],
             ),
         )
+
     return _anthropic_content_element
 
 
@@ -1368,13 +1451,16 @@ def anthropic_messages_pt(  # noqa: PLR0915
                     for m in user_message_types_block["content"]:
                         if m.get("type", "") == "image_url":
                             m = cast(ChatCompletionImageObject, m)
+                            format: Optional[str] = None
                             if isinstance(m["image_url"], str):
                                 image_chunk = convert_to_anthropic_image_obj(
-                                    openai_image_url=m["image_url"]
+                                    openai_image_url=m["image_url"], format=None
                                 )
                             else:
+                                format = m["image_url"].get("format")
                                 image_chunk = convert_to_anthropic_image_obj(
-                                    openai_image_url=m["image_url"]["url"]
+                                    openai_image_url=m["image_url"]["url"],
+                                    format=format,
                                 )
 
                             _anthropic_content_element = (
@@ -1454,12 +1540,23 @@ def anthropic_messages_pt(  # noqa: PLR0915
                 assistant_content_block["content"], list
             ):
                 for m in assistant_content_block["content"]:
-                    # handle text
+                    # handle thinking blocks
+                    thinking_block = cast(str, m.get("thinking", ""))
+                    text_block = cast(str, m.get("text", ""))
                     if (
-                        m.get("type", "") == "text" and len(m.get("text", "")) > 0
+                        m.get("type", "") == "thinking" and len(thinking_block) > 0
+                    ):  # don't pass empty text blocks. anthropic api raises errors.
+                        anthropic_message: Union[
+                            ChatCompletionThinkingBlock,
+                            AnthropicMessagesTextParam,
+                        ] = cast(ChatCompletionThinkingBlock, m)
+                        assistant_content.append(anthropic_message)
+                    # handle text
+                    elif (
+                        m.get("type", "") == "text" and len(text_block) > 0
                     ):  # don't pass empty text blocks. anthropic api raises errors.
                         anthropic_message = AnthropicMessagesTextParam(
-                            type="text", text=m.get("text")
+                            type="text", text=text_block
                         )
                         _cached_message = add_cache_control_to_content(
                             anthropic_content_element=anthropic_message,
@@ -1512,6 +1609,7 @@ def anthropic_messages_pt(  # noqa: PLR0915
             msg_i += 1
 
         if assistant_content:
+
             new_messages.append({"role": "assistant", "content": assistant_content})
 
         if msg_i == init_msg_i:  # prevent infinite loops
@@ -1520,17 +1618,6 @@ def anthropic_messages_pt(  # noqa: PLR0915
                 model=model,
                 llm_provider=llm_provider,
             )
-    if not new_messages or new_messages[0]["role"] != "user":
-        if litellm.modify_params:
-            new_messages.insert(
-                0, {"role": "user", "content": [{"type": "text", "text": "."}]}
-            )
-        else:
-            raise Exception(
-                "Invalid first message={}. Should always start with 'role'='user' for Anthropic. System prompt is sent separately for Anthropic. set 'litellm.modify_params = True' or 'litellm_settings:modify_params = True' on proxy, to insert a placeholder user message - '.' as the first message, ".format(
-                    new_messages
-                )
-            )
 
     if new_messages[-1]["role"] == "assistant":
         if isinstance(new_messages[-1]["content"], str):
@@ -2301,8 +2388,11 @@ class BedrockImageProcessor:
             )
 
     @classmethod
-    def process_image_sync(cls, image_url: str) -> BedrockContentBlock:
+    def process_image_sync(
+        cls, image_url: str, format: Optional[str] = None
+    ) -> BedrockContentBlock:
         """Synchronous image processing."""
+
         if "base64" in image_url:
             img_bytes, mime_type, image_format = cls._parse_base64_image(image_url)
         elif "http://" in image_url or "https://" in image_url:
@@ -2313,11 +2403,17 @@ class BedrockImageProcessor:
                 "Unsupported image type. Expected either image url or base64 encoded string"
             )
 
+        if format:
+            mime_type = format
+            image_format = mime_type.split("/")[1]
+
         image_format = cls._validate_format(mime_type, image_format)
         return cls._create_bedrock_block(img_bytes, mime_type, image_format)
 
     @classmethod
-    async def process_image_async(cls, image_url: str) -> BedrockContentBlock:
+    async def process_image_async(
+        cls, image_url: str, format: Optional[str]
+    ) -> BedrockContentBlock:
         """Asynchronous image processing."""
 
         if "base64" in image_url:
@@ -2332,6 +2428,10 @@ class BedrockImageProcessor:
                 "Unsupported image type. Expected either image url or base64 encoded string"
             )
 
+        if format:  # override with user-defined params
+            mime_type = format
+            image_format = mime_type.split("/")[1]
+
         image_format = cls._validate_format(mime_type, image_format)
         return cls._create_bedrock_block(img_bytes, mime_type, image_format)
 
@@ -2819,12 +2919,14 @@ class BedrockConverseMessagesProcessor:
                                 _part = BedrockContentBlock(text=element["text"])
                                 _parts.append(_part)
                             elif element["type"] == "image_url":
+                                format: Optional[str] = None
                                 if isinstance(element["image_url"], dict):
                                     image_url = element["image_url"]["url"]
+                                    format = element["image_url"].get("format")
                                 else:
                                     image_url = element["image_url"]
                                 _part = await BedrockImageProcessor.process_image_async(  # type: ignore
-                                    image_url=image_url
+                                    image_url=image_url, format=format
                                 )
                                 _parts.append(_part)  # type: ignore
                             _cache_point_block = (
@@ -2924,7 +3026,14 @@ class BedrockConverseMessagesProcessor:
                     assistants_parts: List[BedrockContentBlock] = []
                     for element in _assistant_content:
                         if isinstance(element, dict):
-                            if element["type"] == "text":
+                            if element["type"] == "thinking":
+                                thinking_block = BedrockConverseMessagesProcessor.translate_thinking_blocks_to_reasoning_content_blocks(
+                                    thinking_blocks=[
+                                        cast(ChatCompletionThinkingBlock, element)
+                                    ]
+                                )
+                                assistants_parts.extend(thinking_block)
+                            elif element["type"] == "text":
                                 assistants_part = BedrockContentBlock(
                                     text=element["text"]
                                 )
@@ -2974,7 +3083,7 @@ class BedrockConverseMessagesProcessor:
         reasoning_content_blocks: List[BedrockContentBlock] = []
         for thinking_block in thinking_blocks:
             reasoning_text = thinking_block.get("thinking")
-            reasoning_signature = thinking_block.get("signature_delta")
+            reasoning_signature = thinking_block.get("signature")
             text_block = BedrockConverseReasoningTextBlock(
                 text=reasoning_text or "",
             )
@@ -3050,12 +3159,15 @@ def _bedrock_converse_messages_pt(  # noqa: PLR0915
                             _part = BedrockContentBlock(text=element["text"])
                             _parts.append(_part)
                         elif element["type"] == "image_url":
+                            format: Optional[str] = None
                             if isinstance(element["image_url"], dict):
                                 image_url = element["image_url"]["url"]
+                                format = element["image_url"].get("format")
                             else:
                                 image_url = element["image_url"]
                             _part = BedrockImageProcessor.process_image_sync(  # type: ignore
-                                image_url=image_url
+                                image_url=image_url,
+                                format=format,
                             )
                             _parts.append(_part)  # type: ignore
                         _cache_point_block = (
@@ -3157,7 +3269,14 @@ def _bedrock_converse_messages_pt(  # noqa: PLR0915
                 assistants_parts: List[BedrockContentBlock] = []
                 for element in _assistant_content:
                     if isinstance(element, dict):
-                        if element["type"] == "text":
+                        if element["type"] == "thinking":
+                            thinking_block = BedrockConverseMessagesProcessor.translate_thinking_blocks_to_reasoning_content_blocks(
+                                thinking_blocks=[
+                                    cast(ChatCompletionThinkingBlock, element)
+                                ]
+                            )
+                            assistants_parts.extend(thinking_block)
+                        elif element["type"] == "text":
                             assistants_part = BedrockContentBlock(text=element["text"])
                             assistants_parts.append(assistants_part)
                         elif element["type"] == "image_url":
diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py
index a1d29f3284..5d5a8bf256 100644
--- a/litellm/litellm_core_utils/streaming_handler.py
+++ b/litellm/litellm_core_utils/streaming_handler.py
@@ -15,6 +15,7 @@ from litellm import verbose_logger
 from litellm.litellm_core_utils.redact_messages import LiteLLMLoggingObject
 from litellm.litellm_core_utils.thread_pool_executor import executor
 from litellm.types.llms.openai import ChatCompletionChunk
+from litellm.types.router import GenericLiteLLMParams
 from litellm.types.utils import Delta
 from litellm.types.utils import GenericStreamingChunk as GChunk
 from litellm.types.utils import (
@@ -70,6 +71,17 @@ class CustomStreamWrapper:
         self.completion_stream = completion_stream
         self.sent_first_chunk = False
         self.sent_last_chunk = False
+
+        litellm_params: GenericLiteLLMParams = GenericLiteLLMParams(
+            **self.logging_obj.model_call_details.get("litellm_params", {})
+        )
+        self.merge_reasoning_content_in_choices: bool = (
+            litellm_params.merge_reasoning_content_in_choices or False
+        )
+        self.sent_first_thinking_block = False
+        self.sent_last_thinking_block = False
+        self.thinking_content = ""
+
         self.system_fingerprint: Optional[str] = None
         self.received_finish_reason: Optional[str] = None
         self.intermittent_finish_reason: Optional[str] = (
@@ -87,12 +99,7 @@ class CustomStreamWrapper:
         self.holding_chunk = ""
         self.complete_response = ""
         self.response_uptil_now = ""
-        _model_info = (
-            self.logging_obj.model_call_details.get("litellm_params", {}).get(
-                "model_info", {}
-            )
-            or {}
-        )
+        _model_info: Dict = litellm_params.model_info or {}
 
         _api_base = get_api_base(
             model=model or "",
@@ -630,7 +637,10 @@ class CustomStreamWrapper:
                 if isinstance(chunk, bytes):
                     chunk = chunk.decode("utf-8")
                 if "text_output" in chunk:
-                    response = chunk.replace("data: ", "").strip()
+                    response = (
+                        CustomStreamWrapper._strip_sse_data_from_chunk(chunk) or ""
+                    )
+                    response = response.strip()
                     parsed_response = json.loads(response)
                 else:
                     return {
@@ -755,16 +765,12 @@ class CustomStreamWrapper:
                 setattr(model_response, k, v)
         return model_response
 
-    def return_processed_chunk_logic(  # noqa
+    def is_chunk_non_empty(
         self,
         completion_obj: Dict[str, Any],
         model_response: ModelResponseStream,
         response_obj: Dict[str, Any],
-    ):
-
-        print_verbose(
-            f"completion_obj: {completion_obj}, model_response.choices[0]: {model_response.choices[0]}, response_obj: {response_obj}"
-        )
+    ) -> bool:
         if (
             "content" in completion_obj
             and (
@@ -780,6 +786,10 @@ class CustomStreamWrapper:
                 "function_call" in completion_obj
                 and completion_obj["function_call"] is not None
             )
+            or (
+                "reasoning_content" in model_response.choices[0].delta
+                and model_response.choices[0].delta.reasoning_content is not None
+            )
             or (model_response.choices[0].delta.provider_specific_fields is not None)
             or (
                 "provider_specific_fields" in model_response
@@ -789,8 +799,27 @@ class CustomStreamWrapper:
                 "provider_specific_fields" in response_obj
                 and response_obj["provider_specific_fields"] is not None
             )
-        ):  # cannot set content of an OpenAI Object to be an empty string
+        ):
+            return True
+        else:
+            return False
 
+    def return_processed_chunk_logic(  # noqa
+        self,
+        completion_obj: Dict[str, Any],
+        model_response: ModelResponseStream,
+        response_obj: Dict[str, Any],
+    ):
+
+        print_verbose(
+            f"completion_obj: {completion_obj}, model_response.choices[0]: {model_response.choices[0]}, response_obj: {response_obj}"
+        )
+        is_chunk_non_empty = self.is_chunk_non_empty(
+            completion_obj, model_response, response_obj
+        )
+        if (
+            is_chunk_non_empty
+        ):  # cannot set content of an OpenAI Object to be an empty string
             self.safety_checker()
             hold, model_response_str = self.check_special_tokens(
                 chunk=completion_obj["content"],
@@ -806,7 +835,7 @@ class CustomStreamWrapper:
                         for choice in original_chunk.choices:
                             try:
                                 if isinstance(choice, BaseModel):
-                                    choice_json = choice.model_dump()
+                                    choice_json = choice.model_dump()  # type: ignore
                                     choice_json.pop(
                                         "finish_reason", None
                                     )  # for mistral etc. which return a value in their last chunk (not-openai compatible).
@@ -854,6 +883,10 @@ class CustomStreamWrapper:
                     _index: Optional[int] = completion_obj.get("index")
                     if _index is not None:
                         model_response.choices[0].index = _index
+
+                self._optional_combine_thinking_block_in_choices(
+                    model_response=model_response
+                )
                 print_verbose(f"returning model_response: {model_response}")
                 return model_response
             else:
@@ -910,6 +943,48 @@ class CustomStreamWrapper:
                 self.chunks.append(model_response)
             return
 
+    def _optional_combine_thinking_block_in_choices(
+        self, model_response: ModelResponseStream
+    ) -> None:
+        """
+        UI's Like OpenWebUI expect to get 1 chunk with <think>...</think> tags in the chunk content
+
+        In place updates the model_response object with reasoning_content in content with <think>...</think> tags
+
+        Enabled when `merge_reasoning_content_in_choices=True` passed in request params
+
+
+        """
+        if self.merge_reasoning_content_in_choices is True:
+            reasoning_content = getattr(
+                model_response.choices[0].delta, "reasoning_content", None
+            )
+            if reasoning_content:
+                if self.sent_first_thinking_block is False:
+                    model_response.choices[0].delta.content += (
+                        "<think>" + reasoning_content
+                    )
+                    self.sent_first_thinking_block = True
+                elif (
+                    self.sent_first_thinking_block is True
+                    and hasattr(model_response.choices[0].delta, "reasoning_content")
+                    and model_response.choices[0].delta.reasoning_content
+                ):
+                    model_response.choices[0].delta.content = reasoning_content
+            elif (
+                self.sent_first_thinking_block is True
+                and not self.sent_last_thinking_block
+                and model_response.choices[0].delta.content
+            ):
+                model_response.choices[0].delta.content = (
+                    "</think>" + model_response.choices[0].delta.content
+                )
+                self.sent_last_thinking_block = True
+
+            if hasattr(model_response.choices[0].delta, "reasoning_content"):
+                del model_response.choices[0].delta.reasoning_content
+        return
+
     def chunk_creator(self, chunk: Any):  # type: ignore  # noqa: PLR0915
         model_response = self.model_response_creator()
         response_obj: Dict[str, Any] = {}
@@ -1756,6 +1831,42 @@ class CustomStreamWrapper:
                 extra_kwargs={},
             )
 
+    @staticmethod
+    def _strip_sse_data_from_chunk(chunk: Optional[str]) -> Optional[str]:
+        """
+        Strips the 'data: ' prefix from Server-Sent Events (SSE) chunks.
+
+        Some providers like sagemaker send it as `data:`, need to handle both
+
+        SSE messages are prefixed with 'data: ' which is part of the protocol,
+        not the actual content from the LLM. This method removes that prefix
+        and returns the actual content.
+
+        Args:
+            chunk: The SSE chunk that may contain the 'data: ' prefix (string or bytes)
+
+        Returns:
+            The chunk with the 'data: ' prefix removed, or the original chunk
+            if no prefix was found. Returns None if input is None.
+
+        See OpenAI Python Ref for this: https://github.com/openai/openai-python/blob/041bf5a8ec54da19aad0169671793c2078bd6173/openai/api_requestor.py#L100
+        """
+        if chunk is None:
+            return None
+
+        if isinstance(chunk, str):
+            # OpenAI sends `data: `
+            if chunk.startswith("data: "):
+                # Strip the prefix and any leading whitespace that might follow it
+                _length_of_sse_data_prefix = len("data: ")
+                return chunk[_length_of_sse_data_prefix:]
+            elif chunk.startswith("data:"):
+                # Sagemaker sends `data:`, no trailing whitespace
+                _length_of_sse_data_prefix = len("data:")
+                return chunk[_length_of_sse_data_prefix:]
+
+        return chunk
+
 
 def calculate_total_usage(chunks: List[ModelResponse]) -> Usage:
     """Assume most recent usage chunk has total usage uptil then."""
diff --git a/litellm/llms/anthropic/chat/handler.py b/litellm/llms/anthropic/chat/handler.py
index 46c8edae03..f2c5f390d7 100644
--- a/litellm/llms/anthropic/chat/handler.py
+++ b/litellm/llms/anthropic/chat/handler.py
@@ -474,7 +474,10 @@ class ModelResponseIterator:
         if len(self.content_blocks) == 0:
             return False
 
-        if self.content_blocks[0]["delta"]["type"] == "text_delta":
+        if (
+            self.content_blocks[0]["delta"]["type"] == "text_delta"
+            or self.content_blocks[0]["delta"]["type"] == "thinking_delta"
+        ):
             return False
 
         for block in self.content_blocks:
@@ -527,6 +530,7 @@ class ModelResponseIterator:
         provider_specific_fields = {}
         content_block = ContentBlockDelta(**chunk)  # type: ignore
         thinking_blocks: List[ChatCompletionThinkingBlock] = []
+
         self.content_blocks.append(content_block)
         if "text" in content_block["delta"]:
             text = content_block["delta"]["text"]
@@ -544,13 +548,13 @@ class ModelResponseIterator:
             provider_specific_fields["citation"] = content_block["delta"]["citation"]
         elif (
             "thinking" in content_block["delta"]
-            or "signature_delta" == content_block["delta"]
+            or "signature" in content_block["delta"]
         ):
             thinking_blocks = [
                 ChatCompletionThinkingBlock(
                     type="thinking",
-                    thinking=content_block["delta"].get("thinking"),
-                    signature_delta=content_block["delta"].get("signature"),
+                    thinking=content_block["delta"].get("thinking") or "",
+                    signature=content_block["delta"].get("signature"),
                 )
             ]
             provider_specific_fields["thinking_blocks"] = thinking_blocks
@@ -616,9 +620,11 @@ class ModelResponseIterator:
                         "index": self.tool_index,
                     }
             elif type_chunk == "content_block_stop":
+
                 ContentBlockStop(**chunk)  # type: ignore
                 # check if tool call content block
                 is_empty = self.check_empty_tool_call_args()
+
                 if is_empty:
                     tool_use = {
                         "id": None,
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
new file mode 100644
index 0000000000..a7dfff74d9
--- /dev/null
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
@@ -0,0 +1,179 @@
+"""
+- call /messages on Anthropic API
+- 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
+
+"""
+
+import json
+from typing import Any, AsyncIterator, Dict, Optional, Union, cast
+
+import httpx
+
+import litellm
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.base_llm.anthropic_messages.transformation import (
+    BaseAnthropicMessagesConfig,
+)
+from litellm.llms.custom_httpx.http_handler import (
+    AsyncHTTPHandler,
+    get_async_httpx_client,
+)
+from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import ProviderSpecificHeader
+from litellm.utils import ProviderConfigManager, client
+
+
+class AnthropicMessagesHandler:
+
+    @staticmethod
+    async def _handle_anthropic_streaming(
+        response: httpx.Response,
+        request_body: dict,
+        litellm_logging_obj: LiteLLMLoggingObj,
+    ) -> AsyncIterator:
+        """Helper function to handle Anthropic streaming responses using the existing logging handlers"""
+        from datetime import datetime
+
+        from litellm.proxy.pass_through_endpoints.streaming_handler import (
+            PassThroughStreamingHandler,
+        )
+        from litellm.proxy.pass_through_endpoints.success_handler import (
+            PassThroughEndpointLogging,
+        )
+        from litellm.proxy.pass_through_endpoints.types import EndpointType
+
+        # Create success handler object
+        passthrough_success_handler_obj = PassThroughEndpointLogging()
+
+        # Use the existing streaming handler for Anthropic
+        start_time = datetime.now()
+        return PassThroughStreamingHandler.chunk_processor(
+            response=response,
+            request_body=request_body,
+            litellm_logging_obj=litellm_logging_obj,
+            endpoint_type=EndpointType.ANTHROPIC,
+            start_time=start_time,
+            passthrough_success_handler_obj=passthrough_success_handler_obj,
+            url_route="/v1/messages",
+        )
+
+
+@client
+async def anthropic_messages(
+    api_key: str,
+    model: str,
+    stream: bool = False,
+    api_base: Optional[str] = None,
+    client: Optional[AsyncHTTPHandler] = None,
+    custom_llm_provider: Optional[str] = None,
+    **kwargs,
+) -> Union[Dict[str, Any], AsyncIterator]:
+    """
+    Makes Anthropic `/v1/messages` API calls In the Anthropic API Spec
+    """
+    # Use provided client or create a new one
+    optional_params = GenericLiteLLMParams(**kwargs)
+    model, _custom_llm_provider, dynamic_api_key, dynamic_api_base = (
+        litellm.get_llm_provider(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            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),
+        )
+    )
+    if anthropic_messages_provider_config is None:
+        raise ValueError(
+            f"Anthropic messages provider config not found for model: {model}"
+        )
+    if client is None or not isinstance(client, AsyncHTTPHandler):
+        async_httpx_client = get_async_httpx_client(
+            llm_provider=litellm.LlmProviders.ANTHROPIC
+        )
+    else:
+        async_httpx_client = client
+
+    litellm_logging_obj: LiteLLMLoggingObj = kwargs.get("litellm_logging_obj", None)
+
+    # Prepare headers
+    provider_specific_header = cast(
+        Optional[ProviderSpecificHeader], kwargs.get("provider_specific_header", None)
+    )
+    extra_headers = (
+        provider_specific_header.get("extra_headers", {})
+        if provider_specific_header
+        else {}
+    )
+    headers = anthropic_messages_provider_config.validate_environment(
+        headers=extra_headers or {},
+        model=model,
+        api_key=api_key,
+    )
+
+    litellm_logging_obj.update_environment_variables(
+        model=model,
+        optional_params=dict(optional_params),
+        litellm_params={
+            "metadata": kwargs.get("metadata", {}),
+            "preset_cache_key": None,
+            "stream_response": {},
+            **optional_params.model_dump(exclude_unset=True),
+        },
+        custom_llm_provider=_custom_llm_provider,
+    )
+    litellm_logging_obj.model_call_details.update(kwargs)
+
+    # Prepare request body
+    request_body = kwargs.copy()
+    request_body = {
+        k: v
+        for k, v in request_body.items()
+        if k
+        in anthropic_messages_provider_config.get_supported_anthropic_messages_params(
+            model=model
+        )
+    }
+    request_body["stream"] = stream
+    request_body["model"] = model
+    litellm_logging_obj.stream = stream
+
+    # Make the request
+    request_url = anthropic_messages_provider_config.get_complete_url(
+        api_base=api_base, model=model
+    )
+
+    litellm_logging_obj.pre_call(
+        input=[{"role": "user", "content": json.dumps(request_body)}],
+        api_key="",
+        additional_args={
+            "complete_input_dict": request_body,
+            "api_base": str(request_url),
+            "headers": headers,
+        },
+    )
+
+    response = await async_httpx_client.post(
+        url=request_url,
+        headers=headers,
+        data=json.dumps(request_body),
+        stream=stream,
+    )
+    response.raise_for_status()
+
+    # used for logging + cost tracking
+    litellm_logging_obj.model_call_details["httpx_response"] = response
+
+    if stream:
+        return await AnthropicMessagesHandler._handle_anthropic_streaming(
+            response=response,
+            request_body=request_body,
+            litellm_logging_obj=litellm_logging_obj,
+        )
+    else:
+        return response.json()
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
new file mode 100644
index 0000000000..e9b598f18d
--- /dev/null
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -0,0 +1,47 @@
+from typing import Optional
+
+from litellm.llms.base_llm.anthropic_messages.transformation import (
+    BaseAnthropicMessagesConfig,
+)
+
+DEFAULT_ANTHROPIC_API_BASE = "https://api.anthropic.com"
+DEFAULT_ANTHROPIC_API_VERSION = "2023-06-01"
+
+
+class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
+    def get_supported_anthropic_messages_params(self, model: str) -> list:
+        return [
+            "messages",
+            "model",
+            "system",
+            "max_tokens",
+            "stop_sequences",
+            "temperature",
+            "top_p",
+            "top_k",
+            "tools",
+            "tool_choice",
+            "thinking",
+            # TODO: Add Anthropic `metadata` support
+            # "metadata",
+        ]
+
+    def get_complete_url(self, api_base: Optional[str], model: str) -> str:
+        api_base = api_base or DEFAULT_ANTHROPIC_API_BASE
+        if not api_base.endswith("/v1/messages"):
+            api_base = f"{api_base}/v1/messages"
+        return api_base
+
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        api_key: Optional[str] = None,
+    ) -> dict:
+        if "x-api-key" not in headers:
+            headers["x-api-key"] = api_key
+        if "anthropic-version" not in headers:
+            headers["anthropic-version"] = DEFAULT_ANTHROPIC_API_VERSION
+        if "content-type" not in headers:
+            headers["content-type"] = "application/json"
+        return headers
diff --git a/litellm/llms/anthropic/experimental_pass_through/transformation.py b/litellm/llms/anthropic/experimental_pass_through/transformation.py
deleted file mode 100644
index b24cf47ad4..0000000000
--- a/litellm/llms/anthropic/experimental_pass_through/transformation.py
+++ /dev/null
@@ -1,412 +0,0 @@
-import json
-from typing import List, Literal, Optional, Tuple, Union
-
-from openai.types.chat.chat_completion_chunk import Choice as OpenAIStreamingChoice
-
-from litellm.types.llms.anthropic import (
-    AllAnthropicToolsValues,
-    AnthopicMessagesAssistantMessageParam,
-    AnthropicFinishReason,
-    AnthropicMessagesRequest,
-    AnthropicMessagesToolChoice,
-    AnthropicMessagesUserMessageParam,
-    AnthropicResponse,
-    AnthropicResponseContentBlockText,
-    AnthropicResponseContentBlockToolUse,
-    AnthropicResponseUsageBlock,
-    ContentBlockDelta,
-    ContentJsonBlockDelta,
-    ContentTextBlockDelta,
-    MessageBlockDelta,
-    MessageDelta,
-    UsageDelta,
-)
-from litellm.types.llms.openai import (
-    AllMessageValues,
-    ChatCompletionAssistantMessage,
-    ChatCompletionAssistantToolCall,
-    ChatCompletionImageObject,
-    ChatCompletionImageUrlObject,
-    ChatCompletionRequest,
-    ChatCompletionSystemMessage,
-    ChatCompletionTextObject,
-    ChatCompletionToolCallFunctionChunk,
-    ChatCompletionToolChoiceFunctionParam,
-    ChatCompletionToolChoiceObjectParam,
-    ChatCompletionToolChoiceValues,
-    ChatCompletionToolMessage,
-    ChatCompletionToolParam,
-    ChatCompletionToolParamFunctionChunk,
-    ChatCompletionUserMessage,
-)
-from litellm.types.utils import Choices, ModelResponse, Usage
-
-
-class AnthropicExperimentalPassThroughConfig:
-    def __init__(self):
-        pass
-
-    ### FOR [BETA] `/v1/messages` endpoint support
-
-    def translatable_anthropic_params(self) -> List:
-        """
-        Which anthropic params, we need to translate to the openai format.
-        """
-        return ["messages", "metadata", "system", "tool_choice", "tools"]
-
-    def translate_anthropic_messages_to_openai(  # noqa: PLR0915
-        self,
-        messages: List[
-            Union[
-                AnthropicMessagesUserMessageParam,
-                AnthopicMessagesAssistantMessageParam,
-            ]
-        ],
-    ) -> List:
-        new_messages: List[AllMessageValues] = []
-        for m in messages:
-            user_message: Optional[ChatCompletionUserMessage] = None
-            tool_message_list: List[ChatCompletionToolMessage] = []
-            new_user_content_list: List[
-                Union[ChatCompletionTextObject, ChatCompletionImageObject]
-            ] = []
-            ## USER MESSAGE ##
-            if m["role"] == "user":
-                ## translate user message
-                message_content = m.get("content")
-                if message_content and isinstance(message_content, str):
-                    user_message = ChatCompletionUserMessage(
-                        role="user", content=message_content
-                    )
-                elif message_content and isinstance(message_content, list):
-                    for content in message_content:
-                        if content["type"] == "text":
-                            text_obj = ChatCompletionTextObject(
-                                type="text", text=content["text"]
-                            )
-                            new_user_content_list.append(text_obj)
-                        elif content["type"] == "image":
-                            image_url = ChatCompletionImageUrlObject(
-                                url=f"data:{content['type']};base64,{content['source']}"
-                            )
-                            image_obj = ChatCompletionImageObject(
-                                type="image_url", image_url=image_url
-                            )
-
-                            new_user_content_list.append(image_obj)
-                        elif content["type"] == "tool_result":
-                            if "content" not in content:
-                                tool_result = ChatCompletionToolMessage(
-                                    role="tool",
-                                    tool_call_id=content["tool_use_id"],
-                                    content="",
-                                )
-                                tool_message_list.append(tool_result)
-                            elif isinstance(content["content"], str):
-                                tool_result = ChatCompletionToolMessage(
-                                    role="tool",
-                                    tool_call_id=content["tool_use_id"],
-                                    content=content["content"],
-                                )
-                                tool_message_list.append(tool_result)
-                            elif isinstance(content["content"], list):
-                                for c in content["content"]:
-                                    if c["type"] == "text":
-                                        tool_result = ChatCompletionToolMessage(
-                                            role="tool",
-                                            tool_call_id=content["tool_use_id"],
-                                            content=c["text"],
-                                        )
-                                        tool_message_list.append(tool_result)
-                                    elif c["type"] == "image":
-                                        image_str = (
-                                            f"data:{c['type']};base64,{c['source']}"
-                                        )
-                                        tool_result = ChatCompletionToolMessage(
-                                            role="tool",
-                                            tool_call_id=content["tool_use_id"],
-                                            content=image_str,
-                                        )
-                                        tool_message_list.append(tool_result)
-
-            if user_message is not None:
-                new_messages.append(user_message)
-
-            if len(new_user_content_list) > 0:
-                new_messages.append({"role": "user", "content": new_user_content_list})  # type: ignore
-
-            if len(tool_message_list) > 0:
-                new_messages.extend(tool_message_list)
-
-            ## ASSISTANT MESSAGE ##
-            assistant_message_str: Optional[str] = None
-            tool_calls: List[ChatCompletionAssistantToolCall] = []
-            if m["role"] == "assistant":
-                if isinstance(m["content"], str):
-                    assistant_message_str = m["content"]
-                elif isinstance(m["content"], list):
-                    for content in m["content"]:
-                        if content["type"] == "text":
-                            if assistant_message_str is None:
-                                assistant_message_str = content["text"]
-                            else:
-                                assistant_message_str += content["text"]
-                        elif content["type"] == "tool_use":
-                            function_chunk = ChatCompletionToolCallFunctionChunk(
-                                name=content["name"],
-                                arguments=json.dumps(content["input"]),
-                            )
-
-                            tool_calls.append(
-                                ChatCompletionAssistantToolCall(
-                                    id=content["id"],
-                                    type="function",
-                                    function=function_chunk,
-                                )
-                            )
-
-            if assistant_message_str is not None or len(tool_calls) > 0:
-                assistant_message = ChatCompletionAssistantMessage(
-                    role="assistant",
-                    content=assistant_message_str,
-                )
-                if len(tool_calls) > 0:
-                    assistant_message["tool_calls"] = tool_calls
-                new_messages.append(assistant_message)
-
-        return new_messages
-
-    def translate_anthropic_tool_choice_to_openai(
-        self, tool_choice: AnthropicMessagesToolChoice
-    ) -> ChatCompletionToolChoiceValues:
-        if tool_choice["type"] == "any":
-            return "required"
-        elif tool_choice["type"] == "auto":
-            return "auto"
-        elif tool_choice["type"] == "tool":
-            tc_function_param = ChatCompletionToolChoiceFunctionParam(
-                name=tool_choice.get("name", "")
-            )
-            return ChatCompletionToolChoiceObjectParam(
-                type="function", function=tc_function_param
-            )
-        else:
-            raise ValueError(
-                "Incompatible tool choice param submitted - {}".format(tool_choice)
-            )
-
-    def translate_anthropic_tools_to_openai(
-        self, tools: List[AllAnthropicToolsValues]
-    ) -> List[ChatCompletionToolParam]:
-        new_tools: List[ChatCompletionToolParam] = []
-        mapped_tool_params = ["name", "input_schema", "description"]
-        for tool in tools:
-            function_chunk = ChatCompletionToolParamFunctionChunk(
-                name=tool["name"],
-            )
-            if "input_schema" in tool:
-                function_chunk["parameters"] = tool["input_schema"]  # type: ignore
-            if "description" in tool:
-                function_chunk["description"] = tool["description"]  # type: ignore
-
-            for k, v in tool.items():
-                if k not in mapped_tool_params:  # pass additional computer kwargs
-                    function_chunk.setdefault("parameters", {}).update({k: v})
-            new_tools.append(
-                ChatCompletionToolParam(type="function", function=function_chunk)
-            )
-
-        return new_tools
-
-    def translate_anthropic_to_openai(
-        self, anthropic_message_request: AnthropicMessagesRequest
-    ) -> ChatCompletionRequest:
-        """
-        This is used by the beta Anthropic Adapter, for translating anthropic `/v1/messages` requests to the openai format.
-        """
-        new_messages: List[AllMessageValues] = []
-
-        ## CONVERT ANTHROPIC MESSAGES TO OPENAI
-        new_messages = self.translate_anthropic_messages_to_openai(
-            messages=anthropic_message_request["messages"]
-        )
-        ## ADD SYSTEM MESSAGE TO MESSAGES
-        if "system" in anthropic_message_request:
-            new_messages.insert(
-                0,
-                ChatCompletionSystemMessage(
-                    role="system", content=anthropic_message_request["system"]
-                ),
-            )
-
-        new_kwargs: ChatCompletionRequest = {
-            "model": anthropic_message_request["model"],
-            "messages": new_messages,
-        }
-        ## CONVERT METADATA (user_id)
-        if "metadata" in anthropic_message_request:
-            if "user_id" in anthropic_message_request["metadata"]:
-                new_kwargs["user"] = anthropic_message_request["metadata"]["user_id"]
-
-        # Pass litellm proxy specific metadata
-        if "litellm_metadata" in anthropic_message_request:
-            # metadata will be passed to litellm.acompletion(), it's a litellm_param
-            new_kwargs["metadata"] = anthropic_message_request.pop("litellm_metadata")
-
-        ## CONVERT TOOL CHOICE
-        if "tool_choice" in anthropic_message_request:
-            new_kwargs["tool_choice"] = self.translate_anthropic_tool_choice_to_openai(
-                tool_choice=anthropic_message_request["tool_choice"]
-            )
-        ## CONVERT TOOLS
-        if "tools" in anthropic_message_request:
-            new_kwargs["tools"] = self.translate_anthropic_tools_to_openai(
-                tools=anthropic_message_request["tools"]
-            )
-
-        translatable_params = self.translatable_anthropic_params()
-        for k, v in anthropic_message_request.items():
-            if k not in translatable_params:  # pass remaining params as is
-                new_kwargs[k] = v  # type: ignore
-
-        return new_kwargs
-
-    def _translate_openai_content_to_anthropic(
-        self, choices: List[Choices]
-    ) -> List[
-        Union[AnthropicResponseContentBlockText, AnthropicResponseContentBlockToolUse]
-    ]:
-        new_content: List[
-            Union[
-                AnthropicResponseContentBlockText, AnthropicResponseContentBlockToolUse
-            ]
-        ] = []
-        for choice in choices:
-            if (
-                choice.message.tool_calls is not None
-                and len(choice.message.tool_calls) > 0
-            ):
-                for tool_call in choice.message.tool_calls:
-                    new_content.append(
-                        AnthropicResponseContentBlockToolUse(
-                            type="tool_use",
-                            id=tool_call.id,
-                            name=tool_call.function.name or "",
-                            input=json.loads(tool_call.function.arguments),
-                        )
-                    )
-            elif choice.message.content is not None:
-                new_content.append(
-                    AnthropicResponseContentBlockText(
-                        type="text", text=choice.message.content
-                    )
-                )
-
-        return new_content
-
-    def _translate_openai_finish_reason_to_anthropic(
-        self, openai_finish_reason: str
-    ) -> AnthropicFinishReason:
-        if openai_finish_reason == "stop":
-            return "end_turn"
-        elif openai_finish_reason == "length":
-            return "max_tokens"
-        elif openai_finish_reason == "tool_calls":
-            return "tool_use"
-        return "end_turn"
-
-    def translate_openai_response_to_anthropic(
-        self, response: ModelResponse
-    ) -> AnthropicResponse:
-        ## translate content block
-        anthropic_content = self._translate_openai_content_to_anthropic(choices=response.choices)  # type: ignore
-        ## extract finish reason
-        anthropic_finish_reason = self._translate_openai_finish_reason_to_anthropic(
-            openai_finish_reason=response.choices[0].finish_reason  # type: ignore
-        )
-        # extract usage
-        usage: Usage = getattr(response, "usage")
-        anthropic_usage = AnthropicResponseUsageBlock(
-            input_tokens=usage.prompt_tokens or 0,
-            output_tokens=usage.completion_tokens or 0,
-        )
-        translated_obj = AnthropicResponse(
-            id=response.id,
-            type="message",
-            role="assistant",
-            model=response.model or "unknown-model",
-            stop_sequence=None,
-            usage=anthropic_usage,
-            content=anthropic_content,
-            stop_reason=anthropic_finish_reason,
-        )
-
-        return translated_obj
-
-    def _translate_streaming_openai_chunk_to_anthropic(
-        self, choices: List[OpenAIStreamingChoice]
-    ) -> Tuple[
-        Literal["text_delta", "input_json_delta"],
-        Union[ContentTextBlockDelta, ContentJsonBlockDelta],
-    ]:
-        text: str = ""
-        partial_json: Optional[str] = None
-        for choice in choices:
-            if choice.delta.content is not None:
-                text += choice.delta.content
-            elif choice.delta.tool_calls is not None:
-                partial_json = ""
-                for tool in choice.delta.tool_calls:
-                    if (
-                        tool.function is not None
-                        and tool.function.arguments is not None
-                    ):
-                        partial_json += tool.function.arguments
-
-        if partial_json is not None:
-            return "input_json_delta", ContentJsonBlockDelta(
-                type="input_json_delta", partial_json=partial_json
-            )
-        else:
-            return "text_delta", ContentTextBlockDelta(type="text_delta", text=text)
-
-    def translate_streaming_openai_response_to_anthropic(
-        self, response: ModelResponse
-    ) -> Union[ContentBlockDelta, MessageBlockDelta]:
-        ## base case - final chunk w/ finish reason
-        if response.choices[0].finish_reason is not None:
-            delta = MessageDelta(
-                stop_reason=self._translate_openai_finish_reason_to_anthropic(
-                    response.choices[0].finish_reason
-                ),
-            )
-            if getattr(response, "usage", None) is not None:
-                litellm_usage_chunk: Optional[Usage] = response.usage  # type: ignore
-            elif (
-                hasattr(response, "_hidden_params")
-                and "usage" in response._hidden_params
-            ):
-                litellm_usage_chunk = response._hidden_params["usage"]
-            else:
-                litellm_usage_chunk = None
-            if litellm_usage_chunk is not None:
-                usage_delta = UsageDelta(
-                    input_tokens=litellm_usage_chunk.prompt_tokens or 0,
-                    output_tokens=litellm_usage_chunk.completion_tokens or 0,
-                )
-            else:
-                usage_delta = UsageDelta(input_tokens=0, output_tokens=0)
-            return MessageBlockDelta(
-                type="message_delta", delta=delta, usage=usage_delta
-            )
-        (
-            type_of_content,
-            content_block_delta,
-        ) = self._translate_streaming_openai_chunk_to_anthropic(
-            choices=response.choices  # type: ignore
-        )
-        return ContentBlockDelta(
-            type="content_block_delta",
-            index=response.choices[0].index,
-            delta=content_block_delta,
-        )
diff --git a/litellm/llms/azure/batches/handler.py b/litellm/llms/azure/batches/handler.py
index 5fae527670..d36ae648ab 100644
--- a/litellm/llms/azure/batches/handler.py
+++ b/litellm/llms/azure/batches/handler.py
@@ -2,7 +2,7 @@
 Azure Batches API Handler
 """
 
-from typing import Any, Coroutine, Optional, Union
+from typing import Any, Coroutine, Optional, Union, cast
 
 import httpx
 
@@ -14,6 +14,7 @@ from litellm.types.llms.openai import (
     CreateBatchRequest,
     RetrieveBatchRequest,
 )
+from litellm.types.utils import LiteLLMBatch
 
 
 class AzureBatchesAPI:
@@ -64,9 +65,9 @@ class AzureBatchesAPI:
         self,
         create_batch_data: CreateBatchRequest,
         azure_client: AsyncAzureOpenAI,
-    ) -> Batch:
+    ) -> LiteLLMBatch:
         response = await azure_client.batches.create(**create_batch_data)
-        return response
+        return LiteLLMBatch(**response.model_dump())
 
     def create_batch(
         self,
@@ -78,7 +79,7 @@ class AzureBatchesAPI:
         timeout: Union[float, httpx.Timeout],
         max_retries: Optional[int],
         client: Optional[Union[AzureOpenAI, AsyncAzureOpenAI]] = None,
-    ) -> Union[Batch, Coroutine[Any, Any, Batch]]:
+    ) -> Union[LiteLLMBatch, Coroutine[Any, Any, LiteLLMBatch]]:
         azure_client: Optional[Union[AzureOpenAI, AsyncAzureOpenAI]] = (
             self.get_azure_openai_client(
                 api_key=api_key,
@@ -103,16 +104,16 @@ class AzureBatchesAPI:
             return self.acreate_batch(  # type: ignore
                 create_batch_data=create_batch_data, azure_client=azure_client
             )
-        response = azure_client.batches.create(**create_batch_data)
-        return response
+        response = cast(AzureOpenAI, azure_client).batches.create(**create_batch_data)
+        return LiteLLMBatch(**response.model_dump())
 
     async def aretrieve_batch(
         self,
         retrieve_batch_data: RetrieveBatchRequest,
         client: AsyncAzureOpenAI,
-    ) -> Batch:
+    ) -> LiteLLMBatch:
         response = await client.batches.retrieve(**retrieve_batch_data)
-        return response
+        return LiteLLMBatch(**response.model_dump())
 
     def retrieve_batch(
         self,
@@ -149,8 +150,10 @@ class AzureBatchesAPI:
             return self.aretrieve_batch(  # type: ignore
                 retrieve_batch_data=retrieve_batch_data, client=azure_client
             )
-        response = azure_client.batches.retrieve(**retrieve_batch_data)
-        return response
+        response = cast(AzureOpenAI, azure_client).batches.retrieve(
+            **retrieve_batch_data
+        )
+        return LiteLLMBatch(**response.model_dump())
 
     async def acancel_batch(
         self,
diff --git a/litellm/llms/base_llm/anthropic_messages/transformation.py b/litellm/llms/base_llm/anthropic_messages/transformation.py
new file mode 100644
index 0000000000..7619ffbbf6
--- /dev/null
+++ b/litellm/llms/base_llm/anthropic_messages/transformation.py
@@ -0,0 +1,35 @@
+from abc import ABC, abstractmethod
+from typing import TYPE_CHECKING, Any, Optional
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
+
+    LiteLLMLoggingObj = _LiteLLMLoggingObj
+else:
+    LiteLLMLoggingObj = Any
+
+
+class BaseAnthropicMessagesConfig(ABC):
+    @abstractmethod
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        api_key: Optional[str] = None,
+    ) -> dict:
+        pass
+
+    @abstractmethod
+    def get_complete_url(self, api_base: Optional[str], model: str) -> str:
+        """
+        OPTIONAL
+
+        Get the complete url for the request
+
+        Some providers need `model` in `api_base`
+        """
+        return api_base or ""
+
+    @abstractmethod
+    def get_supported_anthropic_messages_params(self, model: str) -> list:
+        pass
diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py
index bf9a070f26..86b47675d4 100644
--- a/litellm/llms/bedrock/base_aws_llm.py
+++ b/litellm/llms/bedrock/base_aws_llm.py
@@ -554,6 +554,7 @@ class BaseAWSLLM:
         aws_access_key_id = optional_params.pop("aws_access_key_id", None)
         aws_session_token = optional_params.pop("aws_session_token", None)
         aws_region_name = self._get_aws_region_name(optional_params, model)
+        optional_params.pop("aws_region_name", None)
         aws_role_name = optional_params.pop("aws_role_name", None)
         aws_session_name = optional_params.pop("aws_session_name", None)
         aws_profile_name = optional_params.pop("aws_profile_name", None)
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index 18ec425e44..0b0d55f23d 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -272,7 +272,7 @@ class AmazonConverseConfig(BaseConfig):
                 optional_params["temperature"] = value
             if param == "top_p":
                 optional_params["topP"] = value
-            if param == "tools":
+            if param == "tools" and isinstance(value, list):
                 optional_params = self._add_tools_to_optional_params(
                     optional_params=optional_params, tools=value
                 )
@@ -598,7 +598,7 @@ class AmazonConverseConfig(BaseConfig):
                 if _text is not None:
                     _thinking_block["thinking"] = _text
                 if _signature is not None:
-                    _thinking_block["signature_delta"] = _signature
+                    _thinking_block["signature"] = _signature
                 thinking_blocks_list.append(_thinking_block)
         return thinking_blocks_list
 
diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index 56cf891e76..27289164f7 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -1260,6 +1260,9 @@ class AWSEventStreamDecoder:
         _thinking_block = ChatCompletionThinkingBlock(type="thinking")
         if "text" in thinking_block:
             _thinking_block["thinking"] = thinking_block["text"]
+        elif "signature" in thinking_block:
+            _thinking_block["signature"] = thinking_block["signature"]
+            _thinking_block["thinking"] = ""  # consistent with anthropic response
         thinking_blocks_list.append(_thinking_block)
         return thinking_blocks_list
 
@@ -1322,6 +1325,12 @@ class AWSEventStreamDecoder:
                     thinking_blocks = self.translate_thinking_blocks(
                         delta_obj["reasoningContent"]
                     )
+                    if (
+                        thinking_blocks
+                        and len(thinking_blocks) > 0
+                        and reasoning_content is None
+                    ):
+                        reasoning_content = ""  # set to non-empty string to ensure consistency with Anthropic
             elif (
                 "contentBlockIndex" in chunk_data
             ):  # stop block, no 'start' or 'delta' object
diff --git a/litellm/llms/bedrock/image/image_handler.py b/litellm/llms/bedrock/image/image_handler.py
index 4bd63fd21b..59a80b2222 100644
--- a/litellm/llms/bedrock/image/image_handler.py
+++ b/litellm/llms/bedrock/image/image_handler.py
@@ -10,6 +10,8 @@ import litellm
 from litellm._logging import verbose_logger
 from litellm.litellm_core_utils.litellm_logging import Logging as LitellmLogging
 from litellm.llms.custom_httpx.http_handler import (
+    AsyncHTTPHandler,
+    HTTPHandler,
     _get_httpx_client,
     get_async_httpx_client,
 )
@@ -51,6 +53,7 @@ class BedrockImageGeneration(BaseAWSLLM):
         aimg_generation: bool = False,
         api_base: Optional[str] = None,
         extra_headers: Optional[dict] = None,
+        client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
     ):
         prepared_request = self._prepare_request(
             model=model,
@@ -69,9 +72,15 @@ class BedrockImageGeneration(BaseAWSLLM):
                 logging_obj=logging_obj,
                 prompt=prompt,
                 model_response=model_response,
+                client=(
+                    client
+                    if client is not None and isinstance(client, AsyncHTTPHandler)
+                    else None
+                ),
             )
 
-        client = _get_httpx_client()
+        if client is None or not isinstance(client, HTTPHandler):
+            client = _get_httpx_client()
         try:
             response = client.post(url=prepared_request.endpoint_url, headers=prepared_request.prepped.headers, data=prepared_request.body)  # type: ignore
             response.raise_for_status()
@@ -99,13 +108,14 @@ class BedrockImageGeneration(BaseAWSLLM):
         logging_obj: LitellmLogging,
         prompt: str,
         model_response: ImageResponse,
+        client: Optional[AsyncHTTPHandler] = None,
     ) -> ImageResponse:
         """
         Asynchronous handler for bedrock image generation
 
         Awaits the response from the bedrock image generation endpoint
         """
-        async_client = get_async_httpx_client(
+        async_client = client or get_async_httpx_client(
             llm_provider=litellm.LlmProviders.BEDROCK,
             params={"timeout": timeout},
         )
diff --git a/litellm/llms/codestral/completion/transformation.py b/litellm/llms/codestral/completion/transformation.py
index 84551cd553..5955e91deb 100644
--- a/litellm/llms/codestral/completion/transformation.py
+++ b/litellm/llms/codestral/completion/transformation.py
@@ -84,7 +84,9 @@ class CodestralTextCompletionConfig(OpenAITextCompletionConfig):
         finish_reason = None
         logprobs = None
 
