From 71739e942ac6ba61bf86d3987612d46c9d603181 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 09:25:57 -0700
Subject: [PATCH 01/48] fix qdrant semantic cache

---
 docs/my-website/docs/caching/all_caches.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/my-website/docs/caching/all_caches.md b/docs/my-website/docs/caching/all_caches.md
index 334adea3a..8b4d7e863 100644
--- a/docs/my-website/docs/caching/all_caches.md
+++ b/docs/my-website/docs/caching/all_caches.md
@@ -193,7 +193,7 @@ response2 = completion(
     ],
     max_tokens=20,
 )
-print(f"response2: {response1}")
+print(f"response2: {response2}")
 assert response1.id == response2.id
 # response1 == response2, response 1 is cached
 ```

From 68bb735b3b0d15539821521ffb5a0da6fcae069d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 10:50:24 -0700
Subject: [PATCH 02/48] docs use litellm proxy with litellm python sdk

---
 .../docs/providers/litellm_proxy.md           | 90 +++++++++++++++++++
 docs/my-website/sidebars.js                   |  1 +
 2 files changed, 91 insertions(+)
 create mode 100644 docs/my-website/docs/providers/litellm_proxy.md

diff --git a/docs/my-website/docs/providers/litellm_proxy.md b/docs/my-website/docs/providers/litellm_proxy.md
new file mode 100644
index 000000000..de026967f
--- /dev/null
+++ b/docs/my-website/docs/providers/litellm_proxy.md
@@ -0,0 +1,90 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# LiteLLM Proxy (LLM Gateway)
+
+
+**[LiteLLM Proxy](../simple_proxy) is OpenAI compatible**, you just need the `openai/` prefix before the model
+
+:::tip
+
+[LiteLLM Providers a **self hosted** proxy server (AI Gateway)](../simple_proxy) to call all the LLMs in the OpenAI format
+
+:::
+
+## Required Variables
+
+```python
+os.environ["OPENAI_API_KEY"] = "" # "sk-1234" your litellm proxy api key 
+os.environ["OPENAI_API_BASE"] = "" # "http://localhost:4000" your litellm proxy api base
+```
+
+
+## Usage (Non Streaming)
+```python
+import os 
+import litellm
+from litellm import completion
+
+os.environ["OPENAI_API_KEY"] = ""
+
+# set custom api base to your proxy
+# either set .env or litellm.api_base
+# os.environ["OPENAI_API_BASE"] = ""
+litellm.api_base = "your-openai-proxy-url"
+
+
+messages = [{ "content": "Hello, how are you?","role": "user"}]
+
+# openai call
+response = completion(model="openai/your-model-name", messages)
+```
+
+## Usage - passing `api_base`, `api_key` per request
+
+If you need to set api_base dynamically, just pass it in completions instead - completions(...,api_base="your-proxy-api-base")
+
+```python
+import os 
+import litellm
+from litellm import completion
+
+os.environ["OPENAI_API_KEY"] = ""
+
+messages = [{ "content": "Hello, how are you?","role": "user"}]
+
+# openai call
+response = completion(
+    model="openai/your-model-name", 
+    messages, 
+    api_base = "your-litellm-proxy-url",
+    api_key = "your-litellm-proxy-api-key"
+)
+```
+## Usage - Streaming
+
+```python
+import os 
+import litellm
+from litellm import completion
+
+os.environ["OPENAI_API_KEY"] = ""
+
+messages = [{ "content": "Hello, how are you?","role": "user"}]
+
+# openai call
+response = completion(
+    model="openai/your-model-name", 
+    messages, 
+    api_base = "your-litellm-proxy-url", 
+    stream=True
+)
+
+for chunk in response:
+    print(chunk)
+```
+
+
+## **Usage with Langchain, LLamaindex, OpenAI Js, Anthropic SDK, Instructor**
+
+[Follow this doc to see how to use litellm proxy with langchain, llamaindex, anthropic etc](../proxy/user_keys)
\ No newline at end of file
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 8c8c87fb8..beae3544f 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -128,6 +128,7 @@ const sidebars = {
         "providers/anthropic", 
         "providers/aws_sagemaker",
         "providers/bedrock", 
+        "providers/litellm_proxy", 
         "providers/mistral", 
         "providers/codestral",
         "providers/cohere", 

From d13d2e8a623baa9a9e811003075abfc1173809dc Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 10:59:01 -0700
Subject: [PATCH 03/48] feat(vertex_httpx.py): support functions param for
 gemini google ai studio + vertex ai

Closes https://github.com/BerriAI/litellm/issues/5344
---
 litellm/llms/vertex_httpx.py     | 180 +++++++++++++++++++++----------
 litellm/tests/test_completion.py |  94 +++++++++++++---
 litellm/types/llms/openai.py     |   1 +
 litellm/types/llms/vertex_ai.py  |   2 +-
 4 files changed, 204 insertions(+), 73 deletions(-)

diff --git a/litellm/llms/vertex_httpx.py b/litellm/llms/vertex_httpx.py
index faecdd790..1e842ce57 100644
--- a/litellm/llms/vertex_httpx.py
+++ b/litellm/llms/vertex_httpx.py
@@ -30,6 +30,7 @@ from litellm.types.llms.openai import (
     ChatCompletionResponseMessage,
     ChatCompletionToolCallChunk,
     ChatCompletionToolCallFunctionChunk,
+    ChatCompletionToolParamFunctionChunk,
     ChatCompletionUsageBlock,
 )
 from litellm.types.llms.vertex_ai import (
@@ -296,11 +297,50 @@ class GoogleAIStudioGeminiConfig:  # key diff from VertexAI - 'frequency_penalty
             "stream",
             "tools",
             "tool_choice",
+            "functions",
             "response_format",
             "n",
             "stop",
         ]
 
+    def _map_function(self, value: List[dict]) -> List[Tools]:
+        gtool_func_declarations = []
+        googleSearchRetrieval: Optional[dict] = None
+
+        for tool in value:
+            openai_function_object: Optional[ChatCompletionToolParamFunctionChunk] = (
+                None
+            )
+            if "function" in tool:  # tools list
+                openai_function_object = ChatCompletionToolParamFunctionChunk(  # type: ignore
+                    **tool["function"]
+                )
+            elif "name" in tool:  # functions list
+                openai_function_object = ChatCompletionToolParamFunctionChunk(**tool)  # type: ignore
+
+            # check if grounding
+            if tool.get("googleSearchRetrieval", None) is not None:
+                googleSearchRetrieval = tool["googleSearchRetrieval"]
+            elif openai_function_object is not None:
+                gtool_func_declaration = FunctionDeclaration(
+                    name=openai_function_object["name"],
+                    description=openai_function_object.get("description", ""),
+                    parameters=openai_function_object.get("parameters", {}),
+                )
+                gtool_func_declarations.append(gtool_func_declaration)
+            else:
+                # assume it's a provider-specific param
+                verbose_logger.warning(
+                    "Invalid tool={}. Use `litellm.set_verbose` or `litellm --detailed_debug` to see raw request."
+                )
+
+        _tools = Tools(
+            function_declarations=gtool_func_declarations,
+        )
+        if googleSearchRetrieval is not None:
+            _tools["googleSearchRetrieval"] = googleSearchRetrieval
+        return [_tools]
+
     def map_tool_choice_values(
         self, model: str, tool_choice: Union[str, dict]
     ) -> Optional[ToolConfig]:
@@ -363,26 +403,11 @@ class GoogleAIStudioGeminiConfig:  # key diff from VertexAI - 'frequency_penalty
                     if "json_schema" in value and "schema" in value["json_schema"]:  # type: ignore
                         optional_params["response_mime_type"] = "application/json"
                         optional_params["response_schema"] = value["json_schema"]["schema"]  # type: ignore
-            if param == "tools" and isinstance(value, list):
-                gtool_func_declarations = []
-                for tool in value:
-                    _parameters = tool.get("function", {}).get("parameters", {})
-                    _properties = _parameters.get("properties", {})
-                    if isinstance(_properties, dict):
-                        for _, _property in _properties.items():
-                            if "enum" in _property and "format" not in _property:
-                                _property["format"] = "enum"
-
-                    gtool_func_declaration = FunctionDeclaration(
-                        name=tool["function"]["name"],
-                        description=tool["function"].get("description", ""),
-                    )
-                    if len(_parameters.keys()) > 0:
-                        gtool_func_declaration["parameters"] = _parameters
-                    gtool_func_declarations.append(gtool_func_declaration)
-                optional_params["tools"] = [
-                    Tools(function_declarations=gtool_func_declarations)
-                ]
+            if (param == "tools" or param == "functions") and isinstance(value, list):
+                optional_params["tools"] = self._map_function(value=value)
+                optional_params["litellm_param_is_function_call"] = (
+                    True if param == "functions" else False
+                )
             if param == "tool_choice" and (
                 isinstance(value, str) or isinstance(value, dict)
             ):
@@ -506,6 +531,7 @@ class VertexGeminiConfig:
             "max_tokens",
             "stream",
             "tools",
+            "functions",
             "tool_choice",
             "response_format",
             "n",
@@ -541,6 +567,44 @@ class VertexGeminiConfig:
                 status_code=400,
             )
 
+    def _map_function(self, value: List[dict]) -> List[Tools]:
+        gtool_func_declarations = []
+        googleSearchRetrieval: Optional[dict] = None
+
+        for tool in value:
+            openai_function_object: Optional[ChatCompletionToolParamFunctionChunk] = (
+                None
+            )
+            if "function" in tool:  # tools list
+                openai_function_object = ChatCompletionToolParamFunctionChunk(  # type: ignore
+                    **tool["function"]
+                )
+            elif "name" in tool:  # functions list
+                openai_function_object = ChatCompletionToolParamFunctionChunk(**tool)  # type: ignore
+
+            # check if grounding
+            if tool.get("googleSearchRetrieval", None) is not None:
+                googleSearchRetrieval = tool["googleSearchRetrieval"]
+            elif openai_function_object is not None:
+                gtool_func_declaration = FunctionDeclaration(
+                    name=openai_function_object["name"],
+                    description=openai_function_object.get("description", ""),
+                    parameters=openai_function_object.get("parameters", {}),
+                )
+                gtool_func_declarations.append(gtool_func_declaration)
+            else:
+                # assume it's a provider-specific param
+                verbose_logger.warning(
+                    "Invalid tool={}. Use `litellm.set_verbose` or `litellm --detailed_debug` to see raw request."
+                )
+
+        _tools = Tools(
+            function_declarations=gtool_func_declarations,
+        )
+        if googleSearchRetrieval is not None:
+            _tools["googleSearchRetrieval"] = googleSearchRetrieval
+        return [_tools]
+
     def map_openai_params(
         self,
         model: str,
@@ -582,33 +646,11 @@ class VertexGeminiConfig:
                 optional_params["frequency_penalty"] = value
             if param == "presence_penalty":
                 optional_params["presence_penalty"] = value
-            if param == "tools" and isinstance(value, list):
-                gtool_func_declarations = []
-                googleSearchRetrieval: Optional[dict] = None
-                provider_specific_tools: List[dict] = []
-                for tool in value:
-                    # check if grounding
-                    try:
-                        gtool_func_declaration = FunctionDeclaration(
-                            name=tool["function"]["name"],
-                            description=tool["function"].get("description", ""),
-                            parameters=tool["function"].get("parameters", {}),
-                        )
-                        gtool_func_declarations.append(gtool_func_declaration)
-                    except KeyError:
-                        if tool.get("googleSearchRetrieval", None) is not None:
-                            googleSearchRetrieval = tool["googleSearchRetrieval"]
-                        else:
-                            # assume it's a provider-specific param
-                            verbose_logger.warning(
-                                "Got KeyError parsing tool={}. Assuming it's a provider-specific param. Use `litellm.set_verbose` or `litellm --detailed_debug` to see raw request."
-                            )
-                _tools = Tools(
-                    function_declarations=gtool_func_declarations,
+            if (param == "tools" or param == "functions") and isinstance(value, list):
+                optional_params["tools"] = self._map_function(value=value)
+                optional_params["is_function_call"] = (
+                    True if param == "functions" else False
                 )
-                if googleSearchRetrieval is not None:
-                    _tools["googleSearchRetrieval"] = googleSearchRetrieval
-                optional_params["tools"] = [_tools] + provider_specific_tools
             if param == "tool_choice" and (
                 isinstance(value, str) or isinstance(value, dict)
             ):
@@ -780,6 +822,7 @@ class VertexLLM(BaseLLM):
         model_response: ModelResponse,
         logging_obj: litellm.litellm_core_utils.litellm_logging.Logging,
         optional_params: dict,
+        litellm_params: dict,
         api_key: str,
         data: Union[dict, str],
         messages: List,
@@ -796,7 +839,6 @@ class VertexLLM(BaseLLM):
         )
 
         print_verbose(f"raw model_response: {response.text}")
-
         ## RESPONSE OBJECT
         try:
             completion_response = GenerateContentResponseBody(**response.json())  # type: ignore
@@ -904,6 +946,7 @@ class VertexLLM(BaseLLM):
             chat_completion_message = {"role": "assistant"}
             content_str = ""
             tools: List[ChatCompletionToolCallChunk] = []
+            functions: Optional[ChatCompletionToolCallFunctionChunk] = None
             for idx, candidate in enumerate(completion_response["candidates"]):
                 if "content" not in candidate:
                     continue
@@ -926,18 +969,25 @@ class VertexLLM(BaseLLM):
                             candidate["content"]["parts"][0]["functionCall"]["args"]
                         ),
                     )
-                    _tool_response_chunk = ChatCompletionToolCallChunk(
-                        id=f"call_{str(uuid.uuid4())}",
-                        type="function",
-                        function=_function_chunk,
-                        index=candidate.get("index", idx),
-                    )
-                    tools.append(_tool_response_chunk)
+                    if litellm_params.get("litellm_param_is_function_call") is True:
+                        functions = _function_chunk
+                    else:
+                        _tool_response_chunk = ChatCompletionToolCallChunk(
+                            id=f"call_{str(uuid.uuid4())}",
+                            type="function",
+                            function=_function_chunk,
+                            index=candidate.get("index", idx),
+                        )
+                        tools.append(_tool_response_chunk)
 
                 chat_completion_message["content"] = (
                     content_str if len(content_str) > 0 else None
                 )
-                chat_completion_message["tool_calls"] = tools
+                if len(tools) > 0:
+                    chat_completion_message["tool_calls"] = tools
+
+                if functions is not None:
+                    chat_completion_message["function_call"] = functions
 
                 choice = litellm.Choices(
                     finish_reason=candidate.get("finishReason", "stop"),
@@ -1226,7 +1276,7 @@ class VertexLLM(BaseLLM):
         logging_obj,
         stream,
         optional_params: dict,
-        litellm_params=None,
+        litellm_params: dict,
         logger_fn=None,
         headers={},
         client: Optional[AsyncHTTPHandler] = None,
@@ -1260,6 +1310,7 @@ class VertexLLM(BaseLLM):
             messages=messages,
             print_verbose=print_verbose,
             optional_params=optional_params,
+            litellm_params=litellm_params,
             encoding=encoding,
         )
 
@@ -1281,7 +1332,7 @@ class VertexLLM(BaseLLM):
         vertex_location: Optional[str],
         vertex_credentials: Optional[str],
         gemini_api_key: Optional[str],
-        litellm_params=None,
+        litellm_params: dict,
         logger_fn=None,
         extra_headers: Optional[dict] = None,
         client: Optional[Union[AsyncHTTPHandler, HTTPHandler]] = None,
@@ -1293,7 +1344,6 @@ class VertexLLM(BaseLLM):
             optional_params=optional_params
         )
 
-        print_verbose("Incoming Vertex Args - {}".format(locals()))
         auth_header, url = self._get_token_and_url(
             model=model,
             gemini_api_key=gemini_api_key,
@@ -1305,7 +1355,6 @@ class VertexLLM(BaseLLM):
             api_base=api_base,
             should_use_v1beta1_features=should_use_v1beta1_features,
         )
-        print_verbose("Updated URL - {}".format(url))
 
         ## TRANSFORMATION ##
         try:
@@ -1349,6 +1398,18 @@ class VertexLLM(BaseLLM):
                 )
                 optional_params.pop("response_schema")
 
+        # Check for any 'litellm_param_*' set during optional param mapping
+
+        remove_keys = []
+        for k, v in optional_params.items():
+            if k.startswith("litellm_param_"):
+                litellm_params.update({k: v})
+                remove_keys.append(k)
+
+        optional_params = {
+            k: v for k, v in optional_params.items() if k not in remove_keys
+        }
+
         try:
             content = _gemini_convert_messages_with_history(messages=messages)
             tools: Optional[Tools] = optional_params.pop("tools", None)
@@ -1482,6 +1543,7 @@ class VertexLLM(BaseLLM):
             model_response=model_response,
             logging_obj=logging_obj,
             optional_params=optional_params,
+            litellm_params=litellm_params,
             api_key="",
             data=data,  # type: ignore
             messages=messages,
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 0e96f056b..d5179da7a 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2691,8 +2691,61 @@ def test_completion_hf_model_no_provider():
 # test_completion_hf_model_no_provider()
 
 
-@pytest.mark.skip(reason="anyscale stopped serving public api endpoints")
-def test_completion_anyscale_with_functions():
+def gemini_mock_post(*args, **kwargs):
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.headers = {"Content-Type": "application/json"}
+    mock_response.json = MagicMock(
+        return_value={
+            "candidates": [
+                {
+                    "content": {
+                        "parts": [
+                            {
+                                "functionCall": {
+                                    "name": "get_current_weather",
+                                    "args": {"location": "Boston, MA"},
+                                }
+                            }
+                        ],
+                        "role": "model",
+                    },
+                    "finishReason": "STOP",
+                    "index": 0,
+                    "safetyRatings": [
+                        {
+                            "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
+                            "probability": "NEGLIGIBLE",
+                        },
+                        {
+                            "category": "HARM_CATEGORY_HARASSMENT",
+                            "probability": "NEGLIGIBLE",
+                        },
+                        {
+                            "category": "HARM_CATEGORY_HATE_SPEECH",
+                            "probability": "NEGLIGIBLE",
+                        },
+                        {
+                            "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
+                            "probability": "NEGLIGIBLE",
+                        },
+                    ],
+                }
+            ],
+            "usageMetadata": {
+                "promptTokenCount": 86,
+                "candidatesTokenCount": 19,
+                "totalTokenCount": 105,
+            },
+        }
+    )
+
+    return mock_response
+
+
+@pytest.mark.asyncio
+async def test_completion_functions_param():
+    litellm.set_verbose = True
     function1 = [
         {
             "name": "get_current_weather",
@@ -2711,18 +2764,33 @@ def test_completion_anyscale_with_functions():
         }
     ]
     try:
-        messages = [{"role": "user", "content": "What is the weather like in Boston?"}]
-        response = completion(
-            model="anyscale/mistralai/Mistral-7B-Instruct-v0.1",
-            messages=messages,
-            functions=function1,
-        )
-        # Add any assertions here to check the response
-        print(response)
+        from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 
-        cost = litellm.completion_cost(completion_response=response)
-        print("cost to make anyscale completion=", cost)
-        assert cost > 0.0
+        messages = [{"role": "user", "content": "What is the weather like in Boston?"}]
+
+        client = AsyncHTTPHandler(concurrent_limit=1)
+
+        with patch.object(client, "post", side_effect=gemini_mock_post) as mock_client:
+            response: litellm.ModelResponse = await litellm.acompletion(
+                model="gemini/gemini-1.5-pro",
+                messages=messages,
+                functions=function1,
+                client=client,
+            )
+            print(response)
+            # Add any assertions here to check the response
+            mock_client.assert_called()
+            print(f"mock_client.call_args.kwargs: {mock_client.call_args.kwargs}")
+            assert "tools" in mock_client.call_args.kwargs["json"]
+            assert (
+                "litellm_param_is_function_call"
+                not in mock_client.call_args.kwargs["json"]
+            )
+            assert (
+                "litellm_param_is_function_call"
+                not in mock_client.call_args.kwargs["json"]["generationConfig"]
+            )
+            assert response.choices[0].message.function_call is not None
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 5d2c416f9..98ce3ae78 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -448,6 +448,7 @@ class ChatCompletionResponseMessage(TypedDict, total=False):
     content: Optional[str]
     tool_calls: List[ChatCompletionToolCallChunk]
     role: Literal["assistant"]
+    function_call: ChatCompletionToolCallFunctionChunk
 
 
 class ChatCompletionUsageBlock(TypedDict):
diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py
index 5586d4861..74acd4fec 100644
--- a/litellm/types/llms/vertex_ai.py
+++ b/litellm/types/llms/vertex_ai.py
@@ -90,7 +90,7 @@ class Schema(TypedDict, total=False):
 class FunctionDeclaration(TypedDict, total=False):
     name: Required[str]
     description: str
-    parameters: Schema
+    parameters: Union[Schema, dict]
     response: Schema
 
 

From 6d61c396b3cba8accbee84230066adb151e3d08c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 11:03:33 -0700
Subject: [PATCH 04/48] docs using litellm sdk with litellm proxy

---
 docs/my-website/docs/providers/litellm_proxy.md | 7 +++----
 docs/my-website/docs/proxy/user_keys.md         | 3 +++
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/docs/my-website/docs/providers/litellm_proxy.md b/docs/my-website/docs/providers/litellm_proxy.md
index de026967f..2914b09f2 100644
--- a/docs/my-website/docs/providers/litellm_proxy.md
+++ b/docs/my-website/docs/providers/litellm_proxy.md
@@ -3,15 +3,14 @@ import TabItem from '@theme/TabItem';
 
 # LiteLLM Proxy (LLM Gateway)
 
-
-**[LiteLLM Proxy](../simple_proxy) is OpenAI compatible**, you just need the `openai/` prefix before the model
-
 :::tip
 
 [LiteLLM Providers a **self hosted** proxy server (AI Gateway)](../simple_proxy) to call all the LLMs in the OpenAI format
 
 :::
 
+**[LiteLLM Proxy](../simple_proxy) is OpenAI compatible**, you just need the `openai/` prefix before the model
+
 ## Required Variables
 