-        chunk_data = chunk_data.replace("data:", "")
+        chunk_data = (
+            litellm.CustomStreamWrapper._strip_sse_data_from_chunk(chunk_data) or ""
+        )
         chunk_data = chunk_data.strip()
         if len(chunk_data) == 0 or chunk_data == "[DONE]":
             return {
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 991e4aeaec..0459854c4e 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -873,7 +873,7 @@ class BaseLLMHTTPHandler:
         elif isinstance(audio_file, bytes):
             # Assume it's already binary data
             binary_data = audio_file
-        elif isinstance(audio_file, io.BufferedReader):
+        elif isinstance(audio_file, io.BufferedReader) or isinstance(audio_file, io.BytesIO):
             # Handle file-like objects
             binary_data = audio_file.read()
 
diff --git a/litellm/llms/databricks/streaming_utils.py b/litellm/llms/databricks/streaming_utils.py
index 0deaa06988..2db53df908 100644
--- a/litellm/llms/databricks/streaming_utils.py
+++ b/litellm/llms/databricks/streaming_utils.py
@@ -89,7 +89,7 @@ class ModelResponseIterator:
             raise RuntimeError(f"Error receiving chunk from stream: {e}")
 
         try:
-            chunk = chunk.replace("data:", "")
+            chunk = litellm.CustomStreamWrapper._strip_sse_data_from_chunk(chunk) or ""
             chunk = chunk.strip()
             if len(chunk) > 0:
                 json_chunk = json.loads(chunk)
@@ -134,7 +134,7 @@ class ModelResponseIterator:
             raise RuntimeError(f"Error receiving chunk from stream: {e}")
 
         try:
-            chunk = chunk.replace("data:", "")
+            chunk = litellm.CustomStreamWrapper._strip_sse_data_from_chunk(chunk) or ""
             chunk = chunk.strip()
             if chunk == "[DONE]":
                 raise StopAsyncIteration
diff --git a/litellm/llms/gemini/chat/transformation.py b/litellm/llms/gemini/chat/transformation.py
index 6aa4cf5b52..fbc1916dcc 100644
--- a/litellm/llms/gemini/chat/transformation.py
+++ b/litellm/llms/gemini/chat/transformation.py
@@ -114,12 +114,16 @@ class GoogleAIStudioGeminiConfig(VertexGeminiConfig):
                     if element.get("type") == "image_url":
                         img_element = element
                         _image_url: Optional[str] = None
+                        format: Optional[str] = None
                         if isinstance(img_element.get("image_url"), dict):
                             _image_url = img_element["image_url"].get("url")  # type: ignore
+                            format = img_element["image_url"].get("format")  # type: ignore
                         else:
                             _image_url = img_element.get("image_url")  # type: ignore
                         if _image_url and "https://" in _image_url:
-                            image_obj = convert_to_anthropic_image_obj(_image_url)
+                            image_obj = convert_to_anthropic_image_obj(
+                                _image_url, format=format
+                            )
                             img_element["image_url"] = (  # type: ignore
                                 convert_generic_image_chunk_to_openai_image_obj(
                                     image_obj
diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py
index aea1f38951..6f421680b4 100644
--- a/litellm/llms/ollama_chat.py
+++ b/litellm/llms/ollama_chat.py
@@ -1,7 +1,7 @@
 import json
 import time
 import uuid
-from typing import Any, List, Optional
+from typing import Any, List, Optional, Union
 
 import aiohttp
 import httpx
@@ -9,7 +9,11 @@ from pydantic import BaseModel
 
 import litellm
 from litellm import verbose_logger
-from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
+from litellm.llms.custom_httpx.http_handler import (
+    AsyncHTTPHandler,
+    HTTPHandler,
+    get_async_httpx_client,
+)
 from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig
 from litellm.types.llms.ollama import OllamaToolCall, OllamaToolCallFunction
 from litellm.types.llms.openai import ChatCompletionAssistantToolCall
@@ -205,6 +209,7 @@ def get_ollama_response(  # noqa: PLR0915
     api_key: Optional[str] = None,
     acompletion: bool = False,
     encoding=None,
+    client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
 ):
     if api_base.endswith("/api/chat"):
         url = api_base
@@ -301,7 +306,11 @@ def get_ollama_response(  # noqa: PLR0915
     headers: Optional[dict] = None
     if api_key is not None:
         headers = {"Authorization": "Bearer {}".format(api_key)}
-    response = litellm.module_level_client.post(
+
+    sync_client = litellm.module_level_client
+    if client is not None and isinstance(client, HTTPHandler):
+        sync_client = client
+    response = sync_client.post(
         url=url,
         json=data,
         headers=headers,
diff --git a/litellm/llms/openai/chat/gpt_transformation.py b/litellm/llms/openai/chat/gpt_transformation.py
index 13b591e715..1f34d63681 100644
--- a/litellm/llms/openai/chat/gpt_transformation.py
+++ b/litellm/llms/openai/chat/gpt_transformation.py
@@ -20,7 +20,11 @@ from litellm.llms.base_llm.base_model_iterator import BaseModelResponseIterator
 from litellm.llms.base_llm.base_utils import BaseLLMModelInfo
 from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMException
 from litellm.secret_managers.main import get_secret_str
-from litellm.types.llms.openai import AllMessageValues, ChatCompletionImageObject
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    ChatCompletionImageObject,
+    ChatCompletionImageUrlObject,
+)
 from litellm.types.utils import ModelResponse, ModelResponseStream
 from litellm.utils import convert_to_model_response_object
 
@@ -189,6 +193,16 @@ class OpenAIGPTConfig(BaseLLMModelInfo, BaseConfig):
                             content_item["image_url"] = {
                                 "url": content_item["image_url"],
                             }
+                        elif isinstance(content_item["image_url"], dict):
+                            litellm_specific_params = {"format"}
+                            new_image_url_obj = ChatCompletionImageUrlObject(
+                                **{  # type: ignore
+                                    k: v
+                                    for k, v in content_item["image_url"].items()
+                                    if k not in litellm_specific_params
+                                }
+                            )
+                            content_item["image_url"] = new_image_url_obj
         return messages
 
     def transform_request(
diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py
index 5465a24945..3fddca53e7 100644
--- a/litellm/llms/openai/openai.py
+++ b/litellm/llms/openai/openai.py
@@ -37,6 +37,7 @@ from litellm.llms.custom_httpx.http_handler import _DEFAULT_TTL_FOR_HTTPX_CLIENT
 from litellm.types.utils import (
     EmbeddingResponse,
     ImageResponse,
+    LiteLLMBatch,
     ModelResponse,
     ModelResponseStream,
 )
@@ -1755,9 +1756,9 @@ class OpenAIBatchesAPI(BaseLLM):
         self,
         create_batch_data: CreateBatchRequest,
         openai_client: AsyncOpenAI,
-    ) -> Batch:
+    ) -> LiteLLMBatch:
         response = await openai_client.batches.create(**create_batch_data)
-        return response
+        return LiteLLMBatch(**response.model_dump())
 
     def create_batch(
         self,
@@ -1769,7 +1770,7 @@ class OpenAIBatchesAPI(BaseLLM):
         max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[Union[OpenAI, AsyncOpenAI]] = None,
-    ) -> Union[Batch, Coroutine[Any, Any, Batch]]:
+    ) -> Union[LiteLLMBatch, Coroutine[Any, Any, LiteLLMBatch]]:
         openai_client: Optional[Union[OpenAI, AsyncOpenAI]] = self.get_openai_client(
             api_key=api_key,
             api_base=api_base,
@@ -1792,17 +1793,18 @@ class OpenAIBatchesAPI(BaseLLM):
             return self.acreate_batch(  # type: ignore
                 create_batch_data=create_batch_data, openai_client=openai_client
             )
-        response = openai_client.batches.create(**create_batch_data)
-        return response
+        response = cast(OpenAI, openai_client).batches.create(**create_batch_data)
+
+        return LiteLLMBatch(**response.model_dump())
 
     async def aretrieve_batch(
         self,
         retrieve_batch_data: RetrieveBatchRequest,
         openai_client: AsyncOpenAI,
-    ) -> Batch:
+    ) -> LiteLLMBatch:
         verbose_logger.debug("retrieving batch, args= %s", retrieve_batch_data)
         response = await openai_client.batches.retrieve(**retrieve_batch_data)
-        return response
+        return LiteLLMBatch(**response.model_dump())
 
     def retrieve_batch(
         self,
@@ -1837,8 +1839,8 @@ class OpenAIBatchesAPI(BaseLLM):
             return self.aretrieve_batch(  # type: ignore
                 retrieve_batch_data=retrieve_batch_data, openai_client=openai_client
             )
-        response = openai_client.batches.retrieve(**retrieve_batch_data)
-        return response
+        response = cast(OpenAI, openai_client).batches.retrieve(**retrieve_batch_data)
+        return LiteLLMBatch(**response.model_dump())
 
     async def acancel_batch(
         self,
diff --git a/litellm/llms/openrouter/chat/transformation.py b/litellm/llms/openrouter/chat/transformation.py
index 5a4c2ff209..4b95ec87cf 100644
--- a/litellm/llms/openrouter/chat/transformation.py
+++ b/litellm/llms/openrouter/chat/transformation.py
@@ -6,7 +6,16 @@ Calls done in OpenAI/openai.py as OpenRouter is openai-compatible.
 Docs: https://openrouter.ai/docs/parameters
 """
 
+from typing import Any, AsyncIterator, Iterator, Optional, Union
+
+import httpx
+
+from litellm.llms.base_llm.base_model_iterator import BaseModelResponseIterator
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
+from litellm.types.utils import ModelResponse, ModelResponseStream
+
 from ...openai.chat.gpt_transformation import OpenAIGPTConfig
+from ..common_utils import OpenRouterException
 
 
 class OpenrouterConfig(OpenAIGPTConfig):
@@ -37,3 +46,43 @@ class OpenrouterConfig(OpenAIGPTConfig):
             extra_body  # openai client supports `extra_body` param
         )
         return mapped_openai_params
+
+    def get_error_class(
+        self, error_message: str, status_code: int, headers: Union[dict, httpx.Headers]
+    ) -> BaseLLMException:
+        return OpenRouterException(
+            message=error_message,
+            status_code=status_code,
+            headers=headers,
+        )
+
+    def get_model_response_iterator(
+        self,
+        streaming_response: Union[Iterator[str], AsyncIterator[str], ModelResponse],
+        sync_stream: bool,
+        json_mode: Optional[bool] = False,
+    ) -> Any:
+        return OpenRouterChatCompletionStreamingHandler(
+            streaming_response=streaming_response,
+            sync_stream=sync_stream,
+            json_mode=json_mode,
+        )
+
+
+class OpenRouterChatCompletionStreamingHandler(BaseModelResponseIterator):
+
+    def chunk_parser(self, chunk: dict) -> ModelResponseStream:
+        try:
+            new_choices = []
+            for choice in chunk["choices"]:
+                choice["delta"]["reasoning_content"] = choice["delta"].get("reasoning")
+                new_choices.append(choice)
+            return ModelResponseStream(
+                id=chunk["id"],
+                object="chat.completion.chunk",
+                created=chunk["created"],
+                model=chunk["model"],
+                choices=new_choices,
+            )
+        except Exception as e:
+            raise e
diff --git a/litellm/llms/openrouter/common_utils.py b/litellm/llms/openrouter/common_utils.py
new file mode 100644
index 0000000000..96e53a5aae
--- /dev/null
+++ b/litellm/llms/openrouter/common_utils.py
@@ -0,0 +1,5 @@
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
+
+
+class OpenRouterException(BaseLLMException):
+    pass
diff --git a/litellm/llms/sagemaker/common_utils.py b/litellm/llms/sagemaker/common_utils.py
index 49e4989ff1..9884f420c3 100644
--- a/litellm/llms/sagemaker/common_utils.py
+++ b/litellm/llms/sagemaker/common_utils.py
@@ -3,6 +3,7 @@ from typing import AsyncIterator, Iterator, List, Optional, Union
 
 import httpx
 
+import litellm
 from litellm import verbose_logger
 from litellm.llms.base_llm.chat.transformation import BaseLLMException
 from litellm.types.utils import GenericStreamingChunk as GChunk
@@ -78,7 +79,11 @@ class AWSEventStreamDecoder:
                 message = self._parse_message_from_event(event)
                 if message:
                     # remove data: prefix and "\n\n" at the end
-                    message = message.replace("data:", "").replace("\n\n", "")
+                    message = (
+                        litellm.CustomStreamWrapper._strip_sse_data_from_chunk(message)
+                        or ""
+                    )
+                    message = message.replace("\n\n", "")
 
                     # Accumulate JSON data
                     accumulated_json += message
@@ -127,7 +132,11 @@ class AWSEventStreamDecoder:
                 if message:
                     verbose_logger.debug("sagemaker  parsed chunk bytes %s", message)
                     # remove data: prefix and "\n\n" at the end
-                    message = message.replace("data:", "").replace("\n\n", "")
+                    message = (
+                        litellm.CustomStreamWrapper._strip_sse_data_from_chunk(message)
+                        or ""
+                    )
+                    message = message.replace("\n\n", "")
 
                     # Accumulate JSON data
                     accumulated_json += message
diff --git a/litellm/llms/vertex_ai/batches/handler.py b/litellm/llms/vertex_ai/batches/handler.py
index 3d723d8ecf..b82268bef6 100644
--- a/litellm/llms/vertex_ai/batches/handler.py
+++ b/litellm/llms/vertex_ai/batches/handler.py
@@ -9,11 +9,12 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
 )
 from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import VertexLLM
-from litellm.types.llms.openai import Batch, CreateBatchRequest
+from litellm.types.llms.openai import CreateBatchRequest
 from litellm.types.llms.vertex_ai import (
     VERTEX_CREDENTIALS_TYPES,
     VertexAIBatchPredictionJob,
 )
+from litellm.types.utils import LiteLLMBatch
 
 from .transformation import VertexAIBatchTransformation
 
@@ -33,7 +34,7 @@ class VertexAIBatchPrediction(VertexLLM):
         vertex_location: Optional[str],
         timeout: Union[float, httpx.Timeout],
         max_retries: Optional[int],
-    ) -> Union[Batch, Coroutine[Any, Any, Batch]]:
+    ) -> Union[LiteLLMBatch, Coroutine[Any, Any, LiteLLMBatch]]:
 
         sync_handler = _get_httpx_client()
 
@@ -101,7 +102,7 @@ class VertexAIBatchPrediction(VertexLLM):
         vertex_batch_request: VertexAIBatchPredictionJob,
         api_base: str,
         headers: Dict[str, str],
-    ) -> Batch:
+    ) -> LiteLLMBatch:
         client = get_async_httpx_client(
             llm_provider=litellm.LlmProviders.VERTEX_AI,
         )
@@ -138,7 +139,7 @@ class VertexAIBatchPrediction(VertexLLM):
         vertex_location: Optional[str],
         timeout: Union[float, httpx.Timeout],
         max_retries: Optional[int],
-    ) -> Union[Batch, Coroutine[Any, Any, Batch]]:
+    ) -> Union[LiteLLMBatch, Coroutine[Any, Any, LiteLLMBatch]]:
         sync_handler = _get_httpx_client()
 
         access_token, project_id = self._ensure_access_token(
@@ -199,7 +200,7 @@ class VertexAIBatchPrediction(VertexLLM):
         self,
         api_base: str,
         headers: Dict[str, str],
-    ) -> Batch:
+    ) -> LiteLLMBatch:
         client = get_async_httpx_client(
             llm_provider=litellm.LlmProviders.VERTEX_AI,
         )
diff --git a/litellm/llms/vertex_ai/batches/transformation.py b/litellm/llms/vertex_ai/batches/transformation.py
index 32cabdcf56..a97f312d48 100644
--- a/litellm/llms/vertex_ai/batches/transformation.py
+++ b/litellm/llms/vertex_ai/batches/transformation.py
@@ -4,8 +4,9 @@ from typing import Dict
 from litellm.llms.vertex_ai.common_utils import (
     _convert_vertex_datetime_to_openai_datetime,
 )
-from litellm.types.llms.openai import Batch, BatchJobStatus, CreateBatchRequest
+from litellm.types.llms.openai import BatchJobStatus, CreateBatchRequest
 from litellm.types.llms.vertex_ai import *
+from litellm.types.utils import LiteLLMBatch
 
 
 class VertexAIBatchTransformation:
@@ -47,8 +48,8 @@ class VertexAIBatchTransformation:
     @classmethod
     def transform_vertex_ai_batch_response_to_openai_batch_response(
         cls, response: VertexBatchPredictionResponse
-    ) -> Batch:
-        return Batch(
+    ) -> LiteLLMBatch:
+        return LiteLLMBatch(
             id=cls._get_batch_id_from_vertex_ai_batch_response(response),
             completion_window="24hrs",
             created_at=_convert_vertex_datetime_to_openai_datetime(
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index a412a1f0db..f7149c349a 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -170,6 +170,9 @@ def _build_vertex_schema(parameters: dict):
     strip_field(
         parameters, field_name="$schema"
     )  # 5. Remove $schema - json schema value, not supported by OpenAPI - causes vertex errors.
+    strip_field(
+        parameters, field_name="$id"
+    )  # 6. Remove id - json schema value, not supported by OpenAPI - causes vertex errors.
 
     return parameters
 
diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index 8109c8bf61..d6bafc7c60 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -55,10 +55,11 @@ else:
     LiteLLMLoggingObj = Any
 
 
-def _process_gemini_image(image_url: str) -> PartType:
+def _process_gemini_image(image_url: str, format: Optional[str] = None) -> PartType:
     """
     Given an image URL, return the appropriate PartType for Gemini
     """
+
     try:
         # GCS URIs
         if "gs://" in image_url:
@@ -66,25 +67,30 @@ def _process_gemini_image(image_url: str) -> PartType:
             extension_with_dot = os.path.splitext(image_url)[-1]  # Ex: ".png"
             extension = extension_with_dot[1:]  # Ex: "png"
 
-            file_type = get_file_type_from_extension(extension)
+            if not format:
+                file_type = get_file_type_from_extension(extension)
 
-            # Validate the file type is supported by Gemini
-            if not is_gemini_1_5_accepted_file_type(file_type):
-                raise Exception(f"File type not supported by gemini - {file_type}")
+                # Validate the file type is supported by Gemini
+                if not is_gemini_1_5_accepted_file_type(file_type):
+                    raise Exception(f"File type not supported by gemini - {file_type}")
 
-            mime_type = get_file_mime_type_for_file_type(file_type)
+                mime_type = get_file_mime_type_for_file_type(file_type)
+            else:
+                mime_type = format
             file_data = FileDataType(mime_type=mime_type, file_uri=image_url)
 
             return PartType(file_data=file_data)
         elif (
             "https://" in image_url
-            and (image_type := _get_image_mime_type_from_url(image_url)) is not None
+            and (image_type := format or _get_image_mime_type_from_url(image_url))
+            is not None
         ):
+
             file_data = FileDataType(file_uri=image_url, mime_type=image_type)
             return PartType(file_data=file_data)
         elif "http://" in image_url or "https://" in image_url or "base64" in image_url:
             # https links for unsupported mime types and base64 images
-            image = convert_to_anthropic_image_obj(image_url)
+            image = convert_to_anthropic_image_obj(image_url, format=format)
             _blob = BlobType(data=image["data"], mime_type=image["media_type"])
             return PartType(inline_data=_blob)
         raise Exception("Invalid image received - {}".format(image_url))
@@ -159,11 +165,15 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                         elif element["type"] == "image_url":
                             element = cast(ChatCompletionImageObject, element)
                             img_element = element
+                            format: Optional[str] = None
                             if isinstance(img_element["image_url"], dict):
                                 image_url = img_element["image_url"]["url"]
+                                format = img_element["image_url"].get("format")
                             else:
                                 image_url = img_element["image_url"]
-                            _part = _process_gemini_image(image_url=image_url)
+                            _part = _process_gemini_image(
+                                image_url=image_url, format=format
+                            )
                             _parts.append(_part)
                     user_content.extend(_parts)
                 elif (
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 a87b5f3a2a..294939a3c5 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
@@ -1023,7 +1023,6 @@ class VertexLLM(VertexBase):
         gemini_api_key: Optional[str] = None,
         extra_headers: Optional[dict] = None,
     ) -> Union[ModelResponse, CustomStreamWrapper]:
-
         should_use_v1beta1_features = self.is_using_v1beta1_features(
             optional_params=optional_params
         )
@@ -1409,7 +1408,8 @@ class ModelResponseIterator:
         return self.chunk_parser(chunk=json_chunk)
 
     def handle_accumulated_json_chunk(self, chunk: str) -> GenericStreamingChunk:
-        message = chunk.replace("data:", "").replace("\n\n", "")
+        chunk = litellm.CustomStreamWrapper._strip_sse_data_from_chunk(chunk) or ""
+        message = chunk.replace("\n\n", "")
 
         # Accumulate JSON data
         self.accumulated_json += message
@@ -1432,7 +1432,7 @@ class ModelResponseIterator:
 
     def _common_chunk_parsing_logic(self, chunk: str) -> GenericStreamingChunk:
         try:
-            chunk = chunk.replace("data:", "")
+            chunk = litellm.CustomStreamWrapper._strip_sse_data_from_chunk(chunk) or ""
             if len(chunk) > 0:
                 """
                 Check if initial chunk valid json
diff --git a/litellm/main.py b/litellm/main.py
index 57bcda61fd..846a908a8e 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -1159,6 +1159,9 @@ def completion(  # type: ignore # noqa: PLR0915
             prompt_id=prompt_id,
             prompt_variables=prompt_variables,
             ssl_verify=ssl_verify,
+            merge_reasoning_content_in_choices=kwargs.get(
+                "merge_reasoning_content_in_choices", None
+            ),
         )
         logging.update_environment_variables(
             model=model,
@@ -2271,23 +2274,22 @@ def completion(  # type: ignore # noqa: PLR0915
             data = {"model": model, "messages": messages, **optional_params}
 
             ## COMPLETION CALL
-            response = openai_like_chat_completion.completion(
+            response = base_llm_http_handler.completion(
                 model=model,
+                stream=stream,
                 messages=messages,
-                headers=headers,
-                api_key=api_key,
+                acompletion=acompletion,
                 api_base=api_base,
                 model_response=model_response,
-                print_verbose=print_verbose,
                 optional_params=optional_params,
                 litellm_params=litellm_params,
-                logger_fn=logger_fn,
-                logging_obj=logging,
-                acompletion=acompletion,
-                timeout=timeout,  # type: ignore
                 custom_llm_provider="openrouter",
-                custom_prompt_dict=custom_prompt_dict,
+                timeout=timeout,
+                headers=headers,
                 encoding=encoding,
+                api_key=api_key,
+                logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                client=client,
             )
             ## LOGGING
             logging.post_call(
@@ -2853,6 +2855,7 @@ def completion(  # type: ignore # noqa: PLR0915
                 acompletion=acompletion,
                 model_response=model_response,
                 encoding=encoding,
+                client=client,
             )
             if acompletion is True or optional_params.get("stream", False) is True:
                 return generator
@@ -4521,6 +4524,7 @@ def image_generation(  # noqa: PLR0915
         non_default_params = {
             k: v for k, v in kwargs.items() if k not in default_params
         }  # model-specific params - pass them straight to the model/provider
+
         optional_params = get_optional_params_image_gen(
             model=model,
             n=n,
@@ -4532,6 +4536,7 @@ def image_generation(  # noqa: PLR0915
             custom_llm_provider=custom_llm_provider,
             **non_default_params,
         )
+
         logging: Logging = litellm_logging_obj
         logging.update_environment_variables(
             model=model,
@@ -4630,6 +4635,7 @@ def image_generation(  # noqa: PLR0915
                 optional_params=optional_params,
                 model_response=model_response,
                 aimg_generation=aimg_generation,
+                client=client,
             )
         elif custom_llm_provider == "vertex_ai":
             vertex_ai_project = (
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 96076fa3b8..b61ddd4562 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1068,9 +1068,9 @@
         "max_tokens": 65536,
         "max_input_tokens": 128000,
         "max_output_tokens": 65536,
-        "input_cost_per_token": 0.000003,
-        "output_cost_per_token": 0.000012,
-        "cache_read_input_token_cost": 0.0000015,
+        "input_cost_per_token": 0.00000121,
+        "output_cost_per_token": 0.00000484,
+        "cache_read_input_token_cost": 0.000000605,
         "litellm_provider": "azure",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1082,9 +1082,9 @@
         "max_tokens": 65536,
         "max_input_tokens": 128000,
         "max_output_tokens": 65536,
-        "input_cost_per_token": 0.000003,
-        "output_cost_per_token": 0.000012,
-        "cache_read_input_token_cost": 0.0000015,
+        "input_cost_per_token": 0.00000121,
+        "output_cost_per_token": 0.00000484,
+        "cache_read_input_token_cost": 0.000000605,
         "litellm_provider": "azure",
         "mode": "chat",
         "supports_function_calling": true,
@@ -2795,6 +2795,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 264,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-10-01",
@@ -2814,6 +2815,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 264,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-10-01",
@@ -2888,6 +2890,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-06-01",
@@ -2907,15 +2910,16 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-06-01",
         "supports_tool_choice": true
     },
     "claude-3-7-sonnet-latest": {
-        "max_tokens": 8192,
+        "max_tokens": 128000,
         "max_input_tokens": 200000,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 128000,
         "input_cost_per_token": 0.000003,
         "output_cost_per_token": 0.000015,
         "cache_creation_input_token_cost": 0.00000375,
@@ -2926,15 +2930,16 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-06-01",
         "supports_tool_choice": true
     },
     "claude-3-7-sonnet-20250219": {
-        "max_tokens": 8192,
+        "max_tokens": 128000,
         "max_input_tokens": 200000,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 128000,
         "input_cost_per_token": 0.000003,
         "output_cost_per_token": 0.000015,
         "cache_creation_input_token_cost": 0.00000375,
@@ -2945,6 +2950,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2026-02-01",
@@ -4159,6 +4165,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4172,6 +4179,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4185,6 +4193,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4198,6 +4207,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4213,6 +4223,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
@@ -4256,6 +4267,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
     },
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         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
     },
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         "mode": "chat",
         "supports_tool_choice": true
     },
+    "jamba-large-1.6": {
+        "max_tokens": 256000,
+        "max_input_tokens": 256000,
+        "max_output_tokens": 256000,
+        "input_cost_per_token": 0.000002,
+        "output_cost_per_token": 0.000008,
+        "litellm_provider": "ai21",
+        "mode": "chat",
+        "supports_tool_choice": true
+    },
+    "jamba-mini-1.6": {
+        "max_tokens": 256000,
+        "max_input_tokens": 256000,
+        "max_output_tokens": 256000,
+        "input_cost_per_token": 0.0000002,
+        "output_cost_per_token": 0.0000004,
+        "litellm_provider": "ai21",
+        "mode": "chat",
+        "supports_tool_choice": true
+    },
     "jamba-1.5-mini": {
         "max_tokens": 256000,
         "max_input_tokens": 256000,
@@ -6432,6 +6465,18 @@
         "supports_prompt_caching": true,
         "supports_response_schema": true
     },
+    "eu.amazon.nova-micro-v1:0": {
+        "max_tokens": 4096, 
+        "max_input_tokens": 300000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.000000046,
+        "output_cost_per_token": 0.000000184,
+        "litellm_provider": "bedrock_converse",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true
+    },
     "amazon.nova-lite-v1:0": {
         "max_tokens": 4096, 
         "max_input_tokens": 128000,
@@ -6460,6 +6505,20 @@
         "supports_prompt_caching": true,
         "supports_response_schema": true
     },
+    "eu.amazon.nova-lite-v1:0": {
+        "max_tokens": 4096, 
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.000000078,
+        "output_cost_per_token": 0.000000312,
+        "litellm_provider": "bedrock_converse",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true
+    },
     "amazon.nova-pro-v1:0": {
         "max_tokens": 4096, 
         "max_input_tokens": 300000,
@@ -6488,6 +6547,21 @@
         "supports_prompt_caching": true,
         "supports_response_schema": true
     },
+    "eu.amazon.nova-pro-v1:0": {
+        "max_tokens": 4096, 
+        "max_input_tokens": 300000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00000105,
+        "output_cost_per_token": 0.0000042,
+        "litellm_provider": "bedrock_converse",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "source": "https://aws.amazon.com/bedrock/pricing/"
+    },
     "anthropic.claude-3-sonnet-20240229-v1:0": {
         "max_tokens": 4096, 
         "max_input_tokens": 200000,
diff --git a/ui/litellm-dashboard/out/_next/static/chunks/261-cb27c20c4f8ec4c6.js b/litellm/proxy/_experimental/out/_next/static/chunks/261-e48c2ac6ff0b811c.js
similarity index 99%
rename from ui/litellm-dashboard/out/_next/static/chunks/261-cb27c20c4f8ec4c6.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/261-e48c2ac6ff0b811c.js
index 8522a957e2..f21f16362b 100644
--- a/ui/litellm-dashboard/out/_next/static/chunks/261-cb27c20c4f8ec4c6.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/261-e48c2ac6ff0b811c.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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similarity index 99%
rename from ui/litellm-dashboard/out/_next/static/chunks/914-000d10374f86fc1a.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/914-e17acab83d0eadb5.js
index e19579ba60..85bde82fc4 100644
--- a/ui/litellm-dashboard/out/_next/static/chunks/914-000d10374f86fc1a.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/914-e17acab83d0eadb5.js
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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,I.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 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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,I.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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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,eM.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 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 1:null
diff --git a/litellm/proxy/_experimental/out/model_hub.txt b/litellm/proxy/_experimental/out/model_hub.txt
index 2bef2383df..a5c9ae6841 100644
--- a/litellm/proxy/_experimental/out/model_hub.txt
+++ b/litellm/proxy/_experimental/out/model_hub.txt
@@ -1,7 +1,7 @@
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-3:I[52829,["441","static/chunks/441-79926bf2b9d89e04.js","261","static/chunks/261-cb27c20c4f8ec4c6.js","250","static/chunks/250-51513f2f6dabf571.js","699","static/chunks/699-6b82f8e7b98ca1a3.js","418","static/chunks/app/model_hub/page-6f97b95f1023b0e9.js"],"default",1]
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 1:null
diff --git a/litellm/proxy/_experimental/out/onboarding.txt b/litellm/proxy/_experimental/out/onboarding.txt
index ec0568e731..0760c574ef 100644
--- a/litellm/proxy/_experimental/out/onboarding.txt
+++ b/litellm/proxy/_experimental/out/onboarding.txt
@@ -1,7 +1,7 @@
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 1:null
diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index 649d5a25d0..eac1e6a6da 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -1,34 +1,4 @@
 model_list:
-  - model_name: claude-3.7
+  - model_name: llama3.2-vision
     litellm_params:
-      model: openai/gpt-3.5-turbo
-      api_key: os.environ/OPENAI_API_KEY
-      api_base: http://0.0.0.0:8090
-  - model_name: deepseek-r1
-    litellm_params:
-      model: bedrock/deepseek_r1/arn:aws:bedrock:us-west-2:888602223428:imported-model/bnnr6463ejgf
-  - model_name: deepseek-r1-api
-    litellm_params:
-      model: deepseek/deepseek-reasoner
-  - model_name: cohere.embed-english-v3
-    litellm_params:
-      model: bedrock/cohere.embed-english-v3
-      api_key: os.environ/COHERE_API_KEY
-  - model_name: bedrock-claude-3-7
-    litellm_params:
-      model: bedrock/invoke/us.anthropic.claude-3-7-sonnet-20250219-v1:0
-  - model_name: bedrock-claude-3-5-sonnet
-    litellm_params:
-      model: bedrock/invoke/us.anthropic.claude-3-5-sonnet-20240620-v1:0
-  - model_name: bedrock-nova
-    litellm_params:
-      model: bedrock/us.amazon.nova-pro-v1:0
-  - model_name: gpt-4o
-    litellm_params:
-      model: openai/gpt-4o
-
-litellm_settings:
-  cache: true 
-  cache_params:        # set cache params for redis
-    type: redis
-    namespace: "litellm.caching"
+      model: ollama/llama3.2-vision
\ No newline at end of file
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 6a427fed8a..6bf2ef9068 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -19,6 +19,7 @@ from litellm.types.integrations.slack_alerting import AlertType
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.router import RouterErrors, UpdateRouterConfig
 from litellm.types.utils import (
+    CallTypes,
     EmbeddingResponse,
     GenericBudgetConfigType,
     ImageResponse,
@@ -664,6 +665,7 @@ class RegenerateKeyRequest(GenerateKeyRequest):
     duration: Optional[str] = None
     spend: Optional[float] = None
     metadata: Optional[dict] = None
+    new_master_key: Optional[str] = None
 
 
 class KeyRequest(LiteLLMPydanticObjectBase):
@@ -688,6 +690,30 @@ class LiteLLM_ModelTable(LiteLLMPydanticObjectBase):
     model_config = ConfigDict(protected_namespaces=())
 
 
+class LiteLLM_ProxyModelTable(LiteLLMPydanticObjectBase):
+    model_id: str
+    model_name: str
+    litellm_params: dict
+    model_info: dict
+    created_by: str
+    updated_by: str
+
+    @model_validator(mode="before")
+    @classmethod
+    def check_potential_json_str(cls, values):
+        if isinstance(values.get("litellm_params"), str):
+            try:
+                values["litellm_params"] = json.loads(values["litellm_params"])
+            except json.JSONDecodeError:
+                pass
+        if isinstance(values.get("model_info"), str):
+            try:
+                values["model_info"] = json.loads(values["model_info"])
+            except json.JSONDecodeError:
+                pass
+        return values
+
+
 class NewUserRequest(GenerateRequestBase):
     max_budget: Optional[float] = None
     user_email: Optional[str] = None
@@ -1003,6 +1029,7 @@ class AddTeamCallback(LiteLLMPydanticObjectBase):
 class TeamCallbackMetadata(LiteLLMPydanticObjectBase):
     success_callback: Optional[List[str]] = []
     failure_callback: Optional[List[str]] = []
+    callbacks: Optional[List[str]] = []
     # for now - only supported for langfuse
     callback_vars: Optional[Dict[str, str]] = {}
 
@@ -1015,6 +1042,9 @@ class TeamCallbackMetadata(LiteLLMPydanticObjectBase):
         failure_callback = values.get("failure_callback", [])
         if failure_callback is None:
             values.pop("failure_callback", None)
+        callbacks = values.get("callbacks", [])
+        if callbacks is None:
+            values.pop("callbacks", None)
 
         callback_vars = values.get("callback_vars", {})
         if callback_vars is None:
@@ -1023,6 +1053,7 @@ class TeamCallbackMetadata(LiteLLMPydanticObjectBase):
             return {
                 "success_callback": [],
                 "failure_callback": [],
+                "callbacks": [],
                 "callback_vars": {},
             }
         valid_keys = set(StandardCallbackDynamicParams.__annotations__.keys())
@@ -1156,6 +1187,13 @@ class KeyManagementSettings(LiteLLMPydanticObjectBase):
     Access mode for the secret manager, when write_only will only use for writing secrets
     """
 
+    primary_secret_name: Optional[str] = None
+    """
+    If set, will read secrets from this primary secret in the secret manager
+
+    eg. on AWS you can store multiple secret values as K/V pairs in a single secret
+    """
+
 
 class TeamDefaultSettings(LiteLLMPydanticObjectBase):
     team_id: str
@@ -1859,6 +1897,7 @@ class SpendLogsMetadata(TypedDict):
     applied_guardrails: Optional[List[str]]
     status: StandardLoggingPayloadStatus
     proxy_server_request: Optional[str]
+    batch_models: Optional[List[str]]
     error_information: Optional[StandardLoggingPayloadErrorInformation]
 
 
@@ -1958,7 +1997,7 @@ class ProxyException(Exception):
         code: Optional[Union[int, str]] = None,
         headers: Optional[Dict[str, str]] = None,
     ):
-        self.message = message
+        self.message = str(message)
         self.type = type
         self.param = param
 
@@ -2542,3 +2581,8 @@ class PrismaCompatibleUpdateDBModel(TypedDict, total=False):
 
 class SpecialManagementEndpointEnums(enum.Enum):
     DEFAULT_ORGANIZATION = "default_organization"
+
+
+class TransformRequestBody(BaseModel):
+    call_type: CallTypes
+    request_body: dict
diff --git a/litellm/proxy/anthropic_endpoints/endpoints.py b/litellm/proxy/anthropic_endpoints/endpoints.py
new file mode 100644
index 0000000000..a3956ef274
--- /dev/null
+++ b/litellm/proxy/anthropic_endpoints/endpoints.py
@@ -0,0 +1,252 @@
+"""
+Unified /v1/messages endpoint - (Anthropic Spec)
+"""
+
+import asyncio
+import json
+import time
+import traceback
+
+from fastapi import APIRouter, Depends, HTTPException, Request, Response, status
+from fastapi.responses import StreamingResponse
+
+import litellm
+from litellm._logging import verbose_proxy_logger
+from litellm.proxy._types import *
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.common_utils.http_parsing_utils import _read_request_body
+from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+from litellm.proxy.utils import ProxyLogging
+
+router = APIRouter()
+
+
+async def async_data_generator_anthropic(
+    response,
+    user_api_key_dict: UserAPIKeyAuth,
+    request_data: dict,
+    proxy_logging_obj: ProxyLogging,
+):
+    verbose_proxy_logger.debug("inside generator")
+    try:
+        time.time()
+        async for chunk in response:
+            verbose_proxy_logger.debug(
+                "async_data_generator: received streaming chunk - {}".format(chunk)
+            )
+            ### CALL HOOKS ### - modify outgoing data
+            chunk = await proxy_logging_obj.async_post_call_streaming_hook(
+                user_api_key_dict=user_api_key_dict, response=chunk
+            )
+
+            yield chunk
+    except Exception as e:
+        verbose_proxy_logger.exception(
+            "litellm.proxy.proxy_server.async_data_generator(): Exception occured - {}".format(
+                str(e)
+            )
+        )
+        await proxy_logging_obj.post_call_failure_hook(
+            user_api_key_dict=user_api_key_dict,
+            original_exception=e,
+            request_data=request_data,
+        )
+        verbose_proxy_logger.debug(
+            f"\033[1;31mAn error occurred: {e}\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`"
+        )
+
+        if isinstance(e, HTTPException):
+            raise e
+        else:
+            error_traceback = traceback.format_exc()
+            error_msg = f"{str(e)}\n\n{error_traceback}"
+
+        proxy_exception = ProxyException(
+            message=getattr(e, "message", error_msg),
+            type=getattr(e, "type", "None"),
+            param=getattr(e, "param", "None"),
+            code=getattr(e, "status_code", 500),
+        )
+        error_returned = json.dumps({"error": proxy_exception.to_dict()})
+        yield f"data: {error_returned}\n\n"
+
+
+@router.post(
+    "/v1/messages",
+    tags=["[beta] Anthropic `/v1/messages`"],
+    dependencies=[Depends(user_api_key_auth)],
+    include_in_schema=False,
+)
+async def anthropic_response(  # noqa: PLR0915
+    fastapi_response: Response,
+    request: Request,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+    """
+    Use `{PROXY_BASE_URL}/anthropic/v1/messages` instead - [Docs](https://docs.litellm.ai/docs/anthropic_completion).
+
+    This was a BETA endpoint that calls 100+ LLMs in the anthropic format.
+    """
+    from litellm.proxy.proxy_server import (
+        general_settings,
+        get_custom_headers,
+        llm_router,
+        proxy_config,
+        proxy_logging_obj,
+        user_api_base,
+        user_max_tokens,
+        user_model,
+        user_request_timeout,
+        user_temperature,
+        version,
+    )
+
+    request_data = await _read_request_body(request=request)
+    data: dict = {**request_data}
+    try:
+        data["model"] = (
+            general_settings.get("completion_model", None)  # server default
+            or user_model  # model name passed via cli args
+            or data.get("model", None)  # default passed in http request
+        )
+        if user_model:
+            data["model"] = user_model
+
+        data = await add_litellm_data_to_request(
+            data=data,  # type: ignore
+            request=request,
+            general_settings=general_settings,
+            user_api_key_dict=user_api_key_dict,
+            version=version,
+            proxy_config=proxy_config,
+        )
+
+        # override with user settings, these are params passed via cli
+        if user_temperature:
+            data["temperature"] = user_temperature
+        if user_request_timeout:
+            data["request_timeout"] = user_request_timeout
+        if user_max_tokens:
+            data["max_tokens"] = user_max_tokens
+        if user_api_base:
+            data["api_base"] = user_api_base
+
+        ### MODEL ALIAS MAPPING ###
+        # check if model name in model alias map
+        # get the actual model name
+        if data["model"] in litellm.model_alias_map:
+            data["model"] = litellm.model_alias_map[data["model"]]
+
+        ### CALL HOOKS ### - modify incoming data before calling the model
+        data = await proxy_logging_obj.pre_call_hook(  # type: ignore
+            user_api_key_dict=user_api_key_dict, data=data, call_type="text_completion"
+        )
+
+        ### ROUTE THE REQUESTs ###
+        router_model_names = llm_router.model_names if llm_router is not None else []
+
+        # skip router if user passed their key
+        if (
+            llm_router is not None and data["model"] in router_model_names
+        ):  # model in router model list
+            llm_response = asyncio.create_task(llm_router.aanthropic_messages(**data))
+        elif (
+            llm_router is not None
+            and llm_router.model_group_alias is not None
+            and data["model"] in llm_router.model_group_alias
+        ):  # model set in model_group_alias
+            llm_response = asyncio.create_task(llm_router.aanthropic_messages(**data))
+        elif (
+            llm_router is not None and data["model"] in llm_router.deployment_names
+        ):  # model in router deployments, calling a specific deployment on the router
+            llm_response = asyncio.create_task(
+                llm_router.aanthropic_messages(**data, specific_deployment=True)
+            )
+        elif (
+            llm_router is not None and data["model"] in llm_router.get_model_ids()
+        ):  # model in router model list
+            llm_response = asyncio.create_task(llm_router.aanthropic_messages(**data))
+        elif (
+            llm_router is not None
+            and data["model"] not in router_model_names
+            and (
+                llm_router.default_deployment is not None
+                or len(llm_router.pattern_router.patterns) > 0
+            )
+        ):  # model in router deployments, calling a specific deployment on the router
+            llm_response = asyncio.create_task(llm_router.aanthropic_messages(**data))
+        elif user_model is not None:  # `litellm --model <your-model-name>`
+            llm_response = asyncio.create_task(litellm.anthropic_messages(**data))
+        else:
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail={
+                    "error": "completion: Invalid model name passed in model="
+                    + data.get("model", "")
+                },
+            )
+
+        # Await the llm_response task
+        response = await llm_response
+
+        hidden_params = getattr(response, "_hidden_params", {}) or {}
+        model_id = hidden_params.get("model_id", None) or ""
+        cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
+        response_cost = hidden_params.get("response_cost", None) or ""
+
+        ### ALERTING ###
+        asyncio.create_task(
+            proxy_logging_obj.update_request_status(
+                litellm_call_id=data.get("litellm_call_id", ""), status="success"
+            )
+        )
+
+        verbose_proxy_logger.debug("final response: %s", response)
+
+        fastapi_response.headers.update(
+            get_custom_headers(
+                user_api_key_dict=user_api_key_dict,
+                model_id=model_id,
+                cache_key=cache_key,
+                api_base=api_base,
+                version=version,
+                response_cost=response_cost,
+                request_data=data,
+                hidden_params=hidden_params,
+            )
+        )
+
+        if (
+            "stream" in data and data["stream"] is True
+        ):  # use generate_responses to stream responses
+            selected_data_generator = async_data_generator_anthropic(
+                response=response,
+                user_api_key_dict=user_api_key_dict,
+                request_data=data,
+                proxy_logging_obj=proxy_logging_obj,
+            )
+
+            return StreamingResponse(
+                selected_data_generator,  # type: ignore
+                media_type="text/event-stream",
+            )
+
+        verbose_proxy_logger.info("\nResponse from Litellm:\n{}".format(response))
+        return response
+    except Exception as e:
+        await proxy_logging_obj.post_call_failure_hook(
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
+        )
+        verbose_proxy_logger.exception(
+            "litellm.proxy.proxy_server.anthropic_response(): Exception occured - {}".format(
+                str(e)
+            )
+        )
+        error_msg = f"{str(e)}"
+        raise ProxyException(
+            message=getattr(e, "message", error_msg),
+            type=getattr(e, "type", "None"),
+            param=getattr(e, "param", "None"),
+            code=getattr(e, "status_code", 500),
+        )
diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index ecefc64d67..7ce097e0d7 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -786,6 +786,13 @@ async def _user_api_key_auth_builder(  # noqa: PLR0915
                 )
                 valid_token = None
 
+        if valid_token is None:
+            raise Exception(
+                "Invalid proxy server token passed. Received API Key (hashed)={}. Unable to find token in cache or `LiteLLM_VerificationTokenTable`".format(
+                    api_key
+                )
+            )
+
         user_obj: Optional[LiteLLM_UserTable] = None
         valid_token_dict: dict = {}
         if valid_token is not None:
diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 118f9964e9..e00112b8d8 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -2,10 +2,10 @@
 
 #                          /v1/batches Endpoints
 
-import asyncio
 
 ######################################################################
-from typing import Dict, Optional
+import asyncio
+from typing import Dict, Optional, cast
 
 from fastapi import APIRouter, Depends, HTTPException, Path, Request, Response
 
@@ -199,8 +199,11 @@ async def retrieve_batch(
     ```
     """
     from litellm.proxy.proxy_server import (
+        add_litellm_data_to_request,
+        general_settings,
         get_custom_headers,
         llm_router,
+        proxy_config,
         proxy_logging_obj,
         version,
     )
@@ -212,6 +215,23 @@ async def retrieve_batch(
             batch_id=batch_id,
         )
 
+        data = cast(dict, _retrieve_batch_request)
+
+        # setup logging
+        data["litellm_call_id"] = request.headers.get(
+            "x-litellm-call-id", str(uuid.uuid4())
+        )
+
+        # Include original request and headers in the data
+        data = await add_litellm_data_to_request(
+            data=data,
+            request=request,
+            general_settings=general_settings,
+            user_api_key_dict=user_api_key_dict,
+            version=version,
+            proxy_config=proxy_config,
+        )
+
         if litellm.enable_loadbalancing_on_batch_endpoints is True:
             if llm_router is None:
                 raise HTTPException(
@@ -221,7 +241,7 @@ async def retrieve_batch(
                     },
                 )
 
-            response = await llm_router.aretrieve_batch(**_retrieve_batch_request)  # type: ignore
+            response = await llm_router.aretrieve_batch(**data)  # type: ignore
         else:
             custom_llm_provider = (
                 provider
@@ -229,7 +249,7 @@ async def retrieve_batch(
                 or "openai"
             )
             response = await litellm.aretrieve_batch(
-                custom_llm_provider=custom_llm_provider, **_retrieve_batch_request  # type: ignore
+                custom_llm_provider=custom_llm_provider, **data  # type: ignore
             )
 
         ### ALERTING ###
diff --git a/litellm/proxy/common_utils/encrypt_decrypt_utils.py b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
index ac2caa9a01..7be60d9dc6 100644
--- a/litellm/proxy/common_utils/encrypt_decrypt_utils.py
+++ b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
@@ -1,5 +1,6 @@
 import base64
 import os
+from typing import Optional
 
 from litellm._logging import verbose_proxy_logger
 
@@ -19,9 +20,9 @@ def _get_salt_key():
     return salt_key
 
 
-def encrypt_value_helper(value: str):
+def encrypt_value_helper(value: str, new_encryption_key: Optional[str] = None):
 
-    signing_key = _get_salt_key()
+    signing_key = new_encryption_key or _get_salt_key()
 
     try:
         if isinstance(value, str):
diff --git a/litellm/proxy/example_config_yaml/pass_through_config.yaml b/litellm/proxy/example_config_yaml/pass_through_config.yaml
index 41d581249f..ccc13f4d5a 100644
--- a/litellm/proxy/example_config_yaml/pass_through_config.yaml
+++ b/litellm/proxy/example_config_yaml/pass_through_config.yaml
@@ -1,9 +1,29 @@
 model_list:
- - model_name: fake-openai-endpoint
-   litellm_params:
-     model: openai/fake
-     api_key: fake-key
-     api_base: https://exampleopenaiendpoint-production.up.railway.app/
+  - model_name: fake-openai-endpoint
+    litellm_params:
+      model: openai/fake
+      api_key: fake-key
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/
+  - model_name: claude-3-5-sonnet-20241022
+    litellm_params:
+      model: anthropic/claude-3-5-sonnet-20241022
+      api_key: os.environ/ANTHROPIC_API_KEY
+  - model_name: claude-special-alias
+    litellm_params:
+      model: anthropic/claude-3-haiku-20240307
+      api_key: os.environ/ANTHROPIC_API_KEY
+  - model_name: claude-3-5-sonnet-20241022
+    litellm_params:
+      model: anthropic/claude-3-5-sonnet-20241022
+      api_key: os.environ/ANTHROPIC_API_KEY
+  - model_name: claude-3-7-sonnet-20250219
+    litellm_params:
+      model: anthropic/claude-3-7-sonnet-20250219
+      api_key: os.environ/ANTHROPIC_API_KEY
+  - model_name: anthropic/*
+    litellm_params:
+      model: anthropic/*
+      api_key: os.environ/ANTHROPIC_API_KEY
 general_settings: 
- master_key: sk-1234 
- custom_auth: custom_auth_basic.user_api_key_auth
\ No newline at end of file
+  master_key: sk-1234 
+  custom_auth: custom_auth_basic.user_api_key_auth
\ No newline at end of file
diff --git a/litellm/proxy/hooks/proxy_failure_handler.py b/litellm/proxy/hooks/proxy_failure_handler.py
deleted file mode 100644
index d316eab135..0000000000
--- a/litellm/proxy/hooks/proxy_failure_handler.py
+++ /dev/null
@@ -1,87 +0,0 @@
-"""
-Runs when LLM Exceptions occur on LiteLLM Proxy
-"""
-
-import copy
-import json
-import uuid
-
-import litellm
-from litellm.proxy._types import LiteLLM_ErrorLogs
-
-
-async def _PROXY_failure_handler(
-    kwargs,  # kwargs to completion
-    completion_response: litellm.ModelResponse,  # response from completion
-    start_time=None,
-    end_time=None,  # start/end time for completion
-):
-    """
-    Async Failure Handler - runs when LLM Exceptions occur on LiteLLM Proxy.
-    This function logs the errors to the Prisma DB
-
-    Can be disabled by setting the following on proxy_config.yaml:
-    ```yaml
-    general_settings:
-      disable_error_logs: True
-    ```
-
-    """
-    from litellm._logging import verbose_proxy_logger
-    from litellm.proxy.proxy_server import general_settings, prisma_client
-
-    if general_settings.get("disable_error_logs") is True:
-        return
-
-    if prisma_client is not None:
-        verbose_proxy_logger.debug(
-            "inside _PROXY_failure_handler kwargs=", extra=kwargs
-        )
-
-        _exception = kwargs.get("exception")
-        _exception_type = _exception.__class__.__name__
-        _model = kwargs.get("model", None)
-
-        _optional_params = kwargs.get("optional_params", {})
-        _optional_params = copy.deepcopy(_optional_params)
-
-        for k, v in _optional_params.items():
-            v = str(v)
-            v = v[:100]
-
-        _status_code = "500"
-        try:
-            _status_code = str(_exception.status_code)
-        except Exception:
-            # Don't let this fail logging the exception to the dB
-            pass
-
-        _litellm_params = kwargs.get("litellm_params", {}) or {}
-        _metadata = _litellm_params.get("metadata", {}) or {}
-        _model_id = _metadata.get("model_info", {}).get("id", "")
-        _model_group = _metadata.get("model_group", "")
-        api_base = litellm.get_api_base(model=_model, optional_params=_litellm_params)
-        _exception_string = str(_exception)
-
-        error_log = LiteLLM_ErrorLogs(
-            request_id=str(uuid.uuid4()),
-            model_group=_model_group,
-            model_id=_model_id,
-            litellm_model_name=kwargs.get("model"),
-            request_kwargs=_optional_params,
-            api_base=api_base,
-            exception_type=_exception_type,
-            status_code=_status_code,
-            exception_string=_exception_string,
-            startTime=kwargs.get("start_time"),
-            endTime=kwargs.get("end_time"),
-        )
-
-        error_log_dict = error_log.model_dump()
-        error_log_dict["request_kwargs"] = json.dumps(error_log_dict["request_kwargs"])
-
-        await prisma_client.db.litellm_errorlogs.create(
-            data=error_log_dict  # type: ignore
-        )
-
-    pass
diff --git a/litellm/proxy/hooks/proxy_track_cost_callback.py b/litellm/proxy/hooks/proxy_track_cost_callback.py
index 88655f3251..e068a446c5 100644
--- a/litellm/proxy/hooks/proxy_track_cost_callback.py
+++ b/litellm/proxy/hooks/proxy_track_cost_callback.py
@@ -34,6 +34,9 @@ class _ProxyDBLogger(CustomLogger):
     ):
         from litellm.proxy.proxy_server import update_database
 
+        if _ProxyDBLogger._should_track_errors_in_db() is False:
+            return
+
         _metadata = dict(
             StandardLoggingUserAPIKeyMetadata(
                 user_api_key_hash=user_api_key_dict.api_key,
@@ -202,6 +205,21 @@ class _ProxyDBLogger(CustomLogger):
                 "Error in tracking cost callback - %s", str(e)
             )
 
+    @staticmethod
+    def _should_track_errors_in_db():
+        """
+        Returns True if errors should be tracked in the database
+
+        By default, errors are tracked in the database
+
+        If users want to disable error tracking, they can set the disable_error_logs flag in the general_settings
+        """
+        from litellm.proxy.proxy_server import general_settings
+
+        if general_settings.get("disable_error_logs") is True:
+            return False
+        return
+
 
 def _should_track_cost_callback(
     user_api_key: Optional[str],
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index c15bbbd4a7..693e44ac77 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -102,11 +102,15 @@ def convert_key_logging_metadata_to_callback(
 
         if data.callback_name not in team_callback_settings_obj.failure_callback:
             team_callback_settings_obj.failure_callback.append(data.callback_name)
-    elif data.callback_type == "success_and_failure":
+    elif (
+        not data.callback_type or data.callback_type == "success_and_failure"
+    ):  # assume 'success_and_failure' = litellm.callbacks
         if team_callback_settings_obj.success_callback is None:
             team_callback_settings_obj.success_callback = []
         if team_callback_settings_obj.failure_callback is None:
             team_callback_settings_obj.failure_callback = []
+        if team_callback_settings_obj.callbacks is None:
+            team_callback_settings_obj.callbacks = []
 
         if data.callback_name not in team_callback_settings_obj.success_callback:
             team_callback_settings_obj.success_callback.append(data.callback_name)
@@ -114,6 +118,9 @@ def convert_key_logging_metadata_to_callback(
         if data.callback_name not in team_callback_settings_obj.failure_callback:
             team_callback_settings_obj.failure_callback.append(data.callback_name)
 
+        if data.callback_name not in team_callback_settings_obj.callbacks:
+            team_callback_settings_obj.callbacks.append(data.callback_name)
+
     for var, value in data.callback_vars.items():
         if team_callback_settings_obj.callback_vars is None:
             team_callback_settings_obj.callback_vars = {}
diff --git a/litellm/proxy/management_endpoints/common_utils.py b/litellm/proxy/management_endpoints/common_utils.py
index 8477486d20..d80a06c597 100644
--- a/litellm/proxy/management_endpoints/common_utils.py
+++ b/litellm/proxy/management_endpoints/common_utils.py
@@ -1,4 +1,12 @@
-from litellm.proxy._types import LiteLLM_TeamTable, UserAPIKeyAuth
+from typing import Any, Union
+
+from litellm.proxy._types import (
+    GenerateKeyRequest,
+    LiteLLM_ManagementEndpoint_MetadataFields_Premium,
+    LiteLLM_TeamTable,
+    UserAPIKeyAuth,
+)
+from litellm.proxy.utils import _premium_user_check
 
 
 def _is_user_team_admin(
@@ -12,3 +20,22 @@ def _is_user_team_admin(
             return True
 
     return False
+
+
+def _set_object_metadata_field(
+    object_data: Union[LiteLLM_TeamTable, GenerateKeyRequest],
+    field_name: str,
+    value: Any,
+) -> None:
+    """
+    Helper function to set metadata fields that require premium user checks
+
+    Args:
+        object_data: The team data object to modify
+        field_name: Name of the metadata field to set
+        value: Value to set for the field
+    """
+    if field_name in LiteLLM_ManagementEndpoint_MetadataFields_Premium:
+        _premium_user_check()
+    object_data.metadata = object_data.metadata or {}
+    object_data.metadata[field_name] = value
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index 36c12ada3f..37b6f0bbf5 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -739,6 +739,43 @@ async def user_update(
         )
 
 
+async def get_user_key_counts(
+    prisma_client,
+    user_ids: Optional[List[str]] = None,
+):
+    """
+    Helper function to get the count of keys for each user using Prisma's count method.
+
+    Args:
+        prisma_client: The Prisma client instance
+        user_ids: List of user IDs to get key counts for
+
+    Returns:
+        Dictionary mapping user_id to key count
+    """
+    from litellm.constants import UI_SESSION_TOKEN_TEAM_ID
+
+    if not user_ids or len(user_ids) == 0:
+        return {}
+
+    result = {}
+
+    # Get count for each user_id individually
+    for user_id in user_ids:
+        count = await prisma_client.db.litellm_verificationtoken.count(
+            where={
+                "user_id": user_id,
+                "OR": [
+                    {"team_id": None},
+                    {"team_id": {"not": UI_SESSION_TOKEN_TEAM_ID}},
+                ],
+            }
+        )
+        result[user_id] = count
+
+    return result
+
+
 @router.get(
     "/user/get_users",
     tags=["Internal User management"],
@@ -830,14 +867,9 @@ async def get_users(
 
     # Get key count for each user
     if users is not None:
-        user_keys = await prisma_client.db.litellm_verificationtoken.group_by(
-            by=["user_id"],
-            count={"user_id": True},
-            where={"user_id": {"in": [user.user_id for user in users]}},
+        user_key_counts = await get_user_key_counts(
+            prisma_client, [user.user_id for user in users]
         )
-        user_key_counts = {
-            item["user_id"]: item["_count"]["user_id"] for item in user_keys
-        }
     else:
         user_key_counts = {}
 
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 1d9d790282..9141d9d14a 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -35,15 +35,24 @@ from litellm.proxy.auth.auth_checks import (
 )
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.hooks.key_management_event_hooks import KeyManagementEventHooks
-from litellm.proxy.management_endpoints.common_utils import _is_user_team_admin
+from litellm.proxy.management_endpoints.common_utils import (
+    _is_user_team_admin,
+    _set_object_metadata_field,
+)
+from litellm.proxy.management_endpoints.model_management_endpoints import (
+    _add_model_to_db,
+)
 from litellm.proxy.management_helpers.utils import management_endpoint_wrapper
+from litellm.proxy.spend_tracking.spend_tracking_utils import _is_master_key
 from litellm.proxy.utils import (
     PrismaClient,
     _hash_token_if_needed,
     handle_exception_on_proxy,
+    jsonify_object,
 )
 from litellm.router import Router
 from litellm.secret_managers.main import get_secret
+from litellm.types.router import Deployment
 from litellm.types.utils import (
     BudgetConfig,
     PersonalUIKeyGenerationConfig,
@@ -507,6 +516,17 @@ async def generate_key_fn(  # noqa: PLR0915
                 }
             )
             _budget_id = getattr(_budget, "budget_id", None)
+
+        # ADD METADATA FIELDS
+        # Set Management Endpoint Metadata Fields
+        for field in LiteLLM_ManagementEndpoint_MetadataFields_Premium:
+            if getattr(data, field) is not None:
+                _set_object_metadata_field(
+                    object_data=data,
+                    field_name=field,
+                    value=getattr(data, field),
+                )
+
         data_json = data.model_dump(exclude_unset=True, exclude_none=True)  # type: ignore
 
         # if we get max_budget passed to /key/generate, then use it as key_max_budget. Since generate_key_helper_fn is used to make new users
@@ -531,7 +551,8 @@ async def generate_key_fn(  # noqa: PLR0915
                     f"Only premium users can add tags to keys. {CommonProxyErrors.not_premium_user.value}"
                 )
 
-            if data_json["metadata"] is None:
+            _metadata = data_json.get("metadata")
+            if not _metadata:
                 data_json["metadata"] = {"tags": data_json["tags"]}
             else:
                 data_json["metadata"]["tags"] = data_json["tags"]
@@ -1510,14 +1531,98 @@ async def delete_key_aliases(
     )
 
 
+async def _rotate_master_key(
+    prisma_client: PrismaClient,
+    user_api_key_dict: UserAPIKeyAuth,
+    current_master_key: str,
+    new_master_key: str,
+) -> None:
+    """
+    Rotate the master key
+
+    1. Get the values from the DB
+        - Get models from DB
+        - Get config from DB
+    2. Decrypt the values
+        - ModelTable
+            - [{"model_name": "str", "litellm_params": {}}]
+        - ConfigTable
+    3. Encrypt the values with the new master key
+    4. Update the values in the DB
+    """
+    from litellm.proxy.proxy_server import proxy_config
+
+    try:
+        models: Optional[List] = (
+            await prisma_client.db.litellm_proxymodeltable.find_many()
+        )
+    except Exception:
+        models = None
+    # 2. process model table
+    if models:
+        decrypted_models = proxy_config.decrypt_model_list_from_db(new_models=models)
+        verbose_proxy_logger.info(
+            "ABLE TO DECRYPT MODELS - len(decrypted_models): %s", len(decrypted_models)
+        )
+        new_models = []
+        for model in decrypted_models:
+            new_model = await _add_model_to_db(
+                model_params=Deployment(**model),
+                user_api_key_dict=user_api_key_dict,
+                prisma_client=prisma_client,
+                new_encryption_key=new_master_key,
+                should_create_model_in_db=False,
+            )
+            if new_model:
+                new_models.append(jsonify_object(new_model.model_dump()))
+        verbose_proxy_logger.info("Resetting proxy model table")
+        await prisma_client.db.litellm_proxymodeltable.delete_many()
+        verbose_proxy_logger.info("Creating %s models", len(new_models))
+        await prisma_client.db.litellm_proxymodeltable.create_many(
+            data=new_models,
+        )
+    # 3. process config table
+    try:
+        config = await prisma_client.db.litellm_config.find_many()
+    except Exception:
+        config = None
+
+    if config:
+        """If environment_variables is found, decrypt it and encrypt it with the new master key"""
+        environment_variables_dict = {}
+        for c in config:
+            if c.param_name == "environment_variables":
+                environment_variables_dict = c.param_value
+
+        if environment_variables_dict:
+            decrypted_env_vars = proxy_config._decrypt_and_set_db_env_variables(
+                environment_variables=environment_variables_dict
+            )
+            encrypted_env_vars = proxy_config._encrypt_env_variables(
+                environment_variables=decrypted_env_vars,
+                new_encryption_key=new_master_key,
+            )
+
+            if encrypted_env_vars:
+                await prisma_client.db.litellm_config.update(
+                    where={"param_name": "environment_variables"},
+                    data={"param_value": jsonify_object(encrypted_env_vars)},
+                )
+
+
 @router.post(
     "/key/{key:path}/regenerate",
     tags=["key management"],
     dependencies=[Depends(user_api_key_auth)],
 )
+@router.post(
+    "/key/regenerate",
+    tags=["key management"],
+    dependencies=[Depends(user_api_key_auth)],
+)
 @management_endpoint_wrapper
 async def regenerate_key_fn(
-    key: str,
+    key: Optional[str] = None,
     data: Optional[RegenerateKeyRequest] = None,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
     litellm_changed_by: Optional[str] = Header(
@@ -1575,6 +1680,7 @@ async def regenerate_key_fn(
 
         from litellm.proxy.proxy_server import (
             hash_token,
+            master_key,
             premium_user,
             prisma_client,
             proxy_logging_obj,
@@ -1587,7 +1693,9 @@ async def regenerate_key_fn(
             )
 
         # Check if key exists, raise exception if key is not in the DB
-
+        key = data.key if data and data.key else key
+        if not key:
+            raise HTTPException(status_code=400, detail={"error": "No key passed in."})
         ### 1. Create New copy that is duplicate of existing key
         ######################################################################
 
@@ -1602,6 +1710,27 @@ async def regenerate_key_fn(
                 detail={"error": "DB not connected. prisma_client is None"},
             )
 
+        _is_master_key_valid = _is_master_key(api_key=key, _master_key=master_key)
+
+        if master_key is not None and data and _is_master_key_valid:
+            if data.new_master_key is None:
+                raise HTTPException(
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    detail={"error": "New master key is required."},
+                )
+            await _rotate_master_key(
+                prisma_client=prisma_client,
+                user_api_key_dict=user_api_key_dict,
+                current_master_key=master_key,
+                new_master_key=data.new_master_key,
+            )
+            return GenerateKeyResponse(
+                key=data.new_master_key,
+                token=data.new_master_key,
+                key_name=data.new_master_key,
+                expires=None,
+            )
+
         if "sk" not in key:
             hashed_api_key = key
         else:
@@ -1683,6 +1812,7 @@ async def regenerate_key_fn(
 
         return response
     except Exception as e:
+        verbose_proxy_logger.exception("Error regenerating key: %s", e)
         raise handle_exception_on_proxy(e)
 
 
diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index e91937c0e6..42ee2a5a40 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -21,6 +21,7 @@ from litellm._logging import verbose_proxy_logger
 from litellm.constants import LITELLM_PROXY_ADMIN_NAME
 from litellm.proxy._types import (
     CommonProxyErrors,
+    LiteLLM_ProxyModelTable,
     LitellmUserRoles,
     PrismaCompatibleUpdateDBModel,
     ProxyErrorTypes,
@@ -227,12 +228,16 @@ async def _add_model_to_db(
     model_params: Deployment,
     user_api_key_dict: UserAPIKeyAuth,
     prisma_client: PrismaClient,
-):
+    new_encryption_key: Optional[str] = None,
+    should_create_model_in_db: bool = True,
+) -> Optional[LiteLLM_ProxyModelTable]:
     # encrypt litellm params #
     _litellm_params_dict = model_params.litellm_params.dict(exclude_none=True)
     _orignal_litellm_model_name = model_params.litellm_params.model
     for k, v in _litellm_params_dict.items():
-        encrypted_value = encrypt_value_helper(value=v)
+        encrypted_value = encrypt_value_helper(
+            value=v, new_encryption_key=new_encryption_key
+        )
         model_params.litellm_params[k] = encrypted_value
     _data: dict = {
         "model_id": model_params.model_info.id,
@@ -246,9 +251,12 @@ async def _add_model_to_db(
     }
     if model_params.model_info.id is not None:
         _data["model_id"] = model_params.model_info.id
-    model_response = await prisma_client.db.litellm_proxymodeltable.create(
-        data=_data  # type: ignore
-    )
+    if should_create_model_in_db:
+        model_response = await prisma_client.db.litellm_proxymodeltable.create(
+            data=_data  # type: ignore
+        )
+    else:
+        model_response = LiteLLM_ProxyModelTable(**_data)
     return model_response
 
 
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index af8f58fe9f..25b42e7e02 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -14,7 +14,7 @@ import json
 import traceback
 import uuid
 from datetime import datetime, timedelta, timezone
-from typing import Any, List, Optional, Tuple, Union, cast
+from typing import List, Optional, Tuple, Union, cast
 
 import fastapi
 from fastapi import APIRouter, Depends, Header, HTTPException, Request, status
@@ -57,7 +57,10 @@ from litellm.proxy.auth.auth_checks import (
     get_team_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
+from litellm.proxy.management_endpoints.common_utils import (
+    _is_user_team_admin,
+    _set_object_metadata_field,
+)
 from litellm.proxy.management_helpers.utils import (
     add_new_member,
     management_endpoint_wrapper,
@@ -283,8 +286,8 @@ async def new_team(  # noqa: PLR0915
         # Set Management Endpoint Metadata Fields
         for field in LiteLLM_ManagementEndpoint_MetadataFields_Premium:
             if getattr(data, field) is not None:
-                _set_team_metadata_field(
-                    team_data=complete_team_data,
+                _set_object_metadata_field(
+                    object_data=complete_team_data,
                     field_name=field,
                     value=getattr(data, field),
                 )
@@ -1274,9 +1277,13 @@ async def team_info(
             )
 
         try:
-            team_info: BaseModel = await prisma_client.db.litellm_teamtable.find_unique(
-                where={"team_id": team_id}
+            team_info: Optional[BaseModel] = (
+                await prisma_client.db.litellm_teamtable.find_unique(
+                    where={"team_id": team_id}
+                )
             )
+            if team_info is None:
+                raise Exception
         except Exception:
             raise HTTPException(
                 status_code=status.HTTP_404_NOT_FOUND,
@@ -1673,23 +1680,6 @@ def _update_team_metadata_field(updated_kv: dict, field_name: str) -> None:
             updated_kv["metadata"] = {field_name: _value}
 
 
-def _set_team_metadata_field(
-    team_data: LiteLLM_TeamTable, field_name: str, value: Any
-) -> None:
-    """
-    Helper function to set metadata fields that require premium user checks
-
-    Args:
-        team_data: The team data object to modify
-        field_name: Name of the metadata field to set
-        value: Value to set for the field
-    """
-    if field_name in LiteLLM_ManagementEndpoint_MetadataFields_Premium:
-        _premium_user_check()
-    team_data.metadata = team_data.metadata or {}
-    team_data.metadata[field_name] = value
-
-
 @router.get(
     "/team/filter/ui",
     tags=["team management"],
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 86c32b610a..b64bd84aad 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -1,12 +1,10 @@
 model_list:
-  - model_name: fake-openai-endpoint
+  - model_name: thinking-us.anthropic.claude-3-7-sonnet-20250219-v1:0
     litellm_params:
-      model: openai/my-fake-model
-      api_key: my-fake-key
-      api_base: https://exampleopenaiendpoint-production.up.railway.app/
+      model: bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0
+      thinking: {"type": "enabled", "budget_tokens": 1024}
+      max_tokens: 1080
+      merge_reasoning_content_in_choices: true
 
 
-general_settings:
-  store_model_in_db: true
-  store_prompts_in_spend_logs: true
 
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 19d0ebe9ea..99b6f4ea54 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -120,6 +120,7 @@ from litellm.proxy._types import *
 from litellm.proxy.analytics_endpoints.analytics_endpoints import (
     router as analytics_router,
 )
+from litellm.proxy.anthropic_endpoints.endpoints import router as anthropic_router
 from litellm.proxy.auth.auth_checks import log_db_metrics
 from litellm.proxy.auth.auth_utils import check_response_size_is_safe
 from litellm.proxy.auth.handle_jwt import JWTHandler
@@ -178,7 +179,6 @@ from litellm.proxy.hooks.model_max_budget_limiter import (
 from litellm.proxy.hooks.prompt_injection_detection import (
     _OPTIONAL_PromptInjectionDetection,
 )
-from litellm.proxy.hooks.proxy_failure_handler import _PROXY_failure_handler
 from litellm.proxy.hooks.proxy_track_cost_callback import _ProxyDBLogger
 from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
 from litellm.proxy.management_endpoints.budget_management_endpoints import (
@@ -289,7 +289,7 @@ from litellm.types.router import ModelInfo as RouterModelInfo
 from litellm.types.router import RouterGeneralSettings, updateDeployment
 from litellm.types.utils import CustomHuggingfaceTokenizer
 from litellm.types.utils import ModelInfo as ModelMapInfo
-from litellm.types.utils import StandardLoggingPayload
+from litellm.types.utils import RawRequestTypedDict, StandardLoggingPayload
 from litellm.utils import _add_custom_logger_callback_to_specific_event
 
 try:
@@ -941,20 +941,14 @@ def cost_tracking():
         litellm.logging_callback_manager.add_litellm_callback(_ProxyDBLogger())
 
 
-def error_tracking():
-    global prisma_client
-    if prisma_client is not None:
-        if isinstance(litellm.failure_callback, list):
-            verbose_proxy_logger.debug("setting litellm failure callback to track cost")
-            if (_PROXY_failure_handler) not in litellm.failure_callback:  # type: ignore
-                litellm.logging_callback_manager.add_litellm_failure_callback(_PROXY_failure_handler)  # type: ignore
-
-
 def _set_spend_logs_payload(
     payload: Union[dict, SpendLogsPayload],
     prisma_client: PrismaClient,
     spend_logs_url: Optional[str] = None,
 ):
+    verbose_proxy_logger.info(
+        "Writing spend log to db - request_id: {}".format(payload.get("request_id"))
+    )
     if prisma_client is not None and spend_logs_url is not None:
         if isinstance(payload["startTime"], datetime):
             payload["startTime"] = payload["startTime"].isoformat()
@@ -1056,7 +1050,6 @@ async def update_database(  # noqa: PLR0915
                         start_time=start_time,
                         end_time=end_time,
                     )
-
                     payload["spend"] = response_cost
                     prisma_client = _set_spend_logs_payload(
                         payload=payload,
@@ -2416,6 +2409,33 @@ class ProxyConfig:
                 added_models += 1
         return added_models
 
+    def decrypt_model_list_from_db(self, new_models: list) -> list:
+        _model_list: list = []
+        for m in new_models:
+            _litellm_params = m.litellm_params
+            if isinstance(_litellm_params, dict):
+                # decrypt values
+                for k, v in _litellm_params.items():
+                    decrypted_value = decrypt_value_helper(value=v)
+                    _litellm_params[k] = decrypted_value
+                _litellm_params = LiteLLM_Params(**_litellm_params)
+            else:
+                verbose_proxy_logger.error(
+                    f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}"
+                )
+                continue  # skip to next model
+
+            _model_info = self.get_model_info_with_id(model=m)
+            _model_list.append(
+                Deployment(
+                    model_name=m.model_name,
+                    litellm_params=_litellm_params,
+                    model_info=_model_info,
+                ).to_json(exclude_none=True)
+            )
+
+        return _model_list
+
     async def _update_llm_router(
         self,
         new_models: list,
@@ -2427,29 +2447,9 @@ class ProxyConfig:
             if llm_router is None and master_key is not None:
                 verbose_proxy_logger.debug(f"len new_models: {len(new_models)}")
 
-                _model_list: list = []
-                for m in new_models:
-                    _litellm_params = m.litellm_params
-                    if isinstance(_litellm_params, dict):
-                        # decrypt values
-                        for k, v in _litellm_params.items():
-                            decrypted_value = decrypt_value_helper(value=v)
-                            _litellm_params[k] = decrypted_value
-                        _litellm_params = LiteLLM_Params(**_litellm_params)
-                    else:
-                        verbose_proxy_logger.error(
-                            f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}"
-                        )
-                        continue  # skip to next model
-
-                    _model_info = self.get_model_info_with_id(model=m)
-                    _model_list.append(
-                        Deployment(
-                            model_name=m.model_name,
-                            litellm_params=_litellm_params,
-                            model_info=_model_info,
-                        ).to_json(exclude_none=True)
-                    )
+                _model_list: list = self.decrypt_model_list_from_db(
+                    new_models=new_models
+                )
                 if len(_model_list) > 0:
                     verbose_proxy_logger.debug(f"_model_list: {_model_list}")
                     llm_router = litellm.Router(
@@ -2538,7 +2538,21 @@ class ProxyConfig:
         environment_variables = config_data.get("environment_variables", {})
         self._decrypt_and_set_db_env_variables(environment_variables)
 
-    def _decrypt_and_set_db_env_variables(self, environment_variables: dict) -> None:
+    def _encrypt_env_variables(
+        self, environment_variables: dict, new_encryption_key: Optional[str] = None
+    ) -> dict:
+        """
+        Encrypts a dictionary of environment variables and returns them.
+        """
+        encrypted_env_vars = {}
+        for k, v in environment_variables.items():
+            encrypted_value = encrypt_value_helper(
+                value=v, new_encryption_key=new_encryption_key
+            )
+            encrypted_env_vars[k] = encrypted_value
+        return encrypted_env_vars
+
+    def _decrypt_and_set_db_env_variables(self, environment_variables: dict) -> dict:
         """
         Decrypts a dictionary of environment variables and then sets them in the environment
 
@@ -2546,15 +2560,18 @@ class ProxyConfig:
             environment_variables: dict - dictionary of environment variables to decrypt and set
             eg. `{"LANGFUSE_PUBLIC_KEY": "kFiKa1VZukMmD8RB6WXB9F......."}`
         """
+        decrypted_env_vars = {}
         for k, v in environment_variables.items():
             try:
                 decrypted_value = decrypt_value_helper(value=v)
                 if decrypted_value is not None:
                     os.environ[k] = decrypted_value
+                    decrypted_env_vars[k] = decrypted_value
             except Exception as e:
                 verbose_proxy_logger.error(
                     "Error setting env variable: %s - %s", k, str(e)
                 )
+        return decrypted_env_vars
 
     async def _add_router_settings_from_db_config(
         self,
@@ -3063,58 +3080,6 @@ async def async_data_generator(
         yield f"data: {error_returned}\n\n"
 
 
-async def async_data_generator_anthropic(
-    response, user_api_key_dict: UserAPIKeyAuth, request_data: dict
-):
-    verbose_proxy_logger.debug("inside generator")
-    try:
-        time.time()
-        async for chunk in response:
-            verbose_proxy_logger.debug(
-                "async_data_generator: received streaming chunk - {}".format(chunk)
-            )
-            ### CALL HOOKS ### - modify outgoing data
-            chunk = await proxy_logging_obj.async_post_call_streaming_hook(
-                user_api_key_dict=user_api_key_dict, response=chunk
-            )
-
-            event_type = chunk.get("type")
-
-            try:
-                yield f"event: {event_type}\ndata:{json.dumps(chunk)}\n\n"
-            except Exception as e:
-                yield f"event: {event_type}\ndata:{str(e)}\n\n"
-    except Exception as e:
-        verbose_proxy_logger.exception(
-            "litellm.proxy.proxy_server.async_data_generator(): Exception occured - {}".format(
-                str(e)
-            )
-        )
-        await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict,
-            original_exception=e,
-            request_data=request_data,
-        )
-        verbose_proxy_logger.debug(
-            f"\033[1;31mAn error occurred: {e}\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`"
-        )
-
-        if isinstance(e, HTTPException):
-            raise e
-        else:
-            error_traceback = traceback.format_exc()
-            error_msg = f"{str(e)}\n\n{error_traceback}"
-
-        proxy_exception = ProxyException(
-            message=getattr(e, "message", error_msg),
-            type=getattr(e, "type", "None"),
-            param=getattr(e, "param", "None"),
-            code=getattr(e, "status_code", 500),
-        )
-        error_returned = json.dumps({"error": proxy_exception.to_dict()})
-        yield f"data: {error_returned}\n\n"
-
-
 def select_data_generator(
     response, user_api_key_dict: UserAPIKeyAuth, request_data: dict
 ):
@@ -3175,9 +3140,6 @@ class ProxyStartupEvent:
         ## COST TRACKING ##
         cost_tracking()
 
-        ## Error Tracking ##
-        error_tracking()
-
         proxy_logging_obj.startup_event(
             llm_router=llm_router, redis_usage_cache=redis_usage_cache
         )
@@ -5522,224 +5484,6 @@ async def moderations(
             )
 
 
-#### ANTHROPIC ENDPOINTS ####
-
-
-@router.post(
-    "/v1/messages",
-    tags=["[beta] Anthropic `/v1/messages`"],
-    dependencies=[Depends(user_api_key_auth)],
-    response_model=AnthropicResponse,
-    include_in_schema=False,
-)
-async def anthropic_response(  # noqa: PLR0915
-    anthropic_data: AnthropicMessagesRequest,
-    fastapi_response: Response,
-    request: Request,
-    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
-):
-    """
-    🚨 DEPRECATED ENDPOINT🚨
-
-    Use `{PROXY_BASE_URL}/anthropic/v1/messages` instead - [Docs](https://docs.litellm.ai/docs/anthropic_completion).
-
-    This was a BETA endpoint that calls 100+ LLMs in the anthropic format.
-    """
-    from litellm import adapter_completion
-    from litellm.adapters.anthropic_adapter import anthropic_adapter
-
-    litellm.adapters = [{"id": "anthropic", "adapter": anthropic_adapter}]
-
-    global user_temperature, user_request_timeout, user_max_tokens, user_api_base
-    request_data = await _read_request_body(request=request)
-    data: dict = {**request_data, "adapter_id": "anthropic"}
-    try:
-        data["model"] = (
-            general_settings.get("completion_model", None)  # server default
-            or user_model  # model name passed via cli args
-            or data.get("model", None)  # default passed in http request
-        )
-        if user_model:
-            data["model"] = user_model
-
-        data = await add_litellm_data_to_request(
-            data=data,  # type: ignore
-            request=request,
-            general_settings=general_settings,
-            user_api_key_dict=user_api_key_dict,
-            version=version,
-            proxy_config=proxy_config,
-        )
-
-        # override with user settings, these are params passed via cli
-        if user_temperature:
-            data["temperature"] = user_temperature
-        if user_request_timeout:
-            data["request_timeout"] = user_request_timeout
-        if user_max_tokens:
-            data["max_tokens"] = user_max_tokens
-        if user_api_base:
-            data["api_base"] = user_api_base
-
-        ### MODEL ALIAS MAPPING ###
-        # check if model name in model alias map
-        # get the actual model name
-        if data["model"] in litellm.model_alias_map:
-            data["model"] = litellm.model_alias_map[data["model"]]
-
-        ### CALL HOOKS ### - modify incoming data before calling the model
-        data = await proxy_logging_obj.pre_call_hook(  # type: ignore
-            user_api_key_dict=user_api_key_dict, data=data, call_type="text_completion"
-        )
-
-        ### ROUTE THE REQUESTs ###
-        router_model_names = llm_router.model_names if llm_router is not None else []
-        # skip router if user passed their key
-        if "api_key" in data:
-            llm_response = asyncio.create_task(litellm.aadapter_completion(**data))
-        elif (
-            llm_router is not None and data["model"] in router_model_names
-        ):  # model in router model list
-            llm_response = asyncio.create_task(llm_router.aadapter_completion(**data))
-        elif (
-            llm_router is not None
-            and llm_router.model_group_alias is not None
-            and data["model"] in llm_router.model_group_alias
-        ):  # model set in model_group_alias
-            llm_response = asyncio.create_task(llm_router.aadapter_completion(**data))
-        elif (
-            llm_router is not None and data["model"] in llm_router.deployment_names
-        ):  # model in router deployments, calling a specific deployment on the router
-            llm_response = asyncio.create_task(
-                llm_router.aadapter_completion(**data, specific_deployment=True)
-            )
-        elif (
-            llm_router is not None and data["model"] in llm_router.get_model_ids()
-        ):  # model in router model list
-            llm_response = asyncio.create_task(llm_router.aadapter_completion(**data))
-        elif (
-            llm_router is not None
-            and data["model"] not in router_model_names
-            and (
-                llm_router.default_deployment is not None
-                or len(llm_router.pattern_router.patterns) > 0
-            )
-        ):  # model in router deployments, calling a specific deployment on the router
-            llm_response = asyncio.create_task(llm_router.aadapter_completion(**data))
-        elif user_model is not None:  # `litellm --model <your-model-name>`
-            llm_response = asyncio.create_task(litellm.aadapter_completion(**data))
-        else:
-            raise HTTPException(
-                status_code=status.HTTP_400_BAD_REQUEST,
-                detail={
-                    "error": "completion: Invalid model name passed in model="
-                    + data.get("model", "")
-                },
-            )
-
-        # Await the llm_response task
-        response = await llm_response
-
-        hidden_params = getattr(response, "_hidden_params", {}) or {}
-        model_id = hidden_params.get("model_id", None) or ""
-        cache_key = hidden_params.get("cache_key", None) or ""
-        api_base = hidden_params.get("api_base", None) or ""
-        response_cost = hidden_params.get("response_cost", None) or ""
-
-        ### ALERTING ###
-        asyncio.create_task(
-            proxy_logging_obj.update_request_status(
-                litellm_call_id=data.get("litellm_call_id", ""), status="success"
-            )
-        )
-
-        verbose_proxy_logger.debug("final response: %s", response)
-
-        fastapi_response.headers.update(
-            get_custom_headers(
-                user_api_key_dict=user_api_key_dict,
-                model_id=model_id,
-                cache_key=cache_key,
-                api_base=api_base,
-                version=version,
-                response_cost=response_cost,
-                request_data=data,
-                hidden_params=hidden_params,
-            )
-        )
-
-        if (
-            "stream" in data and data["stream"] is True
-        ):  # use generate_responses to stream responses
-            selected_data_generator = async_data_generator_anthropic(
-                response=response,
-                user_api_key_dict=user_api_key_dict,
-                request_data=data,
-            )
-            return StreamingResponse(
-                selected_data_generator,
-                media_type="text/event-stream",
-            )
-
-        verbose_proxy_logger.info("\nResponse from Litellm:\n{}".format(response))
-        return response
-    except RejectedRequestError as e:
-        _data = e.request_data
-        await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict,
-            original_exception=e,
-            request_data=_data,
-        )
-        if _data.get("stream", None) is not None and _data["stream"] is True:
-            _chat_response = litellm.ModelResponse()
-            _usage = litellm.Usage(
-                prompt_tokens=0,
-                completion_tokens=0,
-                total_tokens=0,
-            )
-            _chat_response.usage = _usage  # type: ignore
-            _chat_response.choices[0].message.content = e.message  # type: ignore
-            _iterator = litellm.utils.ModelResponseIterator(
-                model_response=_chat_response, convert_to_delta=True
-            )
-            _streaming_response = litellm.TextCompletionStreamWrapper(
-                completion_stream=_iterator,
-                model=_data.get("model", ""),
-            )
-
-            selected_data_generator = select_data_generator(
-                response=_streaming_response,
-                user_api_key_dict=user_api_key_dict,
-                request_data=data,
-            )
-
-            return StreamingResponse(
-                selected_data_generator,
-                media_type="text/event-stream",
-                headers={},
-            )
-        else:
-            _response = litellm.TextCompletionResponse()
-            _response.choices[0].text = e.message
-            return _response
-    except Exception as e:
-        await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
-        )
-        verbose_proxy_logger.exception(
-            "litellm.proxy.proxy_server.anthropic_response(): Exception occured - {}".format(
-                str(e)
-            )
-        )
-        error_msg = f"{str(e)}"
-        raise ProxyException(
-            message=getattr(e, "message", error_msg),
-            type=getattr(e, "type", "None"),
-            param=getattr(e, "param", "None"),
-            code=getattr(e, "status_code", 500),
-        )
-
-
 #### DEV UTILS ####
 
 # @router.get(
@@ -5847,6 +5591,18 @@ async def supported_openai_params(model: str):
         )
 
 
+@router.post(
+    "/utils/transform_request",
+    tags=["llm utils"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=RawRequestTypedDict,
+)
+async def transform_request(request: TransformRequestBody):
+    from litellm.utils import return_raw_request
+
+    return return_raw_request(endpoint=request.call_type, kwargs=request.request_body)
+
+
 #### [BETA] - This is a beta endpoint, format might change based on user feedback. - https://github.com/BerriAI/litellm/issues/964
 @router.post(
     "/model/new",
@@ -7059,6 +6815,9 @@ async def delete_model(model_info: ModelInfoDelete):
             )
 
     except Exception as e:
+        verbose_proxy_logger.exception(
+            f"Failed to delete model. Due to error - {str(e)}"
+        )
         if isinstance(e, HTTPException):
             raise ProxyException(
                 message=getattr(e, "detail", f"Authentication Error({str(e)})"),
@@ -8835,6 +8594,7 @@ app.include_router(rerank_router)
 app.include_router(fine_tuning_router)
 app.include_router(vertex_router)
 app.include_router(llm_passthrough_router)
+app.include_router(anthropic_router)
 app.include_router(langfuse_router)
 app.include_router(pass_through_router)
 app.include_router(health_router)
diff --git a/litellm/proxy/route_llm_request.py b/litellm/proxy/route_llm_request.py
index 6102a26b23..6683a18b9a 100644
--- a/litellm/proxy/route_llm_request.py
+++ b/litellm/proxy/route_llm_request.py
@@ -53,7 +53,7 @@ async def route_request(
     """
     router_model_names = llm_router.model_names if llm_router is not None else []
     if "api_key" in data or "api_base" in data:
-        return getattr(litellm, f"{route_type}")(**data)
+        return getattr(llm_router, f"{route_type}")(**data)
 
     elif "user_config" in data:
         router_config = data.pop("user_config")
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index d3720ad75d..6e9a088077 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -1,14 +1,16 @@
+import hashlib
 import json
 import secrets
 from datetime import datetime
 from datetime import datetime as dt
 from datetime import timezone
-from typing import List, Optional, cast
+from typing import Any, List, Optional, cast
 
 from pydantic import BaseModel
 
 import litellm
 from litellm._logging import verbose_proxy_logger
+from litellm.litellm_core_utils.core_helpers import get_litellm_metadata_from_kwargs
 from litellm.proxy._types import SpendLogsMetadata, SpendLogsPayload
 from litellm.proxy.utils import PrismaClient, hash_token
 from litellm.types.utils import StandardLoggingPayload
@@ -33,7 +35,9 @@ def _is_master_key(api_key: str, _master_key: Optional[str]) -> bool:
 
 
 def _get_spend_logs_metadata(
-    metadata: Optional[dict], applied_guardrails: Optional[List[str]] = None
+    metadata: Optional[dict],
+    applied_guardrails: Optional[List[str]] = None,
+    batch_models: Optional[List[str]] = None,
 ) -> SpendLogsMetadata:
     if metadata is None:
         return SpendLogsMetadata(
@@ -50,6 +54,7 @@ def _get_spend_logs_metadata(
             status=None or "success",
             error_information=None,
             proxy_server_request=None,
+            batch_models=None,
         )
     verbose_proxy_logger.debug(
         "getting payload for SpendLogs, available keys in metadata: "
@@ -65,10 +70,46 @@ def _get_spend_logs_metadata(
         }
     )
     clean_metadata["applied_guardrails"] = applied_guardrails
-
+    clean_metadata["batch_models"] = batch_models
     return clean_metadata
 
 
+def generate_hash_from_response(response_obj: Any) -> str:
+    """
+    Generate a stable hash from a response object.
+
+    Args:
+        response_obj: The response object to hash (can be dict, list, etc.)
+
+    Returns:
+        A hex string representation of the MD5 hash
+    """
+    try:
+        # Create a stable JSON string of the entire response object
+        # Sort keys to ensure consistent ordering
+        json_str = json.dumps(response_obj, sort_keys=True)
+
+        # Generate a hash of the response object
+        unique_hash = hashlib.md5(json_str.encode()).hexdigest()
+        return unique_hash
+    except Exception:
+        # Return a fallback hash if serialization fails
+        return hashlib.md5(str(response_obj).encode()).hexdigest()
+
+
+def get_spend_logs_id(
+    call_type: str, response_obj: dict, kwargs: dict
+) -> Optional[str]:
+    if call_type == "aretrieve_batch":
+        # Generate a hash from the response object
+        id: Optional[str] = generate_hash_from_response(response_obj)
+    else:
+        id = cast(Optional[str], response_obj.get("id")) or cast(
+            Optional[str], kwargs.get("litellm_call_id")
+        )
+    return id
+
+
 def get_logging_payload(  # noqa: PLR0915
     kwargs, response_obj, start_time, end_time
 ) -> SpendLogsPayload:
@@ -82,9 +123,7 @@ def get_logging_payload(  # noqa: PLR0915
         response_obj = {}
     # standardize this function to be used across, s3, dynamoDB, langfuse logging
     litellm_params = kwargs.get("litellm_params", {})
-    metadata = (
-        litellm_params.get("metadata", {}) or {}
-    )  # if litellm_params['metadata'] == None
+    metadata = get_litellm_metadata_from_kwargs(kwargs)
     metadata = _add_proxy_server_request_to_metadata(
         metadata=metadata, litellm_params=litellm_params
     )
@@ -94,7 +133,15 @@ def get_logging_payload(  # noqa: PLR0915
     usage = cast(dict, response_obj).get("usage", None) or {}
     if isinstance(usage, litellm.Usage):
         usage = dict(usage)
-    id = cast(dict, response_obj).get("id") or kwargs.get("litellm_call_id")
+
+    if isinstance(response_obj, dict):
+        response_obj_dict = response_obj
+    elif isinstance(response_obj, BaseModel):
+        response_obj_dict = response_obj.model_dump()
+    else:
+        response_obj_dict = {}
+
+    id = get_spend_logs_id(call_type or "acompletion", response_obj_dict, kwargs)
     standard_logging_payload = cast(
         Optional[StandardLoggingPayload], kwargs.get("standard_logging_object", None)
     )
@@ -148,6 +195,11 @@ def get_logging_payload(  # noqa: PLR0915
             if standard_logging_payload is not None
             else None
         ),
+        batch_models=(
+            standard_logging_payload.get("hidden_params", {}).get("batch_models", None)
+            if standard_logging_payload is not None
+            else None
+        ),
     )
 
     special_usage_fields = ["completion_tokens", "prompt_tokens", "total_tokens"]
@@ -177,14 +229,8 @@ def get_logging_payload(  # noqa: PLR0915
             endTime=_ensure_datetime_utc(end_time),
             completionStartTime=_ensure_datetime_utc(completion_start_time),
             model=kwargs.get("model", "") or "",
-            user=kwargs.get("litellm_params", {})
-            .get("metadata", {})
-            .get("user_api_key_user_id", "")
-            or "",
-            team_id=kwargs.get("litellm_params", {})
-            .get("metadata", {})
-            .get("user_api_key_team_id", "")
-            or "",
+            user=metadata.get("user_api_key_user_id", "") or "",
+            team_id=metadata.get("user_api_key_team_id", "") or "",
             metadata=json.dumps(clean_metadata),
             cache_key=cache_key,
             spend=kwargs.get("response_cost", 0),
@@ -314,10 +360,13 @@ def _add_proxy_server_request_to_metadata(
     Only store if _should_store_prompts_and_responses_in_spend_logs() is True
     """
     if _should_store_prompts_and_responses_in_spend_logs():
-        _proxy_server_request = litellm_params.get("proxy_server_request", {})
-        _request_body = _proxy_server_request.get("body", {}) or {}
-        _request_body_json_str = json.dumps(_request_body, default=str)
-        metadata["proxy_server_request"] = _request_body_json_str
+        _proxy_server_request = cast(
+            Optional[dict], litellm_params.get("proxy_server_request", {})
+        )
+        if _proxy_server_request is not None:
+            _request_body = _proxy_server_request.get("body", {}) or {}
+            _request_body_json_str = json.dumps(_request_body, default=str)
+            metadata["proxy_server_request"] = _request_body_json_str
     return metadata
 
 
diff --git a/litellm/router.py b/litellm/router.py
index 4e93baf328..aba9e16104 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -44,7 +44,12 @@ import litellm.litellm_core_utils
 import litellm.litellm_core_utils.exception_mapping_utils
 from litellm import get_secret_str
 from litellm._logging import verbose_router_logger
-from litellm.caching.caching import DualCache, InMemoryCache, RedisCache
+from litellm.caching.caching import (
+    DualCache,
+    InMemoryCache,
+    RedisCache,
+    RedisClusterCache,
+)
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.asyncify import run_async_function
 from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs
@@ -67,6 +72,10 @@ from litellm.router_utils.batch_utils import (
     replace_model_in_jsonl,
 )
 from litellm.router_utils.client_initalization_utils import InitalizeOpenAISDKClient
+from litellm.router_utils.clientside_credential_handler import (
+    get_dynamic_litellm_params,
+    is_clientside_credential,
+)
 from litellm.router_utils.cooldown_cache import CooldownCache
 from litellm.router_utils.cooldown_handlers import (
     DEFAULT_COOLDOWN_TIME_SECONDS,
@@ -347,7 +356,7 @@ class Router:
 
             # Add additional key-value pairs from cache_kwargs
             cache_config.update(cache_kwargs)
-            redis_cache = RedisCache(**cache_config)
+            redis_cache = self._create_redis_cache(cache_config)
 
         if cache_responses:
             if litellm.cache is None:
@@ -576,6 +585,9 @@ class Router:
         self.amoderation = self.factory_function(
             litellm.amoderation, call_type="moderation"
         )
+        self.aanthropic_messages = self.factory_function(
+            litellm.anthropic_messages, call_type="anthropic_messages"
+        )
 
     def discard(self):
         """
@@ -604,6 +616,18 @@ class Router:
             litellm.callbacks, self
         )
 
+    @staticmethod
+    def _create_redis_cache(
+        cache_config: Dict[str, Any]
+    ) -> Union[RedisCache, RedisClusterCache]:
+        """
+        Initializes either a RedisCache or RedisClusterCache based on the cache_config.
+        """
+        if cache_config.get("startup_nodes"):
+            return RedisClusterCache(**cache_config)
+        else:
+            return RedisCache(**cache_config)
+
     def _update_redis_cache(self, cache: RedisCache):
         """
         Update the redis cache for the router, if none set.
@@ -1067,20 +1091,61 @@ class Router:
             elif k == "metadata":
                 kwargs[k].update(v)
 
+    def _handle_clientside_credential(
+        self, deployment: dict, kwargs: dict
+    ) -> Deployment:
+        """
+        Handle clientside credential
+        """
+        model_info = deployment.get("model_info", {}).copy()
+        litellm_params = deployment["litellm_params"].copy()
+        dynamic_litellm_params = get_dynamic_litellm_params(
+            litellm_params=litellm_params, request_kwargs=kwargs
+        )
+        metadata = kwargs.get("metadata", {})
+        model_group = cast(str, metadata.get("model_group"))
+        _model_id = self._generate_model_id(
+            model_group=model_group, litellm_params=dynamic_litellm_params
+        )
+        original_model_id = model_info.get("id")
+        model_info["id"] = _model_id
+        model_info["original_model_id"] = original_model_id
+        deployment_pydantic_obj = Deployment(
+            model_name=model_group,
+            litellm_params=LiteLLM_Params(**dynamic_litellm_params),
+            model_info=model_info,
+        )
+        self.upsert_deployment(
+            deployment=deployment_pydantic_obj
+        )  # add new deployment to router
+        return deployment_pydantic_obj
+
     def _update_kwargs_with_deployment(self, deployment: dict, kwargs: dict) -> None:
         """
         2 jobs:
         - Adds selected deployment, model_info and api_base to kwargs["metadata"] (used for logging)
         - Adds default litellm params to kwargs, if set.
         """
+        model_info = deployment.get("model_info", {}).copy()
+        deployment_model_name = deployment["litellm_params"]["model"]
+        deployment_api_base = deployment["litellm_params"].get("api_base")
+        if is_clientside_credential(request_kwargs=kwargs):
+            deployment_pydantic_obj = self._handle_clientside_credential(
+                deployment=deployment, kwargs=kwargs
+            )
+            model_info = deployment_pydantic_obj.model_info.model_dump()
+            deployment_model_name = deployment_pydantic_obj.litellm_params.model
+            deployment_api_base = deployment_pydantic_obj.litellm_params.api_base
+
         kwargs.setdefault("metadata", {}).update(
             {
-                "deployment": deployment["litellm_params"]["model"],
-                "model_info": deployment.get("model_info", {}),
-                "api_base": deployment.get("litellm_params", {}).get("api_base"),
+                "deployment": deployment_model_name,
+                "model_info": model_info,
+                "api_base": deployment_api_base,
             }
         )
-        kwargs["model_info"] = deployment.get("model_info", {})
+        kwargs["model_info"] = model_info
+
         kwargs["timeout"] = self._get_timeout(
             kwargs=kwargs, data=deployment["litellm_params"]
         )
@@ -1705,6 +1770,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": "prompt"}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
 
@@ -1818,6 +1884,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": "prompt"}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
 
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
@@ -1916,6 +1983,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": "prompt"}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_before_fallbacks(model=model, kwargs=kwargs)
             data = deployment["litellm_params"].copy()
@@ -1991,6 +2059,7 @@ class Router:
             deployment = await self.async_get_available_deployment(
                 model=model,
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
             data = deployment["litellm_params"].copy()
@@ -2035,6 +2104,7 @@ class Router:
                 model=model,
                 messages=messages,
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
 
             data = deployment["litellm_params"].copy()
@@ -2140,6 +2210,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": prompt}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
 
@@ -2238,6 +2309,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": "default text"}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
 
@@ -2297,6 +2369,89 @@ class Router:
                 self.fail_calls[model] += 1
             raise e
 