 ```python
@@ -87,4 +86,4 @@ for chunk in response:
 
 ## **Usage with Langchain, LLamaindex, OpenAI Js, Anthropic SDK, Instructor**
 
-[Follow this doc to see how to use litellm proxy with langchain, llamaindex, anthropic etc](../proxy/user_keys)
\ No newline at end of file
+#### [Follow this doc to see how to use litellm proxy with langchain, llamaindex, anthropic etc](../proxy/user_keys)
\ No newline at end of file
diff --git a/docs/my-website/docs/proxy/user_keys.md b/docs/my-website/docs/proxy/user_keys.md
index af037ea77..18b6a3605 100644
--- a/docs/my-website/docs/proxy/user_keys.md
+++ b/docs/my-website/docs/proxy/user_keys.md
@@ -810,6 +810,9 @@ print(result)
 </TabItem>
 </Tabs>
 
+## Using with Vertex, Boto3, Anthropic SDK (Native format)
+
+👉 **[Here's how to use litellm proxy with Vertex, boto3, Anthropic SDK - in the native format](../pass_through/vertex_ai.md)**
 
 ## Advanced
 

From b2bac2bc345c757ef1df1b865d54573d3506c303 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 11:06:46 -0700
Subject: [PATCH 05/48] fix link on getting started

---
 docs/my-website/docs/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/my-website/docs/index.md b/docs/my-website/docs/index.md
index 0712c3034..008972046 100644
--- a/docs/my-website/docs/index.md
+++ b/docs/my-website/docs/index.md
@@ -14,7 +14,7 @@ https://github.com/BerriAI/litellm
 
 ## How to use LiteLLM
 You can use litellm through either:
-1. [LiteLLM Proxy Server](#openai-proxy) - Server (LLM Gateway) to call 100+ LLMs, load balance, cost tracking across projects
+1. [LiteLLM Proxy Server](#litellm-proxy-server-llm-gateway) - Server (LLM Gateway) to call 100+ LLMs, load balance, cost tracking across projects
 2. [LiteLLM python SDK](#basic-usage) - Python Client to call 100+ LLMs, load balance, cost tracking
 
 ### **When to use LiteLLM Proxy Server (LLM Gateway)**

From b9d1296319c444c9c667dc0e265a0cb5959b948b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 11:23:45 -0700
Subject: [PATCH 06/48] feat(utils.py): support gemini/vertex ai streaming
 function param usage

---
 litellm/tests/test_streaming.py | 40 +++++++++++++++++++++++++--------
 litellm/utils.py                | 26 +++++++++++++++++++++
 2 files changed, 57 insertions(+), 9 deletions(-)

diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py
index e310092bd..7d099afc6 100644
--- a/litellm/tests/test_streaming.py
+++ b/litellm/tests/test_streaming.py
@@ -755,27 +755,40 @@ async def test_completion_gemini_stream(sync_mode):
     try:
         litellm.set_verbose = True
         print("Streaming gemini response")
-        messages = [
-            {"role": "system", "content": "You are a helpful assistant."},
+        function1 = [
             {
-                "role": "user",
-                "content": "Who was Alexander?",
-            },
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            }
         ]
+        messages = [{"role": "user", "content": "What is the weather like in Boston?"}]
         print("testing gemini streaming")
         complete_response = ""
         # Add any assertions here to check the response
         non_empty_chunks = 0
-
+        chunks = []
         if sync_mode:
             response = completion(
                 model="gemini/gemini-1.5-flash",
                 messages=messages,
                 stream=True,
+                functions=function1,
             )
 
             for idx, chunk in enumerate(response):
                 print(chunk)
+                chunks.append(chunk)
                 # print(chunk.choices[0].delta)
                 chunk, finished = streaming_format_tests(idx, chunk)
                 if finished:
@@ -787,11 +800,13 @@ async def test_completion_gemini_stream(sync_mode):
                 model="gemini/gemini-1.5-flash",
                 messages=messages,
                 stream=True,
+                functions=function1,
             )
 
             idx = 0
             async for chunk in response:
                 print(chunk)
+                chunks.append(chunk)
                 # print(chunk.choices[0].delta)
                 chunk, finished = streaming_format_tests(idx, chunk)
                 if finished:
@@ -800,10 +815,17 @@ async def test_completion_gemini_stream(sync_mode):
                 complete_response += chunk
                 idx += 1
 
-        if complete_response.strip() == "":
-            raise Exception("Empty response received")
+        # if complete_response.strip() == "":
+        #     raise Exception("Empty response received")
         print(f"completion_response: {complete_response}")
-        assert non_empty_chunks > 1
+
+        complete_response = litellm.stream_chunk_builder(
+            chunks=chunks, messages=messages
+        )
+
+        assert complete_response.choices[0].message.function_call is not None
+
+        # assert non_empty_chunks > 1
     except litellm.InternalServerError as e:
         pass
     except litellm.RateLimitError as e:
diff --git a/litellm/utils.py b/litellm/utils.py
index 61beabe95..b386a54ec 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8771,6 +8771,7 @@ class CustomStreamWrapper:
         self.chunks: List = (
             []
         )  # keep track of the returned chunks - used for calculating the input/output tokens for stream options
+        self.is_function_call = self.check_is_function_call(logging_obj=logging_obj)
 
     def __iter__(self):
         return self
@@ -8778,6 +8779,19 @@ class CustomStreamWrapper:
     def __aiter__(self):
         return self
 
+    def check_is_function_call(self, logging_obj) -> bool:
+        if hasattr(logging_obj, "optional_params") and isinstance(
+            logging_obj.optional_params, dict
+        ):
+            if (
+                "litellm_param_is_function_call" in logging_obj.optional_params
+                and logging_obj.optional_params["litellm_param_is_function_call"]
+                is not None
+            ):
+                return True
+
+        return False
+
     def process_chunk(self, chunk: str):
         """
         NLP Cloud streaming returns the entire response, for each chunk. Process this, to only return the delta.
@@ -10275,6 +10289,12 @@ class CustomStreamWrapper:
 
             ## CHECK FOR TOOL USE
             if "tool_calls" in completion_obj and len(completion_obj["tool_calls"]) > 0:
+                if self.is_function_call is True:  # user passed in 'functions' param
+                    completion_obj["function_call"] = completion_obj["tool_calls"][0][
+                        "function"
+                    ]
+                    completion_obj["tool_calls"] = None
+
                 self.tool_call = True
 
             ## RETURN ARG
@@ -10286,8 +10306,13 @@ class CustomStreamWrapper:
                 )
                 or (
                     "tool_calls" in completion_obj
+                    and completion_obj["tool_calls"] is not None
                     and len(completion_obj["tool_calls"]) > 0
                 )
+                or (
+                    "function_call" in completion_obj
+                    and completion_obj["function_call"] is not None
+                )
             ):  # cannot set content of an OpenAI Object to be an empty string
                 self.safety_checker()
                 hold, model_response_str = self.check_special_tokens(
@@ -10347,6 +10372,7 @@ class CustomStreamWrapper:
                         if self.sent_first_chunk is False:
                             completion_obj["role"] = "assistant"
                             self.sent_first_chunk = True
+
                         model_response.choices[0].delta = Delta(**completion_obj)
                         if completion_obj.get("index") is not None:
                             model_response.choices[0].index = completion_obj.get(

From 8695cf186d346944f2159525e305cd79452de2ee Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 11:44:37 -0700
Subject: [PATCH 07/48] fix(main.py): fix linting errors

---
 litellm/main.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index 2cf836890..28c79b4e5 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2008,7 +2008,7 @@ def completion(
                 model_response=model_response,
                 print_verbose=print_verbose,
                 optional_params=new_params,
-                litellm_params=litellm_params,
+                litellm_params=litellm_params,  # type: ignore
                 logger_fn=logger_fn,
                 encoding=encoding,
                 vertex_location=vertex_ai_location,
@@ -2095,7 +2095,7 @@ def completion(
                     model_response=model_response,
                     print_verbose=print_verbose,
                     optional_params=new_params,
-                    litellm_params=litellm_params,
+                    litellm_params=litellm_params,  # type: ignore
                     logger_fn=logger_fn,
                     encoding=encoding,
                     vertex_location=vertex_ai_location,

From 1cbf851ac227694772d6ba75839b02fc2dcbd6e5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 12:04:56 -0700
Subject: [PATCH 08/48] fix(utils.py): fix value check

---
 litellm/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index b386a54ec..165d5c093 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8786,7 +8786,7 @@ class CustomStreamWrapper:
             if (
                 "litellm_param_is_function_call" in logging_obj.optional_params
                 and logging_obj.optional_params["litellm_param_is_function_call"]
-                is not None
+                is True
             ):
                 return True
 

From 2b40f2eaedd4f68b148fb5fe975d66629a7f7db8 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 12:17:48 -0700
Subject: [PATCH 09/48] test(test_function_calling.py): fix test

---
 litellm/tests/test_function_calling.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/tests/test_function_calling.py b/litellm/tests/test_function_calling.py
index 6bd0c42cf..81647685f 100644
--- a/litellm/tests/test_function_calling.py
+++ b/litellm/tests/test_function_calling.py
@@ -142,6 +142,8 @@ def test_parallel_function_call(model):
                 drop_params=True,
             )  # get a new response from the model where it can see the function response
             print("second response\n", second_response)
+    except litellm.InternalServerError:
+        pass
     except litellm.RateLimitError:
         pass
     except Exception as e:

From bea6fb2375b68529f40f7660da7b79e90e701f0f Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 13:08:28 -0700
Subject: [PATCH 10/48] fix(vertex_httpx.py): use special param

---
 litellm/llms/vertex_httpx.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/vertex_httpx.py b/litellm/llms/vertex_httpx.py
index 1e842ce57..2f8a27ffe 100644
--- a/litellm/llms/vertex_httpx.py
+++ b/litellm/llms/vertex_httpx.py
@@ -648,7 +648,7 @@ class VertexGeminiConfig:
                 optional_params["presence_penalty"] = value
             if (param == "tools" or param == "functions") and isinstance(value, list):
                 optional_params["tools"] = self._map_function(value=value)
-                optional_params["is_function_call"] = (
+                optional_params["litellm_param_is_function_call"] = (
                     True if param == "functions" else False
                 )
             if param == "tool_choice" and (

From 3d11b2172681526482693ed751802f7f52b9ba03 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 13:10:04 -0700
Subject: [PATCH 11/48] add fine tuned vertex model support

---
 litellm/llms/vertex_httpx.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/litellm/llms/vertex_httpx.py b/litellm/llms/vertex_httpx.py
index faecdd790..5042d0f77 100644
--- a/litellm/llms/vertex_httpx.py
+++ b/litellm/llms/vertex_httpx.py
@@ -1161,6 +1161,15 @@ class VertexLLM(BaseLLM):
             else:
                 url = f"https://{vertex_location}-aiplatform.googleapis.com/{version}/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
 
+            # if model is only numeric chars then it's a fine tuned gemini model
+            # model = 4965075652664360960
+            # send to this url: url = f"https://{vertex_location}-aiplatform.googleapis.com/{version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
+            if model.isdigit():
+                # It's a fine-tuned Gemini model
+                url = f"https://{vertex_location}-aiplatform.googleapis.com/{version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
+                if stream is True:
+                    url += "?alt=sse"
+
         if (
             api_base is not None
         ):  # for cloudflare ai gateway - https://github.com/BerriAI/litellm/issues/4317

From 07a45fc844ca07d3f3e4c581a397120ad9e42ae1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 13:26:56 -0700
Subject: [PATCH 12/48] add test for test_completion_fine_tuned_model