+    async def _ageneric_api_call_with_fallbacks(
+        self, model: str, original_function: Callable, **kwargs
+    ):
+        """
+        Make a generic LLM API call through the router, this allows you to use retries/fallbacks with litellm router
+
+        Args:
+            model: The model to use
+            handler_function: The handler function to call (e.g., litellm.anthropic_messages)
+            **kwargs: Additional arguments to pass to the handler function
+
+        Returns:
+            The response from the handler function
+        """
+        handler_name = original_function.__name__
+        try:
+            verbose_router_logger.debug(
+                f"Inside _ageneric_api_call() - handler: {handler_name}, model: {model}; kwargs: {kwargs}"
+            )
+            parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs)
+            deployment = await self.async_get_available_deployment(
+                model=model,
+                request_kwargs=kwargs,
+                messages=kwargs.get("messages", None),
+                specific_deployment=kwargs.pop("specific_deployment", None),
+            )
+            self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
+
+            data = deployment["litellm_params"].copy()
+            model_name = data["model"]
+
+            model_client = self._get_async_openai_model_client(
+                deployment=deployment,
+                kwargs=kwargs,
+            )
+            self.total_calls[model_name] += 1
+
+            response = original_function(
+                **{
+                    **data,
+                    "caching": self.cache_responses,
+                    "client": model_client,
+                    **kwargs,
+                }
+            )
+
+            rpm_semaphore = self._get_client(
+                deployment=deployment,
+                kwargs=kwargs,
+                client_type="max_parallel_requests",
+            )
+
+            if rpm_semaphore is not None and isinstance(
+                rpm_semaphore, asyncio.Semaphore
+            ):
+                async with rpm_semaphore:
+                    """
+                    - Check rpm limits before making the call
+                    - If allowed, increment the rpm limit (allows global value to be updated, concurrency-safe)
+                    """
+                    await self.async_routing_strategy_pre_call_checks(
+                        deployment=deployment, parent_otel_span=parent_otel_span
+                    )
+                    response = await response  # type: ignore
+            else:
+                await self.async_routing_strategy_pre_call_checks(
+                    deployment=deployment, parent_otel_span=parent_otel_span
+                )
+                response = await response  # type: ignore
+
+            self.success_calls[model_name] += 1
+            verbose_router_logger.info(
+                f"{handler_name}(model={model_name})\033[32m 200 OK\033[0m"
+            )
+            return response
+        except Exception as e:
+            verbose_router_logger.info(
+                f"{handler_name}(model={model})\033[31m Exception {str(e)}\033[0m"
+            )
+            if model is not None:
+                self.fail_calls[model] += 1
+            raise e
+
     def embedding(
         self,
         model: str,
@@ -2407,6 +2562,7 @@ class Router:
                 model=model,
                 input=input,
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
             data = deployment["litellm_params"].copy()
@@ -2504,6 +2660,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": "files-api-fake-text"}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
 
@@ -2609,6 +2766,7 @@ class Router:
                 model=model,
                 messages=[{"role": "user", "content": "files-api-fake-text"}],
                 specific_deployment=kwargs.pop("specific_deployment", None),
+                request_kwargs=kwargs,
             )
             metadata_variable_name = _get_router_metadata_variable_name(
                 function_name="_acreate_batch"
@@ -2805,7 +2963,8 @@ class Router:
     ):
         if kwargs.get("model") and self.get_model_list(model_name=kwargs["model"]):
             deployment = await self.async_get_available_deployment(
-                model=kwargs["model"]
+                model=kwargs["model"],
+                request_kwargs=kwargs,
             )
             kwargs["model"] = deployment["litellm_params"]["model"]
         return await original_function(**kwargs)
@@ -2813,10 +2972,14 @@ class Router:
     def factory_function(
         self,
         original_function: Callable,
-        call_type: Literal["assistants", "moderation"] = "assistants",
+        call_type: Literal[
+            "assistants", "moderation", "anthropic_messages"
+        ] = "assistants",
     ):
         async def new_function(
-            custom_llm_provider: Optional[Literal["openai", "azure"]] = None,
+            custom_llm_provider: Optional[
+                Literal["openai", "azure", "anthropic"]
+            ] = None,
             client: Optional["AsyncOpenAI"] = None,
             **kwargs,
         ):
@@ -2833,13 +2996,18 @@ class Router:
                     original_function=original_function,
                     **kwargs,
                 )
+            elif call_type == "anthropic_messages":
+                return await self._ageneric_api_call_with_fallbacks(  # type: ignore
+                    original_function=original_function,
+                    **kwargs,
+                )
 
         return new_function
 
     async def _pass_through_assistants_endpoint_factory(
         self,
         original_function: Callable,
-        custom_llm_provider: Optional[Literal["openai", "azure"]] = None,
+        custom_llm_provider: Optional[Literal["openai", "azure", "anthropic"]] = None,
         client: Optional[AsyncOpenAI] = None,
         **kwargs,
     ):
@@ -3601,6 +3769,7 @@ class Router:
         - True if the deployment should be put in cooldown
         - False if the deployment should not be put in cooldown
         """
+        verbose_router_logger.debug("Router: Entering 'deployment_callback_on_failure'")
         try:
             exception = kwargs.get("exception", None)
             exception_status = getattr(exception, "status_code", "")
@@ -3642,6 +3811,9 @@ class Router:
 
                 return result
             else:
+                verbose_router_logger.debug(
+                    "Router: Exiting 'deployment_callback_on_failure' without cooldown. No model_info found."
+                )
                 return False
 
         except Exception as e:
@@ -4290,6 +4462,7 @@ class Router:
         """
         # check if deployment already exists
         _deployment_model_id = deployment.model_info.id or ""
+
         _deployment_on_router: Optional[Deployment] = self.get_deployment(
             model_id=_deployment_model_id
         )
@@ -5541,10 +5714,10 @@ class Router:
     async def async_get_available_deployment(
         self,
         model: str,
+        request_kwargs: Dict,
         messages: Optional[List[Dict[str, str]]] = None,
         input: Optional[Union[str, List]] = None,
         specific_deployment: Optional[bool] = False,
-        request_kwargs: Optional[Dict] = None,
     ):
         """
         Async implementation of 'get_available_deployments'.
diff --git a/litellm/router_utils/client_initalization_utils.py b/litellm/router_utils/client_initalization_utils.py
index a2e06e2537..7956d8c72e 100644
--- a/litellm/router_utils/client_initalization_utils.py
+++ b/litellm/router_utils/client_initalization_utils.py
@@ -195,7 +195,8 @@ class InitalizeOpenAISDKClient:
                 organization = get_secret_str(organization_env_name)
                 litellm_params["organization"] = organization
             azure_ad_token_provider: Optional[Callable[[], str]] = None
-            if litellm_params.get("tenant_id"):
+            # If we have api_key, then we have higher priority
+            if not api_key and litellm_params.get("tenant_id"):
                 verbose_router_logger.debug(
                     "Using Azure AD Token Provider for Azure Auth"
                 )
@@ -232,7 +233,7 @@ class InitalizeOpenAISDKClient:
                     if azure_ad_token.startswith("oidc/"):
                         azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                 elif (
-                    azure_ad_token_provider is None
+                     not api_key and azure_ad_token_provider is None
                     and litellm.enable_azure_ad_token_refresh is True
                 ):
                     try:
diff --git a/litellm/router_utils/clientside_credential_handler.py b/litellm/router_utils/clientside_credential_handler.py
new file mode 100644
index 0000000000..c98f614335
--- /dev/null
+++ b/litellm/router_utils/clientside_credential_handler.py
@@ -0,0 +1,37 @@
+"""
+Utils for handling clientside credentials
+
+Supported clientside credentials:
+- api_key
+- api_base
+- base_url
+
+If given, generate a unique model_id for the deployment.
+
+Ensures cooldowns are applied correctly.
+"""
+
+clientside_credential_keys = ["api_key", "api_base", "base_url"]
+
+
+def is_clientside_credential(request_kwargs: dict) -> bool:
+    """
+    Check if the credential is a clientside credential.
+    """
+    return any(key in request_kwargs for key in clientside_credential_keys)
+
+
+def get_dynamic_litellm_params(litellm_params: dict, request_kwargs: dict) -> dict:
+    """
+    Generate a unique model_id for the deployment.
+
+    Returns
+    - litellm_params: dict
+
+    for generating a unique model_id.
+    """
+    # update litellm_params with clientside credentials
+    for key in clientside_credential_keys:
+        if key in request_kwargs:
+            litellm_params[key] = request_kwargs[key]
+    return litellm_params
diff --git a/litellm/router_utils/cooldown_handlers.py b/litellm/router_utils/cooldown_handlers.py
index 64a6d56a77..52babc27f2 100644
--- a/litellm/router_utils/cooldown_handlers.py
+++ b/litellm/router_utils/cooldown_handlers.py
@@ -112,12 +112,19 @@ def _should_run_cooldown_logic(
         deployment is None
         or litellm_router_instance.get_model_group(id=deployment) is None
     ):
+        verbose_router_logger.debug(
+            "Should Not Run Cooldown Logic: deployment id is none or model group can't be found."
+        )
         return False
 
     if litellm_router_instance.disable_cooldowns:
+        verbose_router_logger.debug(
+            "Should Not Run Cooldown Logic: disable_cooldowns is True"
+        )
         return False
 
     if deployment is None:
+        verbose_router_logger.debug("Should Not Run Cooldown Logic: deployment is None")
         return False
 
     if not _is_cooldown_required(
@@ -126,9 +133,15 @@ def _should_run_cooldown_logic(
         exception_status=exception_status,
         exception_str=str(original_exception),
     ):
+        verbose_router_logger.debug(
+            "Should Not Run Cooldown Logic: _is_cooldown_required returned False"
+        )
         return False
 
     if deployment in litellm_router_instance.provider_default_deployment_ids:
+        verbose_router_logger.debug(
+            "Should Not Run Cooldown Logic: deployment is in provider_default_deployment_ids"
+        )
         return False
 
     return True
@@ -244,6 +257,8 @@ def _set_cooldown_deployments(
     - True if the deployment should be put in cooldown
     - False if the deployment should not be put in cooldown
     """
+    verbose_router_logger.debug("checks 'should_run_cooldown_logic'")
+
     if (
         _should_run_cooldown_logic(
             litellm_router_instance, deployment, exception_status, original_exception
@@ -251,6 +266,7 @@ def _set_cooldown_deployments(
         is False
         or deployment is None
     ):
+        verbose_router_logger.debug("should_run_cooldown_logic returned False")
         return False
 
     exception_status_int = cast_exception_status_to_int(exception_status)
diff --git a/litellm/secret_managers/aws_secret_manager_v2.py b/litellm/secret_managers/aws_secret_manager_v2.py
index b72a709d86..fd89d6c558 100644
--- a/litellm/secret_managers/aws_secret_manager_v2.py
+++ b/litellm/secret_managers/aws_secret_manager_v2.py
@@ -63,6 +63,7 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         secret_name: str,
         optional_params: Optional[dict] = None,
         timeout: Optional[Union[float, httpx.Timeout]] = None,
+        primary_secret_name: Optional[str] = None,
     ) -> Optional[str]:
         """
         Async function to read a secret from AWS Secrets Manager
@@ -72,6 +73,11 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         Raises:
             ValueError: If the secret is not found or an HTTP error occurs
         """
+        if primary_secret_name:
+            return await self.async_read_secret_from_primary_secret(
+                secret_name=secret_name, primary_secret_name=primary_secret_name
+            )
+
         endpoint_url, headers, body = self._prepare_request(
             action="GetSecretValue",
             secret_name=secret_name,
@@ -93,7 +99,9 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
             raise ValueError("Timeout error occurred")
         except Exception as e:
             verbose_logger.exception(
-                "Error reading secret from AWS Secrets Manager: %s", str(e)
+                "Error reading secret='%s' from AWS Secrets Manager: %s",
+                secret_name,
+                str(e),
             )
         return None
 
@@ -102,13 +110,13 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         secret_name: str,
         optional_params: Optional[dict] = None,
         timeout: Optional[Union[float, httpx.Timeout]] = None,
+        primary_secret_name: Optional[str] = None,
     ) -> Optional[str]:
         """
         Sync function to read a secret from AWS Secrets Manager
 
         Done for backwards compatibility with existing codebase, since get_secret is a sync function
         """
-
         # self._prepare_request uses these env vars, we cannot read them from AWS Secrets Manager. If we do we'd get stuck in an infinite loop
         if secret_name in [
             "AWS_ACCESS_KEY_ID",
@@ -119,6 +127,11 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         ]:
             return os.getenv(secret_name)
 
+        if primary_secret_name:
+            return self.sync_read_secret_from_primary_secret(
+                secret_name=secret_name, primary_secret_name=primary_secret_name
+            )
+
         endpoint_url, headers, body = self._prepare_request(
             action="GetSecretValue",
             secret_name=secret_name,
@@ -138,15 +151,53 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
             raise ValueError("Timeout error occurred")
         except httpx.HTTPStatusError as e:
             verbose_logger.exception(
-                "Error reading secret from AWS Secrets Manager: %s",
+                "Error reading secret='%s' from AWS Secrets Manager: %s, %s",
+                secret_name,
                 str(e.response.text),
+                str(e.response.status_code),
             )
         except Exception as e:
             verbose_logger.exception(
-                "Error reading secret from AWS Secrets Manager: %s", str(e)
+                "Error reading secret='%s' from AWS Secrets Manager: %s",
+                secret_name,
+                str(e),
             )
         return None
 
+    def _parse_primary_secret(self, primary_secret_json_str: Optional[str]) -> dict:
+        """
+        Parse the primary secret JSON string into a dictionary
+
+        Args:
+            primary_secret_json_str: JSON string containing key-value pairs
+
+        Returns:
+            Dictionary of key-value pairs from the primary secret
+        """
+        return json.loads(primary_secret_json_str or "{}")
+
+    def sync_read_secret_from_primary_secret(
+        self, secret_name: str, primary_secret_name: str
+    ) -> Optional[str]:
+        """
+        Read a secret from the primary secret
+        """
+        primary_secret_json_str = self.sync_read_secret(secret_name=primary_secret_name)
+        primary_secret_kv_pairs = self._parse_primary_secret(primary_secret_json_str)
+        return primary_secret_kv_pairs.get(secret_name)
+
+    async def async_read_secret_from_primary_secret(
+        self, secret_name: str, primary_secret_name: str
+    ) -> Optional[str]:
+        """
+        Read a secret from the primary secret
+        """
+        primary_secret_json_str = await self.async_read_secret(
+            secret_name=primary_secret_name
+        )
+        primary_secret_kv_pairs = self._parse_primary_secret(primary_secret_json_str)
+        return primary_secret_kv_pairs.get(secret_name)
+
     async def async_write_secret(
         self,
         secret_name: str,
diff --git a/litellm/secret_managers/get_azure_ad_token_provider.py b/litellm/secret_managers/get_azure_ad_token_provider.py
index f8741115ca..2052f65e15 100644
--- a/litellm/secret_managers/get_azure_ad_token_provider.py
+++ b/litellm/secret_managers/get_azure_ad_token_provider.py
@@ -1,7 +1,5 @@
 import os
-from typing import Callable, Union
-
-from litellm._logging import verbose_logger
+from typing import Callable
 
 
 def get_azure_ad_token_provider() -> Callable[[], str]:
@@ -16,31 +14,23 @@ def get_azure_ad_token_provider() -> Callable[[], str]:
     Returns:
         Callable that returns a temporary authentication token.
     """
-    from azure.identity import (
-        ClientSecretCredential,
-        DefaultAzureCredential,
-        get_bearer_token_provider,
-    )
+    import azure.identity as identity
+    from azure.identity import get_bearer_token_provider
 
-    try:
-        credential: Union[ClientSecretCredential, DefaultAzureCredential] = (
-            ClientSecretCredential(
-                client_id=os.environ["AZURE_CLIENT_ID"],
-                client_secret=os.environ["AZURE_CLIENT_SECRET"],
-                tenant_id=os.environ["AZURE_TENANT_ID"],
-            )
-        )
-    except KeyError as e:
-        verbose_logger.exception(
-            "Missing environment variable required by Azure AD workflow. "
-            "DefaultAzureCredential will be used"
-            " {}".format(str(e))
-        )
-        credential = DefaultAzureCredential()
-    except Exception:
-        raise
-
-    return get_bearer_token_provider(
-        credential,
-        "https://cognitiveservices.azure.com/.default",
+    azure_scope = os.environ.get(
+        "AZURE_SCOPE", "https://cognitiveservices.azure.com/.default"
     )
+    cred = os.environ.get("AZURE_CREDENTIAL", "ClientSecretCredential")
+
+    cred_cls = getattr(identity, cred)
+    # ClientSecretCredential, DefaultAzureCredential, AzureCliCredential
+    if cred == "ClientSecretCredential":
+        credential = cred_cls(
+            client_id=os.environ["AZURE_CLIENT_ID"],
+            client_secret=os.environ["AZURE_CLIENT_SECRET"],
+            tenant_id=os.environ["AZURE_TENANT_ID"],
+        )
+    else:
+        credential = cred_cls()
+
+    return get_bearer_token_provider(credential, azure_scope)
diff --git a/litellm/secret_managers/main.py b/litellm/secret_managers/main.py
index aa13960c9f..e505484b4b 100644
--- a/litellm/secret_managers/main.py
+++ b/litellm/secret_managers/main.py
@@ -274,7 +274,10 @@ def get_secret(  # noqa: PLR0915
                     )
 
                     if isinstance(client, AWSSecretsManagerV2):
-                        secret = client.sync_read_secret(secret_name=secret_name)
+                        secret = client.sync_read_secret(
+                            secret_name=secret_name,
+                            primary_secret_name=key_management_settings.primary_secret_name,
+                        )
                         print_verbose(f"get_secret_value_response: {secret}")
                 elif key_manager == KeyManagementSystem.GOOGLE_SECRET_MANAGER.value:
                     try:
diff --git a/litellm/types/caching.py b/litellm/types/caching.py
index 743c2c0937..c15d4d1590 100644
--- a/litellm/types/caching.py
+++ b/litellm/types/caching.py
@@ -75,4 +75,4 @@ class HealthCheckCacheParams(BaseModel):
     port: Optional[Union[str, int]] = None
     redis_kwargs: Optional[Dict[str, Any]] = None
     namespace: Optional[str] = None
-    redis_version: Optional[str] = None
+    redis_version: Optional[Union[str, int, float]] = None
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 77cf67a55d..ee01774435 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -360,7 +360,8 @@ class ChatCompletionCachedContent(TypedDict):
 class ChatCompletionThinkingBlock(TypedDict, total=False):
     type: Required[Literal["thinking"]]
     thinking: str
-    signature_delta: str
+    signature: str
+    cache_control: Optional[Union[dict, ChatCompletionCachedContent]]
 
 
 class OpenAIChatCompletionTextObject(TypedDict):
@@ -377,6 +378,7 @@ class ChatCompletionTextObject(
 class ChatCompletionImageUrlObject(TypedDict, total=False):
     url: Required[str]
     detail: str
+    format: str
 
 
 class ChatCompletionImageObject(TypedDict):
@@ -449,7 +451,11 @@ class ChatCompletionUserMessage(OpenAIChatCompletionUserMessage, total=False):
 
 class OpenAIChatCompletionAssistantMessage(TypedDict, total=False):
     role: Required[Literal["assistant"]]
-    content: Optional[Union[str, Iterable[ChatCompletionTextObject]]]
+    content: Optional[
+        Union[
+            str, Iterable[Union[ChatCompletionTextObject, ChatCompletionThinkingBlock]]
+        ]
+    ]
     name: Optional[str]
     tool_calls: Optional[List[ChatCompletionAssistantToolCall]]
     function_call: Optional[ChatCompletionToolCallFunctionChunk]
diff --git a/litellm/types/router.py b/litellm/types/router.py
index e2c92783da..9a5fb168da 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -192,6 +192,8 @@ class GenericLiteLLMParams(BaseModel):
     budget_duration: Optional[str] = None
     use_in_pass_through: Optional[bool] = False
     model_config = ConfigDict(extra="allow", arbitrary_types_allowed=True)
+    merge_reasoning_content_in_choices: Optional[bool] = False
+    model_info: Optional[Dict] = None
 
     def __init__(
         self,
@@ -231,6 +233,9 @@ class GenericLiteLLMParams(BaseModel):
         budget_duration: Optional[str] = None,
         # Pass through params
         use_in_pass_through: Optional[bool] = False,
+        # This will merge the reasoning content in the choices
+        merge_reasoning_content_in_choices: Optional[bool] = False,
+        model_info: Optional[Dict] = None,
         **params,
     ):
         args = locals()
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index dcaf5f35d1..4af88100fa 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -21,9 +21,12 @@ from openai.types.moderation_create_response import Moderation, ModerationCreate
 from pydantic import BaseModel, ConfigDict, Field, PrivateAttr
 from typing_extensions import Callable, Dict, Required, TypedDict, override
 
+import litellm
+
 from ..litellm_core_utils.core_helpers import map_finish_reason
 from .guardrails import GuardrailEventHooks
 from .llms.openai import (
+    Batch,
     ChatCompletionThinkingBlock,
     ChatCompletionToolCallChunk,
     ChatCompletionUsageBlock,
@@ -114,6 +117,8 @@ class ModelInfoBase(ProviderSpecificModelInfo, total=False):
     input_cost_per_audio_per_second: Optional[float]  # only for vertex ai models
     input_cost_per_video_per_second: Optional[float]  # only for vertex ai models
     input_cost_per_second: Optional[float]  # for OpenAI Speech models
+    input_cost_per_token_batches: Optional[float]
+    output_cost_per_token_batches: Optional[float]
     output_cost_per_token: Required[float]
     output_cost_per_character: Optional[float]  # only for vertex ai models
     output_cost_per_audio_token: Optional[float]
@@ -182,7 +187,10 @@ class CallTypes(Enum):
     arealtime = "_arealtime"
     create_batch = "create_batch"
     acreate_batch = "acreate_batch"
+    aretrieve_batch = "aretrieve_batch"
+    retrieve_batch = "retrieve_batch"
     pass_through = "pass_through_endpoint"
+    anthropic_messages = "anthropic_messages"
 
 
 CallTypesLiteral = Literal[
@@ -206,6 +214,9 @@ CallTypesLiteral = Literal[
     "create_batch",
     "acreate_batch",
     "pass_through_endpoint",
+    "anthropic_messages",
+    "aretrieve_batch",
+    "retrieve_batch",
 ]
 
 
@@ -818,6 +829,9 @@ class StreamingChoices(OpenAIObject):
         enhancements=None,
         **params,
     ):
+        # Fix Perplexity return both delta and message cause OpenWebUI repect text
+        # https://github.com/BerriAI/litellm/issues/8455
+        params.pop("message", None)
         super(StreamingChoices, self).__init__(**params)
         if finish_reason:
             self.finish_reason = map_finish_reason(finish_reason)
@@ -825,6 +839,7 @@ class StreamingChoices(OpenAIObject):
             self.finish_reason = None
         self.index = index
         if delta is not None:
+
             if isinstance(delta, Delta):
                 self.delta = delta
             elif isinstance(delta, dict):
@@ -1578,6 +1593,7 @@ class StandardLoggingHiddenParams(TypedDict):
     response_cost: Optional[str]
     litellm_overhead_time_ms: Optional[float]
     additional_headers: Optional[StandardLoggingAdditionalHeaders]
+    batch_models: Optional[List[str]]
 
 
 class StandardLoggingModelInformation(TypedDict):
@@ -1798,6 +1814,7 @@ all_litellm_params = [
     "max_budget",
     "budget_duration",
     "use_in_pass_through",
+    "merge_reasoning_content_in_choices",
 ] + list(StandardCallbackDynamicParams.__annotations__.keys())
 
 
@@ -1963,3 +1980,34 @@ class ProviderSpecificHeader(TypedDict):
 class SelectTokenizerResponse(TypedDict):
     type: Literal["openai_tokenizer", "huggingface_tokenizer"]
     tokenizer: Any
+
+
+class LiteLLMBatch(Batch):
+    _hidden_params: dict = {}
+    usage: Optional[Usage] = None
+
+    def __contains__(self, key):
+        # Define custom behavior for the 'in' operator
+        return hasattr(self, key)
+
+    def get(self, key, default=None):
+        # Custom .get() method to access attributes with a default value if the attribute doesn't exist
+        return getattr(self, key, default)
+
+    def __getitem__(self, key):
+        # Allow dictionary-style access to attributes
+        return getattr(self, key)
+
+    def json(self, **kwargs):  # type: ignore
+        try:
+            return self.model_dump()  # noqa
+        except Exception:
+            # if using pydantic v1
+            return self.dict()
+
+
+class RawRequestTypedDict(TypedDict, total=False):
+    raw_request_api_base: Optional[str]
+    raw_request_body: Optional[dict]
+    raw_request_headers: Optional[dict]
+    error: Optional[str]
diff --git a/litellm/utils.py b/litellm/utils.py
index 495b0d45a6..ce5acbc694 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -156,6 +156,7 @@ from litellm.types.utils import (
     ModelResponseStream,
     ProviderField,
     ProviderSpecificModelInfo,
+    RawRequestTypedDict,
     SelectTokenizerResponse,
     StreamingChoices,
     TextChoices,
@@ -191,6 +192,9 @@ from typing import (
 from openai import OpenAIError as OriginalError
 
 from litellm.litellm_core_utils.thread_pool_executor import executor
+from litellm.llms.base_llm.anthropic_messages.transformation import (
+    BaseAnthropicMessagesConfig,
+)
 from litellm.llms.base_llm.audio_transcription.transformation import (
     BaseAudioTranscriptionConfig,
 )
@@ -451,6 +455,15 @@ def get_applied_guardrails(kwargs: Dict[str, Any]) -> List[str]:
     return applied_guardrails
 
 
+def get_dynamic_callbacks(
+    dynamic_callbacks: Optional[List[Union[str, Callable, CustomLogger]]]
+) -> List:
+    returned_callbacks = litellm.callbacks.copy()
+    if dynamic_callbacks:
+        returned_callbacks.extend(dynamic_callbacks)  # type: ignore
+    return returned_callbacks
+
+
 def function_setup(  # noqa: PLR0915
     original_function: str, rules_obj, start_time, *args, **kwargs
 ):  # just run once to check if user wants to send their data anywhere - PostHog/Sentry/Slack/etc.
@@ -475,12 +488,18 @@ def function_setup(  # noqa: PLR0915
         ## LOGGING SETUP
         function_id: Optional[str] = kwargs["id"] if "id" in kwargs else None
 
-        if len(litellm.callbacks) > 0:
-            for callback in litellm.callbacks:
+        ## DYNAMIC CALLBACKS ##
+        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:
+            for callback in all_callbacks:
                 # check if callback is a string - e.g. "lago", "openmeter"
                 if isinstance(callback, str):
                     callback = litellm.litellm_core_utils.litellm_logging._init_custom_logger_compatible_class(  # type: ignore
-                        callback, internal_usage_cache=None, llm_router=None
+                        callback, internal_usage_cache=None, llm_router=None  # type: ignore
                     )
                     if callback is None or any(
                         isinstance(cb, type(callback))
@@ -1033,6 +1052,7 @@ def client(original_function):  # noqa: PLR0915
                 )
 
                 if caching_handler_response.cached_result is not None:
+                    verbose_logger.debug("Cache hit!")
                     return caching_handler_response.cached_result
 
             # CHECK MAX TOKENS
@@ -4388,6 +4408,12 @@ def _get_model_info_helper(  # noqa: PLR0915
                 input_cost_per_audio_token=_model_info.get(
                     "input_cost_per_audio_token", None
                 ),
+                input_cost_per_token_batches=_model_info.get(
+                    "input_cost_per_token_batches"
+                ),
+                output_cost_per_token_batches=_model_info.get(
+                    "output_cost_per_token_batches"
+                ),
                 output_cost_per_token=_output_cost_per_token,
                 output_cost_per_audio_token=_model_info.get(
                     "output_cost_per_audio_token", None
@@ -6229,6 +6255,15 @@ class ProviderConfigManager:
             return litellm.JinaAIRerankConfig()
         return litellm.CohereRerankConfig()
 
+    @staticmethod
+    def get_provider_anthropic_messages_config(
+        model: str,
+        provider: LlmProviders,
+    ) -> Optional[BaseAnthropicMessagesConfig]:
+        if litellm.LlmProviders.ANTHROPIC == provider:
+            return litellm.AnthropicMessagesConfig()
+        return None
+
     @staticmethod
     def get_provider_audio_transcription_config(
         model: str,
@@ -6449,3 +6484,48 @@ def add_openai_metadata(metadata: dict) -> dict:
     }
 
     return visible_metadata.copy()
+
+
+def return_raw_request(endpoint: CallTypes, kwargs: dict) -> RawRequestTypedDict:
+    """
+    Return the json str of the request
+
+    This is currently in BETA, and tested for `/chat/completions` -> `litellm.completion` calls.
+    """
+    from datetime import datetime
+
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    litellm_logging_obj = Logging(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=False,
+        call_type="acompletion",
+        litellm_call_id="1234",
+        start_time=datetime.now(),
+        function_id="1234",
+        log_raw_request_response=True,
+    )
+
+    llm_api_endpoint = getattr(litellm, endpoint.value)
+
+    received_exception = ""
+
+    try:
+        llm_api_endpoint(
+            **kwargs,
+            litellm_logging_obj=litellm_logging_obj,
+            api_key="my-fake-api-key",  # 👈 ensure the request fails
+        )
+    except Exception as e:
+        received_exception = str(e)
+
+    raw_request_typed_dict = litellm_logging_obj.model_call_details.get(
+        "raw_request_typed_dict"
+    )
+    if raw_request_typed_dict:
+        return cast(RawRequestTypedDict, raw_request_typed_dict)
+    else:
+        return RawRequestTypedDict(
+            error=received_exception,
+        )
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 961b55f49b..e35afb0ab7 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1068,9 +1068,9 @@
         "max_tokens": 65536,
         "max_input_tokens": 128000,
         "max_output_tokens": 65536,
-        "input_cost_per_token": 0.000003,
-        "output_cost_per_token": 0.000012,
-        "cache_read_input_token_cost": 0.0000015,
+        "input_cost_per_token": 0.00000121,
+        "output_cost_per_token": 0.00000484,
+        "cache_read_input_token_cost": 0.000000605,
         "litellm_provider": "azure",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1082,9 +1082,9 @@
         "max_tokens": 65536,
         "max_input_tokens": 128000,
         "max_output_tokens": 65536,
-        "input_cost_per_token": 0.000003,
-        "output_cost_per_token": 0.000012,
-        "cache_read_input_token_cost": 0.0000015,
+        "input_cost_per_token": 0.00000121,
+        "output_cost_per_token": 0.00000484,
+        "cache_read_input_token_cost": 0.000000605,
         "litellm_provider": "azure",
         "mode": "chat",
         "supports_function_calling": true,
@@ -2795,6 +2795,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 264,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-10-01",
@@ -2814,6 +2815,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 264,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-10-01",
@@ -2888,6 +2890,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-06-01",
@@ -2907,15 +2910,16 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-06-01",
         "supports_tool_choice": true
     },
     "claude-3-7-sonnet-latest": {
-        "max_tokens": 8192,
+        "max_tokens": 128000,
         "max_input_tokens": 200000,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 128000,
         "input_cost_per_token": 0.000003,
         "output_cost_per_token": 0.000015,
         "cache_creation_input_token_cost": 0.00000375,
@@ -2926,15 +2930,16 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2025-06-01",
         "supports_tool_choice": true
     },
     "claude-3-7-sonnet-20250219": {
-        "max_tokens": 8192,
+        "max_tokens": 128000,
         "max_input_tokens": 200000,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 128000,
         "input_cost_per_token": 0.000003,
         "output_cost_per_token": 0.000015,
         "cache_creation_input_token_cost": 0.00000375,
@@ -2945,6 +2950,7 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
+        "supports_pdf_input": true,
         "supports_prompt_caching": true,
         "supports_response_schema": true,
         "deprecation_date": "2026-02-01",
@@ -4159,6 +4165,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4172,6 +4179,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4185,6 +4193,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4198,6 +4207,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
@@ -4213,6 +4223,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159,
         "supports_assistant_prefill": true,
@@ -4256,6 +4267,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
     },
@@ -4268,6 +4280,7 @@
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_pdf_input": true,
         "supports_assistant_prefill": true,
         "supports_tool_choice": true
     },
@@ -6064,6 +6077,26 @@
         "mode": "chat",
         "supports_tool_choice": true
     },
+    "jamba-large-1.6": {
+        "max_tokens": 256000,
+        "max_input_tokens": 256000,
+        "max_output_tokens": 256000,
+        "input_cost_per_token": 0.000002,
+        "output_cost_per_token": 0.000008,
+        "litellm_provider": "ai21",
+        "mode": "chat",
+        "supports_tool_choice": true
+    },
+    "jamba-mini-1.6": {
+        "max_tokens": 256000,
+        "max_input_tokens": 256000,
+        "max_output_tokens": 256000,
+        "input_cost_per_token": 0.0000002,
+        "output_cost_per_token": 0.0000004,
+        "litellm_provider": "ai21",
+        "mode": "chat",
+        "supports_tool_choice": true
+    },
     "j2-mid": {
         "max_tokens": 8192,
         "max_input_tokens": 8192,
@@ -6432,6 +6465,18 @@
         "supports_prompt_caching": true,
         "supports_response_schema": true
     },
+    "eu.amazon.nova-micro-v1:0": {
+        "max_tokens": 4096, 
+        "max_input_tokens": 300000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.000000046,
+        "output_cost_per_token": 0.000000184,
+        "litellm_provider": "bedrock_converse",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true
+    },
     "amazon.nova-lite-v1:0": {
         "max_tokens": 4096, 
         "max_input_tokens": 128000,
@@ -6460,6 +6505,20 @@
         "supports_prompt_caching": true,
         "supports_response_schema": true
     },
+    "eu.amazon.nova-lite-v1:0": {
+        "max_tokens": 4096, 
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.000000078,
+        "output_cost_per_token": 0.000000312,
+        "litellm_provider": "bedrock_converse",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true
+    },
     "amazon.nova-pro-v1:0": {
         "max_tokens": 4096, 
         "max_input_tokens": 300000,
@@ -6488,6 +6547,21 @@
         "supports_prompt_caching": true,
         "supports_response_schema": true
     },
+    "eu.amazon.nova-pro-v1:0": {
+        "max_tokens": 4096, 
+        "max_input_tokens": 300000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00000105,
+        "output_cost_per_token": 0.0000042,
+        "litellm_provider": "bedrock_converse",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "source": "https://aws.amazon.com/bedrock/pricing/"
+    },
     "anthropic.claude-3-sonnet-20240229-v1:0": {
         "max_tokens": 4096, 
         "max_input_tokens": 200000,
diff --git a/pyproject.toml b/pyproject.toml
index 36ae0df501..d7c024e1ae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.62.1"
+version = "1.63.5"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -96,7 +96,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.62.1"
+version = "1.63.5"
 version_files = [
     "pyproject.toml:^version"
 ]
diff --git a/requirements.txt b/requirements.txt
index 5f4c1e1e6f..3d695d1766 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -36,6 +36,7 @@ opentelemetry-exporter-otlp==1.25.0
 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 PACKAGE DEPENDENCIES
 python-dotenv==1.0.0 # for env 
@@ -43,7 +44,7 @@ tiktoken==0.8.0 # for calculating usage
 importlib-metadata==6.8.0 # for random utils
 tokenizers==0.20.2 # for calculating usage
 click==8.1.7 # for proxy cli 
-jinja2==3.1.4 # for prompt templates
+jinja2==3.1.6 # for prompt templates
 aiohttp==3.10.2 # for network calls
 aioboto3==12.3.0 # for async sagemaker calls
 tenacity==8.2.3  # for retrying requests, when litellm.num_retries set
diff --git a/tests/code_coverage_tests/check_data_replace_usage.py b/tests/code_coverage_tests/check_data_replace_usage.py
new file mode 100644
index 0000000000..088e6e29b3
--- /dev/null
+++ b/tests/code_coverage_tests/check_data_replace_usage.py
@@ -0,0 +1,133 @@
+import os
+import re
+import ast
+from pathlib import Path
+
+
+class DataReplaceVisitor(ast.NodeVisitor):
+    """AST visitor that finds calls to .replace("data:", ...) in the code."""
+
+    def __init__(self):
+        self.issues = []
+        self.current_file = None
+
+    def set_file(self, filename):
+        self.current_file = filename
+
+    def visit_Call(self, node):
+        # Check for method calls like x.replace(...)
+        if isinstance(node.func, ast.Attribute) and node.func.attr == "replace":
+            # Check if first argument is "data:"
+            if (
+                len(node.args) >= 2
+                and isinstance(node.args[0], ast.Constant)
+                and isinstance(node.args[0].value, str)
+                and "data:" in node.args[0].value
+            ):
+
+                self.issues.append(
+                    {
+                        "file": self.current_file,
+                        "line": node.lineno,
+                        "col": node.col_offset,
+                        "text": f'Found .replace("data:", ...) at line {node.lineno}',
+                    }
+                )
+
+        # Continue visiting child nodes
+        self.generic_visit(node)
+
+
+def check_file_with_ast(file_path):
+    """Check a Python file for .replace("data:", ...) using AST parsing."""
+    with open(file_path, "r", encoding="utf-8") as f:
+        try:
+            tree = ast.parse(f.read(), filename=file_path)
+            visitor = DataReplaceVisitor()
+            visitor.set_file(file_path)
+            visitor.visit(tree)
+            return visitor.issues
+        except SyntaxError:
+            return [
+                {
+                    "file": file_path,
+                    "line": 0,
+                    "col": 0,
+                    "text": f"Syntax error in file, could not parse",
+                }
+            ]
+
+
+def check_file_with_regex(file_path):
+    """Check any file for .replace("data:", ...) using regex."""
+    issues = []
+    with open(file_path, "r", encoding="utf-8", errors="ignore") as f:
+        for i, line in enumerate(f, 1):
+            matches = re.finditer(r'\.replace\(\s*[\'"]data:[\'"]', line)
+            for match in matches:
+                issues.append(
+                    {
+                        "file": file_path,
+                        "line": i,
+                        "col": match.start(),
+                        "text": f'Found .replace("data:", ...) at line {i}',
+                    }
+                )
+    return issues
+
+
+def scan_directory(base_dir):
+    """Scan a directory recursively for files containing .replace("data:", ...)."""
+    all_issues = []
+
+    for root, _, files in os.walk(base_dir):
+        for file in files:
+            print("checking file: ", file)
+            file_path = os.path.join(root, file)
+
+            # Skip directories we don't want to check
+            if any(
+                d in file_path for d in [".git", "__pycache__", ".venv", "node_modules"]
+            ):
+                continue
+
+            # For Python files, use AST for more accurate parsing
+            if file.endswith(".py"):
+                issues = check_file_with_ast(file_path)
+            # For other files that might contain code, use regex
+            elif file.endswith((".js", ".ts", ".jsx", ".tsx", ".md", ".ipynb")):
+                issues = check_file_with_regex(file_path)
+            else:
+                continue
+
+            all_issues.extend(issues)
+
+    return all_issues
+
+
+def main():
+    # Start from the project root directory
+
+    base_dir = "./litellm"
+
+    # Local testing
+    # base_dir = "../../litellm"
+
+    print(f"Scanning for .replace('data:', ...) usage in {base_dir}")
+    issues = scan_directory(base_dir)
+
+    if issues:
+        print(f"\n⚠️ Found {len(issues)} instances of .replace('data:', ...):")
+        for issue in issues:
+            print(f"{issue['file']}:{issue['line']} - {issue['text']}")
+
+        # Fail the test if issues are found
+        raise Exception(
+            f"Found {len(issues)} instances of .replace('data:', ...) which may be unsafe. Use litellm.CustomStreamWrapper._strip_sse_data_from_chunk instead."
+        )
+    else:
+        print("✅ No instances of .replace('data:', ...) found.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/image_gen_tests/test_bedrock_image_gen_unit_tests.py b/tests/image_gen_tests/test_bedrock_image_gen_unit_tests.py
index 10845a895d..fa5fbeda7f 100644
--- a/tests/image_gen_tests/test_bedrock_image_gen_unit_tests.py
+++ b/tests/image_gen_tests/test_bedrock_image_gen_unit_tests.py
@@ -263,3 +263,25 @@ def test_cost_calculator_basic():
 
     assert isinstance(cost, float)
     assert cost > 0
+
+
+def test_bedrock_image_gen_with_aws_region_name():
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler
+    from litellm import image_generation
+
+    client = HTTPHandler()
+
+    with patch.object(client, "post") as mock_post:
+        try:
+            image_generation(
+                model="bedrock/stability.stable-image-ultra-v1:1",
+                prompt="A beautiful sunset",
+                aws_region_name="us-west-2",
+                client=client,
+            )
+        except Exception as e:
+            print(e)
+            raise e
+        mock_post.assert_called_once()
+        args, kwargs = mock_post.call_args
+        print(kwargs)
diff --git a/tests/litellm/litellm_core_utils/test_streaming_handler.py b/tests/litellm/litellm_core_utils/test_streaming_handler.py
new file mode 100644
index 0000000000..10fe1db4ab
--- /dev/null
+++ b/tests/litellm/litellm_core_utils/test_streaming_handler.py
@@ -0,0 +1,279 @@
+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.streaming_handler import CustomStreamWrapper
+from litellm.types.utils import ModelResponseStream
+
+
+@pytest.fixture
+def initialized_custom_stream_wrapper() -> CustomStreamWrapper:
+    streaming_handler = CustomStreamWrapper(
+        completion_stream=None,
+        model=None,
+        logging_obj=MagicMock(),
+        custom_llm_provider=None,
+    )
+    return streaming_handler
+
+
+def test_is_chunk_non_empty(initialized_custom_stream_wrapper: CustomStreamWrapper):
+    """Unit test if non-empty when reasoning_content is present"""
+    chunk = {
+        "id": "e89b6501-8ac2-464c-9550-7cd3daf94350",
+        "object": "chat.completion.chunk",
+        "created": 1741037890,
+        "model": "deepseek-reasoner",
+        "system_fingerprint": "fp_5417b77867_prod0225",
+        "choices": [
+            {
+                "index": 0,
+                "delta": {"content": None, "reasoning_content": "."},
+                "logprobs": None,
+                "finish_reason": None,
+            }
+        ],
+    }
+    assert initialized_custom_stream_wrapper.is_chunk_non_empty(
+        completion_obj=MagicMock(),
+        model_response=ModelResponseStream(**chunk),
+        response_obj=MagicMock(),
+    )
+
+
+def test_optional_combine_thinking_block_in_choices(
+    initialized_custom_stream_wrapper: CustomStreamWrapper,
+):
+    """Test that reasoning_content is properly combined with content using <think> tags"""
+    # Setup the wrapper to use the merge feature
+    initialized_custom_stream_wrapper.merge_reasoning_content_in_choices = True
+
+    # First chunk with reasoning_content - should add <think> tag
+    first_chunk = {
+        "id": "chunk1",
+        "object": "chat.completion.chunk",
+        "created": 1741037890,
+        "model": "deepseek-reasoner",
+        "choices": [
+            {
+                "index": 0,
+                "delta": {
+                    "content": "",
+                    "reasoning_content": "Let me think about this",
+                },
+                "finish_reason": None,
+            }
+        ],
+    }
+
+    # Middle chunk with more reasoning_content
+    middle_chunk = {
+        "id": "chunk2",
+        "object": "chat.completion.chunk",
+        "created": 1741037891,
+        "model": "deepseek-reasoner",
+        "choices": [
+            {
+                "index": 0,
+                "delta": {"content": "", "reasoning_content": " step by step"},
+                "finish_reason": None,
+            }
+        ],
+    }
+
+    # Final chunk with actual content - should add </think> tag
+    final_chunk = {
+        "id": "chunk3",
+        "object": "chat.completion.chunk",
+        "created": 1741037892,
+        "model": "deepseek-reasoner",
+        "choices": [
+            {
+                "index": 0,
+                "delta": {"content": "The answer is 42", "reasoning_content": None},
+                "finish_reason": None,
+            }
+        ],
+    }
+
+    # Process first chunk
+    first_response = ModelResponseStream(**first_chunk)
+    initialized_custom_stream_wrapper._optional_combine_thinking_block_in_choices(
+        first_response
+    )
+    print("first_response", json.dumps(first_response, indent=4, default=str))
+    assert first_response.choices[0].delta.content == "<think>Let me think about this"
+    # assert the response does not have attribute reasoning_content
+    assert not hasattr(first_response.choices[0].delta, "reasoning_content")
+
+    assert initialized_custom_stream_wrapper.sent_first_thinking_block is True
+
+    # Process middle chunk
+    middle_response = ModelResponseStream(**middle_chunk)
+    initialized_custom_stream_wrapper._optional_combine_thinking_block_in_choices(
+        middle_response
+    )
+    print("middle_response", json.dumps(middle_response, indent=4, default=str))
+    assert middle_response.choices[0].delta.content == " step by step"
+    assert not hasattr(middle_response.choices[0].delta, "reasoning_content")
+
+    # Process final chunk
+    final_response = ModelResponseStream(**final_chunk)
+    initialized_custom_stream_wrapper._optional_combine_thinking_block_in_choices(
+        final_response
+    )
+    print("final_response", json.dumps(final_response, indent=4, default=str))
+    assert final_response.choices[0].delta.content == "</think>The answer is 42"
+    assert initialized_custom_stream_wrapper.sent_last_thinking_block is True
+    assert not hasattr(final_response.choices[0].delta, "reasoning_content")
+
+
+def test_multi_chunk_reasoning_and_content(
+    initialized_custom_stream_wrapper: CustomStreamWrapper,
+):
+    """Test handling of multiple reasoning chunks followed by multiple content chunks"""
+    # Setup the wrapper to use the merge feature
+    initialized_custom_stream_wrapper.merge_reasoning_content_in_choices = True
+    initialized_custom_stream_wrapper.sent_first_thinking_block = False
+    initialized_custom_stream_wrapper.sent_last_thinking_block = False
+
+    # Create test chunks
+    chunks = [
+        # Chunk 1: First reasoning chunk
+        {
+            "id": "chunk1",
+            "object": "chat.completion.chunk",
+            "created": 1741037890,
+            "model": "deepseek-reasoner",
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {
+                        "content": "",
+                        "reasoning_content": "To solve this problem",
+                    },
+                    "finish_reason": None,
+                }
+            ],
+        },
+        # Chunk 2: Second reasoning chunk
+        {
+            "id": "chunk2",
+            "object": "chat.completion.chunk",
+            "created": 1741037891,
+            "model": "deepseek-reasoner",
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {
+                        "content": "",
+                        "reasoning_content": ", I need to calculate 6 * 7",
+                    },
+                    "finish_reason": None,
+                }
+            ],
+        },
+        # Chunk 3: Third reasoning chunk
+        {
+            "id": "chunk3",
+            "object": "chat.completion.chunk",
+            "created": 1741037892,
+            "model": "deepseek-reasoner",
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {"content": "", "reasoning_content": " which equals 42"},
+                    "finish_reason": None,
+                }
+            ],
+        },
+        # Chunk 4: First content chunk (transition from reasoning to content)
+        {
+            "id": "chunk4",
+            "object": "chat.completion.chunk",
+            "created": 1741037893,
+            "model": "deepseek-reasoner",
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {
+                        "content": "The answer to your question",
+                        "reasoning_content": None,
+                    },
+                    "finish_reason": None,
+                }
+            ],
+        },
+        # Chunk 5: Second content chunk
+        {
+            "id": "chunk5",
+            "object": "chat.completion.chunk",
+            "created": 1741037894,
+            "model": "deepseek-reasoner",
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {"content": " is 42.", "reasoning_content": None},
+                    "finish_reason": None,
+                }
+            ],
+        },
+    ]
+
+    # Expected content after processing each chunk
+    expected_contents = [
+        "<think>To solve this problem",
+        ", I need to calculate 6 * 7",
+        " which equals 42",
+        "</think>The answer to your question",
+        " is 42.",
+    ]
+
+    # Process each chunk and verify results
+    for i, (chunk, expected_content) in enumerate(zip(chunks, expected_contents)):
+        response = ModelResponseStream(**chunk)
+        initialized_custom_stream_wrapper._optional_combine_thinking_block_in_choices(
+            response
+        )
+
+        # Check content
+        assert (
+            response.choices[0].delta.content == expected_content
+        ), f"Chunk {i+1}: content mismatch"
+
+        # Check reasoning_content was removed
+        assert not hasattr(
+            response.choices[0].delta, "reasoning_content"
+        ), f"Chunk {i+1}: reasoning_content should be removed"
+
+    # Verify final state
+    assert initialized_custom_stream_wrapper.sent_first_thinking_block is True
+    assert initialized_custom_stream_wrapper.sent_last_thinking_block is True
+
+
+def test_strip_sse_data_from_chunk():
+    """Test the static method that strips 'data: ' prefix from SSE chunks"""
+    # Test with string inputs
+    assert CustomStreamWrapper._strip_sse_data_from_chunk("data: content") == "content"
+    assert (
+        CustomStreamWrapper._strip_sse_data_from_chunk("data:  spaced content")
+        == " spaced content"
+    )
+    assert (
+        CustomStreamWrapper._strip_sse_data_from_chunk("regular content")
+        == "regular content"
+    )
+    assert (
+        CustomStreamWrapper._strip_sse_data_from_chunk("regular content with data:")
+        == "regular content with data:"
+    )
+
+    # Test with None input
+    assert CustomStreamWrapper._strip_sse_data_from_chunk(None) is None
diff --git a/tests/litellm/llms/custom_httpx/test_handle_audio_file.py b/tests/litellm/llms/custom_httpx/test_handle_audio_file.py
new file mode 100644
index 0000000000..682803788b
--- /dev/null
+++ b/tests/litellm/llms/custom_httpx/test_handle_audio_file.py
@@ -0,0 +1,47 @@
+
+import os
+import io
+import pathlib
+import sys
+
+import pytest
+
+
+sys.path.insert(
+    0, os.path.abspath("../../../..")
+)  # Adds the parent directory to the system path
+import litellm
+
+from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+
+@pytest.fixture
+def test_bytes():
+    return b'litellm', b'litellm'
+
+@pytest.fixture
+def test_io_bytes(test_bytes):
+    return io.BytesIO(test_bytes[0]), test_bytes[1]
+
+@pytest.fixture
+def test_file():
+    pwd = os.path.dirname(os.path.realpath(__file__))
+    pwd_path = pathlib.Path(pwd)
+    test_root = pwd_path.parents[2]
+    file_path = os.path.join(test_root, "gettysburg.wav")
+    f = open(file_path, "rb")
+    content = f.read()
+    f.seek(0)
+    return f, content
+
+@pytest.mark.parametrize(
+    "fixture_name",
+    [
+        "test_bytes",
+        "test_io_bytes",
+        "test_file",
+    ]
+)
+def test_audio_file_handling(fixture_name, request):
+    handler = BaseLLMHTTPHandler()
+    (audio_file, expected_output) = request.getfixturevalue(fixture_name)
+    assert expected_output == handler.handle_audio_file(audio_file)
\ No newline at end of file
diff --git a/tests/litellm/log.txt b/tests/litellm/log.txt
new file mode 100644
index 0000000000..8d75e0c800
--- /dev/null
+++ b/tests/litellm/log.txt
@@ -0,0 +1,28 @@
+============================= test session starts ==============================
+platform darwin -- Python 3.11.4, pytest-7.4.1, pluggy-1.2.0 -- /Library/Frameworks/Python.framework/Versions/3.11/bin/python3
+cachedir: .pytest_cache
+rootdir: /Users/krrishdholakia/Documents/litellm/tests/litellm
+plugins: snapshot-0.9.0, cov-5.0.0, timeout-2.2.0, respx-0.21.1, asyncio-0.21.1, langsmith-0.3.4, anyio-4.8.0, mock-3.11.1, Faker-25.9.2
+asyncio: mode=Mode.STRICT
+collecting ... collected 4 items
+
+test_main.py::test_url_with_format_param[True-gemini/gemini-1.5-flash] PASSED [ 25%]
+test_main.py::test_url_with_format_param[True-bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0] PASSED [ 50%]
+test_main.py::test_url_with_format_param[False-gemini/gemini-1.5-flash] PASSED [ 75%]
+test_main.py::test_url_with_format_param[False-bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0] PASSED [100%]
+
+=============================== warnings summary ===============================
+../../../../../../Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/pydantic/_internal/_config.py:295
+  /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/pydantic/_internal/_config.py:295: PydanticDeprecatedSince20: Support for class-based `config` is deprecated, use ConfigDict instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.10/migration/
+    warnings.warn(DEPRECATION_MESSAGE, DeprecationWarning)
+
+../../litellm/litellm_core_utils/get_model_cost_map.py:24
+  /Users/krrishdholakia/Documents/litellm/litellm/litellm_core_utils/get_model_cost_map.py:24: DeprecationWarning: open_text is deprecated. Use files() instead. Refer to https://importlib-resources.readthedocs.io/en/latest/using.html#migrating-from-legacy for migration advice.
+    with importlib.resources.open_text(
+
+../../litellm/utils.py:168
+  /Users/krrishdholakia/Documents/litellm/litellm/utils.py:168: DeprecationWarning: open_text is deprecated. Use files() instead. Refer to https://importlib-resources.readthedocs.io/en/latest/using.html#migrating-from-legacy for migration advice.
+    with resources.open_text(
+
+-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
+======================== 4 passed, 3 warnings in 2.80s =========================
diff --git a/tests/litellm/proxy/test_caching_routes.py b/tests/litellm/proxy/test_caching_routes.py
index 291cb0b87c..6f22f66501 100644
--- a/tests/litellm/proxy/test_caching_routes.py
+++ b/tests/litellm/proxy/test_caching_routes.py
@@ -184,3 +184,21 @@ def test_cache_ping_health_check_includes_only_cache_attributes(mock_redis_succe
         "host": "localhost",
         "port": 6379,
     }
+
+
+def test_cache_ping_with_redis_version_float(mock_redis_success):
+    """Test cache ping works when redis_version is a float"""
+    # Set redis_version as a float
+    mock_redis_success.cache.redis_version = 7.2
+
+    response = client.get("/cache/ping", headers={"Authorization": "Bearer sk-1234"})
+    assert response.status_code == 200
+
+    data = response.json()
+    print("data=", json.dumps(data, indent=4))
+    assert data["status"] == "healthy"
+    assert data["cache_type"] == "redis"
+
+    cache_params = data["health_check_cache_params"]
+    assert isinstance(cache_params, dict)
+    assert isinstance(cache_params.get("redis_version"), float)
diff --git a/tests/litellm/proxy/test_route_llm_request.py b/tests/litellm/proxy/test_route_llm_request.py
new file mode 100644
index 0000000000..6e8fedf0cb
--- /dev/null
+++ b/tests/litellm/proxy/test_route_llm_request.py
@@ -0,0 +1,46 @@
+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
+
+from litellm.proxy.route_llm_request import route_request
+
+
+@pytest.mark.parametrize(
+    "route_type",
+    [
+        "atext_completion",
+        "acompletion",
+        "aembedding",
+        "aimage_generation",
+        "aspeech",
+        "atranscription",
+        "amoderation",
+        "arerank",
+    ],
+)
+@pytest.mark.asyncio
+async def test_route_request_dynamic_credentials(route_type):
+    data = {
+        "model": "openai/gpt-4o-mini-2024-07-18",
+        "api_key": "my-bad-key",
+        "api_base": "https://api.openai.com/v1 ",
+    }
+    llm_router = MagicMock()
+    # Ensure that the dynamic method exists on the llm_router mock.
+    getattr(llm_router, route_type).return_value = "fake_response"
+
+    response = await route_request(data, llm_router, None, route_type)
+    # Optionally verify the response if needed:
+    assert response == "fake_response"
+    # Now assert that the dynamic method was called once with the expected kwargs.
+    getattr(llm_router, route_type).assert_called_once_with(**data)
diff --git a/tests/litellm/test_main.py b/tests/litellm/test_main.py
index b838434915..4892300eb9 100644
--- a/tests/litellm/test_main.py
+++ b/tests/litellm/test_main.py
@@ -117,3 +117,115 @@ def test_completion_missing_role(openai_api_response):
         )
 
         mock_create.assert_called_once()
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "gemini/gemini-1.5-flash",
+        "bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0",
+        "bedrock/invoke/anthropic.claude-3-5-sonnet-20240620-v1:0",
+        "anthropic/claude-3-5-sonnet",
+    ],
+)
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.asyncio
+async def test_url_with_format_param(model, sync_mode):
+    from litellm import acompletion, completion
+    from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+
+    if sync_mode:
+        client = HTTPHandler()
+    else:
+        client = AsyncHTTPHandler()
+
+    args = {
+        "model": model,
+        "messages": [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg",
+                            "format": "image/png",
+                        },
+                    },
+                    {"type": "text", "text": "Describe this image"},
+                ],
+            }
+        ],
+    }
+    with patch.object(client, "post", new=MagicMock()) as mock_client:
+        try:
+            if sync_mode:
+                response = completion(**args, client=client)
+            else:
+                response = await acompletion(**args, client=client)
+            print(response)
+        except Exception as e:
+            print(e)
+
+        mock_client.assert_called()
+
+        print(mock_client.call_args.kwargs)
+
+        if "data" in mock_client.call_args.kwargs:
+            json_str = mock_client.call_args.kwargs["data"]
+        else:
+            json_str = json.dumps(mock_client.call_args.kwargs["json"])
+        assert "png" in json_str
+        assert "jpeg" not in json_str
+
+
+@pytest.mark.parametrize("model", ["gpt-4o-mini"])
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.asyncio
+async def test_url_with_format_param_openai(model, sync_mode):
+    from openai import AsyncOpenAI, OpenAI
+
+    from litellm import acompletion, completion
+
+    if sync_mode:
+        client = OpenAI()
+    else:
+        client = AsyncOpenAI()
+
+    args = {
+        "model": model,
+        "messages": [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg",
+                            "format": "image/png",
+                        },
+                    },
+                    {"type": "text", "text": "Describe this image"},
+                ],
+            }
+        ],
+    }
+    with patch.object(
+        client.chat.completions.with_raw_response, "create"
+    ) as mock_client:
+        try:
+            if sync_mode:
+                response = completion(**args, client=client)
+            else:
+                response = await acompletion(**args, client=client)
+            print(response)
+        except Exception as e:
+            print(e)
+
+        mock_client.assert_called()
+
+        print(mock_client.call_args.kwargs)
+
+        json_str = json.dumps(mock_client.call_args.kwargs)
+
+        assert "format" not in json_str
diff --git a/tests/litellm_utils_tests/test_aws_secret_manager.py b/tests/litellm_utils_tests/test_aws_secret_manager.py
index f2e2319cc6..e64c42b26c 100644
--- a/tests/litellm_utils_tests/test_aws_secret_manager.py
+++ b/tests/litellm_utils_tests/test_aws_secret_manager.py
@@ -137,3 +137,59 @@ async def test_read_nonexistent_secret():
     response = await secret_manager.async_read_secret(secret_name=nonexistent_secret)
 
     assert response is None
+
+
+@pytest.mark.asyncio
+async def test_primary_secret_functionality():
+    """Test storing and retrieving secrets from a primary secret"""
+    check_aws_credentials()
+
+    secret_manager = AWSSecretsManagerV2()
+    primary_secret_name = f"litellm_test_primary_{uuid.uuid4().hex[:8]}"
+
+    # Create a primary secret with multiple key-value pairs
+    primary_secret_value = {
+        "api_key_1": "secret_value_1",
+        "api_key_2": "secret_value_2",
+        "database_url": "postgresql://user:password@localhost:5432/db",
+        "nested_secret": json.dumps({"key": "value", "number": 42}),
+    }
+
+    try:
+        # Write the primary secret
+        write_response = await secret_manager.async_write_secret(
+            secret_name=primary_secret_name,
+            secret_value=json.dumps(primary_secret_value),
+            description="LiteLLM Test Primary Secret",
+        )
+
+        print("Primary Secret Write Response:", write_response)
+        assert write_response is not None
+        assert "ARN" in write_response
+        assert "Name" in write_response
+        assert write_response["Name"] == primary_secret_name
+
+        # Test reading individual secrets from the primary secret
+        for key, expected_value in primary_secret_value.items():
+            # Read using the primary_secret_name parameter
+            value = await secret_manager.async_read_secret(
+                secret_name=key, primary_secret_name=primary_secret_name
+            )
+
+            print(f"Read {key} from primary secret:", value)
+            assert value == expected_value
+
+        # Test reading a non-existent key from the primary secret
+        non_existent_key = "non_existent_key"
+        value = await secret_manager.async_read_secret(
+            secret_name=non_existent_key, primary_secret_name=primary_secret_name
+        )
+        assert value is None, f"Expected None for non-existent key, got {value}"
+
+    finally:
+        # Cleanup: Delete the primary secret
+        delete_response = await secret_manager.async_delete_secret(
+            secret_name=primary_secret_name
+        )
+        print("Delete Response:", delete_response)
+        assert delete_response is not None
diff --git a/tests/llm_translation/test_anthropic_completion.py b/tests/llm_translation/test_anthropic_completion.py
index 04158b4ab4..b71b7878e7 100644
--- a/tests/llm_translation/test_anthropic_completion.py
+++ b/tests/llm_translation/test_anthropic_completion.py
@@ -29,9 +29,7 @@ from litellm import (
     AnthropicConfig,
     Router,
     adapter_completion,
-    AnthropicExperimentalPassThroughConfig,
 )
-from litellm.adapters.anthropic_adapter import anthropic_adapter
 from litellm.types.llms.anthropic import AnthropicResponse
 from litellm.types.utils import GenericStreamingChunk, ChatCompletionToolCallChunk
 from litellm.types.llms.openai import ChatCompletionToolCallFunctionChunk
@@ -41,65 +39,6 @@ from httpx import Headers
 from base_llm_unit_tests import BaseLLMChatTest
 
 
-def test_anthropic_completion_messages_translation():
-    messages = [{"role": "user", "content": "Hey, how's it going?"}]
-
-    translated_messages = AnthropicExperimentalPassThroughConfig().translate_anthropic_messages_to_openai(messages=messages)  # type: ignore
-
-    assert translated_messages == [{"role": "user", "content": "Hey, how's it going?"}]
-
-
-def test_anthropic_completion_input_translation():
-    data = {
-        "model": "gpt-3.5-turbo",
-        "messages": [{"role": "user", "content": "Hey, how's it going?"}],
-    }
-    translated_input = anthropic_adapter.translate_completion_input_params(kwargs=data)
-
-    assert translated_input is not None
-
-    assert translated_input["model"] == "gpt-3.5-turbo"
-    assert translated_input["messages"] == [
-        {"role": "user", "content": "Hey, how's it going?"}
-    ]
-
-
-def test_anthropic_completion_input_translation_with_metadata():
-    """
-    Tests that cost tracking works as expected with LiteLLM Proxy
-
-    LiteLLM Proxy will insert litellm_metadata for anthropic endpoints to track user_api_key and user_api_key_team_id
-
-    This test ensures that the `litellm_metadata` is not present in the translated input
-    It ensures that `litellm.acompletion()` will receieve metadata which is a litellm specific param
-    """
-    data = {
-        "model": "gpt-3.5-turbo",
-        "messages": [{"role": "user", "content": "Hey, how's it going?"}],
-        "litellm_metadata": {
-            "user_api_key": "88dc28d0f030c55ed4ab77ed8faf098196cb1c05df778539800c9f1243fe6b4b",
-            "user_api_key_alias": None,
-            "user_api_end_user_max_budget": None,
-            "litellm_api_version": "1.40.19",
-            "global_max_parallel_requests": None,
-            "user_api_key_user_id": "default_user_id",
-            "user_api_key_org_id": None,
-            "user_api_key_team_id": None,
-            "user_api_key_team_alias": None,
-            "user_api_key_team_max_budget": None,
-            "user_api_key_team_spend": None,
-            "user_api_key_spend": 0.0,
-            "user_api_key_max_budget": None,
-            "user_api_key_metadata": {},
-        },
-    }
-    translated_input = anthropic_adapter.translate_completion_input_params(kwargs=data)
-
-    assert "litellm_metadata" not in translated_input
-    assert "metadata" in translated_input
-    assert translated_input["metadata"] == data["litellm_metadata"]
-
-
 def streaming_format_tests(chunk: dict, idx: int):
     """
     1st chunk -  chunk.get("type") == "message_start"
@@ -114,54 +53,6 @@ def streaming_format_tests(chunk: dict, idx: int):
         assert chunk.get("type") == "content_block_delta"
 
 
-@pytest.mark.parametrize("stream", [True])  # False
-def test_anthropic_completion_e2e(stream):
-    litellm.set_verbose = True
-
-    litellm.adapters = [{"id": "anthropic", "adapter": anthropic_adapter}]
-
-    messages = [{"role": "user", "content": "Hey, how's it going?"}]
-    response = adapter_completion(
-        model="gpt-3.5-turbo",
-        messages=messages,
-        adapter_id="anthropic",
-        mock_response="This is a fake call",
-        stream=stream,
-    )
-
-    print("Response: {}".format(response))
-
-    assert response is not None
-
-    if stream is False:
-        assert isinstance(response, AnthropicResponse)
-    else:
-        """
-        - ensure finish reason is returned
-        - assert content block is started and stopped
-        - ensure last chunk is 'message_stop'
-        """
-        assert isinstance(response, litellm.types.utils.AdapterCompletionStreamWrapper)
-        finish_reason: Optional[str] = None
-        message_stop_received = False
-        content_block_started = False
-        content_block_finished = False
-        for idx, chunk in enumerate(response):
-            print(chunk)
-            streaming_format_tests(chunk=chunk, idx=idx)
-            if chunk.get("delta", {}).get("stop_reason") is not None:
-                finish_reason = chunk.get("delta", {}).get("stop_reason")
-            if chunk.get("type") == "message_stop":
-                message_stop_received = True
-            if chunk.get("type") == "content_block_stop":
-                content_block_finished = True
-            if chunk.get("type") == "content_block_start":
-                content_block_started = True
-        assert content_block_started and content_block_finished
-        assert finish_reason is not None
-        assert message_stop_received is True
-
-
 anthropic_chunk_list = [
     {
         "type": "content_block_start",
@@ -372,99 +263,6 @@ def test_anthropic_tool_streaming():
             assert tool_use["index"] == correct_tool_index
 
 
-def test_anthropic_tool_calling_translation():
-    kwargs = {
-        "model": "claude-3-5-sonnet-20240620",
-        "messages": [
-            {
-                "role": "user",
-                "content": [
-                    {
-                        "type": "text",
-                        "text": "Would development of a software platform be under ASC 350-40 or ASC 985?",
-                    }
-                ],
-            },
-            {
-                "role": "assistant",
-                "content": [
-                    {
-                        "type": "tool_use",
-                        "id": "37d6f703-cbcc-497d-95a1-2aa24a114adc",
-                        "name": "TaskPlanningTool",
-                        "input": {
-                            "completed_steps": [],
-                            "next_steps": [
-                                {
-                                    "tool_name": "AccountingResearchTool",
-                                    "description": "Research ASC 350-40 to understand its scope and applicability to software development.",
-                                },
-                                {
-                                    "tool_name": "AccountingResearchTool",
-                                    "description": "Research ASC 985 to understand its scope and applicability to software development.",
-                                },
-                                {
-                                    "tool_name": "AccountingResearchTool",
-                                    "description": "Compare the scopes of ASC 350-40 and ASC 985 to determine which is more applicable to software platform development.",
-                                },
-                            ],
-                            "learnings": [],
-                            "potential_issues": [
-                                "The distinction between the two standards might not be clear-cut for all types of software development.",
-                                "There might be specific circumstances or details about the software platform that could affect which standard applies.",
-                            ],
-                            "missing_info": [
-                                "Specific details about the type of software platform being developed (e.g., for internal use or for sale).",
-                                "Whether the entity developing the software is also the end-user or if it's being developed for external customers.",
-                            ],
-                            "done": False,
-                            "required_formatting": None,
-                        },
-                    }
-                ],
-            },
-            {
-                "role": "user",
-                "content": [
-                    {
-                        "type": "tool_result",
-                        "tool_use_id": "eb7023b1-5ee8-43b8-b90f-ac5a23d37c31",
-                        "content": {
-                            "completed_steps": [],
-                            "next_steps": [
-                                {
-                                    "tool_name": "AccountingResearchTool",
-                                    "description": "Research ASC 350-40 to understand its scope and applicability to software development.",
-                                },
-                                {
-                                    "tool_name": "AccountingResearchTool",
-                                    "description": "Research ASC 985 to understand its scope and applicability to software development.",
-                                },
-                                {
-                                    "tool_name": "AccountingResearchTool",
-                                    "description": "Compare the scopes of ASC 350-40 and ASC 985 to determine which is more applicable to software platform development.",
-                                },
-                            ],
-                            "formatting_step": None,
-                        },
-                    }
-                ],
-            },
-        ],
-    }
-
-    from litellm.adapters.anthropic_adapter import anthropic_adapter
-
-    translated_params = anthropic_adapter.translate_completion_input_params(
-        kwargs=kwargs
-    )
-
-    print(translated_params["messages"])
-
-    assert len(translated_params["messages"]) > 0
-    assert translated_params["messages"][0]["role"] == "user"
-
-
 def test_process_anthropic_headers_empty():
     result = process_anthropic_headers({})
     assert result == {}, "Expected empty dictionary for no input"
@@ -1187,27 +985,31 @@ def test_anthropic_thinking_output(model):
     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]["signature"] is not None
+
 
 @pytest.mark.parametrize(
     "model",
     [
         "anthropic/claude-3-7-sonnet-20250219",
-        "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+        # "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
+    litellm.set_verbose = True
     try:
-        litellm._turn_on_debug()
+        # 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=5,
+            timeout=10,
         )
 
         reasoning_content_exists = False
+        signature_block_exists = False
         for chunk in resp:
             print(f"chunk 2: {chunk}")
             if (
@@ -1219,8 +1021,11 @@ def test_anthropic_thinking_output_stream(model):
                 and isinstance(chunk.choices[0].delta.reasoning_content, str)
             ):
                 reasoning_content_exists = True
-                break
+                print(chunk.choices[0].delta.thinking_blocks[0])
+                if chunk.choices[0].delta.thinking_blocks[0].get("signature"):
+                    signature_block_exists = True
         assert reasoning_content_exists
+        assert signature_block_exists
     except litellm.Timeout:
         pytest.skip("Model is timing out")
 
@@ -1262,3 +1067,40 @@ def test_anthropic_custom_headers():
         mock_post.assert_called_once()
         headers = mock_post.call_args[1]["headers"]
         assert "structured-output-2024-03-01" in headers["anthropic-beta"]
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic/claude-3-7-sonnet-20250219",
+        # "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+    ],
+)
+def test_anthropic_thinking_in_assistant_message(model):
+    litellm._turn_on_debug()
+    params = {
+        "model": model,
+        "messages": [
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "thinking",
+                        "thinking": "Alright, let's get started with resolving this issue about implementing `__len__` for the Pipeline class in scikit-learn.\n\n### Step 1: Explore the repository structure to understand it better\n\nLet's first explore the repository structure to get a better understanding of the codebase:\n\n\nls -la /workspace/scikit-learn__scikit-learn__0.21\n\n\nThis will give us an overview of the top-level directories and files. From there, we can delve deeper into relevant parts of the code.\n\nLet's look at the main organization of the repository first, then we'll locate the Pipeline class, understand how it's currently implemented, and then add the `__len__` method to it.\n\nNext, let's look at the pipeline module, as the issue mentions `pipe[:len(pipe)]`, indicating that there is indexing support for Pipeline, but it lacks a `__len__` method.\n\nSince the issue mentions that Pipeline supports indexing but not `__len__`, I'll check the Pipeline class to understand its implementation.\n\nThe Pipeline class is likely to be in sklearn/pipeline.py or within a pipeline directory. Let's look for it:\n\n\nfind /workspace/scikit-learn__scikit-learn__0.21 -name \"*pipeline*\" -type f | grep -v __pycache__ | grep -v \"\\.pyc$\"\n\n\nThis will help us locate the file containing the Pipeline class.\n\nOnce we've located the file, we'll examine it to understand:\n1. How indexing is currently implemented\n2. Where we need to add the `__len__` method\n3. How the length of a pipeline should be determined\n\nThen, we'll implement the `__len__` method, test our changes to ensure they fix the issue, and verify that our changes don't break existing functionality.\n\nLet's begin by exploring the repository.\n\n### Step 2: Reproduce the error\n\nAfter exploring the repository, I'll create a script to reproduce the error described in the issue. This script will use the code provided in the \"Steps/Code to Reproduce\" section of the issue description.\n\nThen I'll run the script to confirm the error occurs as described, which will help us understand what needs to be fixed.\n\n### Step 3: Fix the issue\n\nOnce I've understood the problem and located the relevant files, I'll modify the code to add the `__len__` method to the Pipeline class. This method should return the number of steps in the pipeline, which is consistent with what a user would expect when calling `len(pipe)`.\n\n### Step 4: Test the fix\n\nAfter implementing the fix, I'll rerun the reproduction script to verify that the error is resolved and `len(pipe)` works correctly.\n\n### Step 5: Consider edge cases\n\nI'll think about potential edge cases like:\n- Empty pipelines\n- Very long pipelines\n- Any other special cases where the `__len__` implementation might behave unexpectedly\n\nI'll add tests for these cases to ensure our implementation handles them correctly.\n\n### Step 6: Comprehensive testing\n\nI'll run the existing tests to ensure our changes don't break any existing functionality, and I'll also write additional tests to specifically test our new `__len__` method.\n\nLet's start with exploring the repository.\n\nLet's start by exploring the repository structure:\n\n\nls -la /workspace/scikit-learn__scikit-learn__0.21\n\n\nNow, let's find the Pipeline class:\n\n\nfind /workspace/scikit-learn__scikit-learn__0.21 -name \"*pipeline*\" -type f | grep -v __pycache__ | grep -v \"\\.pyc$\"\n\n\nBased on the repository structure, let's look at the pipeline implementation:\n\n\ncat /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nLet's check if there are tests for the Pipeline class:\n\n\nfind /workspace/scikit-learn__scikit-learn__0.21 -name \"*pipeline*test*\" -type f | grep -v __pycache__ | grep -v \"\\.pyc$\"\n\n\nNow, let's create a script to reproduce the error. I'll create a file in the workspace directory and add the code from the issue description:\n\n\ncat > /workspace/reproduce_pipeline_len_error.py << 'EOF'\nfrom sklearn import svm\nfrom sklearn.datasets import samples_generator\nfrom sklearn.feature_selection import SelectKBest\nfrom sklearn.feature_selection import f_regression\nfrom sklearn.pipeline import Pipeline\n\n# generate some data to play with\nX, y = samples_generator.make_classification(\n    n_informative=5, n_redundant=0, random_state=42)\n\nanova_filter = SelectKBest(f_regression, k=5)\nclf = svm.SVC(kernel='linear')\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\n\nprint(\"Trying to get length of pipeline...\")\ntry:\n    length = len(pipe)\n    print(f\"Length of pipeline: {length}\")\nexcept Exception as e:\n    print(f\"Error: {type(e).__name__}: {e}\")\nEOF\n\n\nLet's run this to confirm the error:\n\n\npython /workspace/reproduce_pipeline_len_error.py\n\n\nNow, let's implement the `__len__` method in the Pipeline class. First, I'll examine the Pipeline class to understand how it's structured and where to add the `__len__` method.\n\nFrom the error we saw above and looking at the pipeline.py file, we should add a `__len__` method to the Pipeline class.\n\nLet's modify the pipeline.py file:\n\n\ncp /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py /workspace/pipeline.py.backup\n\n\nNow, let's edit the file to add the `__len__` method:\n\n\nsed -n -e '/class Pipeline/,/^class /p' /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nThis will show us the Pipeline class definition so we can understand where to add the `__len__` method.\n\nBased on what we see, I'll add the `__len__` method to the Pipeline class:\n\n\nsed -i -e '/def __getitem__.*:/a\\\n    def __len__(self):\\\n        \"\"\"Returns the length of the Pipeline.\\\n\\\n        Returns\\\n        -------\\\n        length : int\\\n            The number of steps in the pipeline.\\\n        \"\"\"\\\n        return len(self.steps)\n' /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nLet's verify that the changes were applied correctly:\n\n\ngrep -A 10 \"__len__\" /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nNow, let's run our script again to see if the error is fixed:\n\n\npython /workspace/reproduce_pipeline_len_error.py\n\n\nIf the error is fixed, let's test some edge cases by modifying our script:\n\n\ncat > /workspace/test_pipeline_len.py << 'EOF'\nfrom sklearn.pipeline import Pipeline\nfrom sklearn import svm\nfrom sklearn.feature_selection import SelectKBest, f_regression\nfrom sklearn.datasets import samples_generator\nfrom sklearn.preprocessing import StandardScaler\n\n# Test case 1: Normal pipeline\nanova_filter = SelectKBest(f_regression, k=5)\nclf = svm.SVC(kernel='linear')\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\nprint(f\"Length of normal pipeline: {len(pipe)}\")\n\n# Test case 2: Empty pipeline\nempty_pipe = Pipeline([])\nprint(f\"Length of empty pipeline: {len(empty_pipe)}\")\n\n# Test case 3: Long pipeline\nX, y = samples_generator.make_classification(\n    n_informative=5, n_redundant=0, random_state=42)\n\nsteps = []\nfor i in range(10):\n    steps.append((f'scaler_{i}', StandardScaler()))\nlong_pipe = Pipeline(steps)\nprint(f\"Length of long pipeline: {len(long_pipe)}\")\n\n# Test case 4: Slicing with len\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\nsliced_pipe = pipe[:len(pipe)]\nprint(f\"Original pipe steps: {[name for name, _ in pipe.steps]}\")\nprint(f\"Sliced pipe steps: {[name for name, _ in sliced_pipe.steps]}\")\nEOF\n\n\nLet's run this test script:\n\n\npython /workspace/test_pipeline_len.py\n\n\nLet's also run the tests for the pipeline module to make sure we haven't broken anything:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest sklearn/tests/test_pipeline.py -v\n\n\nAfter testing the changes, let's update our script once more to test the edge case where we use `len(pipe)` in slicing:\n\n\ncat >> /workspace/test_pipeline_len.py << 'EOF'\n\n# Test case 5: Various slicing operations with len\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', SelectKBest(f_regression, k=5)),\n    ('step3', svm.SVC(kernel='linear'))\n])\nprint(f\"\\nOriginal pipe length: {len(pipe)}\")\n\n# Slice from beginning to end\nslice1 = pipe[:len(pipe)]\nprint(f\"pipe[:len(pipe)] steps: {[name for name, _ in slice1.steps]}\")\n\n# Slice from beginning to middle\nslice2 = pipe[:len(pipe)//2]\nprint(f\"pipe[:len(pipe)//2] steps: {[name for name, _ in slice2.steps]}\")\n\n# Slice from middle to end\nslice3 = pipe[len(pipe)//2:]\nprint(f\"pipe[len(pipe)//2:] steps: {[name for name, _ in slice3.steps]}\")\n\n# Slice a subset in the middle\nif len(pipe) >= 3:\n    slice4 = pipe[1:len(pipe)-1]\n    print(f\"pipe[1:len(pipe)-1] steps: {[name for name, _ in slice4.steps]}\")\nEOF\n\n\nLet's run this updated script:\n\n\npython /workspace/test_pipeline_len.py\n\n\nLet's also check all the tests in the sklearn directory to ensure our changes don't break anything:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nBefore we conclude, let's verify that our changes to scikit-learn match the expected functionality:\n\n1. We have implemented the `__len__` method in the Pipeline class\n2. The method returns the number of steps in the pipeline\n3. We have tested that it works for normal, empty, and long pipelines\n4. We have also tested that slicing operations using `len(pipe)` work correctly\n\nSince the issue description mentioned that the repository already supports indexing but not `__len__`, we didn't have to implement indexing. We only needed to add the `__len__` method to make `len(pipe)` work, which we've done.\n\nOur changes are minimal and focused on solving the specific issue described.\n\nFurthermore, to ensure we've done a thorough job, let's run all sklearn tests to make sure we haven't broken anything:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest sklearn/tests/\n\n\nLet's check the full implementation of the Pipeline to understand where `__len__` fits in compared to other methods like `__getitem__`:\n\n\nhead -n 300 /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nLet's more specifically check the surrounding methods to ensure our addition fits well with the rest of the class:\n\n\ngrep -A 20 \"__getitem__\" /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nNow, let's also test our changes against the base commit a62775e99f2a5ea3d51db7160fad783f6cd8a4c5, as mentioned in the requirements:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngit status\n\n\nHmm, we don't have access to the git repository directly. Let's focus on thoroughly testing our changes then.\n\nLet's run the full test suite for the sklearn module to make sure our changes don't break any existing functionality:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nGreat, now let's create a more comprehensive test script to ensure our `__len__` implementation works in various scenarios:\n\n\ncat > /workspace/comprehensive_pipeline_len_test.py << 'EOF'\n\"\"\"\nComprehensive tests for the __len__ method of Pipeline.\n\"\"\"\nfrom sklearn.pipeline import Pipeline, FeatureUnion\nfrom sklearn import svm\nfrom sklearn.feature_selection import SelectKBest, f_regression\nfrom sklearn.datasets import samples_generator\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.decomposition import PCA\n\n# Test case 1: Normal pipeline\nprint(\"Test case 1: Normal pipeline\")\nanova_filter = SelectKBest(f_regression, k=5)\nclf = svm.SVC(kernel='linear')\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\nprint(f\"Length of normal pipeline: {len(pipe)}\")\nassert len(pipe) == 2, \"Length of normal pipeline should be 2\"\n\n# Test case 2: Empty pipeline\nprint(\"\\nTest case 2: Empty pipeline\")\nempty_pipe = Pipeline([])\nprint(f\"Length of empty pipeline: {len(empty_pipe)}\")\nassert len(empty_pipe) == 0, \"Length of empty pipeline should be 0\"\n\n# Test case 3: Long pipeline\nprint(\"\\nTest case 3: Long pipeline\")\nX, y = samples_generator.make_classification(\n    n_informative=5, n_redundant=0, random_state=42)\n\nsteps = []\nfor i in range(10):\n    steps.append((f'scaler_{i}', StandardScaler()))\nlong_pipe = Pipeline(steps)\nprint(f\"Length of long pipeline: {len(long_pipe)}\")\nassert len(long_pipe) == 10, \"Length of long pipeline should be 10\"\n\n# Test case 4: Pipeline with FeatureUnion\nprint(\"\\nTest case 4: Pipeline with FeatureUnion\")\nunion = FeatureUnion([\n    ('pca', PCA(n_components=1)),\n    ('select', SelectKBest(k=1))\n])\npipe_with_union = Pipeline([\n    ('scaler', StandardScaler()),\n    ('union', union),\n    ('svc', svm.SVC(kernel='linear'))\n])\nprint(f\"Length of pipeline with FeatureUnion: {len(pipe_with_union)}\")\nassert len(pipe_with_union) == 3, \"Length of pipeline with FeatureUnion should be 3\"\n\n# Test case 5: Various slicing operations with len\nprint(\"\\nTest case 5: Various slicing operations with len\")\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', SelectKBest(f_regression, k=5)),\n    ('step3', svm.SVC(kernel='linear'))\n])\nprint(f\"Original pipe length: {len(pipe)}\")\nassert len(pipe) == 3, \"Original pipe length should be 3\"\n\n# Slice from beginning to end\nslice1 = pipe[:len(pipe)]\nprint(f\"pipe[:len(pipe)] steps: {[name for name, _ in slice1.steps]}\")\nassert len(slice1) == 3, \"Length of pipe[:len(pipe)] should be 3\"\n\n# Slice from beginning to middle\nslice2 = pipe[:len(pipe)//2]\nprint(f\"pipe[:len(pipe)//2] steps: {[name for name, _ in slice2.steps]}\")\nassert len(slice2) == 1, \"Length of pipe[:len(pipe)//2] should be 1\"\n\n# Slice from middle to end\nslice3 = pipe[len(pipe)//2:]\nprint(f\"pipe[len(pipe)//2:] steps: {[name for name, _ in slice3.steps]}\")\nassert len(slice3) == 2, \"Length of pipe[len(pipe)//2:] should be 2\"\n\n# Slice a subset in the middle\nslice4 = pipe[1:len(pipe)-1]\nprint(f\"pipe[1:len(pipe)-1] steps: {[name for name, _ in slice4.steps]}\")\nassert len(slice4) == 1, \"Length of pipe[1:len(pipe)-1] should be 1\"\n\nprint(\"\\nAll tests passed!\")\nEOF\n\n\nLet's run this comprehensive test:\n\n\npython /workspace/comprehensive_pipeline_len_test.py\n\n\nLet's also run specific tests from the scikit-learn test suite that relate to Pipeline indexing to ensure our changes integrate well:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py::test_pipeline_indexing\n\n\nOh, there might not be a specific test named `test_pipeline_indexing`. Let's look at the available tests in the test_pipeline.py file:\n\n\ngrep -r \"def test_\" /workspace/scikit-learn__scikit-learn__0.21/sklearn/tests/test_pipeline.py\n\n\nLet's run the tests that seem related to pipeline indexing or slicing:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py::test_pipeline_indexing || python -m pytest -xvs sklearn/tests/test_pipeline.py | grep -i \"index\"\n\n\nSince we might not have direct access to specific test names, let's examine the pipeline test file to identify relevant tests:\n\n\ncat /workspace/scikit-learn__scikit-learn__0.21/sklearn/tests/test_pipeline.py | grep -i \"index\\|slicing\\|getitem\"\n\n\nBased on our findings, let's run specific tests that are relevant to our changes:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py::test_pipeline_indexing || python -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nLet's check if the test_pipeline.py file contains any tests for slicing functionality:\n\n\ncat /workspace/scikit-learn__scikit-learn__0.21/sklearn/tests/test_pipeline.py | grep -A 20 -B 20 \"slicing\\|__getitem__\"\n\n\nLet's modify our comprehensive test script to include more edge cases and ensure it aligns with any existing tests:\n\n\ncat >> /workspace/comprehensive_pipeline_len_test.py << 'EOF'\n\n# Test case 6: Testing on pipeline with make_pipeline\nprint(\"\\nTest case 6: Testing on pipeline with make_pipeline\")\nfrom sklearn.pipeline import make_pipeline\n\npipe = make_pipeline(StandardScaler(), PCA(n_components=2), SelectKBest(k=1))\nprint(f\"Length of make_pipeline: {len(pipe)}\")\nassert len(pipe) == 3, \"Length of make_pipeline should be 3\"\n\n# Test case 7: Testing on nested pipelines\nprint(\"\\nTest case 7: Testing on nested pipelines\")\ninner_pipe = Pipeline([('scaler', StandardScaler()), ('pca', PCA(n_components=2))])\nouter_pipe = Pipeline([('inner', inner_pipe), ('svc', svm.SVC())])\nprint(f\"Length of outer pipeline: {len(outer_pipe)}\")\nassert len(outer_pipe) == 2, \"Length of outer pipeline should be 2\"\n\n# Test case 8: Testing __len__ with negative indexing\nprint(\"\\nTest case 8: Testing __len__ with negative indexing\")\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', PCA(n_components=2)),\n    ('step3', SelectKBest(k=1))\n])\nneg_slice = pipe[-len(pipe):]\nprint(f\"pipe[-len(pipe):] steps: {[name for name, _ in neg_slice.steps]}\")\nassert len(neg_slice) == 3, \"Length of pipe[-len(pipe):] should be 3\"\n\nneg_slice2 = pipe[:-len(pipe)]\nprint(f\"pipe[:-len(pipe)] steps: {[name for name, _ in neg_slice2.steps]}\")\nassert len(neg_slice2) == 0, \"Length of pipe[:-len(pipe)] should be 0\"\n\n# Test case 9: Testing complex slicing expressions with len\nprint(\"\\nTest case 9: Testing complex slicing expressions with len\")\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', PCA(n_components=2)),\n    ('step3', SelectKBest(k=1)),\n    ('step4', svm.SVC())\n])\ncomplex_slice = pipe[len(pipe)//4:len(pipe)//4*3]\nprint(f\"pipe[len(pipe)//4:len(pipe)//4*3] steps: {[name for name, _ in complex_slice.steps]}\")\nassert len(complex_slice) == 2, \"Length of complex slice should be 2\"\n\nprint(\"\\nAll additional tests passed!\")\nEOF\n\n\nLet's run the updated comprehensive test:\n\n\npython /workspace/comprehensive_pipeline_len_test.py\n\n\nLet's also verify that our implementation doesn't cause any regressions in the scikit-learn test suite:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nNow, let's also run another specific test related to pipeline functionality:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_metaestimators.py | grep -i \"pipeline\"\n\n\nLet's get a deeper understanding of how the Pipeline class is used in tests by examining test files containing pipeline tests:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngrep -r \"Pipeline\" --include=\"*.py\" sklearn/tests/ | head -n 20\n\n\nLet's also look for any tests related to pipeline length or slicing:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngrep -r \"len(\" --include=\"*.py\" sklearn/tests/ | grep -i \"pipeline\" | head -n 20\n\n\nWith all our tests passing, it appears we've successfully implemented the `__len__` method for the Pipeline class, and it behaves as expected in various scenarios.\n\nLet's summarize what we've done:\n\n1. We located the Pipeline class in sklearn/pipeline.py\n2. We identified that it was missing a `__len__` method, which was causing the error described in the issue\n3. We implemented the `__len__` method to return the length of the pipeline's steps list\n4. We verified our fix with a reproduction script and comprehensive tests\n5. We confirmed that existing scikit-learn tests still pass with our changes\n\nOur implementation is minimal and focused on the specific issue, adding only the `__len__` method without changing any existing functionality.\n\nAt this point we can conclude that the issue has been successfully resolved. The Pipeline class now supports `len(pipe)`, which allows expressions like `pipe[:len(pipe)]` to work correctly.\n\nLet's make sure we've run the specific test for pipeline indexing:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py | grep -i \"indexing\"\n\n\nLet's also check if there are any tests related to `__len__` or length in the pipeline tests:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngrep -r \"__len__\\|len(\" --include=\"*.py\" sklearn/tests/test_pipeline.py\n\n\nWith all our checks and tests, we're confident that our implementation of the `__len__` method in the Pipeline class correctly resolves the issue described. The method returns the number of steps in the pipeline, which is the expected behavior for `len(pipe)`.\n\nI believe our solution is complete and correct. The changes we made are minimal and focused on the specific issue, and we've thoroughly tested them to ensure they work as expected in various scenarios.\n\nLet's complete the task by running our comprehensive test one more time:\n\n\npython /workspace/comprehensive_pipeline_len_test.py\n\n\nI think we're good to go. Our implementation of the `__len__` method in the Pipeline class resolves the issue described, allowing expressions like `pipe[:len(pipe)]` to work correctly.\n\nLet's do a final check on the changes we made. The diff should show just the addition of the `__len__` method to the Pipeline class:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ndiff /workspace/pipeline.py.backup sklearn/pipeline.py\n\n\nWith all our checks and tests passing, we've successfully resolved the issue described in the problem statement.\n\nAlright, let's summarize our solution once more:\n\nThe issue was that Pipeline in scikit-learn didn't implement the `__len__` method, which was causing `pipe[:len(pipe)]` to raise an error, even though Pipeline supported indexing.\n\nTo resolve this, we added a `__len__` method to the Pipeline class that returns the number of steps in the pipeline. This allows expressions like `len(pipe)` and `pipe[:len(pipe)]` to work correctly, providing a more consistent and intuitive API for users.\n\nWe thoroughly tested our solution with:\n1. A script to reproduce the original error and confirm our fix\n2. Comprehensive tests for various scenarios, including edge cases\n3. Running the existing scikit-learn test suite to ensure no regressions\n\nThese tests confirm that our solution correctly resolves the issue while maintaining compatibility with the rest of the codebase.\n\nAnd that concludes our implementation.",
+                        "signature": "ErUBCkYIARgCIkDnKEqW20HOxB9jS85ReLznKuKSV88wnAJf/M+y9ge7U+GOWAHd/trgmvpgHpJmOBkeUWUftR5g+81TNmAsDd2EEgxQHv0uMQBMvelCR+saDFvnSSfaNOj3NTVYpyIwG1ddKj5AVnXe382HERyVchmOTdn1ebogEFpXlRE66Mckq57xLSygusq6MwAV/6RvKh28HEuwcXNQn+BPIxQDVCwGGUh5g4fpZ6IgGk3mRg==",
+                    },
+                    {
+                        "type": "text",
+                        "text": "I'll help you implement the `__len__` method for Pipeline in scikit-learn to fix the issue described. Let's start by exploring the repository and understanding the problem better.\n\n## Step 1: Explore the repository structure\n\nLet's first look at the repository structure:",
+                    },
+                ],
+            },
+            {"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_bedrock_completion.py b/tests/llm_translation/test_bedrock_completion.py
index 99e4e7ed1a..7dd10879ee 100644
--- a/tests/llm_translation/test_bedrock_completion.py
+++ b/tests/llm_translation/test_bedrock_completion.py
@@ -2712,7 +2712,6 @@ def test_bedrock_top_k_param(model, expected_params):
             assert data["additionalModelRequestFields"] == expected_params
 
 
-
 def test_bedrock_invoke_provider():
     assert (
         litellm.AmazonInvokeConfig().get_bedrock_invoke_provider(
@@ -2739,6 +2738,7 @@ def test_bedrock_invoke_provider():
         == "nova"
     )
 
+
 def test_bedrock_description_param():
     from litellm import completion
     from litellm.llms.custom_httpx.http_handler import HTTPHandler
@@ -2777,3 +2777,131 @@ def test_bedrock_description_param():
             "Find the meaning inside a poem" in request_body_str
         )  # assert description is passed
 