---
 .../tests/test_amazing_vertex_completion.py   | 84 +++++++++++++++++++
 1 file changed, 84 insertions(+)

diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index 051b15b99..9a8ce4846 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -2115,3 +2115,87 @@ def test_get_token_url():
     assert "/v1/" in url
 
     pass
+
+
+@pytest.mark.asyncio
+async def test_completion_fine_tuned_model():
+    # load_vertex_ai_credentials()
+    mock_response = AsyncMock()
+
+    def return_val():
+        return {
+            "candidates": [
+                {
+                    "content": {
+                        "role": "model",
+                        "parts": [
+                            {
+                                "text": "A canvas vast, a boundless blue,\nWhere clouds paint tales and winds imbue.\nThe sun descends in fiery hue,\nStars shimmer bright, a gentle few.\n\nThe moon ascends, a pearl of light,\nGuiding travelers through the night.\nThe sky embraces, holds all tight,\nA tapestry of wonder, bright."
+                            }
+                        ],
+                    },
+                    "finishReason": "STOP",
+                    "safetyRatings": [
+                        {
+                            "category": "HARM_CATEGORY_HATE_SPEECH",
+                            "probability": "NEGLIGIBLE",
+                            "probabilityScore": 0.028930664,
+                            "severity": "HARM_SEVERITY_NEGLIGIBLE",
+                            "severityScore": 0.041992188,
+                        },
+                        # ... other safety ratings ...
+                    ],
+                    "avgLogprobs": -0.95772853367765187,
+                }
+            ],
+            "usageMetadata": {
+                "promptTokenCount": 7,
+                "candidatesTokenCount": 71,
+                "totalTokenCount": 78,
+            },
+        }
+
+    mock_response.json = return_val
+    mock_response.status_code = 200
+
+    expected_payload = {
+        "contents": [
+            {"role": "user", "parts": [{"text": "Write a short poem about the sky"}]}
+        ],
+        "generationConfig": {},
+    }
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=mock_response,
+    ) as mock_post:
+        # Act: Call the litellm.completion function
+        response = await litellm.acompletion(
+            model="vertex_ai_beta/4965075652664360960",
+            messages=[{"role": "user", "content": "Write a short poem about the sky"}],
+        )
+
+        # Assert
+        mock_post.assert_called_once()
+        url, kwargs = mock_post.call_args
+        print("url = ", url)
+
+        # this is the fine-tuned model endpoint
+        assert (
+            url[0]
+            == "https://us-central1-aiplatform.googleapis.com/v1/projects/adroit-crow-413218/locations/us-central1/endpoints/4965075652664360960:generateContent"
+        )
+
+        print("call args = ", kwargs)
+        args_to_vertexai = kwargs["json"]
+
+        print("args to vertex ai call:", args_to_vertexai)
+
+        assert args_to_vertexai == expected_payload
+        assert response.choices[0].message.content.startswith("A canvas vast")
+        assert response.choices[0].finish_reason == "stop"
+        assert response.usage.total_tokens == 78
+
+        # Optional: Print for debugging
+        print("Arguments passed to Vertex AI:", args_to_vertexai)
+        print("Response:", response)

From 8233a20db0207f4520201f72f2485a9804a60225 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 13:28:25 -0700
Subject: [PATCH 13/48] docs: fix dead links

---
 docs/my-website/docs/proxy/guardrails/aporia_api.md       | 2 +-
 docs/my-website/docs/proxy/guardrails/bedrock.md          | 2 +-
 docs/my-website/docs/proxy/guardrails/custom_guardrail.md | 6 +++---
 docs/my-website/docs/proxy/guardrails/lakera_ai.md        | 2 +-
 docs/my-website/docs/proxy/guardrails/quick_start.md      | 2 +-
 docs/my-website/docs/tutorials/litellm_proxy_aporia.md    | 2 +-
 6 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/docs/my-website/docs/proxy/guardrails/aporia_api.md b/docs/my-website/docs/proxy/guardrails/aporia_api.md
index d5b6bd636..d45c34d47 100644
--- a/docs/my-website/docs/proxy/guardrails/aporia_api.md
+++ b/docs/my-website/docs/proxy/guardrails/aporia_api.md
@@ -71,7 +71,7 @@ litellm --config config.yaml --detailed_debug
 
 ## 4. Test request 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">
diff --git a/docs/my-website/docs/proxy/guardrails/bedrock.md b/docs/my-website/docs/proxy/guardrails/bedrock.md
index ac8aa1c1b..84e17ba86 100644
--- a/docs/my-website/docs/proxy/guardrails/bedrock.md
+++ b/docs/my-website/docs/proxy/guardrails/bedrock.md
@@ -40,7 +40,7 @@ litellm --config config.yaml --detailed_debug
 
 ### 3. Test request 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">
diff --git a/docs/my-website/docs/proxy/guardrails/custom_guardrail.md b/docs/my-website/docs/proxy/guardrails/custom_guardrail.md
index 57d292d42..469196d86 100644
--- a/docs/my-website/docs/proxy/guardrails/custom_guardrail.md
+++ b/docs/my-website/docs/proxy/guardrails/custom_guardrail.md
@@ -202,7 +202,7 @@ litellm --config config.yaml --detailed_debug
 #### Test `"custom-pre-guard"`
 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Modify input" value = "not-allowed">
@@ -282,7 +282,7 @@ curl -i http://localhost:4000/v1/chat/completions \
 #### Test `"custom-during-guard"`
 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">
@@ -346,7 +346,7 @@ curl -i http://localhost:4000/v1/chat/completions \
 
 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">
diff --git a/docs/my-website/docs/proxy/guardrails/lakera_ai.md b/docs/my-website/docs/proxy/guardrails/lakera_ai.md
index 2c6dd2b42..ba1ca0b21 100644
--- a/docs/my-website/docs/proxy/guardrails/lakera_ai.md
+++ b/docs/my-website/docs/proxy/guardrails/lakera_ai.md
@@ -46,7 +46,7 @@ litellm --config config.yaml --detailed_debug
 
 ### 3. Test request 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">
diff --git a/docs/my-website/docs/proxy/guardrails/quick_start.md b/docs/my-website/docs/proxy/guardrails/quick_start.md
index 30f5051d2..10a078fed 100644
--- a/docs/my-website/docs/proxy/guardrails/quick_start.md
+++ b/docs/my-website/docs/proxy/guardrails/quick_start.md
@@ -48,7 +48,7 @@ litellm --config config.yaml --detailed_debug
 
 ## 3. Test request 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">
diff --git a/docs/my-website/docs/tutorials/litellm_proxy_aporia.md b/docs/my-website/docs/tutorials/litellm_proxy_aporia.md
index 1fea3037f..3b5bada2b 100644
--- a/docs/my-website/docs/tutorials/litellm_proxy_aporia.md
+++ b/docs/my-website/docs/tutorials/litellm_proxy_aporia.md
@@ -72,7 +72,7 @@ litellm --config config.yaml --detailed_debug
 
 ## 4. Test request 
 
-**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys##request-format)**
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
 
 <Tabs>
 <TabItem label="Unsuccessful call" value = "not-allowed">

From 8d9f94ede7a4d26d3c4262afb4d8d5e9d34d8507 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 13:39:20 -0700
Subject: [PATCH 14/48] vertex add finetuned models

---
 docs/my-website/docs/providers/vertex.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 967f45b84..ffd00d9f5 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -1194,6 +1194,14 @@ response = completion(
 |------------------|--------------------------------------|
 | gemini-pro   | `completion('gemini-pro', messages)`, `completion('vertex_ai/gemini-pro', messages)` |
 
+## Fine-tuned Models
+
+Fine tuned models on vertex have a numerical model/endpoint id. 
+
+| Model Name       | Function Call                        |
+|------------------|--------------------------------------|
+| your fine tuned model   | `completion(model='vertex_ai/4965075652664360960', messages)`|
+
 ## Gemini Pro Vision
 | Model Name       | Function Call                        |
 |------------------|--------------------------------------|

From 174b1c43e35c6ecb617c5d95de0569937cb850f5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 13:59:57 -0700
Subject: [PATCH 15/48] fix(utils.py): support 'PERPLEXITY_API_KEY' in env

---
 litellm/utils.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 61beabe95..68eac7c3a 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4610,7 +4610,11 @@ def get_llm_provider(
             if custom_llm_provider == "perplexity":
                 # perplexity is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.perplexity.ai
                 api_base = api_base or get_secret("PERPLEXITY_API_BASE") or "https://api.perplexity.ai"  # type: ignore
-                dynamic_api_key = api_key or get_secret("PERPLEXITYAI_API_KEY")
+                dynamic_api_key = (
+                    api_key
+                    or get_secret("PERPLEXITYAI_API_KEY")
+                    or get_secret("PERPLEXITY_API_KEY")
+                )
             elif custom_llm_provider == "anyscale":
                 # anyscale is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.endpoints.anyscale.com/v1
                 api_base = api_base or get_secret("ANYSCALE_API_BASE") or "https://api.endpoints.anyscale.com/v1"  # type: ignore
@@ -6647,7 +6651,6 @@ def exception_type(
 
                 if message is not None and isinstance(message, str):
                     message = message.replace("OPENAI", custom_llm_provider.upper())
-                    message = message.replace("openai", custom_llm_provider)
                     message = message.replace("OpenAI", custom_llm_provider)
                 if custom_llm_provider == "openai":
                     exception_provider = "OpenAI" + "Exception"

From f9ea0d8fa985b97793444adb47dabff33a06b94a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 14:16:25 -0700
Subject: [PATCH 16/48] refactor cohere to be in a folder

---
 litellm/llms/{cohere_chat.py => cohere/chat.py} | 2 +-
 litellm/main.py                                 | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)
 rename litellm/llms/{cohere_chat.py => cohere/chat.py} (99%)

diff --git a/litellm/llms/cohere_chat.py b/litellm/llms/cohere/chat.py
similarity index 99%
rename from litellm/llms/cohere_chat.py
rename to litellm/llms/cohere/chat.py
index f13e74614..b2569b429 100644
--- a/litellm/llms/cohere_chat.py
+++ b/litellm/llms/cohere/chat.py
@@ -13,7 +13,7 @@ import litellm
 from litellm.types.llms.cohere import ToolResultObject
 from litellm.utils import Choices, Message, ModelResponse, Usage
 
-from .prompt_templates.factory import cohere_message_pt, cohere_messages_pt_v2
+from ..prompt_templates.factory import cohere_message_pt, cohere_messages_pt_v2
 
 
 class CohereError(Exception):
diff --git a/litellm/main.py b/litellm/main.py
index 2cf836890..1772e9b2b 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -83,7 +83,6 @@ from .llms import (
     clarifai,
     cloudflare,
     cohere,
-    cohere_chat,
     gemini,
     huggingface_restapi,
     maritalk,
@@ -107,6 +106,7 @@ from .llms.anthropic_text import AnthropicTextCompletion
 from .llms.azure import AzureChatCompletion, _check_dynamic_azure_params
 from .llms.azure_text import AzureTextCompletion
 from .llms.bedrock_httpx import BedrockConverseLLM, BedrockLLM
+from .llms.cohere import chat as cohere_chat
 from .llms.custom_llm import CustomLLM, custom_chat_llm_router
 from .llms.databricks import DatabricksChatCompletion
 from .llms.huggingface_restapi import Huggingface

From da63775371f39d27ae3b832cd502ccbeda832b18 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 14:28:50 -0700
Subject: [PATCH 17/48] use common folder for cohere

---
 litellm/__init__.py               |   2 +-
 litellm/llms/cohere.py            | 414 ------------------------------
 litellm/llms/cohere/completion.py | 253 ++++++++++++++++++
 litellm/llms/cohere/embed.py      | 201 +++++++++++++++
 litellm/main.py                   |   6 +-
 5 files changed, 459 insertions(+), 417 deletions(-)
 create mode 100644 litellm/llms/cohere/completion.py
 create mode 100644 litellm/llms/cohere/embed.py