+
+@pytest.mark.parametrize(
+    "sync_mode",
+    [
+        True,
+        False,
+    ],
+)
+@pytest.mark.asyncio
+async def test_bedrock_thinking_in_assistant_message(sync_mode):
+    litellm._turn_on_debug()
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler, AsyncHTTPHandler
+
+    if sync_mode:
+        client = HTTPHandler()
+    else:
+        client = AsyncHTTPHandler()
+
+    params = {
+        "model": "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+        "messages": [
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "thinking",
+                        "thinking": "Alright, let's get started with resolving this issue about implementing `__len__` for the Pipeline class in scikit-learn.\n\n### Step 1: Explore the repository structure to understand it better\n\nLet's first explore the repository structure to get a better understanding of the codebase:\n\n\nls -la /workspace/scikit-learn__scikit-learn__0.21\n\n\nThis will give us an overview of the top-level directories and files. From there, we can delve deeper into relevant parts of the code.\n\nLet's look at the main organization of the repository first, then we'll locate the Pipeline class, understand how it's currently implemented, and then add the `__len__` method to it.\n\nNext, let's look at the pipeline module, as the issue mentions `pipe[:len(pipe)]`, indicating that there is indexing support for Pipeline, but it lacks a `__len__` method.\n\nSince the issue mentions that Pipeline supports indexing but not `__len__`, I'll check the Pipeline class to understand its implementation.\n\nThe Pipeline class is likely to be in sklearn/pipeline.py or within a pipeline directory. Let's look for it:\n\n\nfind /workspace/scikit-learn__scikit-learn__0.21 -name \"*pipeline*\" -type f | grep -v __pycache__ | grep -v \"\\.pyc$\"\n\n\nThis will help us locate the file containing the Pipeline class.\n\nOnce we've located the file, we'll examine it to understand:\n1. How indexing is currently implemented\n2. Where we need to add the `__len__` method\n3. How the length of a pipeline should be determined\n\nThen, we'll implement the `__len__` method, test our changes to ensure they fix the issue, and verify that our changes don't break existing functionality.\n\nLet's begin by exploring the repository.\n\n### Step 2: Reproduce the error\n\nAfter exploring the repository, I'll create a script to reproduce the error described in the issue. This script will use the code provided in the \"Steps/Code to Reproduce\" section of the issue description.\n\nThen I'll run the script to confirm the error occurs as described, which will help us understand what needs to be fixed.\n\n### Step 3: Fix the issue\n\nOnce I've understood the problem and located the relevant files, I'll modify the code to add the `__len__` method to the Pipeline class. This method should return the number of steps in the pipeline, which is consistent with what a user would expect when calling `len(pipe)`.\n\n### Step 4: Test the fix\n\nAfter implementing the fix, I'll rerun the reproduction script to verify that the error is resolved and `len(pipe)` works correctly.\n\n### Step 5: Consider edge cases\n\nI'll think about potential edge cases like:\n- Empty pipelines\n- Very long pipelines\n- Any other special cases where the `__len__` implementation might behave unexpectedly\n\nI'll add tests for these cases to ensure our implementation handles them correctly.\n\n### Step 6: Comprehensive testing\n\nI'll run the existing tests to ensure our changes don't break any existing functionality, and I'll also write additional tests to specifically test our new `__len__` method.\n\nLet's start with exploring the repository.\n\nLet's start by exploring the repository structure:\n\n\nls -la /workspace/scikit-learn__scikit-learn__0.21\n\n\nNow, let's find the Pipeline class:\n\n\nfind /workspace/scikit-learn__scikit-learn__0.21 -name \"*pipeline*\" -type f | grep -v __pycache__ | grep -v \"\\.pyc$\"\n\n\nBased on the repository structure, let's look at the pipeline implementation:\n\n\ncat /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nLet's check if there are tests for the Pipeline class:\n\n\nfind /workspace/scikit-learn__scikit-learn__0.21 -name \"*pipeline*test*\" -type f | grep -v __pycache__ | grep -v \"\\.pyc$\"\n\n\nNow, let's create a script to reproduce the error. I'll create a file in the workspace directory and add the code from the issue description:\n\n\ncat > /workspace/reproduce_pipeline_len_error.py << 'EOF'\nfrom sklearn import svm\nfrom sklearn.datasets import samples_generator\nfrom sklearn.feature_selection import SelectKBest\nfrom sklearn.feature_selection import f_regression\nfrom sklearn.pipeline import Pipeline\n\n# generate some data to play with\nX, y = samples_generator.make_classification(\n    n_informative=5, n_redundant=0, random_state=42)\n\nanova_filter = SelectKBest(f_regression, k=5)\nclf = svm.SVC(kernel='linear')\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\n\nprint(\"Trying to get length of pipeline...\")\ntry:\n    length = len(pipe)\n    print(f\"Length of pipeline: {length}\")\nexcept Exception as e:\n    print(f\"Error: {type(e).__name__}: {e}\")\nEOF\n\n\nLet's run this to confirm the error:\n\n\npython /workspace/reproduce_pipeline_len_error.py\n\n\nNow, let's implement the `__len__` method in the Pipeline class. First, I'll examine the Pipeline class to understand how it's structured and where to add the `__len__` method.\n\nFrom the error we saw above and looking at the pipeline.py file, we should add a `__len__` method to the Pipeline class.\n\nLet's modify the pipeline.py file:\n\n\ncp /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py /workspace/pipeline.py.backup\n\n\nNow, let's edit the file to add the `__len__` method:\n\n\nsed -n -e '/class Pipeline/,/^class /p' /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nThis will show us the Pipeline class definition so we can understand where to add the `__len__` method.\n\nBased on what we see, I'll add the `__len__` method to the Pipeline class:\n\n\nsed -i -e '/def __getitem__.*:/a\\\n    def __len__(self):\\\n        \"\"\"Returns the length of the Pipeline.\\\n\\\n        Returns\\\n        -------\\\n        length : int\\\n            The number of steps in the pipeline.\\\n        \"\"\"\\\n        return len(self.steps)\n' /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nLet's verify that the changes were applied correctly:\n\n\ngrep -A 10 \"__len__\" /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nNow, let's run our script again to see if the error is fixed:\n\n\npython /workspace/reproduce_pipeline_len_error.py\n\n\nIf the error is fixed, let's test some edge cases by modifying our script:\n\n\ncat > /workspace/test_pipeline_len.py << 'EOF'\nfrom sklearn.pipeline import Pipeline\nfrom sklearn import svm\nfrom sklearn.feature_selection import SelectKBest, f_regression\nfrom sklearn.datasets import samples_generator\nfrom sklearn.preprocessing import StandardScaler\n\n# Test case 1: Normal pipeline\nanova_filter = SelectKBest(f_regression, k=5)\nclf = svm.SVC(kernel='linear')\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\nprint(f\"Length of normal pipeline: {len(pipe)}\")\n\n# Test case 2: Empty pipeline\nempty_pipe = Pipeline([])\nprint(f\"Length of empty pipeline: {len(empty_pipe)}\")\n\n# Test case 3: Long pipeline\nX, y = samples_generator.make_classification(\n    n_informative=5, n_redundant=0, random_state=42)\n\nsteps = []\nfor i in range(10):\n    steps.append((f'scaler_{i}', StandardScaler()))\nlong_pipe = Pipeline(steps)\nprint(f\"Length of long pipeline: {len(long_pipe)}\")\n\n# Test case 4: Slicing with len\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\nsliced_pipe = pipe[:len(pipe)]\nprint(f\"Original pipe steps: {[name for name, _ in pipe.steps]}\")\nprint(f\"Sliced pipe steps: {[name for name, _ in sliced_pipe.steps]}\")\nEOF\n\n\nLet's run this test script:\n\n\npython /workspace/test_pipeline_len.py\n\n\nLet's also run the tests for the pipeline module to make sure we haven't broken anything:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest sklearn/tests/test_pipeline.py -v\n\n\nAfter testing the changes, let's update our script once more to test the edge case where we use `len(pipe)` in slicing:\n\n\ncat >> /workspace/test_pipeline_len.py << 'EOF'\n\n# Test case 5: Various slicing operations with len\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', SelectKBest(f_regression, k=5)),\n    ('step3', svm.SVC(kernel='linear'))\n])\nprint(f\"\\nOriginal pipe length: {len(pipe)}\")\n\n# Slice from beginning to end\nslice1 = pipe[:len(pipe)]\nprint(f\"pipe[:len(pipe)] steps: {[name for name, _ in slice1.steps]}\")\n\n# Slice from beginning to middle\nslice2 = pipe[:len(pipe)//2]\nprint(f\"pipe[:len(pipe)//2] steps: {[name for name, _ in slice2.steps]}\")\n\n# Slice from middle to end\nslice3 = pipe[len(pipe)//2:]\nprint(f\"pipe[len(pipe)//2:] steps: {[name for name, _ in slice3.steps]}\")\n\n# Slice a subset in the middle\nif len(pipe) >= 3:\n    slice4 = pipe[1:len(pipe)-1]\n    print(f\"pipe[1:len(pipe)-1] steps: {[name for name, _ in slice4.steps]}\")\nEOF\n\n\nLet's run this updated script:\n\n\npython /workspace/test_pipeline_len.py\n\n\nLet's also check all the tests in the sklearn directory to ensure our changes don't break anything:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nBefore we conclude, let's verify that our changes to scikit-learn match the expected functionality:\n\n1. We have implemented the `__len__` method in the Pipeline class\n2. The method returns the number of steps in the pipeline\n3. We have tested that it works for normal, empty, and long pipelines\n4. We have also tested that slicing operations using `len(pipe)` work correctly\n\nSince the issue description mentioned that the repository already supports indexing but not `__len__`, we didn't have to implement indexing. We only needed to add the `__len__` method to make `len(pipe)` work, which we've done.\n\nOur changes are minimal and focused on solving the specific issue described.\n\nFurthermore, to ensure we've done a thorough job, let's run all sklearn tests to make sure we haven't broken anything:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest sklearn/tests/\n\n\nLet's check the full implementation of the Pipeline to understand where `__len__` fits in compared to other methods like `__getitem__`:\n\n\nhead -n 300 /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nLet's more specifically check the surrounding methods to ensure our addition fits well with the rest of the class:\n\n\ngrep -A 20 \"__getitem__\" /workspace/scikit-learn__scikit-learn__0.21/sklearn/pipeline.py\n\n\nNow, let's also test our changes against the base commit a62775e99f2a5ea3d51db7160fad783f6cd8a4c5, as mentioned in the requirements:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngit status\n\n\nHmm, we don't have access to the git repository directly. Let's focus on thoroughly testing our changes then.\n\nLet's run the full test suite for the sklearn module to make sure our changes don't break any existing functionality:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nGreat, now let's create a more comprehensive test script to ensure our `__len__` implementation works in various scenarios:\n\n\ncat > /workspace/comprehensive_pipeline_len_test.py << 'EOF'\n\"\"\"\nComprehensive tests for the __len__ method of Pipeline.\n\"\"\"\nfrom sklearn.pipeline import Pipeline, FeatureUnion\nfrom sklearn import svm\nfrom sklearn.feature_selection import SelectKBest, f_regression\nfrom sklearn.datasets import samples_generator\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.decomposition import PCA\n\n# Test case 1: Normal pipeline\nprint(\"Test case 1: Normal pipeline\")\nanova_filter = SelectKBest(f_regression, k=5)\nclf = svm.SVC(kernel='linear')\npipe = Pipeline([('anova', anova_filter), ('svc', clf)])\nprint(f\"Length of normal pipeline: {len(pipe)}\")\nassert len(pipe) == 2, \"Length of normal pipeline should be 2\"\n\n# Test case 2: Empty pipeline\nprint(\"\\nTest case 2: Empty pipeline\")\nempty_pipe = Pipeline([])\nprint(f\"Length of empty pipeline: {len(empty_pipe)}\")\nassert len(empty_pipe) == 0, \"Length of empty pipeline should be 0\"\n\n# Test case 3: Long pipeline\nprint(\"\\nTest case 3: Long pipeline\")\nX, y = samples_generator.make_classification(\n    n_informative=5, n_redundant=0, random_state=42)\n\nsteps = []\nfor i in range(10):\n    steps.append((f'scaler_{i}', StandardScaler()))\nlong_pipe = Pipeline(steps)\nprint(f\"Length of long pipeline: {len(long_pipe)}\")\nassert len(long_pipe) == 10, \"Length of long pipeline should be 10\"\n\n# Test case 4: Pipeline with FeatureUnion\nprint(\"\\nTest case 4: Pipeline with FeatureUnion\")\nunion = FeatureUnion([\n    ('pca', PCA(n_components=1)),\n    ('select', SelectKBest(k=1))\n])\npipe_with_union = Pipeline([\n    ('scaler', StandardScaler()),\n    ('union', union),\n    ('svc', svm.SVC(kernel='linear'))\n])\nprint(f\"Length of pipeline with FeatureUnion: {len(pipe_with_union)}\")\nassert len(pipe_with_union) == 3, \"Length of pipeline with FeatureUnion should be 3\"\n\n# Test case 5: Various slicing operations with len\nprint(\"\\nTest case 5: Various slicing operations with len\")\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', SelectKBest(f_regression, k=5)),\n    ('step3', svm.SVC(kernel='linear'))\n])\nprint(f\"Original pipe length: {len(pipe)}\")\nassert len(pipe) == 3, \"Original pipe length should be 3\"\n\n# Slice from beginning to end\nslice1 = pipe[:len(pipe)]\nprint(f\"pipe[:len(pipe)] steps: {[name for name, _ in slice1.steps]}\")\nassert len(slice1) == 3, \"Length of pipe[:len(pipe)] should be 3\"\n\n# Slice from beginning to middle\nslice2 = pipe[:len(pipe)//2]\nprint(f\"pipe[:len(pipe)//2] steps: {[name for name, _ in slice2.steps]}\")\nassert len(slice2) == 1, \"Length of pipe[:len(pipe)//2] should be 1\"\n\n# Slice from middle to end\nslice3 = pipe[len(pipe)//2:]\nprint(f\"pipe[len(pipe)//2:] steps: {[name for name, _ in slice3.steps]}\")\nassert len(slice3) == 2, \"Length of pipe[len(pipe)//2:] should be 2\"\n\n# Slice a subset in the middle\nslice4 = pipe[1:len(pipe)-1]\nprint(f\"pipe[1:len(pipe)-1] steps: {[name for name, _ in slice4.steps]}\")\nassert len(slice4) == 1, \"Length of pipe[1:len(pipe)-1] should be 1\"\n\nprint(\"\\nAll tests passed!\")\nEOF\n\n\nLet's run this comprehensive test:\n\n\npython /workspace/comprehensive_pipeline_len_test.py\n\n\nLet's also run specific tests from the scikit-learn test suite that relate to Pipeline indexing to ensure our changes integrate well:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py::test_pipeline_indexing\n\n\nOh, there might not be a specific test named `test_pipeline_indexing`. Let's look at the available tests in the test_pipeline.py file:\n\n\ngrep -r \"def test_\" /workspace/scikit-learn__scikit-learn__0.21/sklearn/tests/test_pipeline.py\n\n\nLet's run the tests that seem related to pipeline indexing or slicing:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py::test_pipeline_indexing || python -m pytest -xvs sklearn/tests/test_pipeline.py | grep -i \"index\"\n\n\nSince we might not have direct access to specific test names, let's examine the pipeline test file to identify relevant tests:\n\n\ncat /workspace/scikit-learn__scikit-learn__0.21/sklearn/tests/test_pipeline.py | grep -i \"index\\|slicing\\|getitem\"\n\n\nBased on our findings, let's run specific tests that are relevant to our changes:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py::test_pipeline_indexing || python -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nLet's check if the test_pipeline.py file contains any tests for slicing functionality:\n\n\ncat /workspace/scikit-learn__scikit-learn__0.21/sklearn/tests/test_pipeline.py | grep -A 20 -B 20 \"slicing\\|__getitem__\"\n\n\nLet's modify our comprehensive test script to include more edge cases and ensure it aligns with any existing tests:\n\n\ncat >> /workspace/comprehensive_pipeline_len_test.py << 'EOF'\n\n# Test case 6: Testing on pipeline with make_pipeline\nprint(\"\\nTest case 6: Testing on pipeline with make_pipeline\")\nfrom sklearn.pipeline import make_pipeline\n\npipe = make_pipeline(StandardScaler(), PCA(n_components=2), SelectKBest(k=1))\nprint(f\"Length of make_pipeline: {len(pipe)}\")\nassert len(pipe) == 3, \"Length of make_pipeline should be 3\"\n\n# Test case 7: Testing on nested pipelines\nprint(\"\\nTest case 7: Testing on nested pipelines\")\ninner_pipe = Pipeline([('scaler', StandardScaler()), ('pca', PCA(n_components=2))])\nouter_pipe = Pipeline([('inner', inner_pipe), ('svc', svm.SVC())])\nprint(f\"Length of outer pipeline: {len(outer_pipe)}\")\nassert len(outer_pipe) == 2, \"Length of outer pipeline should be 2\"\n\n# Test case 8: Testing __len__ with negative indexing\nprint(\"\\nTest case 8: Testing __len__ with negative indexing\")\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', PCA(n_components=2)),\n    ('step3', SelectKBest(k=1))\n])\nneg_slice = pipe[-len(pipe):]\nprint(f\"pipe[-len(pipe):] steps: {[name for name, _ in neg_slice.steps]}\")\nassert len(neg_slice) == 3, \"Length of pipe[-len(pipe):] should be 3\"\n\nneg_slice2 = pipe[:-len(pipe)]\nprint(f\"pipe[:-len(pipe)] steps: {[name for name, _ in neg_slice2.steps]}\")\nassert len(neg_slice2) == 0, \"Length of pipe[:-len(pipe)] should be 0\"\n\n# Test case 9: Testing complex slicing expressions with len\nprint(\"\\nTest case 9: Testing complex slicing expressions with len\")\npipe = Pipeline([\n    ('step1', StandardScaler()),\n    ('step2', PCA(n_components=2)),\n    ('step3', SelectKBest(k=1)),\n    ('step4', svm.SVC())\n])\ncomplex_slice = pipe[len(pipe)//4:len(pipe)//4*3]\nprint(f\"pipe[len(pipe)//4:len(pipe)//4*3] steps: {[name for name, _ in complex_slice.steps]}\")\nassert len(complex_slice) == 2, \"Length of complex slice should be 2\"\n\nprint(\"\\nAll additional tests passed!\")\nEOF\n\n\nLet's run the updated comprehensive test:\n\n\npython /workspace/comprehensive_pipeline_len_test.py\n\n\nLet's also verify that our implementation doesn't cause any regressions in the scikit-learn test suite:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py\n\n\nNow, let's also run another specific test related to pipeline functionality:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_metaestimators.py | grep -i \"pipeline\"\n\n\nLet's get a deeper understanding of how the Pipeline class is used in tests by examining test files containing pipeline tests:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngrep -r \"Pipeline\" --include=\"*.py\" sklearn/tests/ | head -n 20\n\n\nLet's also look for any tests related to pipeline length or slicing:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngrep -r \"len(\" --include=\"*.py\" sklearn/tests/ | grep -i \"pipeline\" | head -n 20\n\n\nWith all our tests passing, it appears we've successfully implemented the `__len__` method for the Pipeline class, and it behaves as expected in various scenarios.\n\nLet's summarize what we've done:\n\n1. We located the Pipeline class in sklearn/pipeline.py\n2. We identified that it was missing a `__len__` method, which was causing the error described in the issue\n3. We implemented the `__len__` method to return the length of the pipeline's steps list\n4. We verified our fix with a reproduction script and comprehensive tests\n5. We confirmed that existing scikit-learn tests still pass with our changes\n\nOur implementation is minimal and focused on the specific issue, adding only the `__len__` method without changing any existing functionality.\n\nAt this point we can conclude that the issue has been successfully resolved. The Pipeline class now supports `len(pipe)`, which allows expressions like `pipe[:len(pipe)]` to work correctly.\n\nLet's make sure we've run the specific test for pipeline indexing:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\npython -m pytest -xvs sklearn/tests/test_pipeline.py | grep -i \"indexing\"\n\n\nLet's also check if there are any tests related to `__len__` or length in the pipeline tests:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ngrep -r \"__len__\\|len(\" --include=\"*.py\" sklearn/tests/test_pipeline.py\n\n\nWith all our checks and tests, we're confident that our implementation of the `__len__` method in the Pipeline class correctly resolves the issue described. The method returns the number of steps in the pipeline, which is the expected behavior for `len(pipe)`.\n\nI believe our solution is complete and correct. The changes we made are minimal and focused on the specific issue, and we've thoroughly tested them to ensure they work as expected in various scenarios.\n\nLet's complete the task by running our comprehensive test one more time:\n\n\npython /workspace/comprehensive_pipeline_len_test.py\n\n\nI think we're good to go. Our implementation of the `__len__` method in the Pipeline class resolves the issue described, allowing expressions like `pipe[:len(pipe)]` to work correctly.\n\nLet's do a final check on the changes we made. The diff should show just the addition of the `__len__` method to the Pipeline class:\n\n\ncd /workspace/scikit-learn__scikit-learn__0.21\ndiff /workspace/pipeline.py.backup sklearn/pipeline.py\n\n\nWith all our checks and tests passing, we've successfully resolved the issue described in the problem statement.\n\nAlright, let's summarize our solution once more:\n\nThe issue was that Pipeline in scikit-learn didn't implement the `__len__` method, which was causing `pipe[:len(pipe)]` to raise an error, even though Pipeline supported indexing.\n\nTo resolve this, we added a `__len__` method to the Pipeline class that returns the number of steps in the pipeline. This allows expressions like `len(pipe)` and `pipe[:len(pipe)]` to work correctly, providing a more consistent and intuitive API for users.\n\nWe thoroughly tested our solution with:\n1. A script to reproduce the original error and confirm our fix\n2. Comprehensive tests for various scenarios, including edge cases\n3. Running the existing scikit-learn test suite to ensure no regressions\n\nThese tests confirm that our solution correctly resolves the issue while maintaining compatibility with the rest of the codebase.\n\nAnd that concludes our implementation.",
+                        "signature": "ErUBCkYIARgCIkDnKEqW20HOxB9jS85ReLznKuKSV88wnAJf/M+y9ge7U+GOWAHd/trgmvpgHpJmOBkeUWUftR5g+81TNmAsDd2EEgxQHv0uMQBMvelCR+saDFvnSSfaNOj3NTVYpyIwG1ddKj5AVnXe382HERyVchmOTdn1ebogEFpXlRE66Mckq57xLSygusq6MwAV/6RvKh28HEuwcXNQn+BPIxQDVCwGGUh5g4fpZ6IgGk3mRg==",
+                    },
+                    {
+                        "type": "text",
+                        "text": "I'll help you implement the `__len__` method for Pipeline in scikit-learn to fix the issue described. Let's start by exploring the repository and understanding the problem better.\n\n## Step 1: Explore the repository structure\n\nLet's first look at the repository structure:",
+                    },
+                ],
+            },
+            {"role": "user", "content": [{"type": "text", "text": "Who do you know?"}]},
+        ],
+        "max_tokens": 32768,
+        "thinking": {"type": "enabled", "budget_tokens": 30720},
+    }
+
+    with patch.object(client, "post") as mock_post:
+        try:
+            if sync_mode:
+                response = litellm.completion(**params, client=client)
+            else:
+                response = await litellm.acompletion(**params, client=client)
+        except Exception as e:
+            print(e)
+
+        mock_post.assert_called_once()
+
+        print(mock_post.call_args.kwargs)
+        json_data = mock_post.call_args.kwargs["data"]
+
+        assert (
+            "Alright, let's get started with resolving this issue about implementing"
+            in json_data
+        )
+
+
+@pytest.mark.asyncio
+async def test_bedrock_stream_thinking_content_openwebui():
+    """
+    When merge_reasoning_content_in_choices=True
+
+    The content should be collected as
+
+    ```
+    <think>
+    I am a helpful assistant, the user wants to know who I am
+    </think>
+
+    Hi I am Anthropic, I am a helpful assistant
+
+    ```
+    """
+    response = await litellm.acompletion(
+        model="bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0",
+        messages=[{"role": "user", "content": "Hello who is this?"}],
+        stream=True,
+        max_tokens=1080,
+        thinking={"type": "enabled", "budget_tokens": 1024},
+        merge_reasoning_content_in_choices=True,
+    )
+    content = ""
+    async for chunk in response:
+        content += chunk.choices[0].delta.content or ""
+
+        # OpenWebUI expects the reasoning_content to be removed, otherwise this will appear as duplicate thinking blocks
+        assert getattr(chunk.choices[0].delta, "reasoning_content", None) is None
+        print(chunk)
+
+    print("collected content", content)
+
+    # Assert that the content follows the expected format with exactly one thinking section
+    think_open_pos = content.find("<think>")
+    think_close_pos = content.find("</think>")
+
+    # Assert there's exactly one opening and closing tag
+    assert think_open_pos >= 0, "Opening <think> tag not found"
+    assert think_close_pos > 0, "Closing </think> tag not found"
+    assert (
+        content.count("<think>") == 1
+    ), "There should be exactly one opening <think> tag"
+    assert (
+        content.count("</think>") == 1
+    ), "There should be exactly one closing </think> tag"
+
+    # Assert the opening tag comes before the closing tag
+    assert (
+        think_open_pos < think_close_pos
+    ), "Opening tag should come before closing tag"
+
+    # Assert there's content between the tags
+    thinking_content = content[think_open_pos + 7 : think_close_pos]
+    assert (
+        len(thinking_content.strip()) > 0
+    ), "There should be content between thinking tags"
+
+    # Assert there's content after the closing tag
+    assert (
+        len(content) > think_close_pos + 8
+    ), "There should be content after the thinking tags"
+    response_content = content[think_close_pos + 8 :].strip()
+    assert (
+        len(response_content) > 0
+    ), "There should be non-empty content after thinking tags"
diff --git a/tests/llm_translation/test_llm_response_utils/test_convert_dict_to_chat_completion.py b/tests/llm_translation/test_llm_response_utils/test_convert_dict_to_chat_completion.py
index e215ea147e..7e269f2145 100644
--- a/tests/llm_translation/test_llm_response_utils/test_convert_dict_to_chat_completion.py
+++ b/tests/llm_translation/test_llm_response_utils/test_convert_dict_to_chat_completion.py
@@ -855,3 +855,51 @@ def test_convert_to_model_response_object_with_empty_str():
     resp: ModelResponse = convert_to_model_response_object(**args)
     assert resp is not None
     assert resp.choices[0].message.content is not None
+
+
+def test_convert_to_model_response_object_with_thinking_content():
+    """Test that convert_to_model_response_object handles thinking content correctly."""
+
+    args = {
+        "response_object": {
+            "id": "chatcmpl-8cc87354-70f3-4a14-b71b-332e965d98d2",
+            "created": 1741057687,
+            "model": "claude-3-7-sonnet-20250219",
+            "object": "chat.completion",
+            "system_fingerprint": None,
+            "choices": [
+                {
+                    "finish_reason": "stop",
+                    "index": 0,
+                    "message": {
+                        "content": "# LiteLLM\n\nLiteLLM is an open-source library that provides a unified interface for working with various Large Language Models (LLMs). It acts as an abstraction layer that lets developers interact with multiple LLM providers through a single, consistent API.\n\n## Key features:\n\n- **Universal API**: Standardizes interactions with models from OpenAI, Anthropic, Cohere, Azure, and many other providers\n- **Simple switching**: Easily swap between different LLM providers without changing your code\n- **Routing capabilities**: Manage load balancing, fallbacks, and cost optimization\n- **Prompt templates**: Handle different model-specific prompt formats automatically\n- **Logging and observability**: Track usage, performance, and costs across providers\n\nLiteLLM is particularly useful for teams who want flexibility in their LLM infrastructure without creating custom integration code for each provider.",
+                        "role": "assistant",
+                        "tool_calls": None,
+                        "function_call": None,
+                        "reasoning_content": "The person is asking about \"litellm\" and included what appears to be a UUID or some form of identifier at the end of their message (fffffe14-7991-43d0-acd8-d3e606db31a8).\n\nLiteLLM is an open-source library/project that provides a unified interface for working with various Large Language Models (LLMs). It's essentially a lightweight package that standardizes the way developers can work with different LLM APIs like OpenAI, Anthropic, Cohere, etc. through a consistent interface.\n\nSome key features and aspects of LiteLLM:\n\n1. Unified API for multiple LLM providers (OpenAI, Anthropic, Azure, etc.)\n2. Standardized input/output formats\n3. Handles routing, fallbacks, and load balancing\n4. Provides logging and observability\n5. Can help with cost tracking across different providers\n6. Makes it easier to switch between different LLM providers\n\nThe UUID-like string they included doesn't seem directly related to the question, unless it's some form of identifier they're including for tracking purposes.",
+                        "thinking_blocks": [
+                            {
+                                "type": "thinking",
+                                "thinking": "The person is asking about \"litellm\" and included what appears to be a UUID or some form of identifier at the end of their message (fffffe14-7991-43d0-acd8-d3e606db31a8).\n\nLiteLLM is an open-source library/project that provides a unified interface for working with various Large Language Models (LLMs). It's essentially a lightweight package that standardizes the way developers can work with different LLM APIs like OpenAI, Anthropic, Cohere, etc. through a consistent interface.\n\nSome key features and aspects of LiteLLM:\n\n1. Unified API for multiple LLM providers (OpenAI, Anthropic, Azure, etc.)\n2. Standardized input/output formats\n3. Handles routing, fallbacks, and load balancing\n4. Provides logging and observability\n5. Can help with cost tracking across different providers\n6. Makes it easier to switch between different LLM providers\n\nThe UUID-like string they included doesn't seem directly related to the question, unless it's some form of identifier they're including for tracking purposes.",
+                                "signature": "ErUBCkYIARgCIkCf+r0qMSOMYkjlFERM00IxsY9I/m19dQGEF/Zv1E0AtvdZjKGnr+nr5vXUldmb/sUCgrQRH4YUyV0X3MoMrsNnEgxDqhUFcUTg1vM0CroaDEY1wKJ0Ca0EZ6S1jCIwF8ATum3xiF/mRSIIjoD6Virh0hFcOfH3Sz6Chtev9WUwwYMAVP4/hyzbrUDnsUlmKh0CfTayaXm6o63/6Kelr6pzLbErjQx2xZRnRjCypw==",
+                            }
+                        ],
+                    },
+                }
+            ],
+            "usage": {
+                "completion_tokens": 460,
+                "prompt_tokens": 65,
+                "total_tokens": 525,
+                "completion_tokens_details": None,
+                "prompt_tokens_details": {"audio_tokens": None, "cached_tokens": 0},
+                "cache_creation_input_tokens": 0,
+                "cache_read_input_tokens": 0,
+            },
+        },
+        "model_response_object": ModelResponse(),
+    }
+
+    resp: ModelResponse = convert_to_model_response_object(**args)
+    assert resp is not None
+    assert resp.choices[0].message.reasoning_content is not None
diff --git a/tests/llm_translation/test_openai.py b/tests/llm_translation/test_openai.py
index 2ee1969ddd..172c946636 100644
--- a/tests/llm_translation/test_openai.py
+++ b/tests/llm_translation/test_openai.py
@@ -360,3 +360,34 @@ def test_o1_parallel_tool_calls(model):
         parallel_tool_calls=True,
         drop_params=True,
     )
+
+
+def test_openai_chat_completion_streaming_handler_reasoning_content():
+    from litellm.llms.openai.chat.gpt_transformation import (
+        OpenAIChatCompletionStreamingHandler,
+    )
+    from unittest.mock import MagicMock
+
+    streaming_handler = OpenAIChatCompletionStreamingHandler(
+        streaming_response=MagicMock(),
+        sync_stream=True,
+    )
+    response = streaming_handler.chunk_parser(
+        chunk={
+            "id": "e89b6501-8ac2-464c-9550-7cd3daf94350",
+            "object": "chat.completion.chunk",
+            "created": 1741037890,
+            "model": "deepseek-reasoner",
+            "system_fingerprint": "fp_5417b77867_prod0225",
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {"content": None, "reasoning_content": "."},
+                    "logprobs": None,
+                    "finish_reason": None,
+                }
+            ],
+        }
+    )
+
+    assert response.choices[0].delta.reasoning_content == "."
diff --git a/tests/llm_translation/test_prompt_factory.py b/tests/llm_translation/test_prompt_factory.py
index 3a3675442f..514b5f68f3 100644
--- a/tests/llm_translation/test_prompt_factory.py
+++ b/tests/llm_translation/test_prompt_factory.py
@@ -125,28 +125,6 @@ def test_anthropic_pt_formatting():
     assert anthropic_pt(messages) == expected_prompt
 
 
-def test_anthropic_messages_pt():
-    # Test case: No messages (filtered system messages only)
-    litellm.modify_params = True
-    messages = []
-    expected_messages = [{"role": "user", "content": [{"type": "text", "text": "."}]}]
-    assert (
-        anthropic_messages_pt(
-            messages, model="claude-3-sonnet-20240229", llm_provider="anthropic"
-        )
-        == expected_messages
-    )
-
-    # Test case: No messages (filtered system messages only) when modify_params is False should raise error
-    litellm.modify_params = False
-    messages = []
-    with pytest.raises(Exception) as err:
-        anthropic_messages_pt(
-            messages, model="claude-3-sonnet-20240229", llm_provider="anthropic"
-        )
-    assert "Invalid first message" in str(err.value)
-
-
 def test_anthropic_messages_nested_pt():
     from litellm.types.llms.anthropic import (
         AnthopicMessagesAssistantMessageParam,
@@ -223,7 +201,7 @@ def test_convert_url_to_img():
     ],
 )
 def test_base64_image_input(url, expected_media_type):
-    response = convert_to_anthropic_image_obj(openai_image_url=url)
+    response = convert_to_anthropic_image_obj(openai_image_url=url, format=None)
 
     assert response["media_type"] == expected_media_type
 
@@ -704,9 +682,9 @@ def test_convert_generic_image_chunk_to_openai_image_obj():
     )
 
     url = "https://i.pinimg.com/736x/b4/b1/be/b4b1becad04d03a9071db2817fc9fe77.jpg"
-    image_obj = convert_to_anthropic_image_obj(url)
+    image_obj = convert_to_anthropic_image_obj(url, format=None)
     url_str = convert_generic_image_chunk_to_openai_image_obj(image_obj)
-    image_obj = convert_to_anthropic_image_obj(url_str)
+    image_obj = convert_to_anthropic_image_obj(url_str, format=None)
     print(image_obj)
 
 
diff --git a/tests/llm_translation/test_vertex.py b/tests/llm_translation/test_vertex.py
index db867e5202..da6fd4e285 100644
--- a/tests/llm_translation/test_vertex.py
+++ b/tests/llm_translation/test_vertex.py
@@ -108,6 +108,7 @@ def test_build_vertex_schema():
 
     schema = {
         "type": "object",
+        "$id": "my-special-id",
         "properties": {
             "recipes": {
                 "type": "array",
@@ -126,6 +127,7 @@ def test_build_vertex_schema():
     assert new_schema["type"] == schema["type"]
     assert new_schema["properties"] == schema["properties"]
     assert "required" in new_schema and new_schema["required"] == schema["required"]
+    assert "$id" not in new_schema
 
 
 @pytest.mark.parametrize(
@@ -1139,6 +1141,12 @@ def test_process_gemini_image():
         mime_type="image/png", file_uri="gs://bucket/image.png"
     )
 
+    # Test gs url with format specified
+    gcs_result = _process_gemini_image("gs://bucket/image", format="image/jpeg")
+    assert gcs_result["file_data"] == FileDataType(
+        mime_type="image/jpeg", file_uri="gs://bucket/image"
+    )
+
     # Test HTTPS JPG URL
     https_result = _process_gemini_image("https://example.com/image.jpg")
     print("https_result JPG", https_result)
diff --git a/tests/local_testing/test_amazing_vertex_completion.py b/tests/local_testing/test_amazing_vertex_completion.py
index d59df956be..c82cfa6a91 100644
--- a/tests/local_testing/test_amazing_vertex_completion.py
+++ b/tests/local_testing/test_amazing_vertex_completion.py
@@ -3284,3 +3284,47 @@ def test_vertex_anthropic_completion():
         assert response.choices[0].message.thinking_blocks is not None
         assert isinstance(response.choices[0].message.thinking_blocks, list)
         assert len(response.choices[0].message.thinking_blocks) > 0
+
+
+def test_signed_s3_url_with_format():
+    from litellm import completion
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler
+
+    client = HTTPHandler()
+
+    load_vertex_ai_credentials()
+
+    args = {
+        "model": "vertex_ai/gemini-2.0-flash-001",
+        "messages": [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": "https://litellm-logo-aws-marketplace.s3.us-west-2.amazonaws.com/berriai-logo-github.png?response-content-disposition=inline&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Security-Token=IQoJb3JpZ2luX2VjENj%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJGMEQCIHlAy6QneghdEo4Dp4rw%2BHhdInKX4MU3T0hZT1qV3AD%2FAiBGY%2FtfxmBJkj%2BK6%2FxAgek6L3tpOcq6su1mBrj87El%2FCirLAwghEAEaDDg4ODYwMjIyMzQyOCIMzds7lsxAFHHCRHmkKqgDgnsJBaEmmwXBWqzyMMe3BUKsCqfvrYupFGxBREP%2BaEz%2ByLSKiTM3xWzaRz6vrP9T4HSJ97B9wQ3dhUBT22XzdOFsaq49wZapwy9hoPNrMyZ77DIa0MlEbg0uudGOaMAw4NbVEqoERQuZmIMMbNHCeoJsZxKCttRZlTDzU%2FeNNy96ltb%2FuIkX5b3OOYdUaKj%2FUjmPz%2FEufY%2Bn%2FFHawunSYXJwL4pYuBF1IKRtPjqamaYscH%2FrzD7fubGUMqk6hvyGEo%2BLqnVyruQEmVFqAnXyWlpHGqeWazEC7xcsC2lhLO%2FKUouyVML%2FxyYtL4CuKp52qtLWWauAFGnyBZnCHtSL58KLaMTSh7inhoFFIKDN2hymrJ4D9%2Bxv%2FMOzefH5X%2B0pcdJUwyxcwgL3myggRmIYq1L6IL4I%2F54BIU%2FMctJcRXQ8NhQNP2PsaCsXYHHVMXRZxps9v8t9Ciorb0PAaLr0DIGVgEqejSjwbzNTctQf59Rj0GhZ0A6A3nFaq3nL4UvO51aPP6aelN6RnLwHh8fF80iPWII7Oj9PWn9bkON%2F7%2B5k42oPFR0KDTD0yaO%2BBjrlAouRvkyHZnCuLuJdEeqc8%2Fwm4W8SbMiYDzIEPPe2wFR2sH4%2FDlnJRqia9Or00d4N%2BOefBkPv%2Bcdt68r%2FwjeWOrulczzLGjJE%2FGw1Lb9dtGtmupGm2XKOW3geJwXkk1qcr7u5zwy6DNamLJbitB026JFKorRnPajhe5axEDv%2BRu6l1f0eailIrCwZ2iytA94Ni8LTha2GbZvX7fFHcmtyNlgJPpMcELdkOEGTCNBldGck5MFHG27xrVrlR%2F7HZIkKYlImNmsOIjuK7acDiangvVdB6GlmVbzNUKtJ7YJhS2ivwvdDIf8XuaFAkhjRNpewDl0GzPvojK%2BDTizZydyJL%2B20pVkSXptyPwrrHEeiOFWwhszW2iTZij4rlRAoZW6NEdfkWsXrGMbxJTZa3E5URejJbg%2B4QgGtjLrgJhRC1pJGP02GX7VMxVWZzomfC2Hn7WaF44wgcuqjE4HGJfpA2ZLBxde52g%3D%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=ASIA45ZGR4NCKIUOODV3%2F20250305%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20250305T235823Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=71a900a9467eaf3811553500aaf509a10a9e743a8133cfb6a78dcbcbc6da4a05",
+                            "format": "image/jpeg",
+                        },
+                    },
+                    {"type": "text", "text": "Describe this image"},
+                ],
+            }
+        ],
+    }
+    with patch.object(client, "post", new=MagicMock()) as mock_client:
+        try:
+            response = completion(**args, client=client)
+            print(response)
+        except Exception as e:
+            print(e)
+
+        print(mock_client.call_args.kwargs)
+
+        mock_client.assert_called()
+
+        print(mock_client.call_args.kwargs)
+
+        json_str = json.dumps(mock_client.call_args.kwargs["json"])
+        assert "image/jpeg" in json_str
+        assert "image/png" not in json_str
diff --git a/tests/local_testing/test_caching.py b/tests/local_testing/test_caching.py
index b384cead53..df2afdc167 100644
--- a/tests/local_testing/test_caching.py
+++ b/tests/local_testing/test_caching.py
@@ -2561,3 +2561,30 @@ def test_redis_caching_multiple_namespaces():
 
     # request 4 without a namespace should not be cached under the same key as request 3
     assert response_4.id != response_3.id
+
+
+def test_caching_with_reasoning_content():
+    """
+    Test that reasoning content is cached
+    """
+
+    import uuid
+
+    messages = [{"role": "user", "content": f"what is litellm? {uuid.uuid4()}"}]
+    litellm.cache = Cache()
+
+    response_1 = completion(
+        model="anthropic/claude-3-7-sonnet-latest",
+        messages=messages,
+        thinking={"type": "enabled", "budget_tokens": 1024},
+    )
+
+    response_2 = completion(
+        model="anthropic/claude-3-7-sonnet-latest",
+        messages=messages,
+        thinking={"type": "enabled", "budget_tokens": 1024},
+    )
+
+    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
diff --git a/tests/local_testing/test_completion.py b/tests/local_testing/test_completion.py
index b19232ed67..a0a6af281d 100644
--- a/tests/local_testing/test_completion.py
+++ b/tests/local_testing/test_completion.py
@@ -4830,3 +4830,14 @@ def test_completion_gpt_4o_empty_str():
             messages=[{"role": "user", "content": ""}],
         )
         assert resp.choices[0].message.content is not None
+
+
+def test_completion_openrouter_reasoning_content():
+    litellm._turn_on_debug()
+    resp = litellm.completion(
+        model="openrouter/anthropic/claude-3.7-sonnet",
+        messages=[{"role": "user", "content": "Hello world"}],
+        reasoning={"effort": "high"},
+    )
+    print(resp)
+    assert resp.choices[0].message.reasoning_content is not None
diff --git a/tests/local_testing/test_completion_cost.py b/tests/local_testing/test_completion_cost.py
index 77d49961bd..eb7f4ea537 100644
--- a/tests/local_testing/test_completion_cost.py
+++ b/tests/local_testing/test_completion_cost.py
@@ -1410,7 +1410,9 @@ def test_cost_azure_openai_prompt_caching():
     print("_expected_cost2", _expected_cost2)
     print("cost_2", cost_2)
 
-    assert cost_2 == _expected_cost2
+    assert (
+        abs(cost_2 - _expected_cost2) < 1e-5
+    )  # Allow for small floating-point differences
 
 
 def test_completion_cost_vertex_llama3():
@@ -2958,3 +2960,70 @@ def test_json_valid_model_cost_map():
         json.loads(json_str)
     except json.JSONDecodeError as e:
         assert False, f"Invalid JSON format: {str(e)}"
+
+
+def test_batch_cost_calculator():
+
+    args = {
+        "completion_response": {
+            "choices": [
+                {
+                    "content_filter_results": {
+                        "hate": {"filtered": False, "severity": "safe"},
+                        "protected_material_code": {
+                            "filtered": False,
+                            "detected": False,
+                        },
+                        "protected_material_text": {
+                            "filtered": False,
+                            "detected": False,
+                        },
+                        "self_harm": {"filtered": False, "severity": "safe"},
+                        "sexual": {"filtered": False, "severity": "safe"},
+                        "violence": {"filtered": False, "severity": "safe"},
+                    },
+                    "finish_reason": "stop",
+                    "index": 0,
+                    "logprobs": None,
+                    "message": {
+                        "content": 'As of my last update in October 2023, there are eight recognized planets in the solar system. They are:\n\n1. **Mercury** - The closest planet to the Sun, known for its extreme temperature fluctuations.\n2. **Venus** - Similar in size to Earth but with a thick atmosphere rich in carbon dioxide, leading to a greenhouse effect that makes it the hottest planet.\n3. **Earth** - The only planet known to support life, with a diverse environment and liquid water.\n4. **Mars** - Known as the Red Planet, it has the largest volcano and canyon in the solar system and features signs of past water.\n5. **Jupiter** - The largest planet in the solar system, known for its Great Red Spot and numerous moons.\n6. **Saturn** - Famous for its stunning rings, it is a gas giant also known for its extensive moon system.\n7. **Uranus** - An ice giant with a unique tilt, it rotates on its side and has a blue color due to methane in its atmosphere.\n8. **Neptune** - Another ice giant, known for its deep blue color and strong winds, it is the farthest planet from the Sun.\n\nPluto was previously classified as the ninth planet but was reclassified as a "dwarf planet" in 2006 by the International Astronomical Union.',
+                        "refusal": None,
+                        "role": "assistant",
+                    },
+                }
+            ],
+            "created": 1741135408,
+            "id": "chatcmpl-B7X96teepFM4ILP7cm4Ga62eRuV8p",
+            "model": "gpt-4o-mini-2024-07-18",
+            "object": "chat.completion",
+            "prompt_filter_results": [
+                {
+                    "prompt_index": 0,
+                    "content_filter_results": {
+                        "hate": {"filtered": False, "severity": "safe"},
+                        "jailbreak": {"filtered": False, "detected": False},
+                        "self_harm": {"filtered": False, "severity": "safe"},
+                        "sexual": {"filtered": False, "severity": "safe"},
+                        "violence": {"filtered": False, "severity": "safe"},
+                    },
+                }
+            ],
+            "system_fingerprint": "fp_b705f0c291",
+            "usage": {
+                "completion_tokens": 278,
+                "completion_tokens_details": {
+                    "accepted_prediction_tokens": 0,
+                    "audio_tokens": 0,
+                    "reasoning_tokens": 0,
+                    "rejected_prediction_tokens": 0,
+                },
+                "prompt_tokens": 20,
+                "prompt_tokens_details": {"audio_tokens": 0, "cached_tokens": 0},
+                "total_tokens": 298,
+            },
+        },
+        "model": None,
+    }
+
+    cost = completion_cost(**args)
+    assert cost > 0
diff --git a/tests/local_testing/test_function_calling.py b/tests/local_testing/test_function_calling.py
index 3f41db7568..6e71c102cc 100644
--- a/tests/local_testing/test_function_calling.py
+++ b/tests/local_testing/test_function_calling.py
@@ -257,6 +257,8 @@ def test_aaparallel_function_call_with_anthropic_thinking(model):
                 thinking={"type": "enabled", "budget_tokens": 1024},
             )  # get a new response from the model where it can see the function response
             print("second response\n", second_response)
+
+            ## THIRD RESPONSE
     except litellm.InternalServerError as e:
         print(e)
     except litellm.RateLimitError as e:
diff --git a/tests/local_testing/test_get_model_info.py b/tests/local_testing/test_get_model_info.py
index c40ac41be2..24b6b5195e 100644
--- a/tests/local_testing/test_get_model_info.py
+++ b/tests/local_testing/test_get_model_info.py
@@ -333,6 +333,8 @@ def test_get_model_info_bedrock_models():
             base_model = BedrockModelInfo.get_base_model(k)
             base_model_info = litellm.model_cost[base_model]
             for base_model_key, base_model_value in base_model_info.items():
+                if "invoke/" in k:
+                    continue
                 if base_model_key.startswith("supports_"):
                     assert (
                         base_model_key in v
diff --git a/tests/local_testing/test_least_busy_routing.py b/tests/local_testing/test_least_busy_routing.py
index c9c6eb6093..cf69f596d9 100644
--- a/tests/local_testing/test_least_busy_routing.py
+++ b/tests/local_testing/test_least_busy_routing.py
@@ -119,7 +119,7 @@ async def test_router_get_available_deployments(async_test):
     if async_test is True:
         await router.cache.async_set_cache(key=cache_key, value=request_count_dict)
         deployment = await router.async_get_available_deployment(
-            model=model_group, messages=None
+            model=model_group, messages=None, request_kwargs={}
         )
     else:
         router.cache.set_cache(key=cache_key, value=request_count_dict)
diff --git a/tests/local_testing/test_ollama.py b/tests/local_testing/test_ollama.py
index 81cd331263..09c50315e0 100644
--- a/tests/local_testing/test_ollama.py
+++ b/tests/local_testing/test_ollama.py
@@ -1,4 +1,5 @@
 import asyncio
+import json
 import os
 import sys
 import traceback
@@ -76,6 +77,45 @@ def test_ollama_json_mode():
 # test_ollama_json_mode()
 
 
+def test_ollama_vision_model():
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler
+
+    client = HTTPHandler()
+    from unittest.mock import patch
+
+    with patch.object(client, "post") as mock_post:
+        try:
+            litellm.completion(
+                model="ollama/llama3.2-vision:11b",
+                messages=[
+                    {
+                        "role": "user",
+                        "content": [
+                            {"type": "text", "text": "Whats in this image?"},
+                            {
+                                "type": "image_url",
+                                "image_url": {
+                                    "url": "https://dummyimage.com/100/100/fff&text=Test+image"
+                                },
+                            },
+                        ],
+                    }
+                ],
+                client=client,
+            )
+        except Exception as e:
+            print(e)
+        mock_post.assert_called()
+
+        print(mock_post.call_args.kwargs)
+
+        json_data = json.loads(mock_post.call_args.kwargs["data"])
+        assert json_data["model"] == "llama3.2-vision:11b"
+        assert "images" in json_data
+        assert "prompt" in json_data
+        assert json_data["prompt"].startswith("### User:\n")
+
+
 mock_ollama_embedding_response = EmbeddingResponse(model="ollama/nomic-embed-text")
 
 
diff --git a/tests/local_testing/test_pass_through_endpoints.py b/tests/local_testing/test_pass_through_endpoints.py
index 7e9dfcfc79..0215e295be 100644
--- a/tests/local_testing/test_pass_through_endpoints.py
+++ b/tests/local_testing/test_pass_through_endpoints.py
@@ -329,57 +329,3 @@ async def test_aaapass_through_endpoint_pass_through_keys_langfuse(
         setattr(
             litellm.proxy.proxy_server, "proxy_logging_obj", original_proxy_logging_obj
         )
-
-
-@pytest.mark.asyncio
-async def test_pass_through_endpoint_anthropic(client):
-    import litellm
-    from litellm import Router
-    from litellm.adapters.anthropic_adapter import anthropic_adapter
-
-    router = Router(
-        model_list=[
-            {
-                "model_name": "gpt-3.5-turbo",
-                "litellm_params": {
-                    "model": "gpt-3.5-turbo",
-                    "api_key": os.getenv("OPENAI_API_KEY"),
-                    "mock_response": "Hey, how's it going?",
-                },
-            }
-        ]
-    )
-
-    setattr(litellm.proxy.proxy_server, "llm_router", router)
-
-    # Define a pass-through endpoint
-    pass_through_endpoints = [
-        {
-            "path": "/v1/test-messages",
-            "target": anthropic_adapter,
-            "headers": {"litellm_user_api_key": "my-test-header"},
-        }
-    ]
-
-    # Initialize the pass-through endpoint
-    await initialize_pass_through_endpoints(pass_through_endpoints)
-    general_settings: Optional[dict] = (
-        getattr(litellm.proxy.proxy_server, "general_settings", {}) or {}
-    )
-    general_settings.update({"pass_through_endpoints": pass_through_endpoints})
-    setattr(litellm.proxy.proxy_server, "general_settings", general_settings)
-
-    _json_data = {
-        "model": "gpt-3.5-turbo",
-        "messages": [{"role": "user", "content": "Who are you?"}],
-    }
-
-    # Make a request to the pass-through endpoint
-    response = client.post(
-        "/v1/test-messages", json=_json_data, headers={"my-test-header": "my-test-key"}
-    )
-
-    print("JSON response: ", _json_data)
-
-    # Assert the response
-    assert response.status_code == 200
diff --git a/tests/local_testing/test_router.py b/tests/local_testing/test_router.py
index 698f779b78..4deb589439 100644
--- a/tests/local_testing/test_router.py
+++ b/tests/local_testing/test_router.py
@@ -219,6 +219,38 @@ def test_router_azure_ai_client_init():
     assert not isinstance(_client, AsyncAzureOpenAI)
 
 
+def test_router_azure_ad_token_provider():
+    _deployment = {
+        "model_name": "gpt-4o_2024-05-13",
+        "litellm_params": {
+            "model": "azure/gpt-4o_2024-05-13",
+            "api_base": "my-fake-route",
+            "api_version": "2024-08-01-preview",
+        },
+        "model_info": {"id": "1234"},
+    }
+    for azure_cred in ["DefaultAzureCredential", "AzureCliCredential"]:
+        os.environ["AZURE_CREDENTIAL"] = azure_cred
+        litellm.enable_azure_ad_token_refresh = True
+        router = Router(model_list=[_deployment])
+
+        _client = router._get_client(
+            deployment=_deployment,
+            client_type="async",
+            kwargs={"stream": False},
+        )
+        print(_client)
+        import azure.identity as identity
+        from openai import AsyncAzureOpenAI, AsyncOpenAI
+
+        assert isinstance(_client, AsyncOpenAI)
+        assert isinstance(_client, AsyncAzureOpenAI)
+        assert _client._azure_ad_token_provider is not None
+        assert isinstance(_client._azure_ad_token_provider.__closure__, tuple)
+        assert isinstance(_client._azure_ad_token_provider.__closure__[0].cell_contents._credential,
+                        getattr(identity, os.environ["AZURE_CREDENTIAL"]))
+
+
 def test_router_sensitive_keys():
     try:
         router = Router(
@@ -2777,3 +2809,46 @@ def test_router_get_model_list_from_model_alias():
         model_name="gpt-3.5-turbo"
     )
     assert len(model_alias_list) == 0
+
+
+def test_router_dynamic_credentials():
+    """
+    Assert model id for dynamic api key 1 != model id for dynamic api key 2
+    """
+    original_model_id = "123"
+    original_api_key = "my-bad-key"
+    router = Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",
+                "litellm_params": {
+                    "model": "openai/gpt-3.5-turbo",
+                    "api_key": original_api_key,
+                    "mock_response": "fake_response",
+                },
+                "model_info": {"id": original_model_id},
+            }
+        ]
+    )
+
+    deployment = router.get_deployment(model_id=original_model_id)
+    assert deployment is not None
+    assert deployment.litellm_params.api_key == original_api_key
+
+    response = router.completion(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "user", "content": "hi"}],
+        api_key="my-bad-key-2",
+    )
+
+    response_2 = router.completion(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "user", "content": "hi"}],
+        api_key="my-bad-key-3",
+    )
+
+    assert response_2._hidden_params["model_id"] != response._hidden_params["model_id"]
+
+    deployment = router.get_deployment(model_id=original_model_id)
+    assert deployment is not None
+    assert deployment.litellm_params.api_key == original_api_key
diff --git a/tests/local_testing/test_router_caching.py b/tests/local_testing/test_router_caching.py
index 88e9111bfd..53a79b9434 100644
--- a/tests/local_testing/test_router_caching.py
+++ b/tests/local_testing/test_router_caching.py
@@ -5,6 +5,7 @@ import os
 import sys
 import time
 import traceback
+from unittest.mock import patch
 
 import pytest
 
@@ -13,6 +14,8 @@ sys.path.insert(
 )  # Adds the parent directory to the system path
 import litellm
 from litellm import Router
+from litellm.caching import RedisCache, RedisClusterCache
+
 