diff --git a/litellm/__init__.py b/litellm/__init__.py
index bda12e5dd..207ea3ebd 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -838,7 +838,7 @@ from .llms.databricks import DatabricksConfig, DatabricksEmbeddingConfig
 from .llms.predibase import PredibaseConfig
 from .llms.anthropic_text import AnthropicTextConfig
 from .llms.replicate import ReplicateConfig
-from .llms.cohere import CohereConfig
+from .llms.cohere.completion import CohereConfig
 from .llms.clarifai import ClarifaiConfig
 from .llms.ai21 import AI21Config
 from .llms.together_ai import TogetherAIConfig
diff --git a/litellm/llms/cohere.py b/litellm/llms/cohere.py
index 8bd1051e8..e69de29bb 100644
--- a/litellm/llms/cohere.py
+++ b/litellm/llms/cohere.py
@@ -1,414 +0,0 @@
-#################### OLD ########################
-##### See `cohere_chat.py` for `/chat` calls ####
-#################################################
-import json
-import os
-import time
-import traceback
-import types
-from enum import Enum
-from typing import Any, Callable, Optional, Union
-
-import httpx  # type: ignore
-import requests  # type: ignore
-
-import litellm
-from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
-from litellm.utils import Choices, Message, ModelResponse, Usage
-
-
-class CohereError(Exception):
-    def __init__(self, status_code, message):
-        self.status_code = status_code
-        self.message = message
-        self.request = httpx.Request(
-            method="POST", url="https://api.cohere.ai/v1/generate"
-        )
-        self.response = httpx.Response(status_code=status_code, request=self.request)
-        super().__init__(
-            self.message
-        )  # Call the base class constructor with the parameters it needs
-
-
-def construct_cohere_tool(tools=None):
-    if tools is None:
-        tools = []
-    return {"tools": tools}
-
-
-class CohereConfig:
-    """
-    Reference: https://docs.cohere.com/reference/generate
-
-    The class `CohereConfig` provides configuration for the Cohere's API interface. Below are the parameters:
-
-    - `num_generations` (integer): Maximum number of generations returned. Default is 1, with a minimum value of 1 and a maximum value of 5.
-
-    - `max_tokens` (integer): Maximum number of tokens the model will generate as part of the response. Default value is 20.
-
-    - `truncate` (string): Specifies how the API handles inputs longer than maximum token length. Options include NONE, START, END. Default is END.
-
-    - `temperature` (number): A non-negative float controlling the randomness in generation. Lower temperatures result in less random generations. Default is 0.75.
-
-    - `preset` (string): Identifier of a custom preset, a combination of parameters such as prompt, temperature etc.
-
-    - `end_sequences` (array of strings): The generated text gets cut at the beginning of the earliest occurrence of an end sequence, which will be excluded from the text.
-
-    - `stop_sequences` (array of strings): The generated text gets cut at the end of the earliest occurrence of a stop sequence, which will be included in the text.
-
-    - `k` (integer): Limits generation at each step to top `k` most likely tokens. Default is 0.
-
-    - `p` (number): Limits generation at each step to most likely tokens with total probability mass of `p`. Default is 0.
-
-    - `frequency_penalty` (number): Reduces repetitiveness of generated tokens. Higher values apply stronger penalties to previously occurred tokens.
-
-    - `presence_penalty` (number): Reduces repetitiveness of generated tokens. Similar to frequency_penalty, but this penalty applies equally to all tokens that have already appeared.
-
-    - `return_likelihoods` (string): Specifies how and if token likelihoods are returned with the response. Options include GENERATION, ALL and NONE.
-
-    - `logit_bias` (object): Used to prevent the model from generating unwanted tokens or to incentivize it to include desired tokens. e.g. {"hello_world": 1233}
-    """
-
-    num_generations: Optional[int] = None
-    max_tokens: Optional[int] = None
-    truncate: Optional[str] = None
-    temperature: Optional[int] = None
-    preset: Optional[str] = None
-    end_sequences: Optional[list] = None
-    stop_sequences: Optional[list] = None
-    k: Optional[int] = None
-    p: Optional[int] = None
-    frequency_penalty: Optional[int] = None
-    presence_penalty: Optional[int] = None
-    return_likelihoods: Optional[str] = None
-    logit_bias: Optional[dict] = None
-
-    def __init__(
-        self,
-        num_generations: Optional[int] = None,
-        max_tokens: Optional[int] = None,
-        truncate: Optional[str] = None,
-        temperature: Optional[int] = None,
-        preset: Optional[str] = None,
-        end_sequences: Optional[list] = None,
-        stop_sequences: Optional[list] = None,
-        k: Optional[int] = None,
-        p: Optional[int] = None,
-        frequency_penalty: Optional[int] = None,
-        presence_penalty: Optional[int] = None,
-        return_likelihoods: Optional[str] = None,
-        logit_bias: Optional[dict] = None,
-    ) -> None:
-        locals_ = locals()
-        for key, value in locals_.items():
-            if key != "self" and value is not None:
-                setattr(self.__class__, key, value)
-
-    @classmethod
-    def get_config(cls):
-        return {
-            k: v
-            for k, v in cls.__dict__.items()
-            if not k.startswith("__")
-            and not isinstance(
-                v,
-                (
-                    types.FunctionType,
-                    types.BuiltinFunctionType,
-                    classmethod,
-                    staticmethod,
-                ),
-            )
-            and v is not None
-        }
-
-
-def validate_environment(api_key, headers: dict):
-    headers.update(
-        {
-            "Request-Source": "unspecified:litellm",
-            "accept": "application/json",
-            "content-type": "application/json",
-        }
-    )
-    if api_key:
-        headers["Authorization"] = f"Bearer {api_key}"
-    return headers
-
-
-def completion(
-    model: str,
-    messages: list,
-    api_base: str,
-    model_response: ModelResponse,
-    print_verbose: Callable,
-    encoding,
-    api_key,
-    logging_obj,
-    headers: dict,
-    optional_params=None,
-    litellm_params=None,
-    logger_fn=None,
-):
-    headers = validate_environment(api_key, headers=headers)
-    completion_url = api_base
-    model = model
-    prompt = " ".join(message["content"] for message in messages)
-
-    ## Load Config
-    config = litellm.CohereConfig.get_config()
-    for k, v in config.items():
-        if (
-            k not in optional_params
-        ):  # completion(top_k=3) > cohere_config(top_k=3) <- allows for dynamic variables to be passed in
-            optional_params[k] = v
-
-    ## Handle Tool Calling
-    if "tools" in optional_params:
-        _is_function_call = True
-        tool_calling_system_prompt = construct_cohere_tool(
-            tools=optional_params["tools"]
-        )
-        optional_params["tools"] = tool_calling_system_prompt
-
-    data = {
-        "model": model,
-        "prompt": prompt,
-        **optional_params,
-    }
-
-    ## LOGGING
-    logging_obj.pre_call(
-        input=prompt,
-        api_key=api_key,
-        additional_args={
-            "complete_input_dict": data,
-            "headers": headers,
-            "api_base": completion_url,
-        },
-    )
-    ## COMPLETION CALL
-    response = requests.post(
-        completion_url,
-        headers=headers,
-        data=json.dumps(data),
-        stream=optional_params["stream"] if "stream" in optional_params else False,
-    )
-    ## error handling for cohere calls
-    if response.status_code != 200:
-        raise CohereError(message=response.text, status_code=response.status_code)
-
-    if "stream" in optional_params and optional_params["stream"] == True:
-        return response.iter_lines()
-    else:
-        ## LOGGING
-        logging_obj.post_call(
-            input=prompt,
-            api_key=api_key,
-            original_response=response.text,
-            additional_args={"complete_input_dict": data},
-        )
-        print_verbose(f"raw model_response: {response.text}")
-        ## RESPONSE OBJECT
-        completion_response = response.json()
-        if "error" in completion_response:
-            raise CohereError(
-                message=completion_response["error"],
-                status_code=response.status_code,
-            )
-        else:
-            try:
-                choices_list = []
-                for idx, item in enumerate(completion_response["generations"]):
-                    if len(item["text"]) > 0:
-                        message_obj = Message(content=item["text"])
-                    else:
-                        message_obj = Message(content=None)
-                    choice_obj = Choices(
-                        finish_reason=item["finish_reason"],
-                        index=idx + 1,
-                        message=message_obj,
-                    )
-                    choices_list.append(choice_obj)
-                model_response.choices = choices_list  # type: ignore
-            except Exception as e:
-                raise CohereError(
-                    message=response.text, status_code=response.status_code
-                )
-
-        ## CALCULATING USAGE
-        prompt_tokens = len(encoding.encode(prompt))
-        completion_tokens = len(
-            encoding.encode(model_response["choices"][0]["message"].get("content", ""))
-        )
-
-        model_response.created = int(time.time())
-        model_response.model = model
-        usage = Usage(
-            prompt_tokens=prompt_tokens,
-            completion_tokens=completion_tokens,
-            total_tokens=prompt_tokens + completion_tokens,
-        )
-        setattr(model_response, "usage", usage)
-        return model_response
-
-
-def _process_embedding_response(
-    embeddings: list,
-    model_response: litellm.EmbeddingResponse,
-    model: str,
-    encoding: Any,
-    input: list,
-) -> litellm.EmbeddingResponse:
-    output_data = []
-    for idx, embedding in enumerate(embeddings):
-        output_data.append(
-            {"object": "embedding", "index": idx, "embedding": embedding}
-        )
-    model_response.object = "list"
-    model_response.data = output_data
-    model_response.model = model
-    input_tokens = 0
-    for text in input:
-        input_tokens += len(encoding.encode(text))
-
-    setattr(
-        model_response,
-        "usage",
-        Usage(
-            prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
-        ),
-    )
-
-    return model_response
-
-
-async def async_embedding(
-    model: str,
-    data: dict,
-    input: list,
-    model_response: litellm.utils.EmbeddingResponse,
-    timeout: Union[float, httpx.Timeout],
-    logging_obj: LiteLLMLoggingObj,
-    optional_params: dict,
-    api_base: str,
-    api_key: Optional[str],
-    headers: dict,
-    encoding: Callable,
-    client: Optional[AsyncHTTPHandler] = None,
-):
-
-    ## LOGGING
-    logging_obj.pre_call(
-        input=input,
-        api_key=api_key,
-        additional_args={
-            "complete_input_dict": data,
-            "headers": headers,
-            "api_base": api_base,
-        },
-    )
-    ## COMPLETION CALL
-    if client is None:
-        client = AsyncHTTPHandler(concurrent_limit=1)
-
-    response = await client.post(api_base, headers=headers, data=json.dumps(data))
-
-    ## LOGGING
-    logging_obj.post_call(
-        input=input,
-        api_key=api_key,
-        additional_args={"complete_input_dict": data},
-        original_response=response,
-    )
-
-    embeddings = response.json()["embeddings"]
-
-    ## PROCESS RESPONSE ##
-    return _process_embedding_response(
-        embeddings=embeddings,
-        model_response=model_response,
-        model=model,
-        encoding=encoding,
-        input=input,
-    )
-
-
-def embedding(
-    model: str,
-    input: list,
-    model_response: litellm.EmbeddingResponse,
-    logging_obj: LiteLLMLoggingObj,
-    optional_params: dict,
-    headers: dict,
-    encoding: Any,
-    api_key: Optional[str] = None,
-    aembedding: Optional[bool] = None,
-    timeout: Union[float, httpx.Timeout] = httpx.Timeout(None),
-    client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
-):
-    headers = validate_environment(api_key, headers=headers)
-    embed_url = "https://api.cohere.ai/v1/embed"
-    model = model
-    data = {"model": model, "texts": input, **optional_params}
-
-    if "3" in model and "input_type" not in data:
-        # cohere v3 embedding models require input_type, if no input_type is provided, default to "search_document"
-        data["input_type"] = "search_document"
-
-    ## LOGGING
-    logging_obj.pre_call(
-        input=input,
-        api_key=api_key,
-        additional_args={"complete_input_dict": data},
-    )
-
-    ## ROUTING
-    if aembedding is True:
-        return async_embedding(
-            model=model,
-            data=data,
-            input=input,
-            model_response=model_response,
-            timeout=timeout,
-            logging_obj=logging_obj,
-            optional_params=optional_params,
-            api_base=embed_url,
-            api_key=api_key,
-            headers=headers,
-            encoding=encoding,
-        )
-    ## COMPLETION CALL
-    if client is None or not isinstance(client, HTTPHandler):
-        client = HTTPHandler(concurrent_limit=1)
-    response = client.post(embed_url, headers=headers, data=json.dumps(data))
-    ## LOGGING
-    logging_obj.post_call(
-        input=input,
-        api_key=api_key,
-        additional_args={"complete_input_dict": data},
-        original_response=response,
-    )
-    """
-        response 
-        {
-            'object': "list",
-            'data': [
-            
-            ]
-            'model', 
-            'usage'
-        }
-    """
-    if response.status_code != 200:
-        raise CohereError(message=response.text, status_code=response.status_code)
-    embeddings = response.json()["embeddings"]
-
-    return _process_embedding_response(
-        embeddings=embeddings,
-        model_response=model_response,
-        model=model,
-        encoding=encoding,
-        input=input,
-    )
diff --git a/litellm/llms/cohere/completion.py b/litellm/llms/cohere/completion.py
new file mode 100644
index 000000000..3e8bd4ded
--- /dev/null
+++ b/litellm/llms/cohere/completion.py
@@ -0,0 +1,253 @@
+##### Calls /generate endpoint #######
+
+import json
+import os
+import time
+import traceback
+import types
+from enum import Enum
+from typing import Any, Callable, Optional, Union
+
+import httpx  # type: ignore
+import requests  # type: ignore
+
+import litellm
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm.utils import Choices, Message, ModelResponse, Usage
+
+
+class CohereError(Exception):
+    def __init__(self, status_code, message):
+        self.status_code = status_code
+        self.message = message
+        self.request = httpx.Request(
+            method="POST", url="https://api.cohere.ai/v1/generate"
+        )
+        self.response = httpx.Response(status_code=status_code, request=self.request)
+        super().__init__(
+            self.message
+        )  # Call the base class constructor with the parameters it needs
+
+
+def construct_cohere_tool(tools=None):
+    if tools is None:
+        tools = []
+    return {"tools": tools}
+
+
+class CohereConfig:
+    """
+    Reference: https://docs.cohere.com/reference/generate
+
+    The class `CohereConfig` provides configuration for the Cohere's API interface. Below are the parameters:
+
+    - `num_generations` (integer): Maximum number of generations returned. Default is 1, with a minimum value of 1 and a maximum value of 5.
+
+    - `max_tokens` (integer): Maximum number of tokens the model will generate as part of the response. Default value is 20.
+
+    - `truncate` (string): Specifies how the API handles inputs longer than maximum token length. Options include NONE, START, END. Default is END.
+
+    - `temperature` (number): A non-negative float controlling the randomness in generation. Lower temperatures result in less random generations. Default is 0.75.
+
+    - `preset` (string): Identifier of a custom preset, a combination of parameters such as prompt, temperature etc.
+
+    - `end_sequences` (array of strings): The generated text gets cut at the beginning of the earliest occurrence of an end sequence, which will be excluded from the text.
+
+    - `stop_sequences` (array of strings): The generated text gets cut at the end of the earliest occurrence of a stop sequence, which will be included in the text.
+
+    - `k` (integer): Limits generation at each step to top `k` most likely tokens. Default is 0.
+
+    - `p` (number): Limits generation at each step to most likely tokens with total probability mass of `p`. Default is 0.
+
+    - `frequency_penalty` (number): Reduces repetitiveness of generated tokens. Higher values apply stronger penalties to previously occurred tokens.
+
+    - `presence_penalty` (number): Reduces repetitiveness of generated tokens. Similar to frequency_penalty, but this penalty applies equally to all tokens that have already appeared.
+
+    - `return_likelihoods` (string): Specifies how and if token likelihoods are returned with the response. Options include GENERATION, ALL and NONE.
+
+    - `logit_bias` (object): Used to prevent the model from generating unwanted tokens or to incentivize it to include desired tokens. e.g. {"hello_world": 1233}
+    """
+
+    num_generations: Optional[int] = None
+    max_tokens: Optional[int] = None
+    truncate: Optional[str] = None
+    temperature: Optional[int] = None
+    preset: Optional[str] = None
+    end_sequences: Optional[list] = None
+    stop_sequences: Optional[list] = None
+    k: Optional[int] = None
+    p: Optional[int] = None
+    frequency_penalty: Optional[int] = None
+    presence_penalty: Optional[int] = None
+    return_likelihoods: Optional[str] = None
+    logit_bias: Optional[dict] = None
+
+    def __init__(
+        self,
+        num_generations: Optional[int] = None,
+        max_tokens: Optional[int] = None,
+        truncate: Optional[str] = None,
+        temperature: Optional[int] = None,
+        preset: Optional[str] = None,
+        end_sequences: Optional[list] = None,
+        stop_sequences: Optional[list] = None,
+        k: Optional[int] = None,
+        p: Optional[int] = None,
+        frequency_penalty: Optional[int] = None,
+        presence_penalty: Optional[int] = None,
+        return_likelihoods: Optional[str] = None,
+        logit_bias: Optional[dict] = None,
+    ) -> None:
+        locals_ = locals()
+        for key, value in locals_.items():
+            if key != "self" and value is not None:
+                setattr(self.__class__, key, value)
+
+    @classmethod
+    def get_config(cls):
+        return {
+            k: v
+            for k, v in cls.__dict__.items()
+            if not k.startswith("__")
+            and not isinstance(
+                v,
+                (
+                    types.FunctionType,
+                    types.BuiltinFunctionType,
+                    classmethod,
+                    staticmethod,
+                ),
+            )
+            and v is not None
+        }
+
+
+def validate_environment(api_key, headers: dict):
+    headers.update(
+        {
+            "Request-Source": "unspecified:litellm",
+            "accept": "application/json",
+            "content-type": "application/json",
+        }
+    )
+    if api_key:
+        headers["Authorization"] = f"Bearer {api_key}"
+    return headers
+
+
+def completion(
+    model: str,
+    messages: list,
+    api_base: str,
+    model_response: ModelResponse,
+    print_verbose: Callable,
+    encoding,
+    api_key,
+    logging_obj,
+    headers: dict,
+    optional_params=None,
+    litellm_params=None,
+    logger_fn=None,
+):
+    headers = validate_environment(api_key, headers=headers)
+    completion_url = api_base
+    model = model
+    prompt = " ".join(message["content"] for message in messages)
+
+    ## Load Config
+    config = litellm.CohereConfig.get_config()
+    for k, v in config.items():
+        if (
+            k not in optional_params
+        ):  # completion(top_k=3) > cohere_config(top_k=3) <- allows for dynamic variables to be passed in
+            optional_params[k] = v
+
+    ## Handle Tool Calling
+    if "tools" in optional_params:
+        _is_function_call = True
+        tool_calling_system_prompt = construct_cohere_tool(
+            tools=optional_params["tools"]
+        )
+        optional_params["tools"] = tool_calling_system_prompt
+
+    data = {
+        "model": model,
+        "prompt": prompt,
+        **optional_params,
+    }
+
+    ## LOGGING
+    logging_obj.pre_call(
+        input=prompt,
+        api_key=api_key,
+        additional_args={
+            "complete_input_dict": data,
+            "headers": headers,
+            "api_base": completion_url,
+        },
+    )
+    ## COMPLETION CALL
+    response = requests.post(
+        completion_url,
+        headers=headers,
+        data=json.dumps(data),
+        stream=optional_params["stream"] if "stream" in optional_params else False,
+    )
+    ## error handling for cohere calls
+    if response.status_code != 200:
+        raise CohereError(message=response.text, status_code=response.status_code)
+
+    if "stream" in optional_params and optional_params["stream"] == True:
+        return response.iter_lines()
+    else:
+        ## LOGGING
+        logging_obj.post_call(
+            input=prompt,
+            api_key=api_key,
+            original_response=response.text,
+            additional_args={"complete_input_dict": data},
+        )
+        print_verbose(f"raw model_response: {response.text}")
+        ## RESPONSE OBJECT
+        completion_response = response.json()
+        if "error" in completion_response:
+            raise CohereError(
+                message=completion_response["error"],
+                status_code=response.status_code,
+            )
+        else:
+            try:
+                choices_list = []
+                for idx, item in enumerate(completion_response["generations"]):
+                    if len(item["text"]) > 0:
+                        message_obj = Message(content=item["text"])
+                    else:
+                        message_obj = Message(content=None)
+                    choice_obj = Choices(
+                        finish_reason=item["finish_reason"],
+                        index=idx + 1,
+                        message=message_obj,
+                    )
+                    choices_list.append(choice_obj)
+                model_response.choices = choices_list  # type: ignore
+            except Exception as e:
+                raise CohereError(
+                    message=response.text, status_code=response.status_code
+                )
+
+        ## CALCULATING USAGE
+        prompt_tokens = len(encoding.encode(prompt))
+        completion_tokens = len(
+            encoding.encode(model_response["choices"][0]["message"].get("content", ""))
+        )
+
+        model_response.created = int(time.time())
+        model_response.model = model
+        usage = Usage(
+            prompt_tokens=prompt_tokens,
+            completion_tokens=completion_tokens,
+            total_tokens=prompt_tokens + completion_tokens,
+        )
+        setattr(model_response, "usage", usage)
+        return model_response
diff --git a/litellm/llms/cohere/embed.py b/litellm/llms/cohere/embed.py
new file mode 100644
index 000000000..81c84c422
--- /dev/null
+++ b/litellm/llms/cohere/embed.py
@@ -0,0 +1,201 @@
+import json
+import os
+import time
+import traceback
+import types
+from enum import Enum
+from typing import Any, Callable, Optional, Union
+
+import httpx  # type: ignore
+import requests  # type: ignore
+
+import litellm
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm.utils import Choices, Message, ModelResponse, Usage
+
+
+def validate_environment(api_key, headers: dict):
+    headers.update(
+        {
+            "Request-Source": "unspecified:litellm",
+            "accept": "application/json",
+            "content-type": "application/json",
+        }
+    )
+    if api_key:
+        headers["Authorization"] = f"Bearer {api_key}"
+    return headers
+
+
+class CohereError(Exception):
+    def __init__(self, status_code, message):
+        self.status_code = status_code
+        self.message = message
+        self.request = httpx.Request(
+            method="POST", url="https://api.cohere.ai/v1/generate"
+        )
+        self.response = httpx.Response(status_code=status_code, request=self.request)
+        super().__init__(
+            self.message
+        )  # Call the base class constructor with the parameters it needs
+
+
+def _process_embedding_response(
+    embeddings: list,
+    model_response: litellm.EmbeddingResponse,
+    model: str,
+    encoding: Any,
+    input: list,
+) -> litellm.EmbeddingResponse:
+    output_data = []
+    for idx, embedding in enumerate(embeddings):
+        output_data.append(
+            {"object": "embedding", "index": idx, "embedding": embedding}
+        )
+    model_response.object = "list"
+    model_response.data = output_data
+    model_response.model = model
+    input_tokens = 0
+    for text in input:
+        input_tokens += len(encoding.encode(text))
+
+    setattr(
+        model_response,
+        "usage",
+        Usage(
+            prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
+        ),
+    )
+
+    return model_response
+
+
+async def async_embedding(
+    model: str,
+    data: dict,
+    input: list,
+    model_response: litellm.utils.EmbeddingResponse,
+    timeout: Union[float, httpx.Timeout],
+    logging_obj: LiteLLMLoggingObj,
+    optional_params: dict,
+    api_base: str,
+    api_key: Optional[str],
+    headers: dict,
+    encoding: Callable,
+    client: Optional[AsyncHTTPHandler] = None,
+):
+
+    ## LOGGING
+    logging_obj.pre_call(
+        input=input,
+        api_key=api_key,
+        additional_args={
+            "complete_input_dict": data,
+            "headers": headers,
+            "api_base": api_base,
+        },
+    )
+    ## COMPLETION CALL
+    if client is None:
+        client = AsyncHTTPHandler(concurrent_limit=1)
+
+    response = await client.post(api_base, headers=headers, data=json.dumps(data))
+
+    ## LOGGING
+    logging_obj.post_call(
+        input=input,
+        api_key=api_key,
+        additional_args={"complete_input_dict": data},
+        original_response=response,
+    )
+
+    embeddings = response.json()["embeddings"]
+
+    ## PROCESS RESPONSE ##
+    return _process_embedding_response(
+        embeddings=embeddings,
+        model_response=model_response,
+        model=model,
+        encoding=encoding,
+        input=input,
+    )
+
+
+def embedding(
+    model: str,
+    input: list,
+    model_response: litellm.EmbeddingResponse,
+    logging_obj: LiteLLMLoggingObj,
+    optional_params: dict,
+    headers: dict,
+    encoding: Any,
+    api_key: Optional[str] = None,
+    aembedding: Optional[bool] = None,
+    timeout: Union[float, httpx.Timeout] = httpx.Timeout(None),
+    client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+):
+    headers = validate_environment(api_key, headers=headers)
+    embed_url = "https://api.cohere.ai/v1/embed"
+    model = model
+    data = {"model": model, "texts": input, **optional_params}
+
+    if "3" in model and "input_type" not in data:
+        # cohere v3 embedding models require input_type, if no input_type is provided, default to "search_document"
+        data["input_type"] = "search_document"
+
+    ## LOGGING
+    logging_obj.pre_call(
+        input=input,
+        api_key=api_key,
+        additional_args={"complete_input_dict": data},
+    )
+
+    ## ROUTING
+    if aembedding is True:
+        return async_embedding(
+            model=model,
+            data=data,
+            input=input,
+            model_response=model_response,
+            timeout=timeout,
+            logging_obj=logging_obj,
+            optional_params=optional_params,
+            api_base=embed_url,
+            api_key=api_key,
+            headers=headers,
+            encoding=encoding,
+        )
+    ## COMPLETION CALL
+    if client is None or not isinstance(client, HTTPHandler):
+        client = HTTPHandler(concurrent_limit=1)
+    response = client.post(embed_url, headers=headers, data=json.dumps(data))
+    ## LOGGING
+    logging_obj.post_call(
+        input=input,
+        api_key=api_key,
+        additional_args={"complete_input_dict": data},
+        original_response=response,
+    )
+    """
+        response 
+        {
+            'object': "list",
+            'data': [
+            
+            ]
+            'model', 
+            'usage'
+        }
+    """
+    if response.status_code != 200:
+        raise CohereError(message=response.text, status_code=response.status_code)
+    embeddings = response.json()["embeddings"]
+
+    return _process_embedding_response(
+        embeddings=embeddings,
+        model_response=model_response,
+        model=model,
+        encoding=encoding,
+        input=input,
+    )
diff --git a/litellm/main.py b/litellm/main.py
index 1772e9b2b..dd6a9e1b6 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -107,6 +107,8 @@ from .llms.azure import AzureChatCompletion, _check_dynamic_azure_params
 from .llms.azure_text import AzureTextCompletion
 from .llms.bedrock_httpx import BedrockConverseLLM, BedrockLLM
 from .llms.cohere import chat as cohere_chat
+from .llms.cohere import completion as cohere_completion
+from .llms.cohere import embed as cohere_embed
 from .llms.custom_llm import CustomLLM, custom_chat_llm_router
 from .llms.databricks import DatabricksChatCompletion
 from .llms.huggingface_restapi import Huggingface
@@ -1645,7 +1647,7 @@ def completion(
             if extra_headers is not None:
                 headers.update(extra_headers)
 
-            model_response = cohere.completion(
+            model_response = cohere_completion.completion(
                 model=model,
                 messages=messages,
                 api_base=api_base,
@@ -3457,7 +3459,7 @@ def embedding(
                 headers = extra_headers
             else:
                 headers = {}
-            response = cohere.embedding(
+            response = cohere_embed.embedding(
                 model=model,
                 input=input,
                 optional_params=optional_params,

From 9a181067452874f028d38b397ec0762b0c737590 Mon Sep 17 00:00:00 2001
From: John HU <hszqqq12@gmail.com>
Date: Mon, 26 Aug 2024 14:41:47 -0700
Subject: [PATCH 18/48] Add pricing for imagen-3 and imagen-3-fast

---
 model_prices_and_context_window.json | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 0f483b083..4f5fffc52 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -2189,6 +2189,18 @@
         "mode": "image_generation",
         "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
     },
+    "vertex_ai/imagen-3.0-generate-001": {
+        "cost_per_image": 0.04,
+        "litellm_provider": "vertex_ai-image-models",
+        "mode": "image_generation",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
+    },
+    "vertex_ai/imagen-3.0-fast-generate-001": {
+        "cost_per_image": 0.02,
+        "litellm_provider": "vertex_ai-image-models",
+        "mode": "image_generation",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
+    },
     "text-embedding-004": {
         "max_tokens": 3072,
         "max_input_tokens": 3072,

From 8e9acd117bcf8fe14800936c9e8c9ec058d2526c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 15:08:08 -0700
Subject: [PATCH 19/48] fix(sagemaker.py): support streaming for messages api

Fixes https://github.com/BerriAI/litellm/issues/5372
---
 litellm/__init__.py                           |  2 +-
 litellm/litellm_core_utils/streaming_utils.py |  4 +-
 litellm/llms/databricks.py                    | 39 ++++++++++---
 litellm/llms/{ => sagemaker}/sagemaker.py     | 57 +++++++++++++++----
 litellm/main.py                               |  2 +-
 litellm/tests/test_sagemaker.py               | 22 +++++--
 litellm/types/llms/openai.py                  |  8 +++
 litellm/types/utils.py                        | 40 +++++++++++--
 8 files changed, 142 insertions(+), 32 deletions(-)
 rename litellm/llms/{ => sagemaker}/sagemaker.py (94%)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index bda12e5dd..6e2309a8c 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -856,7 +856,7 @@ from .llms.vertex_httpx import (
 from .llms.vertex_ai import VertexAITextEmbeddingConfig
 from .llms.vertex_ai_anthropic import VertexAIAnthropicConfig
 from .llms.vertex_ai_partner import VertexAILlama3Config
-from .llms.sagemaker import SagemakerConfig
+from .llms.sagemaker.sagemaker import SagemakerConfig
 from .llms.ollama import OllamaConfig
 from .llms.ollama_chat import OllamaChatConfig
 from .llms.maritalk import MaritTalkConfig
diff --git a/litellm/litellm_core_utils/streaming_utils.py b/litellm/litellm_core_utils/streaming_utils.py
index ca8d58e9f..386842fe2 100644
--- a/litellm/litellm_core_utils/streaming_utils.py
+++ b/litellm/litellm_core_utils/streaming_utils.py
@@ -13,4 +13,6 @@ def generic_chunk_has_all_required_fields(chunk: dict) -> bool:
     # this is an optional field in GenericStreamingChunk, it's not required to be present
     _all_fields.pop("provider_specific_fields", None)
 
-    return all(key in chunk for key in _all_fields)
+    decision = all(key in _all_fields for key in chunk)
+
+    return decision
diff --git a/litellm/llms/databricks.py b/litellm/llms/databricks.py
index bd529046a..9b321cd33 100644
--- a/litellm/llms/databricks.py
+++ b/litellm/llms/databricks.py
@@ -7,7 +7,7 @@ import time
 import types
 from enum import Enum
 from functools import partial
-from typing import Callable, List, Literal, Optional, Tuple, Union
+from typing import Any, Callable, List, Literal, Optional, Tuple, Union
 
 import httpx  # type: ignore
 import requests  # type: ignore
@@ -22,7 +22,11 @@ from litellm.types.llms.openai import (
     ChatCompletionToolCallFunctionChunk,
     ChatCompletionUsageBlock,
 )
-from litellm.types.utils import GenericStreamingChunk, ProviderField
+from litellm.types.utils import (
+    CustomStreamingDecoder,
+    GenericStreamingChunk,
+    ProviderField,
+)
 from litellm.utils import CustomStreamWrapper, EmbeddingResponse, ModelResponse, Usage
 
 from .base import BaseLLM
@@ -171,15 +175,21 @@ async def make_call(
     model: str,
     messages: list,
     logging_obj,
+    streaming_decoder: Optional[CustomStreamingDecoder] = None,
 ):
     response = await client.post(api_base, headers=headers, data=data, stream=True)
 
     if response.status_code != 200:
         raise DatabricksError(status_code=response.status_code, message=response.text)
 
-    completion_stream = ModelResponseIterator(
-        streaming_response=response.aiter_lines(), sync_stream=False
-    )
+    if streaming_decoder is not None:
+        completion_stream: Any = streaming_decoder.aiter_bytes(
+            response.aiter_bytes(chunk_size=1024)
+        )
+    else:
+        completion_stream = ModelResponseIterator(
+            streaming_response=response.aiter_lines(), sync_stream=False
+        )
     # LOGGING
     logging_obj.post_call(
         input=messages,
@@ -199,6 +209,7 @@ def make_sync_call(
     model: str,
     messages: list,
     logging_obj,
+    streaming_decoder: Optional[CustomStreamingDecoder] = None,
 ):
     if client is None:
         client = HTTPHandler()  # Create a new client if none provided
@@ -208,9 +219,14 @@ def make_sync_call(
     if response.status_code != 200:
         raise DatabricksError(status_code=response.status_code, message=response.read())
 
-    completion_stream = ModelResponseIterator(
-        streaming_response=response.iter_lines(), sync_stream=True
-    )
+    if streaming_decoder is not None:
+        completion_stream = streaming_decoder.iter_bytes(
+            response.iter_bytes(chunk_size=1024)
+        )
+    else:
+        completion_stream = ModelResponseIterator(
+            streaming_response=response.iter_lines(), sync_stream=True
+        )
 
     # LOGGING
     logging_obj.post_call(
@@ -283,6 +299,7 @@ class DatabricksChatCompletion(BaseLLM):
         logger_fn=None,
         headers={},
         client: Optional[AsyncHTTPHandler] = None,
+        streaming_decoder: Optional[CustomStreamingDecoder] = None,
     ) -> CustomStreamWrapper:
 
         data["stream"] = True
@@ -296,6 +313,7 @@ class DatabricksChatCompletion(BaseLLM):
                 model=model,
                 messages=messages,
                 logging_obj=logging_obj,
+                streaming_decoder=streaming_decoder,
             ),
             model=model,
             custom_llm_provider=custom_llm_provider,
@@ -371,6 +389,9 @@ class DatabricksChatCompletion(BaseLLM):
         timeout: Optional[Union[float, httpx.Timeout]] = None,
         client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
         custom_endpoint: Optional[bool] = None,
+        streaming_decoder: Optional[
+            CustomStreamingDecoder
+        ] = None,  # if openai-compatible api needs custom stream decoder - e.g. sagemaker
     ):
         custom_endpoint = custom_endpoint or optional_params.pop(
             "custom_endpoint", None
@@ -436,6 +457,7 @@ class DatabricksChatCompletion(BaseLLM):
                     headers=headers,
                     client=client,
                     custom_llm_provider=custom_llm_provider,
+                    streaming_decoder=streaming_decoder,
                 )
             else:
                 return self.acompletion_function(
@@ -473,6 +495,7 @@ class DatabricksChatCompletion(BaseLLM):
                         model=model,
                         messages=messages,
                         logging_obj=logging_obj,
+                        streaming_decoder=streaming_decoder,
                     ),
                     model=model,
                     custom_llm_provider=custom_llm_provider,
diff --git a/litellm/llms/sagemaker.py b/litellm/llms/sagemaker/sagemaker.py
similarity index 94%
rename from litellm/llms/sagemaker.py
rename to litellm/llms/sagemaker/sagemaker.py
index 33be2efb8..32f73f7ee 100644
--- a/litellm/llms/sagemaker.py
+++ b/litellm/llms/sagemaker/sagemaker.py
@@ -24,8 +24,11 @@ from litellm.llms.custom_httpx.http_handler import (
 from litellm.types.llms.openai import (
     ChatCompletionToolCallChunk,
     ChatCompletionUsageBlock,
+    OpenAIChatCompletionChunk,
 )
+from litellm.types.utils import CustomStreamingDecoder
 from litellm.types.utils import GenericStreamingChunk as GChunk
+from litellm.types.utils import StreamingChatCompletionChunk
 from litellm.utils import (
     CustomStreamWrapper,
     EmbeddingResponse,
@@ -34,8 +37,8 @@ from litellm.utils import (
     get_secret,
 )
 
-from .base_aws_llm import BaseAWSLLM
-from .prompt_templates.factory import custom_prompt, prompt_factory
+from ..base_aws_llm import BaseAWSLLM
+from ..prompt_templates.factory import custom_prompt, prompt_factory
 
 _response_stream_shape_cache = None
 
@@ -241,6 +244,10 @@ class SagemakerLLM(BaseAWSLLM):
                 aws_region_name=aws_region_name,
             )
 
+            custom_stream_decoder = AWSEventStreamDecoder(
+                model="", is_messages_api=True
+            )
+
             return openai_like_chat_completions.completion(
                 model=model,
                 messages=messages,
@@ -259,6 +266,7 @@ class SagemakerLLM(BaseAWSLLM):
                 headers=prepared_request.headers,
                 custom_endpoint=True,
                 custom_llm_provider="sagemaker_chat",
+                streaming_decoder=custom_stream_decoder,  # type: ignore
             )
 
         ## Load Config
@@ -332,7 +340,7 @@ class SagemakerLLM(BaseAWSLLM):
                 )
                 return response
             else:
-                if stream is not None and stream == True:
+                if stream is not None and stream is True:
                     sync_handler = _get_httpx_client()
                     sync_response = sync_handler.post(
                         url=prepared_request.url,
@@ -847,12 +855,21 @@ def get_response_stream_shape():
 
 
 class AWSEventStreamDecoder:
-    def __init__(self, model: str) -> None:
+    def __init__(self, model: str, is_messages_api: Optional[bool] = None) -> None:
         from botocore.parsers import EventStreamJSONParser
 
         self.model = model
         self.parser = EventStreamJSONParser()
         self.content_blocks: List = []
+        self.is_messages_api = is_messages_api
+
+    def _chunk_parser_messages_api(
+        self, chunk_data: dict
+    ) -> StreamingChatCompletionChunk:
+
+        openai_chunk = StreamingChatCompletionChunk(**chunk_data)
+
+        return openai_chunk
 
     def _chunk_parser(self, chunk_data: dict) -> GChunk:
         verbose_logger.debug("in sagemaker chunk parser, chunk_data %s", chunk_data)
@@ -868,6 +885,7 @@ class AWSEventStreamDecoder:
                 index=_index,
                 is_finished=True,
                 finish_reason="stop",
+                usage=None,
             )
 
         return GChunk(
@@ -875,9 +893,12 @@ class AWSEventStreamDecoder:
             index=_index,
             is_finished=is_finished,
             finish_reason=finish_reason,
+            usage=None,
         )
 