 ## Scenarios
 ## 1. 2 models - openai + azure - 1 model group "gpt-3.5-turbo",
@@ -322,3 +325,36 @@ async def test_acompletion_caching_on_router_caching_groups():
     except Exception as e:
         traceback.print_exc()
         pytest.fail(f"Error occurred: {e}")
+
+
+@pytest.mark.parametrize(
+    "startup_nodes, expected_cache_type",
+    [
+        pytest.param(
+            [dict(host="node1.localhost", port=6379)],
+            RedisClusterCache,
+            id="Expects a RedisClusterCache instance when startup_nodes provided",
+        ),
+        pytest.param(
+            None,
+            RedisCache,
+            id="Expects a RedisCache instance when there is no startup nodes",
+        ),
+    ],
+)
+def test_create_correct_redis_cache_instance(
+    startup_nodes: list[dict] | None,
+    expected_cache_type: type[RedisClusterCache | RedisCache],
+):
+    cache_config = dict(
+        host="mockhost",
+        port=6379,
+        password="mock-password",
+        startup_nodes=startup_nodes,
+    )
+
+    def _mock_redis_cache_init(*args, **kwargs): ...
+
+    with patch.object(RedisCache, "__init__", _mock_redis_cache_init):
+        redis_cache = Router._create_redis_cache(cache_config)
+        assert isinstance(redis_cache, expected_cache_type)
diff --git a/tests/local_testing/test_router_cooldowns.py b/tests/local_testing/test_router_cooldowns.py
index 38d4133afd..80ceb33c01 100644
--- a/tests/local_testing/test_router_cooldowns.py
+++ b/tests/local_testing/test_router_cooldowns.py
@@ -692,3 +692,50 @@ def test_router_fallbacks_with_cooldowns_and_model_id():
         model="gpt-3.5-turbo",
         messages=[{"role": "user", "content": "hi"}],
     )
+
+
+@pytest.mark.asyncio()
+async def test_router_fallbacks_with_cooldowns_and_dynamic_credentials():
+    """
+    Ensure cooldown on credential 1 does not affect credential 2
+    """
+    from litellm.router_utils.cooldown_handlers import _async_get_cooldown_deployments
+
+    litellm._turn_on_debug()
+    router = Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",
+                "litellm_params": {"model": "gpt-3.5-turbo", "rpm": 1},
+                "model_info": {
+                    "id": "123",
+                },
+            }
+        ]
+    )
+
+    ## trigger ratelimit
+    try:
+        await router.acompletion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "hi"}],
+            api_key="my-bad-key-1",
+            mock_response="litellm.RateLimitError",
+        )
+        pytest.fail("Expected RateLimitError")
+    except litellm.RateLimitError:
+        pass
+
+    await asyncio.sleep(1)
+
+    cooldown_list = await _async_get_cooldown_deployments(
+        litellm_router_instance=router, parent_otel_span=None
+    )
+    print("cooldown_list: ", cooldown_list)
+    assert len(cooldown_list) == 1
+
+    await router.acompletion(
+        model="gpt-3.5-turbo",
+        api_key=os.getenv("OPENAI_API_KEY"),
+        messages=[{"role": "user", "content": "hi"}],
+    )
diff --git a/tests/local_testing/test_router_get_deployments.py b/tests/local_testing/test_router_get_deployments.py
index d57ef0b81d..efbb5d16e7 100644
--- a/tests/local_testing/test_router_get_deployments.py
+++ b/tests/local_testing/test_router_get_deployments.py
@@ -569,7 +569,7 @@ async def test_weighted_selection_router_async(rpm_list, tpm_list):
         # call get_available_deployment 1k times, it should pick azure/chatgpt-v-2 about 90% of the time
         for _ in range(1000):
             selected_model = await router.async_get_available_deployment(
-                "gpt-3.5-turbo"
+                "gpt-3.5-turbo", request_kwargs={}
             )
             selected_model_id = selected_model["litellm_params"]["model"]
             selected_model_name = selected_model_id
diff --git a/tests/local_testing/test_router_tag_routing.py b/tests/local_testing/test_router_tag_routing.py
index 47f2a0a8f9..4e30e1d8b6 100644
--- a/tests/local_testing/test_router_tag_routing.py
+++ b/tests/local_testing/test_router_tag_routing.py
@@ -26,11 +26,6 @@ import litellm
 from litellm import Router
 from litellm._logging import verbose_logger
 
-verbose_logger.setLevel(logging.DEBUG)
-
-
-load_dotenv()
-
 
 @pytest.mark.asyncio()
 async def test_router_free_paid_tier():
@@ -93,6 +88,69 @@ async def test_router_free_paid_tier():
         assert response_extra_info["model_id"] == "very-expensive-model"
 
 
+@pytest.mark.asyncio()
+async def test_router_free_paid_tier_embeddings():
+    """
+    Pass list of orgs in 1 model definition,
+    expect a unique deployment for each to be created
+    """
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-4",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_base": "https://exampleopenaiendpoint-production.up.railway.app/",
+                    "tags": ["free"],
+                    "mock_response": ["1", "2", "3"],
+                },
+                "model_info": {"id": "very-cheap-model"},
+            },
+            {
+                "model_name": "gpt-4",
+                "litellm_params": {
+                    "model": "gpt-4o-mini",
+                    "api_base": "https://exampleopenaiendpoint-production.up.railway.app/",
+                    "tags": ["paid"],
+                    "mock_response": ["1", "2", "3"],
+                },
+                "model_info": {"id": "very-expensive-model"},
+            },
+        ],
+        enable_tag_filtering=True,
+    )
+
+    for _ in range(1):
+        # this should pick model with id == very-cheap-model
+        response = await router.aembedding(
+            model="gpt-4",
+            input="Tell me a joke.",
+            metadata={"tags": ["free"]},
+        )
+
+        print("Response: ", response)
+
+        response_extra_info = response._hidden_params
+        print("response_extra_info: ", response_extra_info)
+
+        assert response_extra_info["model_id"] == "very-cheap-model"
+
+    for _ in range(5):
+        # this should pick model with id == very-cheap-model
+        response = await router.aembedding(
+            model="gpt-4",
+            input="Tell me a joke.",
+            metadata={"tags": ["paid"]},
+        )
+
+        print("Response: ", response)
+
+        response_extra_info = response._hidden_params
+        print("response_extra_info: ", response_extra_info)
+
+        assert response_extra_info["model_id"] == "very-expensive-model"
+
+
 @pytest.mark.asyncio()
 async def test_default_tagged_deployments():
     """
diff --git a/tests/local_testing/test_router_utils.py b/tests/local_testing/test_router_utils.py
index d0afc440d9..ab8293ad29 100644
--- a/tests/local_testing/test_router_utils.py
+++ b/tests/local_testing/test_router_utils.py
@@ -392,3 +392,25 @@ def test_router_redis_cache():
     router._update_redis_cache(cache=redis_cache)
 
     assert router.cache.redis_cache == redis_cache
+
+
+def test_router_handle_clientside_credential():
+    deployment = {
+        "model_name": "gemini/*",
+        "litellm_params": {"model": "gemini/*"},
+        "model_info": {
+            "id": "1",
+        },
+    }
+    router = Router(model_list=[deployment])
+
+    new_deployment = router._handle_clientside_credential(
+        deployment=deployment,
+        kwargs={
+            "api_key": "123",
+            "metadata": {"model_group": "gemini/gemini-1.5-flash"},
+        },
+    )
+
+    assert new_deployment.litellm_params.api_key == "123"
+    assert len(router.get_model_list()) == 2
diff --git a/tests/local_testing/test_streaming.py b/tests/local_testing/test_streaming.py
index f438fdc5c0..90fe334a65 100644
--- a/tests/local_testing/test_streaming.py
+++ b/tests/local_testing/test_streaming.py
@@ -4069,7 +4069,8 @@ def test_mock_response_iterator_tool_use():
     "model",
     [
         # "deepseek/deepseek-reasoner",
-        "anthropic/claude-3-7-sonnet-20250219",
+        # "anthropic/claude-3-7-sonnet-20250219",
+        "openrouter/anthropic/claude-3.7-sonnet",
     ],
 )
 def test_reasoning_content_completion(model):
@@ -4080,7 +4081,9 @@ def test_reasoning_content_completion(model):
             model=model,
             messages=[{"role": "user", "content": "Tell me a joke."}],
             stream=True,
-            thinking={"type": "enabled", "budget_tokens": 1024},
+            # thinking={"type": "enabled", "budget_tokens": 1024},
+            reasoning={"effort": "high"},
+            drop_params=True,
         )
 
         reasoning_content_exists = False
diff --git a/tests/local_testing/test_tpm_rpm_routing_v2.py b/tests/local_testing/test_tpm_rpm_routing_v2.py
index 879e8ee5dd..a7073b4acd 100644
--- a/tests/local_testing/test_tpm_rpm_routing_v2.py
+++ b/tests/local_testing/test_tpm_rpm_routing_v2.py
@@ -377,6 +377,7 @@ async def test_multiple_potential_deployments(sync_mode):
             deployment = await router.async_get_available_deployment(
                 model="azure-model",
                 messages=[{"role": "user", "content": "Hey, how's it going?"}],
+                request_kwargs={},
             )
 
         ## get id ##
diff --git a/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json b/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
index 08c6b45183..a4c0f3f58b 100644
--- a/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
+++ b/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
@@ -9,7 +9,7 @@
     "model": "gpt-4o",
     "user": "",
     "team_id": "",
-    "metadata": "{\"applied_guardrails\": [], \"additional_usage_values\": {\"completion_tokens_details\": null, \"prompt_tokens_details\": null}}",
+    "metadata": "{\"applied_guardrails\": [], \"batch_models\": null, \"additional_usage_values\": {\"completion_tokens_details\": null, \"prompt_tokens_details\": null}}",
     "cache_key": "Cache OFF",
     "spend": 0.00022500000000000002,
     "total_tokens": 30,
diff --git a/tests/openai_misc_endpoints_tests/test_openai_batches_endpoint.py b/tests/openai_misc_endpoints_tests/test_openai_batches_endpoint.py
index d5170d5b24..3b6527a11b 100644
--- a/tests/openai_misc_endpoints_tests/test_openai_batches_endpoint.py
+++ b/tests/openai_misc_endpoints_tests/test_openai_batches_endpoint.py
@@ -92,17 +92,25 @@ def create_batch_oai_sdk(filepath: str, custom_llm_provider: str) -> str:
 
 
 def await_batch_completion(batch_id: str, custom_llm_provider: str):
-    while True:
+    max_tries = 3
+    tries = 0
+
+    while tries < max_tries:
         batch = client.batches.retrieve(
             batch_id, extra_body={"custom_llm_provider": custom_llm_provider}
         )
         if batch.status == "completed":
             print(f"Batch {batch_id} completed.")
-            return
+            return batch.id
 
-        print("waiting for batch to complete...")
+        tries += 1
+        print(f"waiting for batch to complete... (attempt {tries}/{max_tries})")
         time.sleep(10)
 
+    print(
+        f"Reached maximum number of attempts ({max_tries}). Batch may still be processing."
+    )
+
 
 def write_content_to_file(
     batch_id: str, output_path: str, custom_llm_provider: str
@@ -165,9 +173,11 @@ def test_e2e_batches_files(custom_llm_provider):
         # azure takes very long to complete a batch
         return
     else:
-        await_batch_completion(
+        response_batch_id = await_batch_completion(
             batch_id=batch_id, custom_llm_provider=custom_llm_provider
         )
+        if response_batch_id is None:
+            return
 
     write_content_to_file(
         batch_id=batch_id,
diff --git a/tests/pass_through_tests/base_anthropic_messages_test.py b/tests/pass_through_tests/base_anthropic_messages_test.py
new file mode 100644
index 0000000000..aed267ac8a
--- /dev/null
+++ b/tests/pass_through_tests/base_anthropic_messages_test.py
@@ -0,0 +1,145 @@
+from abc import ABC, abstractmethod
+
+import anthropic
+import pytest
+
+
+class BaseAnthropicMessagesTest(ABC):
+    """
+    Abstract base test class that enforces a common test across all test classes.
+    """
+
+    @abstractmethod
+    def get_client(self):
+        return anthropic.Anthropic()
+
+    def test_anthropic_basic_completion(self):
+        print("making basic completion request to anthropic passthrough")
+        client = self.get_client()
+        response = client.messages.create(
+            model="claude-3-5-sonnet-20241022",
+            max_tokens=1024,
+            messages=[{"role": "user", "content": "Say 'hello test' and nothing else"}],
+            extra_body={
+                "litellm_metadata": {
+                    "tags": ["test-tag-1", "test-tag-2"],
+                }
+            },
+        )
+        print(response)
+
+    def test_anthropic_streaming(self):
+        print("making streaming request to anthropic passthrough")
+        collected_output = []
+        client = self.get_client()
+        with client.messages.stream(
+            max_tokens=10,
+            messages=[
+                {"role": "user", "content": "Say 'hello stream test' and nothing else"}
+            ],
+            model="claude-3-5-sonnet-20241022",
+            extra_body={
+                "litellm_metadata": {
+                    "tags": ["test-tag-stream-1", "test-tag-stream-2"],
+                }
+            },
+        ) as stream:
+            for text in stream.text_stream:
+                collected_output.append(text)
+
+        full_response = "".join(collected_output)
+        print(full_response)
+
+    def test_anthropic_messages_with_thinking(self):
+        print("making request to anthropic passthrough with thinking")
+        client = self.get_client()
+        response = client.messages.create(
+            model="claude-3-7-sonnet-20250219",
+            max_tokens=20000,
+            thinking={"type": "enabled", "budget_tokens": 16000},
+            messages=[
+                {"role": "user", "content": "Just pinging with thinking enabled"}
+            ],
+        )
+
+        print(response)
+
+        # Verify the first content block is a thinking block
+        response_thinking = response.content[0].thinking
+        assert response_thinking is not None
+        assert len(response_thinking) > 0
+
+    def test_anthropic_streaming_with_thinking(self):
+        print("making streaming request to anthropic passthrough with thinking enabled")
+        collected_thinking = []
+        collected_response = []
+        client = self.get_client()
+        with client.messages.stream(
+            model="claude-3-7-sonnet-20250219",
+            max_tokens=20000,
+            thinking={"type": "enabled", "budget_tokens": 16000},
+            messages=[
+                {"role": "user", "content": "Just pinging with thinking enabled"}
+            ],
+        ) as stream:
+            for event in stream:
+                if event.type == "content_block_delta":
+                    if event.delta.type == "thinking_delta":
+                        collected_thinking.append(event.delta.thinking)
+                    elif event.delta.type == "text_delta":
+                        collected_response.append(event.delta.text)
+
+        full_thinking = "".join(collected_thinking)
+        full_response = "".join(collected_response)
+
+        print(
+            f"Thinking Response: {full_thinking[:100]}..."
+        )  # Print first 100 chars of thinking
+        print(f"Response: {full_response}")
+
+        # Verify we received thinking content
+        assert len(collected_thinking) > 0
+        assert len(full_thinking) > 0
+
+        # Verify we also received a response
+        assert len(collected_response) > 0
+        assert len(full_response) > 0
+
+    def test_bad_request_error_handling_streaming(self):
+        print("making request to anthropic passthrough with bad request")
+        try:
+            client = self.get_client()
+            response = client.messages.create(
+                model="claude-3-5-sonnet-20241022",
+                max_tokens=10,
+                stream=True,
+                messages=["hi"],
+            )
+            print(response)
+            assert pytest.fail("Expected BadRequestError")
+        except anthropic.BadRequestError as e:
+            print("Got BadRequestError from anthropic, e=", e)
+            print(e.__cause__)
+            print(e.status_code)
+            print(e.response)
+        except Exception as e:
+            pytest.fail(f"Got unexpected exception: {e}")
+
+    def test_bad_request_error_handling_non_streaming(self):
+        print("making request to anthropic passthrough with bad request")
+        try:
+            client = self.get_client()
+            response = client.messages.create(
+                model="claude-3-5-sonnet-20241022",
+                max_tokens=10,
+                messages=["hi"],
+            )
+            print(response)
+            assert pytest.fail("Expected BadRequestError")
+        except anthropic.BadRequestError as e:
+            print("Got BadRequestError from anthropic, e=", e)
+            print(e.__cause__)
+            print(e.status_code)
+            print(e.response)
+        except Exception as e:
+            pytest.fail(f"Got unexpected exception: {e}")
diff --git a/tests/pass_through_tests/test_anthropic_passthrough.py b/tests/pass_through_tests/test_anthropic_passthrough.py
index c9cb0e0e55..82fd2815ae 100644
--- a/tests/pass_through_tests/test_anthropic_passthrough.py
+++ b/tests/pass_through_tests/test_anthropic_passthrough.py
@@ -8,48 +8,6 @@ import aiohttp
 import asyncio
 import json
 
-client = anthropic.Anthropic(
-    base_url="http://0.0.0.0:4000/anthropic", api_key="sk-1234"
-)
-
-
-def test_anthropic_basic_completion():
-    print("making basic completion request to anthropic passthrough")
-    response = client.messages.create(
-        model="claude-3-5-sonnet-20241022",
-        max_tokens=1024,
-        messages=[{"role": "user", "content": "Say 'hello test' and nothing else"}],
-        extra_body={
-            "litellm_metadata": {
-                "tags": ["test-tag-1", "test-tag-2"],
-            }
-        },
-    )
-    print(response)
-
-
-def test_anthropic_streaming():
-    print("making streaming request to anthropic passthrough")
-    collected_output = []
-
-    with client.messages.stream(
-        max_tokens=10,
-        messages=[
-            {"role": "user", "content": "Say 'hello stream test' and nothing else"}
-        ],
-        model="claude-3-5-sonnet-20241022",
-        extra_body={
-            "litellm_metadata": {
-                "tags": ["test-tag-stream-1", "test-tag-stream-2"],
-            }
-        },
-    ) as stream:
-        for text in stream.text_stream:
-            collected_output.append(text)
-
-    full_response = "".join(collected_output)
-    print(full_response)
-
 
 @pytest.mark.asyncio
 async def test_anthropic_basic_completion_with_headers():
diff --git a/tests/pass_through_tests/test_anthropic_passthrough_basic.py b/tests/pass_through_tests/test_anthropic_passthrough_basic.py
new file mode 100644
index 0000000000..86d9381824
--- /dev/null
+++ b/tests/pass_through_tests/test_anthropic_passthrough_basic.py
@@ -0,0 +1,28 @@
+from base_anthropic_messages_test import BaseAnthropicMessagesTest
+import anthropic
+
+
+class TestAnthropicPassthroughBasic(BaseAnthropicMessagesTest):
+
+    def get_client(self):
+        return anthropic.Anthropic(
+            base_url="http://0.0.0.0:4000/anthropic",
+            api_key="sk-1234",
+        )
+
+
+class TestAnthropicMessagesEndpoint(BaseAnthropicMessagesTest):
+    def get_client(self):
+        return anthropic.Anthropic(
+            base_url="http://0.0.0.0:4000",
+            api_key="sk-1234",
+        )
+
+    def test_anthropic_messages_to_wildcard_model(self):
+        client = self.get_client()
+        response = client.messages.create(
+            model="anthropic/claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello, world!"}],
+            max_tokens=100,
+        )
+        print(response)
diff --git a/tests/pass_through_unit_tests/test_anthropic_messages_passthrough.py b/tests/pass_through_unit_tests/test_anthropic_messages_passthrough.py
new file mode 100644
index 0000000000..b5b3302acc
--- /dev/null
+++ b/tests/pass_through_unit_tests/test_anthropic_messages_passthrough.py
@@ -0,0 +1,487 @@
+import json
+import os
+import sys
+from datetime import datetime
+from typing import AsyncIterator, Dict, Any
+import asyncio
+import unittest.mock
+from unittest.mock import AsyncMock, MagicMock
+
+sys.path.insert(
+    0, os.path.abspath("../..")
+)  # Adds the parent directory to the system path
+import litellm
+import pytest
+from dotenv import load_dotenv
+from litellm.llms.anthropic.experimental_pass_through.messages.handler import (
+    anthropic_messages,
+)
+from typing import Optional
+from litellm.types.utils import StandardLoggingPayload
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from litellm.router import Router
+import importlib
+
+# Load environment variables
+load_dotenv()
+
+
+@pytest.fixture(scope="session")
+def event_loop():
+    """Create an instance of the default event loop for each test session."""
+    loop = asyncio.get_event_loop_policy().new_event_loop()
+    yield loop
+    loop.close()
+
+
+@pytest.fixture(scope="function", autouse=True)
+def setup_and_teardown(event_loop):  # Add event_loop as a dependency
+    curr_dir = os.getcwd()
+    sys.path.insert(0, os.path.abspath("../.."))
+
+    import litellm
+    from litellm import Router
+
+    importlib.reload(litellm)
+
+    # Set the event loop from the fixture
+    asyncio.set_event_loop(event_loop)
+
+    print(litellm)
+    yield
+
+    # Clean up any pending tasks
+    pending = asyncio.all_tasks(event_loop)
+    for task in pending:
+        task.cancel()
+
+    # Run the event loop until all tasks are cancelled
+    if pending:
+        event_loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True))
+
+
+def _validate_anthropic_response(response: Dict[str, Any]):
+    assert "id" in response
+    assert "content" in response
+    assert "model" in response
+    assert response["role"] == "assistant"
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_non_streaming():
+    """
+    Test the anthropic_messages with non-streaming request
+    """
+    # Get API key from environment
+    api_key = os.getenv("ANTHROPIC_API_KEY")
+    if not api_key:
+        pytest.skip("ANTHROPIC_API_KEY not found in environment")
+
+    # Set up test parameters
+    messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+
+    # Call the handler
+    response = await anthropic_messages(
+        messages=messages,
+        api_key=api_key,
+        model="claude-3-haiku-20240307",
+        max_tokens=100,
+    )
+
+    # Verify response
+    assert "id" in response
+    assert "content" in response
+    assert "model" in response
+    assert response["role"] == "assistant"
+
+    print(f"Non-streaming response: {json.dumps(response, indent=2)}")
+    return response
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_streaming():
+    """
+    Test the anthropic_messages with streaming request
+    """
+    # Get API key from environment
+    api_key = os.getenv("ANTHROPIC_API_KEY")
+    if not api_key:
+        pytest.skip("ANTHROPIC_API_KEY not found in environment")
+
+    # Set up test parameters
+    messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+
+    # Call the handler
+    async_httpx_client = AsyncHTTPHandler()
+    response = await anthropic_messages(
+        messages=messages,
+        api_key=api_key,
+        model="claude-3-haiku-20240307",
+        max_tokens=100,
+        stream=True,
+        client=async_httpx_client,
+    )
+
+    if isinstance(response, AsyncIterator):
+        async for chunk in response:
+            print("chunk=", chunk)
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_streaming_with_bad_request():
+    """
+    Test the anthropic_messages with streaming request
+    """
+    try:
+        response = await anthropic_messages(
+            messages=["hi"],
+            api_key=os.getenv("ANTHROPIC_API_KEY"),
+            model="claude-3-haiku-20240307",
+            max_tokens=100,
+            stream=True,
+        )
+        print(response)
+        async for chunk in response:
+            print("chunk=", chunk)
+    except Exception as e:
+        print("got exception", e)
+        print("vars", vars(e))
+        assert e.status_code == 400
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_router_streaming_with_bad_request():
+    """
+    Test the anthropic_messages with streaming request
+    """
+    try:
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "claude-special-alias",
+                    "litellm_params": {
+                        "model": "claude-3-haiku-20240307",
+                        "api_key": os.getenv("ANTHROPIC_API_KEY"),
+                    },
+                }
+            ]
+        )
+
+        response = await router.aanthropic_messages(
+            messages=["hi"],
+            model="claude-special-alias",
+            max_tokens=100,
+            stream=True,
+        )
+        print(response)
+        async for chunk in response:
+            print("chunk=", chunk)
+    except Exception as e:
+        print("got exception", e)
+        print("vars", vars(e))
+        assert e.status_code == 400
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_litellm_router_non_streaming():
+    """
+    Test the anthropic_messages with non-streaming request
+    """
+    litellm._turn_on_debug()
+    router = Router(
+        model_list=[
+            {
+                "model_name": "claude-special-alias",
+                "litellm_params": {
+                    "model": "claude-3-haiku-20240307",
+                    "api_key": os.getenv("ANTHROPIC_API_KEY"),
+                },
+            }
+        ]
+    )
+
+    # Set up test parameters
+    messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+
+    # Call the handler
+    response = await router.aanthropic_messages(
+        messages=messages,
+        model="claude-special-alias",
+        max_tokens=100,
+    )
+
+    # Verify response
+    assert "id" in response
+    assert "content" in response
+    assert "model" in response
+    assert response["role"] == "assistant"
+
+    print(f"Non-streaming response: {json.dumps(response, indent=2)}")
+    return response
+
+
+class TestCustomLogger(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.logged_standard_logging_payload: Optional[StandardLoggingPayload] = None
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        print("inside async_log_success_event")
+        self.logged_standard_logging_payload = kwargs.get("standard_logging_object")
+
+        pass
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_litellm_router_non_streaming_with_logging():
+    """
+    Test the anthropic_messages with non-streaming request
+
+    - Ensure Cost + Usage is tracked
+    """
+    test_custom_logger = TestCustomLogger()
+    litellm.callbacks = [test_custom_logger]
+    litellm._turn_on_debug()
+    router = Router(
+        model_list=[
+            {
+                "model_name": "claude-special-alias",
+                "litellm_params": {
+                    "model": "claude-3-haiku-20240307",
+                    "api_key": os.getenv("ANTHROPIC_API_KEY"),
+                },
+            }
+        ]
+    )
+
+    # Set up test parameters
+    messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+
+    # Call the handler
+    response = await router.aanthropic_messages(
+        messages=messages,
+        model="claude-special-alias",
+        max_tokens=100,
+    )
+
+    # Verify response
+    _validate_anthropic_response(response)
+
+    print(f"Non-streaming response: {json.dumps(response, indent=2)}")
+
+    await asyncio.sleep(1)
+    assert test_custom_logger.logged_standard_logging_payload["messages"] == messages
+    assert test_custom_logger.logged_standard_logging_payload["response"] is not None
+    assert (
+        test_custom_logger.logged_standard_logging_payload["model"]
+        == "claude-3-haiku-20240307"
+    )
+
+    # check logged usage + spend
+    assert test_custom_logger.logged_standard_logging_payload["response_cost"] > 0
+    assert (
+        test_custom_logger.logged_standard_logging_payload["prompt_tokens"]
+        == response["usage"]["input_tokens"]
+    )
+    assert (
+        test_custom_logger.logged_standard_logging_payload["completion_tokens"]
+        == response["usage"]["output_tokens"]
+    )
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_litellm_router_streaming_with_logging():
+    """
+    Test the anthropic_messages with streaming request
+
+    - Ensure Cost + Usage is tracked
+    """
+    test_custom_logger = TestCustomLogger()
+    litellm.callbacks = [test_custom_logger]
+    # litellm._turn_on_debug()
+    router = Router(
+        model_list=[
+            {
+                "model_name": "claude-special-alias",
+                "litellm_params": {
+                    "model": "claude-3-haiku-20240307",
+                    "api_key": os.getenv("ANTHROPIC_API_KEY"),
+                },
+            }
+        ]
+    )
+
+    # Set up test parameters
+    messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+
+    # Call the handler
+    response = await router.aanthropic_messages(
+        messages=messages,
+        model="claude-special-alias",
+        max_tokens=100,
+        stream=True,
+    )
+
+    response_prompt_tokens = 0
+    response_completion_tokens = 0
+    all_anthropic_usage_chunks = []
+
+    async for chunk in response:
+        # Decode chunk if it's bytes
+        print("chunk=", chunk)
+
+        # Handle SSE format chunks
+        if isinstance(chunk, bytes):
+            chunk_str = chunk.decode("utf-8")
+            # Extract the JSON data part from SSE format
+            for line in chunk_str.split("\n"):
+                if line.startswith("data: "):
+                    try:
+                        json_data = json.loads(line[6:])  # Skip the 'data: ' prefix
+                        print(
+                            "\n\nJSON data:",
+                            json.dumps(json_data, indent=4, default=str),
+                        )
+
+                        # Extract usage information
+                        if (
+                            json_data.get("type") == "message_start"
+                            and "message" in json_data
+                        ):
+                            if "usage" in json_data["message"]:
+                                usage = json_data["message"]["usage"]
+                                all_anthropic_usage_chunks.append(usage)
+                                print(
+                                    "USAGE BLOCK",
+                                    json.dumps(usage, indent=4, default=str),
+                                )
+                        elif "usage" in json_data:
+                            usage = json_data["usage"]
+                            all_anthropic_usage_chunks.append(usage)
+                            print(
+                                "USAGE BLOCK", json.dumps(usage, indent=4, default=str)
+                            )
+                    except json.JSONDecodeError:
+                        print(f"Failed to parse JSON from: {line[6:]}")
+        elif hasattr(chunk, "message"):
+            if chunk.message.usage:
+                print(
+                    "USAGE BLOCK",
+                    json.dumps(chunk.message.usage, indent=4, default=str),
+                )
+                all_anthropic_usage_chunks.append(chunk.message.usage)
+        elif hasattr(chunk, "usage"):
+            print("USAGE BLOCK", json.dumps(chunk.usage, indent=4, default=str))
+            all_anthropic_usage_chunks.append(chunk.usage)
+
+    print(
+        "all_anthropic_usage_chunks",
+        json.dumps(all_anthropic_usage_chunks, indent=4, default=str),
+    )
+
+    # Extract token counts from usage data
+    if all_anthropic_usage_chunks:
+        response_prompt_tokens = max(
+            [usage.get("input_tokens", 0) for usage in all_anthropic_usage_chunks]
+        )
+        response_completion_tokens = max(
+            [usage.get("output_tokens", 0) for usage in all_anthropic_usage_chunks]
+        )
+
+    print("input_tokens_anthropic_api", response_prompt_tokens)
+    print("output_tokens_anthropic_api", response_completion_tokens)
+
+    await asyncio.sleep(4)
+
+    print(
+        "logged_standard_logging_payload",
+        json.dumps(
+            test_custom_logger.logged_standard_logging_payload, indent=4, default=str
+        ),
+    )
+
+    assert test_custom_logger.logged_standard_logging_payload["messages"] == messages
+    assert test_custom_logger.logged_standard_logging_payload["response"] is not None
+    assert (
+        test_custom_logger.logged_standard_logging_payload["model"]
+        == "claude-3-haiku-20240307"
+    )
+
+    # check logged usage + spend
+    assert test_custom_logger.logged_standard_logging_payload["response_cost"] > 0
+    assert (
+        test_custom_logger.logged_standard_logging_payload["prompt_tokens"]
+        == response_prompt_tokens
+    )
+    assert (
+        test_custom_logger.logged_standard_logging_payload["completion_tokens"]
+        == response_completion_tokens
+    )
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_with_extra_headers():
+    """
+    Test the anthropic_messages with extra headers
+    """
+    # Get API key from environment
+    api_key = os.getenv("ANTHROPIC_API_KEY", "fake-api-key")
+
+    # Set up test parameters
+    messages = [{"role": "user", "content": "Hello, can you tell me a short joke?"}]
+    extra_headers = {
+        "anthropic-beta": "very-custom-beta-value",
+        "anthropic-version": "custom-version-for-test",
+    }
+
+    # Create a mock response
+    mock_response = MagicMock()
+    mock_response.raise_for_status = MagicMock()
+    mock_response.json.return_value = {
+        "id": "msg_123456",
+        "type": "message",
+        "role": "assistant",
+        "content": [
+            {
+                "type": "text",
+                "text": "Why did the chicken cross the road? To get to the other side!",
+            }
+        ],
+        "model": "claude-3-haiku-20240307",
+        "stop_reason": "end_turn",
+        "usage": {"input_tokens": 10, "output_tokens": 20},
+    }
+
+    # Create a mock client with AsyncMock for the post method
+    mock_client = MagicMock(spec=AsyncHTTPHandler)
+    mock_client.post = AsyncMock(return_value=mock_response)
+
+    # Call the handler with extra_headers and our mocked client
+    response = await anthropic_messages(
+        messages=messages,
+        api_key=api_key,
+        model="claude-3-haiku-20240307",
+        max_tokens=100,
+        client=mock_client,
+        provider_specific_header={
+            "custom_llm_provider": "anthropic",
+            "extra_headers": extra_headers,
+        },
+    )
+
+    # Verify the post method was called with the right parameters
+    mock_client.post.assert_called_once()
+    call_kwargs = mock_client.post.call_args.kwargs
+
+    # Verify headers were passed correctly
+    headers = call_kwargs.get("headers", {})
+    print("HEADERS IN REQUEST", headers)
+    for key, value in extra_headers.items():
+        assert key in headers
+        assert headers[key] == value
+
+    # Verify the response was processed correctly
+    assert response == mock_response.json.return_value
+
+    return response
diff --git a/tests/pass_through_unit_tests/test_unit_test_vertex_pass_through.py b/tests/pass_through_unit_tests/test_unit_test_vertex_pass_through.py
index d82cba8a11..ba5dfa33a8 100644
--- a/tests/pass_through_unit_tests/test_unit_test_vertex_pass_through.py
+++ b/tests/pass_through_unit_tests/test_unit_test_vertex_pass_through.py
@@ -54,7 +54,7 @@ async def test_get_litellm_virtual_key():
 
 
 @pytest.mark.asyncio
-async def test_vertex_proxy_route_api_key_auth():
+async def test_async_vertex_proxy_route_api_key_auth():
     """
     Critical
 
@@ -207,7 +207,7 @@ async def test_get_vertex_credentials_stored():
     router.add_vertex_credentials(
         project_id="test-project",
         location="us-central1",
-        vertex_credentials="test-creds",
+        vertex_credentials='{"credentials": "test-creds"}',
     )
 
     creds = router.get_vertex_credentials(
@@ -215,7 +215,7 @@ async def test_get_vertex_credentials_stored():
     )
     assert creds.vertex_project == "test-project"
     assert creds.vertex_location == "us-central1"
-    assert creds.vertex_credentials == "test-creds"
+    assert creds.vertex_credentials == '{"credentials": "test-creds"}'
 
 
 @pytest.mark.asyncio
@@ -227,18 +227,20 @@ async def test_add_vertex_credentials():
     router.add_vertex_credentials(
         project_id="test-project",
         location="us-central1",
-        vertex_credentials="test-creds",
+        vertex_credentials='{"credentials": "test-creds"}',
     )
 
     assert "test-project-us-central1" in router.deployment_key_to_vertex_credentials
     creds = router.deployment_key_to_vertex_credentials["test-project-us-central1"]
     assert creds.vertex_project == "test-project"
     assert creds.vertex_location == "us-central1"
-    assert creds.vertex_credentials == "test-creds"
+    assert creds.vertex_credentials == '{"credentials": "test-creds"}'
 
     # Test adding with None values
     router.add_vertex_credentials(
-        project_id=None, location=None, vertex_credentials="test-creds"
+        project_id=None,
+        location=None,
+        vertex_credentials='{"credentials": "test-creds"}',
     )
     # Should not add None values
     assert len(router.deployment_key_to_vertex_credentials) == 1
diff --git a/tests/proxy_admin_ui_tests/test_key_management.py b/tests/proxy_admin_ui_tests/test_key_management.py
index 9d6c24db0e..0852d46831 100644
--- a/tests/proxy_admin_ui_tests/test_key_management.py
+++ b/tests/proxy_admin_ui_tests/test_key_management.py
@@ -162,6 +162,7 @@ async def test_regenerate_api_key(prisma_client):
     print(result)
 
     # regenerate the key
+    print("regenerating key: {}".format(generated_key))
     new_key = await regenerate_key_fn(
         key=generated_key,
         user_api_key_dict=UserAPIKeyAuth(
@@ -377,6 +378,92 @@ async def test_get_users(prisma_client):
         await prisma_client.db.litellm_usertable.delete(where={"user_id": user.user_id})
 
 
+@pytest.mark.asyncio
+async def test_get_users_filters_dashboard_keys(prisma_client):
+    """
+    Tests that /users/list endpoint doesn't return keys with team_id='litellm-dashboard'
+
+    The dashboard keys should be filtered out from the response
+    """
+    litellm.set_verbose = True
+    setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client)
+    setattr(litellm.proxy.proxy_server, "master_key", "sk-1234")
+    await litellm.proxy.proxy_server.prisma_client.connect()
+
+    # Create a test user
+    new_user_id = f"test_user_with_keys-{uuid.uuid4()}"
+    test_user = NewUserRequest(
+        user_id=new_user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER.value,
+        auto_create_key=False,
+    )
+
+    await new_user(
+        test_user,
+        UserAPIKeyAuth(
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+            api_key="sk-1234",
+            user_id="admin",
+        ),
+    )
+
+    # Create two keys for the user - one with team_id="litellm-dashboard" and one without
+    regular_key = await generate_key_helper_fn(
+        user_id=test_user.user_id,
+        request_type="key",
+        team_id="litellm-dashboard",  # This key should be included in the response
+        models=[],
+        aliases={},
+        config={},
+        spend=0,
+        duration=None,
+    )
+
+    regular_key = await generate_key_helper_fn(
+        user_id=test_user.user_id,
+        request_type="key",
+        team_id="NEW_TEAM",  # This key should be included in the response
+        models=[],
+        aliases={},
+        config={},
+        spend=0,
+        duration=None,
+    )
+
+    regular_key = await generate_key_helper_fn(
+        user_id=test_user.user_id,
+        request_type="key",
+        team_id=None,  # This key should be included in the response
+        models=[],
+        aliases={},
+        config={},
+        spend=0,
+        duration=None,
+    )
+
+    # Test get_users for the specific user
+    result = await get_users(
+        user_ids=test_user.user_id,
+        role=None,
+        page=1,
+        page_size=20,
+    )
+
+    print("get users result", result)
+    assert "users" in result
+    assert len(result["users"]) == 1
+
+    # Verify the key count is correct (should be 1, not counting dashboard keys)
+    user = result["users"][0]
+    assert user.user_id == test_user.user_id
+    assert user.key_count == 2  # Only count the regular keys, not the UI dashboard key
+
+    # Clean up test user and keys
+    await prisma_client.db.litellm_usertable.delete(
+        where={"user_id": test_user.user_id}
+    )
+
+
 @pytest.mark.asyncio
 async def test_get_users_key_count(prisma_client):
     """
@@ -1029,7 +1116,9 @@ async def test_list_key_helper_team_filtering(prisma_client):
         # Test 1: Get all keys with pagination (exclude litellm-dashboard)
         all_keys = []
         page = 1
-        while True:
+        max_pages_to_check = 3  # Only check the first 3 pages
+
+        while page <= max_pages_to_check:
             result = await _list_key_helper(
                 prisma_client=prisma_client,
                 size=100,
@@ -1043,7 +1132,7 @@ async def test_list_key_helper_team_filtering(prisma_client):
 
             all_keys.extend(result["keys"])
 
-            if page >= result["total_pages"]:
+            if page >= result["total_pages"] or page >= max_pages_to_check:
                 break
             page += 1
 
diff --git a/tests/proxy_unit_tests/test_unit_test_proxy_hooks.py b/tests/proxy_unit_tests/test_unit_test_proxy_hooks.py
index 095b153689..535f5bf019 100644
--- a/tests/proxy_unit_tests/test_unit_test_proxy_hooks.py
+++ b/tests/proxy_unit_tests/test_unit_test_proxy_hooks.py
@@ -10,43 +10,6 @@ sys.path.insert(0, os.path.abspath("../.."))
 import litellm
 
 
-@pytest.mark.asyncio
-async def test_disable_error_logs():
-    """
-    Test that the error logs are not written to the database when disable_error_logs is True
-    """
-    # Mock the necessary components
-    mock_prisma_client = AsyncMock()
-    mock_general_settings = {"disable_error_logs": True}
-
-    with patch(
-        "litellm.proxy.proxy_server.general_settings", mock_general_settings
-    ), patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
-
-        # Create a test exception
-        test_exception = Exception("Test error")
-        test_kwargs = {
-            "model": "gpt-4",
-            "exception": test_exception,
-            "optional_params": {},
-            "litellm_params": {"metadata": {}},
-        }
-
-        # Call the failure handler
-        from litellm.proxy.proxy_server import _PROXY_failure_handler
-
-        await _PROXY_failure_handler(
-            kwargs=test_kwargs,
-            completion_response=None,
-            start_time="2024-01-01",
-            end_time="2024-01-01",
-        )
-
-        # Verify prisma client was not called to create error logs
-        if hasattr(mock_prisma_client, "db"):
-            assert not mock_prisma_client.db.litellm_errorlogs.create.called
-
-
 @pytest.mark.asyncio
 async def test_disable_spend_logs():
     """
@@ -72,40 +35,3 @@ async def test_disable_spend_logs():
         )
         # Verify no spend logs were added
         assert len(mock_prisma_client.spend_log_transactions) == 0
-
-
-@pytest.mark.asyncio
-async def test_enable_error_logs():
-    """
-    Test that the error logs are written to the database when disable_error_logs is False
-    """
-    # Mock the necessary components
-    mock_prisma_client = AsyncMock()
-    mock_general_settings = {"disable_error_logs": False}
-
-    with patch(
-        "litellm.proxy.proxy_server.general_settings", mock_general_settings
-    ), patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
-
-        # Create a test exception
-        test_exception = Exception("Test error")
-        test_kwargs = {
-            "model": "gpt-4",
-            "exception": test_exception,
-            "optional_params": {},
-            "litellm_params": {"metadata": {}},
-        }
-
-        # Call the failure handler
-        from litellm.proxy.proxy_server import _PROXY_failure_handler
-
-        await _PROXY_failure_handler(
-            kwargs=test_kwargs,
-            completion_response=None,
-            start_time="2024-01-01",
-            end_time="2024-01-01",
-        )
-
-        # Verify prisma client was called to create error logs
-        if hasattr(mock_prisma_client, "db"):
-            assert mock_prisma_client.db.litellm_errorlogs.create.called
diff --git a/tests/router_unit_tests/test_router_endpoints.py b/tests/router_unit_tests/test_router_endpoints.py
index 99164827cc..e80b7dc3a8 100644
--- a/tests/router_unit_tests/test_router_endpoints.py
+++ b/tests/router_unit_tests/test_router_endpoints.py
@@ -6,6 +6,7 @@ from typing import Optional
 from dotenv import load_dotenv
 from fastapi import Request
 from datetime import datetime
+from unittest.mock import AsyncMock, patch
 
 sys.path.insert(
     0, os.path.abspath("../..")
@@ -289,43 +290,6 @@ async def test_aaaaatext_completion_endpoint(model_list, sync_mode):
     assert response.choices[0].text == "I'm fine, thank you!"
 
 
-@pytest.mark.asyncio
-async def test_anthropic_router_completion_e2e(model_list):
-    from litellm.adapters.anthropic_adapter import anthropic_adapter
-    from litellm.types.llms.anthropic import AnthropicResponse
-
-    litellm.set_verbose = True
-
-    litellm.adapters = [{"id": "anthropic", "adapter": anthropic_adapter}]
-
-    router = Router(model_list=model_list)
-    messages = [{"role": "user", "content": "Hey, how's it going?"}]
-
-    ## Test 1: user facing function
-    response = await router.aadapter_completion(
-        model="claude-3-5-sonnet-20240620",
-        messages=messages,
-        adapter_id="anthropic",
-        mock_response="This is a fake call",
-    )
-
-    ## Test 2: underlying function
-    await router._aadapter_completion(
-        model="claude-3-5-sonnet-20240620",
-        messages=messages,
-        adapter_id="anthropic",
-        mock_response="This is a fake call",
-    )
-
-    print("Response: {}".format(response))
-
-    assert response is not None
-
-    AnthropicResponse.model_validate(response)
-
-    assert response.model == "gpt-3.5-turbo"
-
-
 @pytest.mark.asyncio
 async def test_router_with_empty_choices(model_list):
     """
@@ -349,3 +313,200 @@ async def test_router_with_empty_choices(model_list):
         mock_response=mock_response,
     )
     assert response is not None
+
+
+@pytest.mark.asyncio
+async def test_ageneric_api_call_with_fallbacks_basic():
+    """
+    Test the _ageneric_api_call_with_fallbacks method with a basic successful call
+    """
+    # Create a mock function that will be passed to _ageneric_api_call_with_fallbacks
+    mock_function = AsyncMock()
+    mock_function.__name__ = "test_function"
+
+    # Create a mock response
+    mock_response = {
+        "id": "resp_123456",
+        "role": "assistant",
+        "content": "This is a test response",
+        "model": "test-model",
+        "usage": {"input_tokens": 10, "output_tokens": 20},
+    }
+    mock_function.return_value = mock_response
+
+    # Create a router with a test model
+    router = Router(
+        model_list=[
+            {
+                "model_name": "test-model-alias",
+                "litellm_params": {
+                    "model": "anthropic/test-model",
+                    "api_key": "fake-api-key",
+                },
+            }
+        ]
+    )
+
+    # Call the _ageneric_api_call_with_fallbacks method
+    response = await router._ageneric_api_call_with_fallbacks(
+        model="test-model-alias",
+        original_function=mock_function,
+        messages=[{"role": "user", "content": "Hello"}],
+        max_tokens=100,
+    )
+
+    # Verify the mock function was called
+    mock_function.assert_called_once()
+
+    # Verify the response
+    assert response == mock_response
+
+
+@pytest.mark.asyncio
+async def test_aadapter_completion():
+    """
+    Test the aadapter_completion method which uses async_function_with_fallbacks
+    """
+    # Create a mock for the _aadapter_completion method
+    mock_response = {
+        "id": "adapter_resp_123",
+        "object": "adapter.completion",
+        "created": 1677858242,
+        "model": "test-model-with-adapter",
+        "choices": [
+            {
+                "text": "This is a test adapter response",
+                "index": 0,
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 10, "completion_tokens": 20, "total_tokens": 30},
+    }
+
+    # Create a router with a patched _aadapter_completion method
+    with patch.object(
+        Router, "_aadapter_completion", new_callable=AsyncMock
+    ) as mock_method:
+        mock_method.return_value = mock_response
+
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "test-adapter-model",
+                    "litellm_params": {
+                        "model": "anthropic/test-model",
+                        "api_key": "fake-api-key",
+                    },
+                }
+            ]
+        )
+
+        # Replace the async_function_with_fallbacks with a mock
+        router.async_function_with_fallbacks = AsyncMock(return_value=mock_response)
+
+        # Call the aadapter_completion method
+        response = await router.aadapter_completion(
+            adapter_id="test-adapter-id",
+            model="test-adapter-model",
+            prompt="This is a test prompt",
+            max_tokens=100,
+        )
+
+        # Verify the response
+        assert response == mock_response
+
+        # Verify async_function_with_fallbacks was called with the right parameters
+        router.async_function_with_fallbacks.assert_called_once()
+        call_kwargs = router.async_function_with_fallbacks.call_args.kwargs
+        assert call_kwargs["adapter_id"] == "test-adapter-id"
+        assert call_kwargs["model"] == "test-adapter-model"
+        assert call_kwargs["prompt"] == "This is a test prompt"
+        assert call_kwargs["max_tokens"] == 100
+        assert call_kwargs["original_function"] == router._aadapter_completion
+        assert "metadata" in call_kwargs
+        assert call_kwargs["metadata"]["model_group"] == "test-adapter-model"
+
+
+@pytest.mark.asyncio
+async def test__aadapter_completion():
+    """
+    Test the _aadapter_completion method directly
+    """
+    # Create a mock response for litellm.aadapter_completion
+    mock_response = {
+        "id": "adapter_resp_123",
+        "object": "adapter.completion",
+        "created": 1677858242,
+        "model": "test-model-with-adapter",
+        "choices": [
+            {
+                "text": "This is a test adapter response",
+                "index": 0,
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 10, "completion_tokens": 20, "total_tokens": 30},
+    }
+
+    # Create a router with a mocked litellm.aadapter_completion
+    with patch(
+        "litellm.aadapter_completion", new_callable=AsyncMock
+    ) as mock_adapter_completion:
+        mock_adapter_completion.return_value = mock_response
+
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "test-adapter-model",
+                    "litellm_params": {
+                        "model": "anthropic/test-model",
+                        "api_key": "fake-api-key",
+                    },
+                }
+            ]
+        )
+
+        # Mock the async_get_available_deployment method
+        router.async_get_available_deployment = AsyncMock(
+            return_value={
+                "model_name": "test-adapter-model",
+                "litellm_params": {
+                    "model": "test-model",
+                    "api_key": "fake-api-key",
+                },
+                "model_info": {
+                    "id": "test-unique-id",
+                },
+            }
+        )
+
+        # Mock the async_routing_strategy_pre_call_checks method
+        router.async_routing_strategy_pre_call_checks = AsyncMock()
+
+        # Call the _aadapter_completion method
+        response = await router._aadapter_completion(
+            adapter_id="test-adapter-id",
+            model="test-adapter-model",
+            prompt="This is a test prompt",
+            max_tokens=100,
+        )
+
+        # Verify the response
+        assert response == mock_response
+
+        # Verify litellm.aadapter_completion was called with the right parameters
+        mock_adapter_completion.assert_called_once()
+        call_kwargs = mock_adapter_completion.call_args.kwargs
+        assert call_kwargs["adapter_id"] == "test-adapter-id"
+        assert call_kwargs["model"] == "test-model"
+        assert call_kwargs["prompt"] == "This is a test prompt"
+        assert call_kwargs["max_tokens"] == 100
+        assert call_kwargs["api_key"] == "fake-api-key"
+        assert call_kwargs["caching"] == router.cache_responses
+
+        # Verify the success call was recorded
+        assert router.success_calls["test-model"] == 1
+        assert router.total_calls["test-model"] == 1
+
+        # Verify async_routing_strategy_pre_call_checks was called
+        router.async_routing_strategy_pre_call_checks.assert_called_once()
diff --git a/tests/test_team.py b/tests/test_team.py
index d5d71bdc5a..db70fdcd69 100644
--- a/tests/test_team.py
+++ b/tests/test_team.py
@@ -6,6 +6,8 @@ import aiohttp
 import time, uuid
 from openai import AsyncOpenAI
 from typing import Optional
+import openai
+from unittest.mock import MagicMock, patch
 
 
 async def get_user_info(session, get_user, call_user, view_all: Optional[bool] = None):
@@ -358,6 +360,11 @@ async def get_team_info(session, get_team, call_key):
         print(response_text)
         print()
 
+        if status == 404:
+            raise openai.NotFoundError(
+                message="404 received", response=MagicMock(), body=None
+            )
+
         if status != 200:
             raise Exception(f"Request did not return a 200 status code: {status}")
         return await response.json()
@@ -549,7 +556,7 @@ async def test_team_delete():
         key_gen = await generate_key(session=session, i=0, team_id=team_data["team_id"])
         key = key_gen["key"]
         ## Test key
-        response = await chat_completion(session=session, key=key)
+        # response = await chat_completion(session=session, key=key)
         ## Delete team
         await delete_team(session=session, i=0, team_id=team_data["team_id"])
 
@@ -559,6 +566,12 @@ async def test_team_delete():
         )
         assert len(user_info["teams"]) == 0
 
+        ## ASSERT TEAM INFO NOW RETURNS A 404
+        with pytest.raises(openai.NotFoundError):
+            await get_team_info(
+                session=session, get_team=team_data["team_id"], call_key="sk-1234"
+            )
+
 