-    def iter_bytes(self, iterator: Iterator[bytes]) -> Iterator[GChunk]:
+    def iter_bytes(
+        self, iterator: Iterator[bytes]
+    ) -> Iterator[Optional[Union[GChunk, StreamingChatCompletionChunk]]]:
         """Given an iterator that yields lines, iterate over it & yield every event encountered"""
         from botocore.eventstream import EventStreamBuffer
 
@@ -898,7 +919,10 @@ class AWSEventStreamDecoder:
                     # Try to parse the accumulated JSON
                     try:
                         _data = json.loads(accumulated_json)
-                        yield self._chunk_parser(chunk_data=_data)
+                        if self.is_messages_api:
+                            yield self._chunk_parser_messages_api(chunk_data=_data)
+                        else:
+                            yield self._chunk_parser(chunk_data=_data)
                         # Reset accumulated_json after successful parsing
                         accumulated_json = ""
                     except json.JSONDecodeError:
@@ -909,16 +933,20 @@ class AWSEventStreamDecoder:
         if accumulated_json:
             try:
                 _data = json.loads(accumulated_json)
-                yield self._chunk_parser(chunk_data=_data)
-            except json.JSONDecodeError:
+                if self.is_messages_api:
+                    yield self._chunk_parser_messages_api(chunk_data=_data)
+                else:
+                    yield self._chunk_parser(chunk_data=_data)
+            except json.JSONDecodeError as e:
                 # Handle or log any unparseable data at the end
                 verbose_logger.error(
                     f"Warning: Unparseable JSON data remained: {accumulated_json}"
                 )
+                yield None
 
     async def aiter_bytes(
         self, iterator: AsyncIterator[bytes]
-    ) -> AsyncIterator[GChunk]:
+    ) -> AsyncIterator[Optional[Union[GChunk, StreamingChatCompletionChunk]]]:
         """Given an async iterator that yields lines, iterate over it & yield every event encountered"""
         from botocore.eventstream import EventStreamBuffer
 
@@ -940,7 +968,10 @@ class AWSEventStreamDecoder:
                     # Try to parse the accumulated JSON
                     try:
                         _data = json.loads(accumulated_json)
-                        yield self._chunk_parser(chunk_data=_data)
+                        if self.is_messages_api:
+                            yield self._chunk_parser_messages_api(chunk_data=_data)
+                        else:
+                            yield self._chunk_parser(chunk_data=_data)
                         # Reset accumulated_json after successful parsing
                         accumulated_json = ""
                     except json.JSONDecodeError:
@@ -951,12 +982,16 @@ class AWSEventStreamDecoder:
         if accumulated_json:
             try:
                 _data = json.loads(accumulated_json)
-                yield self._chunk_parser(chunk_data=_data)
+                if self.is_messages_api:
+                    yield self._chunk_parser_messages_api(chunk_data=_data)
+                else:
+                    yield self._chunk_parser(chunk_data=_data)
             except json.JSONDecodeError:
                 # Handle or log any unparseable data at the end
                 verbose_logger.error(
                     f"Warning: Unparseable JSON data remained: {accumulated_json}"
                 )
+                yield None
 
     def _parse_message_from_event(self, event) -> Optional[str]:
         response_dict = event.to_response_dict()
diff --git a/litellm/main.py b/litellm/main.py
index 2cf836890..adc711735 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -119,7 +119,7 @@ from .llms.prompt_templates.factory import (
     prompt_factory,
     stringify_json_tool_call_content,
 )
-from .llms.sagemaker import SagemakerLLM
+from .llms.sagemaker.sagemaker import SagemakerLLM
 from .llms.text_completion_codestral import CodestralTextCompletion
 from .llms.text_to_speech.vertex_ai import VertexTextToSpeechAPI
 from .llms.triton import TritonChatCompletion
diff --git a/litellm/tests/test_sagemaker.py b/litellm/tests/test_sagemaker.py
index f407191f8..f0b77af4f 100644
--- a/litellm/tests/test_sagemaker.py
+++ b/litellm/tests/test_sagemaker.py
@@ -120,15 +120,24 @@ async def test_completion_sagemaker_messages_api(sync_mode):
 
 @pytest.mark.asyncio()
 @pytest.mark.parametrize("sync_mode", [False, True])
-async def test_completion_sagemaker_stream(sync_mode):
+@pytest.mark.parametrize(
+    "model",
+    [
+        "sagemaker_chat/huggingface-pytorch-tgi-inference-2024-08-23-15-48-59-245",
+        "sagemaker/jumpstart-dft-hf-textgeneration1-mp-20240815-185614",
+    ],
+)
+async def test_completion_sagemaker_stream(sync_mode, model):
     try:
+        from litellm.tests.test_streaming import streaming_format_tests
+
         litellm.set_verbose = False
         print("testing sagemaker")
         verbose_logger.setLevel(logging.DEBUG)
         full_text = ""
         if sync_mode is True:
             response = litellm.completion(
-                model="sagemaker/jumpstart-dft-hf-textgeneration1-mp-20240815-185614",
+                model=model,
                 messages=[
                     {"role": "user", "content": "hi - what is ur name"},
                 ],
@@ -138,14 +147,15 @@ async def test_completion_sagemaker_stream(sync_mode):
                 input_cost_per_second=0.000420,
             )
 
-            for chunk in response:
+            for idx, chunk in enumerate(response):
                 print(chunk)
+                streaming_format_tests(idx=idx, chunk=chunk)
                 full_text += chunk.choices[0].delta.content or ""
 
             print("SYNC RESPONSE full text", full_text)
         else:
             response = await litellm.acompletion(
-                model="sagemaker/jumpstart-dft-hf-textgeneration1-mp-20240815-185614",
+                model=model,
                 messages=[
                     {"role": "user", "content": "hi - what is ur name"},
                 ],
@@ -156,10 +166,12 @@ async def test_completion_sagemaker_stream(sync_mode):
             )
 
             print("streaming response")
-
+            idx = 0
             async for chunk in response:
                 print(chunk)
+                streaming_format_tests(idx=idx, chunk=chunk)
                 full_text += chunk.choices[0].delta.content or ""
+                idx += 1
 
             print("ASYNC RESPONSE full text", full_text)
 
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 5d2c416f9..8d7520f25 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -29,6 +29,7 @@ from openai.types.beta.thread_create_params import (
 from openai.types.beta.threads.message import Message as OpenAIMessage
 from openai.types.beta.threads.message_content import MessageContent
 from openai.types.beta.threads.run import Run
+from openai.types.chat import ChatCompletionChunk
 from pydantic import BaseModel, Field
 from typing_extensions import Dict, Required, TypedDict, override
 
@@ -456,6 +457,13 @@ class ChatCompletionUsageBlock(TypedDict):
     total_tokens: int
 
 
+class OpenAIChatCompletionChunk(ChatCompletionChunk):
+    def __init__(self, **kwargs):
+        # Set the 'object' kwarg to 'chat.completion.chunk'
+        kwargs["object"] = "chat.completion.chunk"
+        super().__init__(**kwargs)
+
+
 class Hyperparameters(BaseModel):
     batch_size: Optional[Union[str, int]] = None  # "Number of examples in each batch."
     learning_rate_multiplier: Optional[Union[str, float]] = (
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 14d5cd1b8..3e5465bdc 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -5,11 +5,16 @@ from enum import Enum
 from typing import Any, Dict, List, Literal, Optional, Tuple, Union
 
 from openai._models import BaseModel as OpenAIObject
+from openai.types.completion_usage import CompletionUsage
 from pydantic import ConfigDict, Field, PrivateAttr
 from typing_extensions import Callable, Dict, Required, TypedDict, override
 
 from ..litellm_core_utils.core_helpers import map_finish_reason
-from .llms.openai import ChatCompletionToolCallChunk, ChatCompletionUsageBlock
+from .llms.openai import (
+    ChatCompletionToolCallChunk,
+    ChatCompletionUsageBlock,
+    OpenAIChatCompletionChunk,
+)
 
 
 def _generate_id():  # private helper function
@@ -85,7 +90,7 @@ class GenericStreamingChunk(TypedDict, total=False):
     tool_use: Optional[ChatCompletionToolCallChunk]
     is_finished: Required[bool]
     finish_reason: Required[str]
-    usage: Optional[ChatCompletionUsageBlock]
+    usage: Required[Optional[ChatCompletionUsageBlock]]
     index: int
 
     # use this dict if you want to return any provider specific fields in the response
@@ -448,9 +453,6 @@ class Choices(OpenAIObject):
         setattr(self, key, value)
 
 
-from openai.types.completion_usage import CompletionUsage
-
-
 class Usage(CompletionUsage):
     def __init__(
         self,
@@ -535,6 +537,17 @@ class StreamingChoices(OpenAIObject):
         setattr(self, key, value)
 
 
+class StreamingChatCompletionChunk(OpenAIChatCompletionChunk):
+    def __init__(self, **kwargs):
+
+        new_choices = []
+        for choice in kwargs["choices"]:
+            new_choice = StreamingChoices(**choice).model_dump()
+            new_choices.append(new_choice)
+        kwargs["choices"] = new_choices
+        super().__init__(**kwargs)
+
+
 class ModelResponse(OpenAIObject):
     id: str
     """A unique identifier for the completion."""
@@ -1231,3 +1244,20 @@ class StandardLoggingPayload(TypedDict):
     response: Optional[Union[str, list, dict]]
     model_parameters: dict
     hidden_params: StandardLoggingHiddenParams
+
+
+from typing import AsyncIterator, Iterator
+
+
+class CustomStreamingDecoder:
+    async def aiter_bytes(
+        self, iterator: AsyncIterator[bytes]
+    ) -> AsyncIterator[
+        Optional[Union[GenericStreamingChunk, StreamingChatCompletionChunk]]
+    ]:
+        raise NotImplementedError
+
+    def iter_bytes(
+        self, iterator: Iterator[bytes]
+    ) -> Iterator[Optional[Union[GenericStreamingChunk, StreamingChatCompletionChunk]]]:
+        raise NotImplementedError

From 0a15d3b3c3c8f4f4fc31a0f3f01b1dc38bde93ae Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 15:42:55 -0700
Subject: [PATCH 20/48] fix(utils.py): fix message replace

---
 litellm/utils.py | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 68eac7c3a..81ba95087 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -6649,9 +6649,14 @@ def exception_type(
                     else:
                         message = str(original_exception)
 
-                if message is not None and isinstance(message, str):
+                if message is not None and isinstance(
+                    message, str
+                ):  # done to prevent user-confusion. Relevant issue - https://github.com/BerriAI/litellm/issues/1414
                     message = message.replace("OPENAI", custom_llm_provider.upper())
-                    message = message.replace("OpenAI", custom_llm_provider)
+                    message = message.replace(
+                        "openai.OpenAIError",
+                        "{}.{}Error".format(custom_llm_provider, custom_llm_provider),
+                    )
                 if custom_llm_provider == "openai":
                     exception_provider = "OpenAI" + "Exception"
                 else:

From 4f8026f44d5e5947fd0bfd8d6a36e1ca8b6a2365 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 16:33:04 -0700
Subject: [PATCH 21/48] fix refactor cohere

---
 litellm/llms/cohere.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 litellm/llms/cohere.py

diff --git a/litellm/llms/cohere.py b/litellm/llms/cohere.py
deleted file mode 100644
index e69de29bb..000000000

From fb150f7ce5032946af4aef739180cc3c5d172c98 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 16:52:19 -0700
Subject: [PATCH 22/48] update schema

---
 litellm/proxy/schema.prisma | 3 +++
 schema.prisma               | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index cf61635a0..55bfdb2e0 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -149,6 +149,9 @@ model LiteLLM_VerificationToken {
     model_max_budget Json @default("{}")
     budget_id String?
     litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
+    key_state String? // can be "active", "inactive"
+    created_at    DateTime               @default(now()) @map("created_at")
+    updated_at    DateTime               @default(now()) @updatedAt @map("updated_at")
 }
 
 model LiteLLM_EndUserTable {
diff --git a/schema.prisma b/schema.prisma
index 8f4125104..01fe468d0 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -149,6 +149,9 @@ model LiteLLM_VerificationToken {
     model_max_budget Json @default("{}")
     budget_id String?
     litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
+    key_state String? // can be "active", "inactive"
+    created_at    DateTime               @default(now()) @map("created_at")
+    updated_at    DateTime               @default(now()) @updatedAt @map("updated_at")
 }
 
 model LiteLLM_EndUserTable {

From cbef0c0a0dd8abcd0f86203df3f494cfae5dbfc8 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 16:52:33 -0700
Subject: [PATCH 23/48] add key_state created at to token

---
 litellm/proxy/_types.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index d660e576d..260f0431d 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1299,8 +1299,10 @@ class LiteLLM_VerificationToken(LiteLLMBase):
     model_max_budget: Dict = {}
     soft_budget_cooldown: bool = False
     litellm_budget_table: Optional[dict] = None
-
     org_id: Optional[str] = None  # org id for a given key
+    key_state: Optional[str] = None  # can be "active", "inactive"
+    created_at: Optional[datetime] = None
+    updated_at: Optional[datetime] = None
 
     model_config = ConfigDict(protected_namespaces=())
 

From 5745f3d6cc8e115a38297222fd498c6b8689432d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 17:27:06 -0700
Subject: [PATCH 24/48] fix schema

---
 litellm/proxy/_types.py     | 1 -
 litellm/proxy/schema.prisma | 1 -
 schema.prisma               | 1 -
 3 files changed, 3 deletions(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 260f0431d..554c9e4e4 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1300,7 +1300,6 @@ class LiteLLM_VerificationToken(LiteLLMBase):
     soft_budget_cooldown: bool = False
     litellm_budget_table: Optional[dict] = None
     org_id: Optional[str] = None  # org id for a given key
-    key_state: Optional[str] = None  # can be "active", "inactive"
     created_at: Optional[datetime] = None
     updated_at: Optional[datetime] = None
 
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 55bfdb2e0..1af0c0a34 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -149,7 +149,6 @@ model LiteLLM_VerificationToken {
     model_max_budget Json @default("{}")
     budget_id String?
     litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
-    key_state String? // can be "active", "inactive"
     created_at    DateTime               @default(now()) @map("created_at")
     updated_at    DateTime               @default(now()) @updatedAt @map("updated_at")
 }
diff --git a/schema.prisma b/schema.prisma
index 01fe468d0..86ec201f7 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -149,7 +149,6 @@ model LiteLLM_VerificationToken {
     model_max_budget Json @default("{}")
     budget_id String?
     litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
-    key_state String? // can be "active", "inactive"
     created_at    DateTime               @default(now()) @map("created_at")
     updated_at    DateTime               @default(now()) @updatedAt @map("updated_at")
 }

From 7230ee1f55b934d54bb0fa5b7fc3f275e451059c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 17:59:44 -0700
Subject: [PATCH 25/48] add regenerate_key_fn

---
 .../key_management_endpoints.py               | 79 +++++++++++++++++++
 1 file changed, 79 insertions(+)

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 2e16b533c..ebe1d9db3 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -966,3 +966,82 @@ async def delete_verification_token(tokens: List, user_id: Optional[str] = None)
         verbose_proxy_logger.debug(traceback.format_exc())
         raise e
     return deleted_tokens
+
+
+@router.post(
+    "/key/{key:path}/regenerate",
+    tags=["key management"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+@management_endpoint_wrapper
+async def regenerate_key_fn(
+    key: str,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+    litellm_changed_by: Optional[str] = Header(
+        None,
+        description="The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability",
+    ),
+) -> GenerateKeyResponse:
+    from litellm.proxy.proxy_server import (
+        hash_token,
+        premium_user,
+        prisma_client,
+        user_api_key_cache,
+    )
+
+    """
+    Endpoint for regenerating a key
+    """
+
+    # Check if key exists, raise exception if key is not in the DB
+
+    ### 1. Create New copy that is duplicate of existing key
+    ######################################################################
+
+    # create duplicate of existing key
+    # set token = new token generated
+    # insert new token in DB
+
+    # create hash of token
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail={"error": "DB not connected. prisma_client is None"},
+        )
+    hashed_api_key = hash_token(key)
+
+    _key_in_db = await prisma_client.db.litellm_verificationtoken.find_unique(
+        where={"token": hashed_api_key},
+    )
+    if _key_in_db is None:
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail={"error": f"Key {key} not found."},
+        )
+
+    verbose_proxy_logger.debug("key_in_db: %s", _key_in_db)
+
+    new_token = f"sk-{secrets.token_urlsafe(16)}"
+    new_token_hash = hash_token(new_token)
+
+    # update new token in DB
+    updated_token = await prisma_client.db.litellm_verificationtoken.update(
+        where={"token": hashed_api_key}, data={"token": new_token_hash}
+    )
+    updated_token_dict = {}
+    if updated_token is not None:
+        updated_token_dict = dict(updated_token)
+
+    updated_token_dict["token"] = new_token
+
+    ### 3. remove existing key entry from cache
+    ######################################################################
+    if key:
+        user_api_key_cache.delete_cache(key)
+
+    if hashed_api_key:
+        user_api_key_cache.delete_cache(hashed_api_key)
+
+    return GenerateKeyResponse(
+        **updated_token_dict,
+    )

From 6b8bb69af399caefc9bdb980d163d2dc75d8f800 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:00:51 -0700
Subject: [PATCH 26/48] test test_regenerate_api_key

---
 litellm/tests/test_key_generate_prisma.py | 101 ++++++++++++++++++++++
 1 file changed, 101 insertions(+)

diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py
index 8eedd639f..e41a67c08 100644
--- a/litellm/tests/test_key_generate_prisma.py
+++ b/litellm/tests/test_key_generate_prisma.py
@@ -56,6 +56,7 @@ from litellm.proxy.management_endpoints.key_management_endpoints import (
     generate_key_fn,
     generate_key_helper_fn,
     info_key_fn,
+    regenerate_key_fn,
     update_key_fn,
 )
 from litellm.proxy.management_endpoints.team_endpoints import (
@@ -2935,3 +2936,103 @@ async def test_team_access_groups(prisma_client):
                 "not allowed to call model" in e.message
                 and "Allowed team models" in e.message
             )
+
+
+################ Unit Tests for testing regeneration of keys ###########
+@pytest.mark.asyncio()
+async def test_regenerate_api_key(prisma_client):
+    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()
+    import uuid
+
+    # generate new key
+    key_alias = f"test_alias_regenerate_key-{uuid.uuid4()}"
+    spend = 100
+    max_budget = 400
+    models = ["fake-openai-endpoint"]
+    new_key = await generate_key_fn(
+        data=GenerateKeyRequest(
+            key_alias=key_alias, spend=spend, max_budget=max_budget, models=models
+        ),
+        user_api_key_dict=UserAPIKeyAuth(
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+            api_key="sk-1234",
+            user_id="1234",
+        ),
+    )
+
+    generated_key = new_key.key
+    print(generated_key)
+
+    # assert the new key works as expected
+    request = Request(scope={"type": "http"})
+    request._url = URL(url="/chat/completions")
+
+    async def return_body():
+        return_string = f'{{"model": "fake-openai-endpoint"}}'
+        # return string as bytes
+        return return_string.encode()
+
+    request.body = return_body
+    result = await user_api_key_auth(request=request, api_key=f"Bearer {generated_key}")
+    print(result)
+
+    # regenerate the key
+    new_key = await regenerate_key_fn(
+        key=generated_key,
+        user_api_key_dict=UserAPIKeyAuth(
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+            api_key="sk-1234",
+            user_id="1234",
+        ),
+    )
+    print("response from regenerate_key_fn", new_key)
+
+    # assert the new key works as expected
+    request = Request(scope={"type": "http"})
+    request._url = URL(url="/chat/completions")
+
+    async def return_body_2():
+        return_string = f'{{"model": "fake-openai-endpoint"}}'
+        # return string as bytes
+        return return_string.encode()
+
+    request.body = return_body_2
+    result = await user_api_key_auth(request=request, api_key=f"Bearer {new_key.key}")
+    print(result)
+
+    # assert the old key stops working
+    request = Request(scope={"type": "http"})
+    request._url = URL(url="/chat/completions")
+
+    async def return_body_3():
+        return_string = f'{{"model": "fake-openai-endpoint"}}'
+        # return string as bytes
+        return return_string.encode()
+
+    request.body = return_body_3
+    try:
+        result = await user_api_key_auth(
+            request=request, api_key=f"Bearer {generated_key}"
+        )
+        print(result)
+        pytest.fail(f"This should have failed!. the key has been regenerated")
+    except Exception as e:
+        print("got expected exception", e)
+        assert "Invalid proxy server token passed" in e.message
+
+    # Check that the regenerated key has the same spend, max_budget, models and key_alias
+    assert new_key.spend == spend, f"Expected spend {spend} but got {new_key.spend}"
+    assert (
+        new_key.max_budget == max_budget
+    ), f"Expected max_budget {max_budget} but got {new_key.max_budget}"
+    assert (
+        new_key.key_alias == key_alias
+    ), f"Expected key_alias {key_alias} but got {new_key.key_alias}"
+    assert (
+        new_key.models == models
+    ), f"Expected models {models} but got {new_key.models}"
+
+    pass

From 2615edc468042333fbe9965e88fb06113fd77d03 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:15:52 -0700
Subject: [PATCH 27/48] allow using hashed api keys on regen key

---
 .../proxy/management_endpoints/key_management_endpoints.py  | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index ebe1d9db3..aef2fb393 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -1008,7 +1008,11 @@ async def regenerate_key_fn(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail={"error": "DB not connected. prisma_client is None"},
         )
-    hashed_api_key = hash_token(key)
+
+    if "sk" not in key:
+        hashed_api_key = key
+    else:
+        hashed_api_key = hash_token(key)
 
     _key_in_db = await prisma_client.db.litellm_verificationtoken.find_unique(
         where={"token": hashed_api_key},

From 40c018272c6735202797662fc563bc83d5dd0acf Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:28:26 -0700
Subject: [PATCH 28/48] working regenerate key flow

---
 .../src/components/networking.tsx             | 31 +++++++
 .../src/components/view_key_table.tsx         | 83 ++++++++++++++++++-
 2 files changed, 112 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index f55076478..a6bd5d32c 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -770,6 +770,37 @@ export const claimOnboardingToken = async (
     throw error;
   }
 };
+
+export const regenerateKeyCall = async (accessToken: string, keyToRegenerate: string) => {
+  try {
+    const url = proxyBaseUrl
+      ? `${proxyBaseUrl}/key/${keyToRegenerate}/regenerate`
+      : `/key/${keyToRegenerate}/regenerate`;
+
+    const response = await fetch(url, {
+      method: "POST",
+      headers: {
+        [globalLitellmHeaderName]: `Bearer ${accessToken}`,
+        "Content-Type": "application/json",
+      },
+      body: JSON.stringify({}),
+    });
+
+    if (!response.ok) {
+      const errorData = await response.text();
+      handleError(errorData);
+      throw new Error("Network response was not ok");
+    }
+
+    const data = await response.json();
+    console.log("Regenerate key Response:", data);
+    return data;
+  } catch (error) {
+    console.error("Failed to regenerate key:", error);
+    throw error;
+  }
+};
+
 let ModelListerrorShown = false;
 let errorTimer: NodeJS.Timeout | null = null;
 
diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index 44a1f6ece..752aad37f 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -1,12 +1,14 @@
 "use client";
 import React, { useEffect, useState } from "react";
 import { keyDeleteCall, modelAvailableCall } from "./networking";
-import { InformationCircleIcon, StatusOnlineIcon, TrashIcon, PencilAltIcon } from "@heroicons/react/outline";
-import { keySpendLogsCall, PredictedSpendLogsCall, keyUpdateCall, modelInfoCall } from "./networking";
+import { InformationCircleIcon, StatusOnlineIcon, TrashIcon, PencilAltIcon, RefreshIcon } from "@heroicons/react/outline";
+import { keySpendLogsCall, PredictedSpendLogsCall, keyUpdateCall, modelInfoCall, regenerateKeyCall } from "./networking";
 import {
   Badge,
   Card,
   Table,
+  Grid,
+  Col,
   Button,
   TableBody,
   TableCell,
@@ -33,6 +35,8 @@ import {
   Select,
 } from "antd";
 
+import { CopyToClipboard } from "react-copy-to-clipboard";
+
 const { Option } = Select;
 const isLocal = process.env.NODE_ENV === "development";
 const proxyBaseUrl = isLocal ? "http://localhost:4000" : null;
@@ -109,6 +113,8 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
   const [userModels, setUserModels] = useState([]);
   const initialKnownTeamIDs: Set<string> = new Set();
   const [modelLimitModalVisible, setModelLimitModalVisible] = useState(false);
+  const [regenerateDialogVisible, setRegenerateDialogVisible] = useState(false);
+  const [regeneratedKey, setRegeneratedKey] = useState<string | null>(null);
 
   const [knownTeamIDs, setKnownTeamIDs] = useState(initialKnownTeamIDs);
 
@@ -612,6 +618,18 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
     setKeyToDelete(null);
   };
 
+  const handleRegenerateKey = async () => {
+    try {
+      const response = await regenerateKeyCall(accessToken, selectedToken.token);
+      setRegeneratedKey(response.key);
+      setRegenerateDialogVisible(false);
+      message.success("API Key regenerated successfully");
+    } catch (error) {
+      console.error("Error regenerating key:", error);
+      message.error("Failed to regenerate API Key");
+    }
+  };
+
   if (data == null) {
     return;
   }
@@ -768,6 +786,7 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
                       size="sm"
                     />
                     
+                    
                 
     <Modal
       open={infoDialogVisible}
@@ -867,6 +886,14 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
                     size="sm"
                     onClick={() => handleEditClick(item)}
                   />
+                  <Icon
+                      onClick={() => {
+                        setSelectedToken(item);
+                        setRegenerateDialogVisible(true);
+                      }}
+                      icon={RefreshIcon}
+                      size="sm"
+                    />
                   <Icon
                     onClick={() => handleDelete(item)}
                     icon={TrashIcon}
@@ -942,6 +969,58 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
           accessToken={accessToken}
         />
       )}
+
+    {/* Regenerate Key Confirmation Dialog */}
+    <Modal
+      title="Regenerate API Key"
+      visible={regenerateDialogVisible}
+      onOk={handleRegenerateKey}
+      onCancel={() => setRegenerateDialogVisible(false)}
+    >
+      <p>Are you sure you want to regenerate this key?</p>
+      <p>Key Alias:</p>
+      <pre>{selectedToken?.key_alias || 'No alias set'}</pre>
+    </Modal>
+
+    {/* Regenerated Key Display Modal */}
+    {regeneratedKey && (
+      <Modal
+        visible={!!regeneratedKey}
+        onOk={() => setRegeneratedKey(null)}
+        onCancel={() => setRegeneratedKey(null)}
+        footer={null}
+      >
+        <Grid numItems={1} className="gap-2 w-full">
+          <Title>Save your New Key</Title>
+          <Col numColSpan={1}>
+            <p>
+              Please save this new secret key somewhere safe and accessible. For
+              security reasons, <b>you will not be able to view it again</b> through
+              your LiteLLM account. If you lose this secret key, you will need to
+              generate a new one.
+            </p>
+          </Col>
+          <Col numColSpan={1}>
+            <Text className="mt-3">New API Key:</Text>
+            <div
+              style={{
+                background: "#f8f8f8",
+                padding: "10px",
+                borderRadius: "5px",
+                marginBottom: "10px",
+              }}
+            >
+              <pre style={{ wordWrap: "break-word", whiteSpace: "normal" }}>
+                {regeneratedKey}
+              </pre>
+            </div>
+            <CopyToClipboard text={regeneratedKey} onCopy={() => message.success("API Key copied to clipboard")}>
+              <Button className="mt-3">Copy API Key</Button>
+            </CopyToClipboard>
+          </Col>
+        </Grid>
+      </Modal>
+    )}
     </div>
   );
 };

From 3527e47b59fe169a261028aec8fd2e8e3b348f6d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:33:18 -0700
Subject: [PATCH 29/48] ui regenerate an api key

---
 .../src/components/view_key_table.tsx         | 20 ++++++++++++++++---
 1 file changed, 17 insertions(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index 752aad37f..620c8ca1c 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -620,6 +620,10 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
 
   const handleRegenerateKey = async () => {
     try {
+      if (selectedToken == null) {
+        message.error("Please select a key to regenerate");
+        return;
+      }
       const response = await regenerateKeyCall(accessToken, selectedToken.token);
       setRegeneratedKey(response.key);
       setRegenerateDialogVisible(false);
@@ -974,8 +978,15 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
     <Modal
       title="Regenerate API Key"
       visible={regenerateDialogVisible}
-      onOk={handleRegenerateKey}
       onCancel={() => setRegenerateDialogVisible(false)}
+      footer={[
+        <Button key="cancel" onClick={() => setRegenerateDialogVisible(false)} className="mr-2">
+          Cancel
+        </Button>,
+        <Button key="regenerate" onClick={handleRegenerateKey}>
+          Regenerate
+        </Button>
+      ]}
     >
       <p>Are you sure you want to regenerate this key?</p>
       <p>Key Alias:</p>
@@ -986,9 +997,12 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
     {regeneratedKey && (
       <Modal
         visible={!!regeneratedKey}
-        onOk={() => setRegeneratedKey(null)}
         onCancel={() => setRegeneratedKey(null)}
-        footer={null}
+        footer={[
+          <Button key="close" onClick={() => setRegeneratedKey(null)}>
+            Close
+          </Button>
+        ]}
       >
         <Grid numItems={1} className="gap-2 w-full">
           <Title>Save your New Key</Title>

From 4dc2eea58d0c11627792fef20c6fcb50a357551a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:40:51 -0700
Subject: [PATCH 30/48] update key name when regenerating a key

---
 .../proxy/management_endpoints/key_management_endpoints.py | 7 ++++++-
 litellm/tests/test_key_generate_prisma.py                  | 2 ++
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index aef2fb393..4688445fe 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -1027,10 +1027,15 @@ async def regenerate_key_fn(
 
     new_token = f"sk-{secrets.token_urlsafe(16)}"
     new_token_hash = hash_token(new_token)
+    new_token_key_name = f"sk-...{new_token[-4:]}"
 
     # update new token in DB
     updated_token = await prisma_client.db.litellm_verificationtoken.update(
-        where={"token": hashed_api_key}, data={"token": new_token_hash}
+        where={"token": hashed_api_key},
+        data={
+            "token": new_token_hash,
+            "key_name": new_token_key_name,
+        },
     )
     updated_token_dict = {}
     if updated_token is not None:
diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py
index e41a67c08..49a4c95c7 100644
--- a/litellm/tests/test_key_generate_prisma.py
+++ b/litellm/tests/test_key_generate_prisma.py
@@ -3035,4 +3035,6 @@ async def test_regenerate_api_key(prisma_client):
         new_key.models == models
     ), f"Expected models {models} but got {new_key.models}"
 
+    assert new_key.key_name == f"sk-...{new_key.key[-4:]}"
+
     pass

From 5c2c316919743b0bb2219d059b38256dea69d0f3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:41:20 -0700
Subject: [PATCH 31/48] update ui regen key

---
 ui/litellm-dashboard/src/components/view_key_table.tsx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index 620c8ca1c..41d930fc3 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -1005,10 +1005,10 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
         ]}
       >
         <Grid numItems={1} className="gap-2 w-full">
-          <Title>Save your New Key</Title>
+          <Title>Regenerated Key</Title>
           <Col numColSpan={1}>
             <p>
-              Please save this new secret key somewhere safe and accessible. For
+              Please replace your old key with the new key generated.For
               security reasons, <b>you will not be able to view it again</b> through
               your LiteLLM account. If you lose this secret key, you will need to
               generate a new one.