 @pytest.mark.parametrize("dimension", ["user_id", "user_email"])
 @pytest.mark.asyncio
diff --git a/ui/litellm-dashboard/out/404.html b/ui/litellm-dashboard/out/404.html
index 8bea7c8210..ad6d1e725c 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/f41c66e22715ab00.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/117-883150efc583d711.js" async=""></script><script src="/ui/_next/static/chunks/main-app-475d6efe4080647d.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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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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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/914-000d10374f86fc1a.js b/ui/litellm-dashboard/out/_next/static/chunks/914-e17acab83d0eadb5.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/914-000d10374f86fc1a.js
rename to ui/litellm-dashboard/out/_next/static/chunks/914-e17acab83d0eadb5.js
index e19579ba60..85bde82fc4 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/914-000d10374f86fc1a.js
+++ b/ui/litellm-dashboard/out/_next/static/chunks/914-e17acab83d0eadb5.js
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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,I.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 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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,I.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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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,eM.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 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\ No newline at end of file
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diff --git a/ui/litellm-dashboard/out/onboarding.txt b/ui/litellm-dashboard/out/onboarding.txt
index ec0568e731..0760c574ef 100644
--- a/ui/litellm-dashboard/out/onboarding.txt
+++ b/ui/litellm-dashboard/out/onboarding.txt
@@ -1,7 +1,7 @@
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diff --git a/ui/litellm-dashboard/src/app/onboarding/page.tsx b/ui/litellm-dashboard/src/app/onboarding/page.tsx
index ff301d7a47..e46e46fcb5 100644
--- a/ui/litellm-dashboard/src/app/onboarding/page.tsx
+++ b/ui/litellm-dashboard/src/app/onboarding/page.tsx
@@ -20,14 +20,7 @@ import {
 } from "@/components/networking";
 import { jwtDecode } from "jwt-decode";
 import { Form, Button as Button2, message } from "antd";
-
-function getCookie(name: string) {
-  console.log("COOKIES", document.cookie)
-  const cookieValue = document.cookie
-      .split('; ')
-      .find(row => row.startsWith(name + '='));
-  return cookieValue ? cookieValue.split('=')[1] : null;
-}
+import { getCookie } from "@/utils/cookieUtils";
 
 export default function Onboarding() {
   const [form] = Form.useForm();
diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index 33d52bc41a..2569b22c45 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -28,6 +28,7 @@ import CacheDashboard from "@/components/cache_dashboard";
 import { setGlobalLitellmHeaderName } from "@/components/networking";
 import { Organization } from "@/components/networking";
 import GuardrailsPanel from "@/components/guardrails";
+import TransformRequestPanel from "@/components/transform_request";
 import { fetchUserModels } from "@/components/create_key_button";
 import { fetchTeams } from "@/components/common_components/fetch_teams";
 function getCookie(name: string) {
@@ -211,6 +212,7 @@ export default function CreateKeyPage() {
               userID={userID}
               userRole={userRole}
               premiumUser={premiumUser}
+              userEmail={userEmail}
               setProxySettings={setProxySettings}
               proxySettings={proxySettings}
             />
@@ -307,6 +309,8 @@ export default function CreateKeyPage() {
                 <BudgetPanel accessToken={accessToken} />
               ) : page == "guardrails" ? (
                 <GuardrailsPanel accessToken={accessToken} />
+              ) : page == "transform-request" ? (
+                <TransformRequestPanel accessToken={accessToken} />
               ) : page == "general-settings" ? (
                 <GeneralSettings
                   userID={userID}
diff --git a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
index d50c08b632..b3da80c715 100644
--- a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
@@ -24,9 +24,21 @@ const ProviderSpecificFields: React.FC<ProviderSpecificFieldsProps> = ({
   return (
     <>
       {selectedProviderEnum === Providers.OpenAI && (
-        <Form.Item label="OpenAI Organization ID" name="organization">
-          <TextInput placeholder="[OPTIONAL] my-unique-org" />
-        </Form.Item>
+        <>
+          <Form.Item
+            label="API Base"
+            name="api_base"
+          >
+            <Select placeholder="Select API Base" defaultValue="https://api.openai.com/v1">
+              <Select.Option value="https://api.openai.com/v1">https://api.openai.com/v1</Select.Option>
+              <Select.Option value="https://eu.api.openai.com">https://eu.api.openai.com</Select.Option>
+            </Select>
+          </Form.Item>
+          
+          <Form.Item label="OpenAI Organization ID" name="organization">
+            <TextInput placeholder="[OPTIONAL] my-unique-org" />
+          </Form.Item>
+        </>
       )}
 
       {selectedProviderEnum === Providers.Vertex_AI && (
diff --git a/ui/litellm-dashboard/src/components/all_keys_table.tsx b/ui/litellm-dashboard/src/components/all_keys_table.tsx
index 274567b732..75820d093b 100644
--- a/ui/litellm-dashboard/src/components/all_keys_table.tsx
+++ b/ui/litellm-dashboard/src/components/all_keys_table.tsx
@@ -12,6 +12,8 @@ import { FilterOption } from "./common_components/filter";
 import { Organization, userListCall } from "./networking";
 import { createTeamSearchFunction } from "./key_team_helpers/team_search_fn";
 import { createOrgSearchFunction } from "./key_team_helpers/organization_search_fn";
+import { useFilterLogic } from "./key_team_helpers/filter_logic";
+
 interface AllKeysTableProps {
   keys: KeyResponse[];
   isLoading?: boolean;
@@ -95,17 +97,28 @@ export function AllKeysTable({
   userID,
   userRole,
   organizations,
-  setCurrentOrg
+  setCurrentOrg,
 }: AllKeysTableProps) {
   const [selectedKeyId, setSelectedKeyId] = useState<string | null>(null);
-  const [filters, setFilters] = useState<{
-    'Team ID': string;
-    'Organization ID': string;
-  }>({
-    'Team ID': '',
-    'Organization ID': ''
-  });
   const [userList, setUserList] = useState<UserResponse[]>([]);
+  
+  // Use the filter logic hook
+  const {
+    filters,
+    filteredKeys,
+    allKeyAliases,
+    allTeams,
+    allOrganizations,
+    handleFilterChange,
+    handleFilterReset
+  } = useFilterLogic({
+    keys,
+    teams,
+    organizations,
+    accessToken,
+    setSelectedTeam,
+    setCurrentOrg
+  });
 
   useEffect(() => {
     if (accessToken) {
@@ -118,43 +131,6 @@ export function AllKeysTable({
     }
   }, [accessToken, keys]);
 
-  const handleFilterChange = (newFilters: Record<string, string>) => {
-    // Update filters state
-    setFilters({
-      'Team ID': newFilters['Team ID'] || '',
-      'Organization ID': newFilters['Organization ID'] || ''
-    });
-  
-    // Handle Team change
-    if (newFilters['Team ID']) {
-      const selectedTeamData = teams?.find(team => team.team_id === newFilters['Team ID']);
-      if (selectedTeamData) {
-        setSelectedTeam(selectedTeamData);
-      }
-    }
-  
-    // Handle Org change
-    if (newFilters['Organization ID']) {
-      const selectedOrg = organizations?.find(org => org.organization_id === newFilters['Organization ID']);
-      if (selectedOrg) {
-        setCurrentOrg(selectedOrg);
-      }
-    }
-  };
-
-  const handleFilterReset = () => {
-    // Reset filters state
-    setFilters({
-      'Team ID': '',
-      'Organization ID': ''
-    });
-    
-    // Reset team and org selections
-    setSelectedTeam(null); // or whatever your default value should be
-    setCurrentOrg(null); // or whatever your default value should be
-  };
-  
-
   const columns: ColumnDef<KeyResponse>[] = [
     {
       id: "expander",
@@ -187,6 +163,14 @@ export function AllKeysTable({
         </div>
       ),
     },
+    {
+      header: "Key Alias",
+      accessorKey: "key_alias",
+      cell: (info) => {
+        const value = info.getValue() as string;
+        return <Tooltip title={value}>{value ? (value.length > 20 ? `${value.slice(0, 20)}...` : value) : "-"}</Tooltip>
+      }
+    },
     {
       header: "Secret Key",
       accessorKey: "key_name",
@@ -197,7 +181,7 @@ export function AllKeysTable({
       accessorKey: "team_id", // Change to access the team_id
       cell: ({ row, getValue }) => {
         const teamId = getValue() as string;
-        const team = teams?.find(t => t.team_id === teamId);
+        const team = allTeams?.find(t => t.team_id === teamId);
         return team?.team_alias || "Unknown";
       },
     },
@@ -206,12 +190,6 @@ export function AllKeysTable({
       accessorKey: "team_id",
       cell: (info) => <Tooltip title={info.getValue() as string}>{info.getValue() ? `${(info.getValue() as string).slice(0, 7)}...` : "-"}</Tooltip>
     },
-
-    {
-      header: "Key Alias",
-      accessorKey: "key_alias",
-      cell: (info) => <Tooltip title={info.getValue() as string}>{info.getValue() ? `${(info.getValue() as string).slice(0, 7)}...` : "-"}</Tooltip>
-    },
     {
       header: "Organization ID",
       accessorKey: "organization_id",
@@ -321,8 +299,43 @@ export function AllKeysTable({
   ];
 
   const filterOptions: FilterOption[] = [
-    { name: 'Team ID', label: 'Team ID', isSearchable: true, searchFn: createTeamSearchFunction(teams) },
-    { name: 'Organization ID', label: 'Organization ID', isSearchable: true, searchFn: createOrgSearchFunction(organizations) }
+    { 
+      name: 'Team ID', 
+      label: 'Team ID', 
+      isSearchable: true, 
+      searchFn: async (searchText: string) => {
+        if (!allTeams || allTeams.length === 0) return [];
+        
+        const filteredTeams = allTeams.filter(team => 
+          team.team_id.toLowerCase().includes(searchText.toLowerCase()) || 
+          (team.team_alias && team.team_alias.toLowerCase().includes(searchText.toLowerCase()))
+        );
+        
+        return filteredTeams.map(team => ({
+          label: `${team.team_alias || team.team_id} (${team.team_id})`,
+          value: team.team_id
+        }));
+      }
+    },
+    { 
+      name: 'Organization ID', 
+      label: 'Organization ID', 
+      isSearchable: true, 
+      searchFn: async (searchText: string) => {
+        if (!allOrganizations || allOrganizations.length === 0) return [];
+        
+        const filteredOrgs = allOrganizations.filter(org => 
+          org.organization_id?.toLowerCase().includes(searchText.toLowerCase()) ?? false
+        );
+        
+        return filteredOrgs
+          .filter(org => org.organization_id !== null && org.organization_id !== undefined)
+          .map(org => ({
+            label: `${org.organization_id || 'Unknown'} (${org.organization_id})`,
+            value: org.organization_id as string
+          }));
+      }
+    },
   ];
   
   
@@ -336,7 +349,7 @@ export function AllKeysTable({
           accessToken={accessToken}
           userID={userID}
           userRole={userRole}
-          teams={teams}
+          teams={allTeams}
         />
       ) : (
         <div className="border-b py-4 flex-1 overflow-hidden">
@@ -370,11 +383,11 @@ export function AllKeysTable({
               </div>
             </div>
           </div>
-          <div className="h-[32rem] overflow-auto">
+          <div className="h-[75vh] overflow-auto">
             
             <DataTable
-              columns={columns.filter(col => col.id !== 'expander')}
-              data={keys}
+              columns={columns.filter(col => col.id !== 'expander') as any}
+              data={filteredKeys as any}
               isLoading={isLoading}
               getRowCanExpand={() => false}
               renderSubComponent={() => <></>}
diff --git a/ui/litellm-dashboard/src/components/common_components/filter.tsx b/ui/litellm-dashboard/src/components/common_components/filter.tsx
index 7c3f3c2d52..cca4f70b00 100644
--- a/ui/litellm-dashboard/src/components/common_components/filter.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/filter.tsx
@@ -62,9 +62,48 @@ const FilterComponent: React.FC<FilterComponentProps> = ({
     return () => document.removeEventListener('mousedown', handleClickOutside);
   }, []);
 
+  useEffect(() => {
+    if (options.length > 0 && options[0].isSearchable && options[0].searchFn) {
+      loadInitialOptions(options[0]);
+    }
+  }, []);
+
+  const loadInitialOptions = async (option: FilterOption) => {
+    if (!option.isSearchable || !option.searchFn) return;
+    
+    setSearchLoading(true);
+    try {
+      const results = await option.searchFn('');
+      setSearchOptions(results);
+    } catch (error) {
+      console.error('Error loading initial options:', error);
+      setSearchOptions([]);
+    } finally {
+      setSearchLoading(false);
+    }
+  };
+  
+  useEffect(() => {
+    if (showFilters && currentOption?.isSearchable && currentOption?.searchFn) {
+      loadInitialOptions(currentOption);
+    }
+  }, [showFilters, selectedFilter]);
+
+  const handleFilterSelect = (key: string) => {
+    setSelectedFilter(key);
+    setDropdownOpen(false);
+    
+    const newOption = options.find(opt => opt.name === key);
+    if (newOption?.isSearchable && newOption?.searchFn) {
+      loadInitialOptions(newOption);
+    } else {
+      setSearchOptions([]);
+    }
+  };
+
   const debouncedSearch = useCallback(
     debounce(async (value: string, option: FilterOption) => {
-      if (!value || !option.isSearchable || !option.searchFn) return;
+      if (!option.isSearchable || !option.searchFn) return;
       
       setSearchLoading(true);
       try {
@@ -139,7 +178,7 @@ const FilterComponent: React.FC<FilterComponentProps> = ({
         {buttonLabel}
       </TremorButton>
       {showFilters && (
-        <Card className="absolute left-0 mt-2 w-96 z-50 border border-gray-200 shadow-lg">
+        <Card className="absolute left-0 mt-2 w-[500px] z-50 border border-gray-200 shadow-lg">
           <div className="flex flex-col gap-4">
             <div className="flex items-center gap-2">
               <span className="text-sm font-medium">Where</span>
@@ -147,17 +186,14 @@ const FilterComponent: React.FC<FilterComponentProps> = ({
               <Dropdown
                 menu={{
                   items: dropdownItems,
-                  onClick: ({ key }) => {
-                    setSelectedFilter(key);
-                    setDropdownOpen(false);
-                    setSearchOptions([]);
-                  }
+                  onClick: ({ key }) => handleFilterSelect(key),
+                  style: { minWidth: '200px' }
                 }}
                 onOpenChange={setDropdownOpen}
                 open={dropdownOpen}
                 trigger={['click']}
               >
-                <Button className="min-w-32 text-left flex justify-between items-center">
+                <Button className="min-w-40 text-left flex justify-between items-center">
                   {currentOption?.label || selectedFilter}
                   {dropdownOpen ? (
                     <ChevronUpIcon className="h-4 w-4" />
@@ -185,7 +221,7 @@ const FilterComponent: React.FC<FilterComponentProps> = ({
                   }
                 }}
                 filterOption={false}
-                className="flex-1 w-full max-w-full truncate"
+                className="flex-1 w-full max-w-full truncate min-w-100"
                 loading={searchLoading}
                 options={searchOptions}
                 allowClear
diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/filter_helpers.ts b/ui/litellm-dashboard/src/components/key_team_helpers/filter_helpers.ts
new file mode 100644
index 0000000000..727bcdeb70
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/filter_helpers.ts
@@ -0,0 +1,124 @@
+import { keyListCall, teamListCall, organizationListCall } from '../networking';
+import { Team } from './key_list';
+import { Organization } from '../networking';
+
+/**
+ * Fetches all key aliases across all pages
+ * @param accessToken The access token for API authentication
+ * @returns Array of all unique key aliases
+ */
+export const fetchAllKeyAliases = async (accessToken: string | null): Promise<string[]> => {
+  if (!accessToken) return [];
+  
+  try {
+    // Fetch all pages of keys to extract aliases
+    let allAliases: string[] = [];
+    let currentPage = 1;
+    let hasMorePages = true;
+    
+    while (hasMorePages) {
+      const response = await keyListCall(
+        accessToken,
+        null, // organization_id
+        "", // team_id
+        currentPage,
+        100 // larger page size to reduce number of requests
+      );
+      
+      // Extract aliases from this page
+      const pageAliases = response.keys
+        .map((key: any) => key.key_alias)
+        .filter(Boolean) as string[];
+      
+      allAliases = [...allAliases, ...pageAliases];
+      
+      // Check if there are more pages
+      if (currentPage < response.total_pages) {
+        currentPage++;
+      } else {
+        hasMorePages = false;
+      }
+    }
+    
+    // Remove duplicates
+    return Array.from(new Set(allAliases));
+  } catch (error) {
+    console.error("Error fetching all key aliases:", error);
+    return [];
+  }
+};
+
+/**
+ * Fetches all teams across all pages
+ * @param accessToken The access token for API authentication
+ * @param organizationId Optional organization ID to filter teams
+ * @returns Array of all teams
+ */
+export const fetchAllTeams = async (accessToken: string | null, organizationId?: string | null): Promise<Team[]> => {
+  if (!accessToken) return [];
+  
+  try {
+    let allTeams: Team[] = [];
+    let currentPage = 1;
+    let hasMorePages = true;
+    
+    while (hasMorePages) {
+      const response = await teamListCall(
+        accessToken,
+        organizationId || null,
+        null,
+      );
+      
+      // Add teams from this page
+      allTeams = [...allTeams, ...response.teams];
+      
+      // Check if there are more pages
+      if (currentPage < response.total_pages) {
+        currentPage++;
+      } else {
+        hasMorePages = false;
+      }
+    }
+    
+    return allTeams;
+  } catch (error) {
+    console.error("Error fetching all teams:", error);
+    return [];
+  }
+};
+
+/**
+ * Fetches all organizations across all pages
+ * @param accessToken The access token for API authentication
+ * @returns Array of all organizations
+ */
+export const fetchAllOrganizations = async (accessToken: string | null): Promise<Organization[]> => {
+  if (!accessToken) return [];
+  
+  try {
+    let allOrganizations: Organization[] = [];
+    let currentPage = 1;
+    let hasMorePages = true;
+    
+    while (hasMorePages) {
+      const response = await organizationListCall(
+        accessToken
+      );
+      
+      // Add organizations from this page
+      allOrganizations = [...allOrganizations, ...response.organizations];
+      
+      // Check if there are more pages
+      if (currentPage < response.total_pages) {
+        currentPage++;
+      } else {
+        hasMorePages = false;
+      }
+    }
+    
+    return allOrganizations;
+  } catch (error) {
+    console.error("Error fetching all organizations:", error);
+    return [];
+  }
+};
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
new file mode 100644
index 0000000000..243d3d0545
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/filter_logic.tsx
@@ -0,0 +1,149 @@
+import { useEffect, useState } from "react";
+import { KeyResponse } from "../key_team_helpers/key_list";
+import { Organization } from "../networking";
+import { Team } from "../key_team_helpers/key_list";
+
+export interface FilterState {
+  'Team ID': string;
+  'Organization ID': string;
+  [key: string]: string;
+}
+
+export function useFilterLogic({
+  keys,
+  teams,
+  organizations,
+  accessToken,
+  setSelectedTeam,
+  setCurrentOrg
+}: {
+  keys: KeyResponse[];
+  teams: Team[] | null;
+  organizations: Organization[] | null;
+  accessToken: string | null;
+  setSelectedTeam: (team: Team | null) => void;
+  setCurrentOrg: React.Dispatch<React.SetStateAction<Organization | null>>;
+}) {
+  const [filters, setFilters] = useState<FilterState>({
+    'Team ID': '',
+    'Organization ID': '',
+  });
+  const [allKeyAliases, setAllKeyAliases] = useState<string[]>([]);
+  const [allTeams, setAllTeams] = useState<Team[]>(teams || []);
+  const [allOrganizations, setAllOrganizations] = useState<Organization[]>(organizations || []);
+  const [filteredKeys, setFilteredKeys] = useState<KeyResponse[]>(keys);
+
+  // Apply filters to keys whenever keys or filters change
+  useEffect(() => {
+    if (!keys) {
+      setFilteredKeys([]);
+      return;
+    }
+
+    let result = [...keys];
+
+    // Apply Team ID filter
+    if (filters['Team ID']) {
+      result = result.filter(key => key.team_id === filters['Team ID']);
+    }
+
+    // Apply Organization ID filter
+    if (filters['Organization ID']) {
+      result = result.filter(key => key.organization_id === filters['Organization ID']);
+    }
+
+
+    setFilteredKeys(result);
+  }, [keys, filters]);
+
+  // Fetch all data for filters when component mounts
+  useEffect(() => {
+    const loadAllFilterData = async () => {
+
+      
+      // Load all teams - no organization filter needed here
+      const teamsData = await fetchAllTeams(accessToken);
+      if (teamsData.length > 0) {
+        setAllTeams(teamsData);
+      }
+      
+      // Load all organizations
+      const orgsData = await fetchAllOrganizations(accessToken);
+      if (orgsData.length > 0) {
+        setAllOrganizations(orgsData);
+      }
+    };
+    
+    if (accessToken) {
+      loadAllFilterData();
+    }
+  }, [accessToken]);
+
+  // Update teams and organizations when props change
+  useEffect(() => {
+    if (teams && teams.length > 0) {
+      setAllTeams(prevTeams => {
+        // Only update if we don't already have a larger set of teams
+        return prevTeams.length < teams.length ? teams : prevTeams;
+      });
+    }
+  }, [teams]);
+
+  useEffect(() => {
+    if (organizations && organizations.length > 0) {
+      setAllOrganizations(prevOrgs => {
+        // Only update if we don't already have a larger set of organizations
+        return prevOrgs.length < organizations.length ? organizations : prevOrgs;
+      });
+    }
+  }, [organizations]);
+
+  const handleFilterChange = (newFilters: Record<string, string>) => {
+    // Update filters state
+    setFilters({
+      'Team ID': newFilters['Team ID'] || '',
+      'Organization ID': newFilters['Organization ID'] || '',
+    });
+  
+    // Handle Team change
+    if (newFilters['Team ID']) {
+      const selectedTeamData = allTeams?.find(team => team.team_id === newFilters['Team ID']);
+      if (selectedTeamData) {
+        setSelectedTeam(selectedTeamData);
+      }
+    }
+  
+    // Handle Org change
+    if (newFilters['Organization ID']) {
+      const selectedOrg = allOrganizations?.find(org => org.organization_id === newFilters['Organization ID']);
+      if (selectedOrg) {
+        setCurrentOrg(selectedOrg);
+      }
+    }
+  };
+
+  const handleFilterReset = () => {
+    // Reset filters state
+    setFilters({
+      'Team ID': '',
+      'Organization ID': '',
+    });
+    
+    // Reset team and org selections
+    setSelectedTeam(null);
+    setCurrentOrg(null);
+  };
+
+  return {
+    filters,
+    filteredKeys,
+    allKeyAliases,
+    allTeams,
+    allOrganizations,
+    handleFilterChange,
+    handleFilterReset
+  };
+}
+
+// These functions are imported from key_team_helpers/filter_helpers.ts
+import { fetchAllKeyAliases, fetchAllTeams, fetchAllOrganizations } from './filter_helpers'; 
\ No newline at end of file
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index f836e69d8d..0bf5da57c6 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -18,7 +18,8 @@ import {
   LineOutlined,
   LineChartOutlined,
   SafetyOutlined,
-  ExperimentOutlined
+  ExperimentOutlined,
+  ThunderboltOutlined,
 } from '@ant-design/icons';
 import { old_admin_roles, v2_admin_role_names, all_admin_roles, rolesAllowedToSeeUsage } from '../utils/roles';
 
@@ -53,6 +54,7 @@ const menuItems: MenuItem[] = [
   { key: "14", page: "api_ref", label: "API Reference", icon: <ApiOutlined /> },
   { key: "16", page: "model-hub", label: "Model Hub", icon: <AppstoreOutlined /> },
   { key: "15", page: "logs", label: "Logs", icon: <LineChartOutlined />},
+  
 
   
   { 
@@ -65,7 +67,7 @@ const menuItems: MenuItem[] = [
       { 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: "18", page: "transform-request", label: "Playground", icon: <ThunderboltOutlined />, roles: all_admin_roles },
     ]
   },
   {
diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx
index 325ad9c359..9bdc0fe9b7 100644
--- a/ui/litellm-dashboard/src/components/navbar.tsx
+++ b/ui/litellm-dashboard/src/components/navbar.tsx
@@ -8,8 +8,10 @@ import {
   UserOutlined,
   LogoutOutlined
 } from '@ant-design/icons';
+import { clearTokenCookies } from "@/utils/cookieUtils";
 interface NavbarProps {
   userID: string | null;
+  userEmail: string | null;
   userRole: string | null;
   premiumUser: boolean;
   setProxySettings: React.Dispatch<React.SetStateAction<any>>;
@@ -18,6 +20,7 @@ interface NavbarProps {
 
 const Navbar: React.FC<NavbarProps> = ({
   userID,
+  userEmail,
   userRole,
   premiumUser,
   proxySettings,
@@ -27,7 +30,7 @@ const Navbar: React.FC<NavbarProps> = ({
   let logoutUrl = proxySettings?.PROXY_LOGOUT_URL || "";
 
   const handleLogout = () => {
-    document.cookie = "token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=/;";
+    clearTokenCookies();
     window.location.href = logoutUrl;
   };
 
@@ -37,6 +40,7 @@ const Navbar: React.FC<NavbarProps> = ({
       label: (
         <div className="py-1">
           <p className="text-sm text-gray-600">Role: {userRole}</p>
+          <p className="text-sm text-gray-600">Email: {userEmail || "Unknown"}</p>
           <p className="text-sm text-gray-600"><UserOutlined /> {userID}</p>
           <p className="text-sm text-gray-600">Premium User: {String(premiumUser)}</p>
         </div>
diff --git a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
index e66c594aea..c18cf6a367 100644
--- a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
@@ -17,6 +17,13 @@ export enum Providers {
     Ollama = "Ollama",
     xAI = "xAI",
     AssemblyAI = "AssemblyAI",
+    Cerebras = "Cerebras",
+    Sambanova = "Sambanova",
+    Perplexity = "Perplexity",
+    TogetherAI = "TogetherAI",
+    Openrouter = "Openrouter",
+    FireworksAI = "Fireworks AI"
+
   }
   
 export const provider_map: Record<string, string> = {
@@ -36,6 +43,12 @@ export const provider_map: Record<string, string> = {
     Deepseek: "deepseek",
     Ollama: "ollama",
     AssemblyAI: "assemblyai",
+    Cerebras: "cerebras",
+    Sambanova: "sambanova",
+    Perplexity: "perplexity",
+    TogetherAI: "togetherai",
+    Openrouter: "openrouter",
+    FireworksAI: "fireworks_ai"
 };
 
 export const providerLogoMap: Record<string, string> = {
@@ -55,6 +68,13 @@ export const providerLogoMap: Record<string, string> = {
     [Providers.xAI]: "https://artificialanalysis.ai/img/logos/xai_small.svg",
     [Providers.Deepseek]: "https://artificialanalysis.ai/img/logos/deepseek_small.jpg",
     [Providers.AssemblyAI]: "https://artificialanalysis.ai/img/logos/assemblyai_small.png",
+    [Providers.Cerebras]: "https://artificialanalysis.ai/img/logos/cerebras_small.png",
+    [Providers.Sambanova]: "https://artificialanalysis.ai/img/logos/sambanova_small.webp",
+    [Providers.Perplexity]: "https://artificialanalysis.ai/img/logos/perplexity_small.png",
+    [Providers.TogetherAI]: "https://artificialanalysis.ai/img/logos/togetherai_small.svg",
+    [Providers.Openrouter]: "https://t0.gstatic.com/faviconV2?client=SOCIAL&type=FAVICON&fallback_opts=TYPE,SIZE,URL&url=https://openrouter.ai/chat&size=256",
+    [Providers.FireworksAI]: "https://artificialanalysis.ai/img/logos/fireworks_small_revised.png"
+
 };
 
 export const getProviderLogoAndName = (providerValue: string): { logo: string, displayName: string } => {
diff --git a/ui/litellm-dashboard/src/components/transform_request.tsx b/ui/litellm-dashboard/src/components/transform_request.tsx
new file mode 100644
index 0000000000..2b7eea65c9
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/transform_request.tsx
@@ -0,0 +1,282 @@
+import React, { useState } from 'react';
+import { Button, Select, Tabs, message } from 'antd';
+import { CopyOutlined } from '@ant-design/icons';
+import { Title } from '@tremor/react';
+
+interface TransformRequestPanelProps {
+  accessToken: string | null;
+}
+
+interface TransformResponse {
+  raw_request_api_base: string;
+  raw_request_body: Record<string, any>;
+  raw_request_headers: Record<string, string>;
+}
+
+const TransformRequestPanel: React.FC<TransformRequestPanelProps> = ({ accessToken }) => {
+  const [originalRequestJSON, setOriginalRequestJSON] = useState(`{
+  "model": "openai/gpt-4o",
+  "messages": [
+    {
+      "role": "system",
+      "content": "You are a helpful assistant."
+    },
+    {
+      "role": "user",
+      "content": "Explain quantum computing in simple terms"
+    }
+  ],
+  "temperature": 0.7,
+  "max_tokens": 500,
+  "stream": true
+}`);
+  
+  const [transformedResponse, setTransformedResponse] = useState('');
+  const [isLoading, setIsLoading] = useState(false);
+  
+  // Function to format curl command from API response parts
+  const formatCurlCommand = (apiBase: string, requestBody: Record<string, any>, requestHeaders: Record<string, string>) => {
+    // Format the request body as nicely indented JSON with 2 spaces
+    const formattedBody = JSON.stringify(requestBody, null, 2)
+      // Add additional indentation for the entire body
+      .split('\n')
+      .map(line => `  ${line}`)
+      .join('\n');
+
+    // Build headers string with consistent indentation
+    const headerString = Object.entries(requestHeaders)
+      .map(([key, value]) => `-H '${key}: ${value}'`)
+      .join(' \\\n  ');
+
+    // Build the curl command with consistent indentation
+    return `curl -X POST \\
+  ${apiBase} \\
+  ${headerString ? `${headerString} \\\n  ` : ''}-H 'Content-Type: application/json' \\
+  -d '{
+${formattedBody}
+  }'`;
+  };
+  
+  // Function to handle the transform request
+  const handleTransform = async () => {
+    setIsLoading(true);
+    
+    try {
+      // Parse the JSON from the textarea
+      let requestBody;
+      try {
+        requestBody = JSON.parse(originalRequestJSON);
+      } catch (e) {
+        message.error('Invalid JSON in request body');
+        setIsLoading(false);
+        return;
+      }
+      
+      // Create the request payload
+      const payload = {
+        call_type: "completion",
+        request_body: requestBody
+      };
+      
+      // Make the API call using fetch
+      const response = await fetch('http://0.0.0.0:4000/utils/transform_request', {
+        method: 'POST',
+        headers: {
+          'Authorization': `Bearer ${accessToken}`,
+          'Content-Type': 'application/json'
+        },
+        body: JSON.stringify(payload)
+      });
+      
+      if (!response.ok) {
+        throw new Error(`HTTP error ${response.status}`);
+      }
+      
+      // Parse the response as JSON
+      const data = await response.json();
+      console.log("API response:", data);
+      
+      // Check if the response has the expected fields
+      if (data.raw_request_api_base && data.raw_request_body) {
+        // Format the curl command with the separate parts
+        const formattedCurl = formatCurlCommand(
+          data.raw_request_api_base, 
+          data.raw_request_body, 
+          data.raw_request_headers || {}
+        );
+        
+        // Update state with the formatted curl command
+        setTransformedResponse(formattedCurl);
+        message.success('Request transformed successfully');
+      } else {
+        // Handle the case where the API returns a different format
+        // Try to extract the parts from a string response if needed
+        const rawText = typeof data === 'string' ? data : JSON.stringify(data);
+        setTransformedResponse(rawText);
+        message.info('Transformed request received in unexpected format');
+      }
+    } catch (err) {
+      console.error('Error transforming request:', err);
+      message.error('Failed to transform request');
+    } finally {
+      setIsLoading(false);
+    }
+  };
+
+  // Add this handler function near your other handlers
+  const handleKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>) => {
+    if ((e.metaKey || e.ctrlKey) && e.key === 'Enter') {
+      e.preventDefault(); // Prevent default behavior
+      handleTransform();
+    }
+  };
+
+  return (
+    <div className="w-full m-2" style={{ overflow: 'hidden' }}>
+        <Title>Playground</Title>
+        <p className="text-sm text-gray-500">See how LiteLLM transforms your request for the specified provider.</p>
+    <div style={{ 
+      display: 'flex', 
+      gap: '16px', 
+      width: '100%',
+      minWidth: 0,
+      overflow: 'hidden'
+    }} className="mt-4">
+      {/* Original Request Panel */}
+      <div style={{ 
+        flex: '1 1 50%',
+        display: 'flex', 
+        flexDirection: 'column',
+        border: '1px solid #e8e8e8', 
+        borderRadius: '8px', 
+        padding: '24px',
+        overflow: 'hidden',
+        maxHeight: '600px',
+        minWidth: 0
+      }}>
+        <div style={{ marginBottom: '24px' }}>
+          <h2 style={{ fontSize: '24px', fontWeight: 'bold', margin: '0 0 4px 0' }}>Original Request</h2>
+          <p style={{ color: '#666', margin: 0 }}>The request you would send to LiteLLM /chat/completions endpoint.</p>
+        </div>
+        
+        <textarea 
+          style={{ 
+            flex: '1 1 auto',
+            width: '100%', 
+            minHeight: '240px',
+            padding: '16px', 
+            border: '1px solid #e8e8e8', 
+            borderRadius: '6px',
+            fontFamily: 'monospace',
+            fontSize: '14px',
+            resize: 'none',
+            marginBottom: '24px',
+            overflow: 'auto'
+          }}
+          value={originalRequestJSON}
+          onChange={(e) => setOriginalRequestJSON(e.target.value)}
+          onKeyDown={handleKeyDown}
+          placeholder="Press Cmd/Ctrl + Enter to transform"
+        />
+        
+        <div style={{ 
+          display: 'flex', 
+          justifyContent: 'flex-end',
+          marginTop: 'auto'
+        }}>
+          <Button 
+            type="primary" 
+            style={{ 
+              backgroundColor: '#000', 
+              display: 'flex', 
+              alignItems: 'center', 
+              gap: '8px'
+            }}
+            onClick={handleTransform}
+            loading={isLoading}
+          >
+            <span>Transform</span>
+            <span>→</span>
+          </Button>
+        </div>
+      </div>
+      
+      {/* Transformed Request Panel */}
+      <div style={{ 
+        flex: '1 1 50%',
+        display: 'flex',
+        flexDirection: 'column',
+        border: '1px solid #e8e8e8', 
+        borderRadius: '8px', 
+        padding: '24px',
+        overflow: 'hidden',
+        maxHeight: '800px',
+        minWidth: 0
+      }}>
+        <div style={{ marginBottom: '24px' }}>
+          <h2 style={{ fontSize: '24px', fontWeight: 'bold', margin: '0 0 4px 0' }}>Transformed Request</h2>
+          <p style={{ color: '#666', margin: 0 }}>How LiteLLM transforms your request for the specified provider.</p>
+          <br/>
+          <p style={{ color: '#666', margin: 0 }} className="text-xs">Note: Sensitive headers are not shown.</p>
+        </div>
+        
+        <div style={{ 
+          position: 'relative',
+          backgroundColor: '#f5f5f5',
+          borderRadius: '6px',
+          flex: '1 1 auto',
+          display: 'flex',
+          flexDirection: 'column',
+          overflow: 'hidden'
+        }}>
+          <pre 
+            style={{
+              padding: '16px',
+              fontFamily: 'monospace',
+              fontSize: '14px',
+              margin: 0,
+              overflow: 'auto',
+              flex: '1 1 auto'
+            }}
+          >
+            {transformedResponse || `curl -X POST \\
+  https://api.openai.com/v1/chat/completions \\
+  -H 'Authorization: Bearer sk-xxx' \\
+  -H 'Content-Type: application/json' \\
+  -d '{
+  "model": "gpt-4",
+  "messages": [
+    {
+      "role": "system",
+      "content": "You are a helpful assistant."
+    }
+  ],
+  "temperature": 0.7
+  }'`}
+          </pre>
+          
+          <Button 
+            type="text" 
+            icon={<CopyOutlined />} 
+            style={{
+              position: 'absolute',
+              right: '8px',
+              top: '8px'
+            }}
+            size="small"
+            onClick={() => {
+              navigator.clipboard.writeText(transformedResponse || '');
+              message.success('Copied to clipboard');
+            }}
+          />
+        </div>
+      </div>
+    </div>
+    <div className="mt-4 text-right w-full">
+        <p className="text-sm text-gray-500">Found an error? File an issue <a href="https://github.com/BerriAI/litellm/issues" target="_blank" rel="noopener noreferrer">here</a>.</p>
+    </div>
+    </div>
+  );
+};
+
+export default TransformRequestPanel;
\ No newline at end of file
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index 8b9f5e328f..22b47d525f 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -21,6 +21,7 @@ import { useSearchParams, useRouter } from "next/navigation";
 import { Team } from "./key_team_helpers/key_list";
 import { jwtDecode } from "jwt-decode";
 import { Typography } from "antd";
+import { clearTokenCookies } from "@/utils/cookieUtils";
 const isLocal = process.env.NODE_ENV === "development";
 if (isLocal != true) {
   console.log = function() {};
@@ -295,14 +296,15 @@ 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);
+    
+    // Clear token cookies using the utility function
+    clearTokenCookies();
+    
     const url = proxyBaseUrl
       ? `${proxyBaseUrl}/sso/key/generate`
       : `/sso/key/generate`;
     
-
-    // clear cookie called "token" since user will be logging in again
-    document.cookie = "token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=/;";
-
     console.log("Full URL:", url);
     window.location.href = url;
 
@@ -326,6 +328,7 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
   }
 
   console.log("inside user dashboard, selected team", selectedTeam);
+  console.log("All cookies after redirect:", document.cookie);
   return (
     <div className="w-full mx-4 h-[75vh]">
       <Grid numItems={1} className="gap-2 p-8 w-full mt-2">
diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index 8aadbc8438..22e786dcbc 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -412,7 +412,7 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
         isLoading={isLoading}
         pagination={pagination}
         onPageChange={handlePageChange}
-        pageSize={50}
+        pageSize={100}
         teams={teams}
         selectedTeam={selectedTeam}
         setSelectedTeam={setSelectedTeam}
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index 0652e3a8bf..980124ff3b 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -37,18 +37,47 @@ export const columns: ColumnDef<LogEntry>[] = [
     id: "expander",
     header: () => null,
     cell: ({ row }) => {
-      return row.getCanExpand() ? (
-        <button
-          {...{
-            onClick: row.getToggleExpandedHandler(),
-            style: { cursor: "pointer" },
-          }}
-        >
-          {row.getIsExpanded() ? "▼" : "▶"}
-        </button>
-      ) : (
-        "●"
-      );
+      // Convert the cell function to a React component to properly use hooks
+      const ExpanderCell = () => {
+        const [localExpanded, setLocalExpanded] = React.useState(row.getIsExpanded());
+
+        // Memoize the toggle handler to prevent unnecessary re-renders
+        const toggleHandler = React.useCallback(() => {
+          setLocalExpanded((prev) => !prev);
+          row.getToggleExpandedHandler()();
+        }, [row]);
+
+        return row.getCanExpand() ? (
+          <button
+            onClick={toggleHandler}
+            style={{ cursor: "pointer" }}
+            aria-label={localExpanded ? "Collapse row" : "Expand row"}
+            className="w-6 h-6 flex items-center justify-center focus:outline-none"
+          >
+            <svg
+              className={`w-4 h-4 transform transition-transform duration-75 ${
+                localExpanded ? 'rotate-90' : ''
+              }`}
+              fill="none"
+              stroke="currentColor"
+              viewBox="0 0 24 24"
+              xmlns="http://www.w3.org/2000/svg"
+            >
+              <path
+                strokeLinecap="round"
+                strokeLinejoin="round"
+                strokeWidth={2}
+                d="M9 5l7 7-7 7"
+              />
+            </svg>
+          </button>
+        ) : (
+          <span className="w-6 h-6 flex items-center justify-center">●</span>
+        );
+      };
+
+      // Return the component
+      return <ExpanderCell />;
     },
   },
   {
@@ -79,7 +108,7 @@ export const columns: ColumnDef<LogEntry>[] = [
     accessorKey: "request_id",
     cell: (info: any) => (
       <Tooltip title={String(info.getValue() || "")}>
-        <span className="font-mono text-xs max-w-[100px] truncate block">
+        <span className="font-mono text-xs max-w-[15ch] truncate block">
           {String(info.getValue() || "")}
         </span>
       </Tooltip>
@@ -100,7 +129,11 @@ export const columns: ColumnDef<LogEntry>[] = [
   {
     header: "Team Name",
     accessorKey: "metadata.user_api_key_team_alias",
-    cell: (info: any) => <span>{String(info.getValue() || "-")}</span>,
+    cell: (info: any) => (
+      <Tooltip title={String(info.getValue() || "-")}>
+        <span className="max-w-[15ch] truncate block">{String(info.getValue() || "-")}</span>
+      </Tooltip>
+    ),
   },
   {
     header: "Key Hash",
@@ -109,7 +142,7 @@ export const columns: ColumnDef<LogEntry>[] = [
       const value = String(info.getValue() || "-");
       return (
         <Tooltip title={value}>
-          <span className="font-mono">{value.slice(0, 5)}...</span>
+          <span className="font-mono max-w-[15ch] truncate block">{value}</span>
         </Tooltip>
       );
     },
@@ -117,7 +150,11 @@ export const columns: ColumnDef<LogEntry>[] = [
   {
     header: "Key Name",
     accessorKey: "metadata.user_api_key_alias",
-    cell: (info: any) => <span>{String(info.getValue() || "-")}</span>,
+    cell: (info: any) => (
+      <Tooltip title={String(info.getValue() || "-")}>
+        <span className="max-w-[15ch] truncate block">{String(info.getValue() || "-")}</span>
+      </Tooltip>
+    ),
   },
   {
     header: "Model",
@@ -140,7 +177,7 @@ export const columns: ColumnDef<LogEntry>[] = [
             />
           )}
           <Tooltip title={modelName}>
-            <span className="max-w-[100px] truncate">
+            <span className="max-w-[15ch] truncate block">
               {modelName}
             </span>
           </Tooltip>
@@ -167,12 +204,20 @@ export const columns: ColumnDef<LogEntry>[] = [
   {
     header: "Internal User",
     accessorKey: "user",
-    cell: (info: any) => <span>{String(info.getValue() || "-")}</span>,
+    cell: (info: any) => (
+      <Tooltip title={String(info.getValue() || "-")}>
+        <span className="max-w-[15ch] truncate block">{String(info.getValue() || "-")}</span>
+      </Tooltip>
+    ),
   },
   {
     header: "End User",
     accessorKey: "end_user",
-    cell: (info: any) => <span>{String(info.getValue() || "-")}</span>,
+    cell: (info: any) => (
+      <Tooltip title={String(info.getValue() || "-")}>
+        <span className="max-w-[15ch] truncate block">{String(info.getValue() || "-")}</span>
+      </Tooltip>
+    ),
   },
 
   {
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index db88e2acaa..e5df2bbe95 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -67,6 +67,7 @@ export default function SpendLogsTable({
   const [filterByCurrentUser, setFilterByCurrentUser] = useState(
     userRole && internalUserRoles.includes(userRole)
   );
+  const [expandedRequestId, setExpandedRequestId] = useState<string | null>(null);
 
   const queryClient = useQueryClient();
 
@@ -176,6 +177,18 @@ export default function SpendLogsTable({
     refetchIntervalInBackground: true,
   });
 
+  // Add this effect to preserve expanded state when data refreshes
+  useEffect(() => {
+    if (logs.data?.data && expandedRequestId) {
+      // Check if the expanded request ID still exists in the new data
+      const stillExists = logs.data.data.some(log => log.request_id === expandedRequestId);
+      if (!stillExists) {
+        // If the request ID no longer exists in the data, clear the expanded state
+        setExpandedRequestId(null);
+      }
+    }
+  }, [logs.data?.data, expandedRequestId]);
+
   if (!accessToken || !token || !userRole || !userID) {
     console.log(
       "got None values for one of accessToken, token, userRole, userID",
@@ -220,6 +233,10 @@ export default function SpendLogsTable({
     return `${start.format('MMM D')} - ${now.format('MMM D')}`;
   };
 
+  const handleRowExpand = (requestId: string | null) => {
+    setExpandedRequestId(requestId);
+  };
+
   return (
     <div className="w-full p-6">
       <div className="flex items-center justify-between mb-4">
@@ -573,6 +590,8 @@ export default function SpendLogsTable({
           data={filteredData}
           renderSubComponent={RequestViewer}
           getRowCanExpand={() => true}
+          onRowExpand={handleRowExpand}
+          expandedRequestId={expandedRequestId}
         />
       </div>
     </div>
@@ -618,7 +637,7 @@ function RequestViewer({ row }: { row: Row<LogEntry> }) {
   const hasMessages = row.original.messages && 
     (Array.isArray(row.original.messages) ? row.original.messages.length > 0 : Object.keys(row.original.messages).length > 0);
   const hasResponse = row.original.response && Object.keys(formatData(row.original.response)).length > 0;
-  const missingData = !hasMessages || !hasResponse;
+  const missingData = !hasMessages && !hasResponse;
   
   // Format the response with error details if present
   const formattedResponse = () => {
diff --git a/ui/litellm-dashboard/src/components/view_logs/table.tsx b/ui/litellm-dashboard/src/components/view_logs/table.tsx
index c2e8da9dea..af9bc5afd2 100644
--- a/ui/litellm-dashboard/src/components/view_logs/table.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/table.tsx
@@ -1,4 +1,4 @@
-import { Fragment } from "react";
+import { Fragment, useEffect } from "react";
 import {
   ColumnDef,
   flexRender,
@@ -23,14 +23,18 @@ interface DataTableProps<TData, TValue> {
   renderSubComponent: (props: { row: Row<TData> }) => React.ReactElement;
   getRowCanExpand: (row: Row<TData>) => boolean;
   isLoading?: boolean;
+  expandedRequestId?: string | null;
+  onRowExpand?: (requestId: string | null) => void;
 }
 
-export function DataTable<TData, TValue>({
+export function DataTable<TData extends { request_id: string }, TValue>({
   data = [],
   columns,
   getRowCanExpand,
   renderSubComponent,
   isLoading = false,
+  expandedRequestId,
+  onRowExpand,
 }: DataTableProps<TData, TValue>) {
   const table = useReactTable({
     data,
@@ -38,8 +42,51 @@ export function DataTable<TData, TValue>({
     getRowCanExpand,
     getCoreRowModel: getCoreRowModel(),
     getExpandedRowModel: getExpandedRowModel(),
+    state: {
+      expanded: expandedRequestId 
+        ? data.reduce((acc, row, index) => {
+            if (row.request_id === expandedRequestId) {
+              acc[index] = true;
+            }
+            return acc;
+          }, {} as Record<string, boolean>)
+        : {},
+    },
+    onExpandedChange: (updater) => {
+      if (!onRowExpand) return;
+      
+      // Get current expanded state
+      const currentExpanded = expandedRequestId 
+        ? data.reduce((acc, row, index) => {
+            if (row.request_id === expandedRequestId) {
+              acc[index] = true;
+            }
+            return acc;
+          }, {} as Record<string, boolean>)
+        : {};
+      
+      // Calculate new expanded state
+      const newExpanded = typeof updater === 'function' 
+        ? updater(currentExpanded) 
+        : updater;
+      
+      // If empty, it means we're closing the expanded row
+      if (Object.keys(newExpanded).length === 0) {
+        onRowExpand(null);
+        return;
+      }
+      
+      // Find the request_id of the expanded row
+      const expandedIndex = Object.keys(newExpanded)[0];
+      const expandedRow = expandedIndex !== undefined ? data[parseInt(expandedIndex)] : null;
+      
+      // Call the onRowExpand callback with the request_id
+      onRowExpand(expandedRow ? expandedRow.request_id : null);
+    },
   });
 
+  // No need for the useEffect here as we're handling everything in onExpandedChange
+  
   return (
     <div className="rounded-lg custom-border">
       <Table className="[&_td]:py-0.5 [&_th]:py-1">
diff --git a/ui/litellm-dashboard/src/utils/cookieUtils.ts b/ui/litellm-dashboard/src/utils/cookieUtils.ts
new file mode 100644
index 0000000000..a09cf4e97f
--- /dev/null
+++ b/ui/litellm-dashboard/src/utils/cookieUtils.ts
@@ -0,0 +1,44 @@
+/**
+ * Utility functions for managing cookies
+ */
+
+/**
+ * Clears the token cookie from both root and /ui paths
+ */
+export function clearTokenCookies() {
+  // Get the current domain
+  const domain = window.location.hostname;
+  
+  // Clear with various combinations of path and SameSite
+  const paths = ['/', '/ui'];
+  const sameSiteValues = ['Lax', 'Strict', 'None'];
+  
+  paths.forEach(path => {
+    // Basic clearing
+    document.cookie = `token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=${path};`;
+    
+    // With domain
+    document.cookie = `token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=${path}; domain=${domain};`;
+    
+    // Try different SameSite values
+    sameSiteValues.forEach(sameSite => {
+      const secureFlag = sameSite === 'None' ? ' Secure;' : '';
+      document.cookie = `token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=${path}; SameSite=${sameSite};${secureFlag}`;
+      document.cookie = `token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=${path}; domain=${domain}; SameSite=${sameSite};${secureFlag}`;
+    });
+  });
+  
+  console.log("After clearing cookies:", document.cookie);
+}
+
+/**
+ * Gets a cookie value by name
+ * @param name The name of the cookie to retrieve
+ * @returns The cookie value or null if not found
+ */
+export function getCookie(name: string) {
+  const cookieValue = document.cookie
+    .split('; ')
+    .find(row => row.startsWith(name + '='));
+  return cookieValue ? cookieValue.split('=')[1] : null;
+} 
\ No newline at end of file