From 83813af0a2ec6e1dc1314cb44e7dff1b58b11e7b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:44:46 -0700
Subject: [PATCH 32/48] regenerate key

---
 .../src/components/view_key_table.tsx                 | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index 41d930fc3..d9e73b109 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -626,6 +626,17 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
       }
       const response = await regenerateKeyCall(accessToken, selectedToken.token);
       setRegeneratedKey(response.key);
+
+      // Update the data state with the new key_name
+      if (data) {
+        const updatedData = data.map(item => 
+          item.token === selectedToken.token 
+            ? { ...item, key_name: response.key_name } 
+            : item
+        );
+        setData(updatedData);
+      }
+
       setRegenerateDialogVisible(false);
       message.success("API Key regenerated successfully");
     } catch (error) {

From b0ae0101f49d69eb8e98ebed4e5c7f2ba30dadfc Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:53:28 -0700
Subject: [PATCH 33/48] make regenerating api keys enterprise

---
 ui/litellm-dashboard/src/app/page.tsx         |  2 ++
 .../src/components/user_dashboard.tsx         |  3 ++
 .../src/components/view_key_table.tsx         | 36 +++++++++++++++----
 3 files changed, 35 insertions(+), 6 deletions(-)

diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index 02ef8ebe0..b35d99cad 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -141,6 +141,7 @@ const CreateKeyPage = () => {
           <UserDashboard
               userID={userID}
               userRole={userRole}
+              premiumUser={premiumUser}
               teams={teams}
               keys={keys}
               setUserRole={setUserRole}
@@ -175,6 +176,7 @@ const CreateKeyPage = () => {
             <UserDashboard
               userID={userID}
               userRole={userRole}
+              premiumUser={premiumUser}
               teams={teams}
               keys={keys}
               setUserRole={setUserRole}
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index 3d1d4ea60..660e1a6d9 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -48,6 +48,7 @@ interface UserDashboardProps {
   setKeys: React.Dispatch<React.SetStateAction<Object[] | null>>;
   setProxySettings: React.Dispatch<React.SetStateAction<any>>;
   proxySettings: any;
+  premiumUser: boolean;
 }
 
 type TeamInterface = {
@@ -68,6 +69,7 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
   setKeys,
   setProxySettings,
   proxySettings,
+  premiumUser,
 }) => {
   const [userSpendData, setUserSpendData] = useState<UserSpendData | null>(
     null
@@ -328,6 +330,7 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
             selectedTeam={selectedTeam ? selectedTeam : null}
             data={keys}
             setData={setKeys}
+            premiumUser={premiumUser}
             teams={teams}
           />
           <CreateKey
diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index d9e73b109..e0ac43521 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -69,6 +69,7 @@ interface ViewKeyTableProps {
   data: any[] | null;
   setData: React.Dispatch<React.SetStateAction<any[] | null>>;
   teams: any[] | null;
+  premiumUser: boolean;
 }
 
 interface ItemData {
@@ -96,7 +97,8 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
   selectedTeam,
   data,
   setData,
-  teams
+  teams,
+  premiumUser
 }) => {
   const [isButtonClicked, setIsButtonClicked] = useState(false);
   const [isDeleteModalOpen, setIsDeleteModalOpen] = useState(false);
@@ -619,6 +621,11 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
   };
 
   const handleRegenerateKey = async () => {
+    if (!premiumUser) {
+      message.error("Regenerate API Key is an Enterprise feature. Please upgrade to use this feature.");
+      return;
+    }
+
     try {
       if (selectedToken == null) {
         message.error("Please select a key to regenerate");
@@ -994,14 +1001,31 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
         <Button key="cancel" onClick={() => setRegenerateDialogVisible(false)} className="mr-2">
           Cancel
         </Button>,
-        <Button key="regenerate" onClick={handleRegenerateKey}>
-          Regenerate
+        <Button
+          key="regenerate"
+          onClick={handleRegenerateKey}
+          disabled={!premiumUser}
+        >
+          {premiumUser ? "Regenerate" : "Upgrade to Regenerate"}
         </Button>
       ]}
     >
-      <p>Are you sure you want to regenerate this key?</p>
-      <p>Key Alias:</p>
-      <pre>{selectedToken?.key_alias || 'No alias set'}</pre>
+      {premiumUser ? (
+        <>
+          <p>Are you sure you want to regenerate this key?</p>
+          <p>Key Alias:</p>
+          <pre>{selectedToken?.key_alias || 'No alias set'}</pre>
+        </>
+      ) : (
+        <div>
+          <p className="mb-2 text-gray-500 italic text-[12px]">Upgrade to use this feature</p>
+          <Button variant="primary" className="mb-2">
+            <a href="https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat" target="_blank">
+              Get Free Trial
+            </a>
+          </Button>
+        </div>
+      )}
     </Modal>
 
     {/* Regenerated Key Display Modal */}

From 75cbbea0719bf646a9c042d89af88f224b08fdbe Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:54:50 -0700
Subject: [PATCH 34/48] enforce regenerating keys in enterprise tier

---
 .../proxy/management_endpoints/key_management_endpoints.py   | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 4688445fe..9bb07cfee 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -993,6 +993,11 @@ async def regenerate_key_fn(
     Endpoint for regenerating a key
     """
 
+    if premium_user is not True:
+        raise ValueError(
+            f"Regenerating Virtual Keys is an Enterprise feature, {CommonProxyErrors.not_premium_user.value}"
+        )
+
     # Check if key exists, raise exception if key is not in the DB
 
     ### 1. Create New copy that is duplicate of existing key

From a043676dc48cf0ec75908b99df240c641c7817a9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 18:59:29 -0700
Subject: [PATCH 35/48] fix regen api key flow

---
 .../src/components/view_key_table.tsx             | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx
index e0ac43521..019a11179 100644
--- a/ui/litellm-dashboard/src/components/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/view_key_table.tsx
@@ -1043,13 +1043,26 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
           <Title>Regenerated Key</Title>
           <Col numColSpan={1}>
             <p>
-              Please replace your old key with the new key generated.For
+              Please replace your old key with the new key generated. For
               security reasons, <b>you will not be able to view it again</b> through
               your LiteLLM account. If you lose this secret key, you will need to
               generate a new one.
             </p>
           </Col>
           <Col numColSpan={1}>
+            <Text className="mt-3">Key Alias:</Text>
+            <div
+              style={{
+                background: "#f8f8f8",
+                padding: "10px",
+                borderRadius: "5px",
+                marginBottom: "10px",
+              }}
+            >
+              <pre style={{ wordWrap: "break-word", whiteSpace: "normal" }}>
+                {selectedToken?.key_alias || 'No alias set'}
+              </pre>
+            </div>
             <Text className="mt-3">New API Key:</Text>
             <div
               style={{

From f3b3f39eb5c10eb8f693eb4cb1a24e36ada7f0ed Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 19:01:35 -0700
Subject: [PATCH 36/48] ui new build

---
 litellm/model_prices_and_context_window_backup.json  | 12 ++++++++++++
 litellm/proxy/_experimental/out/404.html             |  1 +
 .../_buildManifest.js                                |  0
 .../_ssgManifest.js                                  |  0
 .../out/_next/static/chunks/131-73d0a4f8e09896fe.js  |  8 ++++++++
 .../out/_next/static/chunks/131-cb6bfe24e23e121b.js  |  8 --------
 ...5-8e4b96f972af8eaf.js => 605-35a95945041f7699.js} |  4 ++--
 .../out/_next/static/chunks/777-50d836152fad178b.js  |  1 -
 .../out/_next/static/chunks/777-5360b5460eba0779.js  |  1 +
 ...-79eee78ed9fccf89.js => page-baad96761e038837.js} |  0
 ...-8be9c2a4a5c886c5.js => page-0034957a9fa387e0.js} |  0
 .../_next/static/chunks/app/page-01641b817a14ea88.js |  1 +
 .../_next/static/chunks/app/page-b77076dbc8208d12.js |  1 -
 litellm/proxy/_experimental/out/index.html           |  2 +-
 litellm/proxy/_experimental/out/index.txt            |  4 ++--
 litellm/proxy/_experimental/out/model_hub.html       |  1 +
 litellm/proxy/_experimental/out/model_hub.txt        |  4 ++--
 litellm/proxy/_experimental/out/onboarding.html      |  1 +
 litellm/proxy/_experimental/out/onboarding.txt       |  4 ++--
 ui/litellm-dashboard/out/404.html                    |  2 +-
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diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 0f483b083..4f5fffc52 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -2189,6 +2189,18 @@
         "mode": "image_generation",
         "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
     },
+    "vertex_ai/imagen-3.0-generate-001": {
+        "cost_per_image": 0.04,
+        "litellm_provider": "vertex_ai-image-models",
+        "mode": "image_generation",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
+    },
+    "vertex_ai/imagen-3.0-fast-generate-001": {
+        "cost_per_image": 0.02,
+        "litellm_provider": "vertex_ai-image-models",
+        "mode": "image_generation",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
+    },
     "text-embedding-004": {
         "max_tokens": 3072,
         "max_input_tokens": 3072,
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new file mode 100644
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a=n(29037);function r(e){e.register(a),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var a=n(92133);function r(e){var 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num box>)(?=[()\[\]\s]|$)/.source}),"i"),lookbehind:!0},boolean:{pattern:/(^|[()\[\]\s])#(?:[ft]|false|true)(?=[()\[\]\s]|$)/,lookbehind:!0},function:{pattern:/((?:^|[^'`#])[(\[])(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)(?=[()\[\]\s]|$)/,lookbehind:!0},identifier:{pattern:/(^|[()\[\]\s])\|(?:[^\\|]|\\.)*\|(?=[()\[\]\s]|$)/,lookbehind:!0,greedy:!0},punctuation:/[()\[\]']/}}e.exports=t,t.displayName="scheme",t.aliases=[]},56758:function(e){function t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= )/,lookbehind:!0}]}),e.languages.insertBefore("scss","important",{variable:/\$[-\w]+|#\{\$[-\w]+\}/}),e.languages.insertBefore("scss","function",{"module-modifier":{pattern:/\b(?:as|hide|show|with)\b/i,alias:"keyword"},placeholder:{pattern:/%[-\w]+/,alias:"selector"},statement:{pattern:/\B!(?:default|optional)\b/i,alias:"keyword"},boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"},operator:{pattern:/(\s)(?:[-+*\/%]|[=!]=|<=?|>=?|and|not|or)(?=\s)/,lookbehind:!0}}),e.languages.scss.atrule.inside.rest=e.languages.scss}e.exports=t,t.displayName="scss",t.aliases=[]},32191:function(e,t,n){var a=n(94895);function r(e){var t;e.register(a),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=r,r.displayName="shellSession",r.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var a=n(26483);function r(e){var t,n;e.register(a),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var a=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(a=!1),!a&&("{literal}"===e&&(a=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=r,r.displayName="smarty",r.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var a=n(26483);function r(e){var 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n=!1;e.languages["markup-templating"].buildPlaceholders(t,"soy",/\{\{.+?\}\}|\{.+?\}|\s\/\/.*|\/\*[\s\S]*?\*\//g,function(e){return"{/literal}"===e&&(n=!1),!n&&("{literal}"===e&&(n=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"soy")})}e.exports=r,r.displayName="soy",r.aliases=[]},49149:function(e,t,n){var a=n(8207);function 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a=n(3668),r=n(6736);function i(e){var t,n;e.register(a),e.register(r),t=e.util.clone(e.languages.typescript),e.languages.tsx=e.languages.extend("jsx",t),delete e.languages.tsx.parameter,delete e.languages.tsx["literal-property"],(n=e.languages.tsx.tag).pattern=RegExp(/(^|[^\w$]|(?=<\/))/.source+"(?:"+n.pattern.source+")",n.pattern.flags),n.lookbehind=!0}e.exports=i,i.displayName="tsx",i.aliases=[]},75344:function(e,t,n){var a=n(26483);function 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a=n(29037);function r(e){e.register(a),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var a=n(92133);function r(e){var 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num box>)(?=[()\[\]\s]|$)/.source}),"i"),lookbehind:!0},boolean:{pattern:/(^|[()\[\]\s])#(?:[ft]|false|true)(?=[()\[\]\s]|$)/,lookbehind:!0},function:{pattern:/((?:^|[^'`#])[(\[])(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)(?=[()\[\]\s]|$)/,lookbehind:!0},identifier:{pattern:/(^|[()\[\]\s])\|(?:[^\\|]|\\.)*\|(?=[()\[\]\s]|$)/,lookbehind:!0,greedy:!0},punctuation:/[()\[\]']/}}e.exports=t,t.displayName="scheme",t.aliases=[]},56758:function(e){function t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= )/,lookbehind:!0}]}),e.languages.insertBefore("scss","important",{variable:/\$[-\w]+|#\{\$[-\w]+\}/}),e.languages.insertBefore("scss","function",{"module-modifier":{pattern:/\b(?:as|hide|show|with)\b/i,alias:"keyword"},placeholder:{pattern:/%[-\w]+/,alias:"selector"},statement:{pattern:/\B!(?:default|optional)\b/i,alias:"keyword"},boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"},operator:{pattern:/(\s)(?:[-+*\/%]|[=!]=|<=?|>=?|and|not|or)(?=\s)/,lookbehind:!0}}),e.languages.scss.atrule.inside.rest=e.languages.scss}e.exports=t,t.displayName="scss",t.aliases=[]},32191:function(e,t,n){var a=n(94895);function r(e){var t;e.register(a),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=r,r.displayName="shellSession",r.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var a=n(26483);function r(e){var t,n;e.register(a),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var a=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(a=!1),!a&&("{literal}"===e&&(a=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=r,r.displayName="smarty",r.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var a=n(26483);function r(e){var 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n=!1;e.languages["markup-templating"].buildPlaceholders(t,"soy",/\{\{.+?\}\}|\{.+?\}|\s\/\/.*|\/\*[\s\S]*?\*\//g,function(e){return"{/literal}"===e&&(n=!1),!n&&("{literal}"===e&&(n=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"soy")})}e.exports=r,r.displayName="soy",r.aliases=[]},49149:function(e,t,n){var a=n(8207);function 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a=n(3668),r=n(6736);function i(e){var t,n;e.register(a),e.register(r),t=e.util.clone(e.languages.typescript),e.languages.tsx=e.languages.extend("jsx",t),delete e.languages.tsx.parameter,delete e.languages.tsx["literal-property"],(n=e.languages.tsx.tag).pattern=RegExp(/(^|[^\w$]|(?=<\/))/.source+"(?:"+n.pattern.source+")",n.pattern.flags),n.lookbehind=!0}e.exports=i,i.displayName="tsx",i.aliases=[]},75344:function(e,t,n){var a=n(26483);function 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similarity index 53%
rename from litellm/proxy/_experimental/out/_next/static/chunks/605-8e4b96f972af8eaf.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/605-35a95945041f7699.js
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r.createElement(E.m,{tabIndex:0,role:"slider","aria-label":v,"aria-valuenow":e,className:"recharts-brush-traveller",onMouseEnter:this.handleEnterSlideOrTraveller,onMouseLeave:this.handleLeaveSlideOrTraveller,onMouseDown:this.travellerDragStartHandlers[t],onTouchStart:this.travellerDragStartHandlers[t],onKeyDown:function(e){["ArrowLeft","ArrowRight"].includes(e.key)&&(e.preventDefault(),e.stopPropagation(),n.handleTravellerMoveKeyboard("ArrowRight"===e.key?1:-1,t))},onFocus:function(){n.setState({isTravellerFocused:!0})},onBlur:function(){n.setState({isTravellerFocused:!1})},style:{cursor:"col-resize"}},a.renderTraveller(s,m))}},{key:"renderSlide",value:function(e,t){var n=this.props,o=n.y,i=n.height,a=n.stroke,l=n.travellerWidth;return 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l=a.getTooltipEventType(),c=a.state,s=c.isTooltipActive,u=c.tooltipAxis,d=c.activeTooltipIndex,f=c.activeLabel,p=a.props.children,h=(0,P.sP)(p,S.u),m=o.props,v=m.points,g=m.isRange,y=m.baseLine,b=o.item.props,x=b.activeDot,w=b.hide,O=b.activeBar,E=b.activeShape,k={};"axis"!==l&&h&&"click"===h.props.trigger?k={onClick:(0,M.DO)(a.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,M.DO)(a.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,M.DO)(a.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&s&&h&&(x||O||E)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var j="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());T=(0,N.Ap)(v,j,f),I=g&&y&&(0,N.Ap)(y,j,f)}else T=null==v?void 0:v[d],I=g&&y&&y[d];if(E||O){var A=void 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0:o.length)||Promise.reject(e),tP(this,C,"f").call(this,e),tP(this,A,"f").call(this,e),this._emit("end");return}if("error"===e){let e=n[0];tP(this,R,"f")||(null==o?void 0:o.length)||Promise.reject(e),tP(this,C,"f").call(this,e),tP(this,A,"f").call(this,e),this._emit("end")}}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=tP(this,E,"m",D).call(this);t&&this._emit("finalMessage",t);let n=tP(this,E,"m",_).call(this);n&&this._emit("finalContent",n);let r=tP(this,E,"m",Z).call(this);r&&this._emit("finalFunctionCall",r);let o=tP(this,E,"m",L).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",tP(this,E,"m",B).call(this))}async _createChatCompletion(e,t,n){let r=null==n?void 0:n.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),tP(this,E,"m",F).call(this,t);let o=await e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:i,...a}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:c=10}=n||{},s={};for(let e of t.functions)s[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<c;++t){var d;let t;let i=null===(d=(await this._createChatCompletion(e,{...a,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!i)throw new et("missing message in ChatCompletion response");if(!i.function_call)return;let{name:c,arguments:f}=i.function_call,p=s[c];if(p){if(l&&l!==c){let e="Invalid function_call: ".concat(JSON.stringify(c),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:c,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(c),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:c,content:e});continue}try{t=tE(p)?await p.parse(f):f}catch(e){this._addMessage({role:r,name:c,content:e instanceof Error?e.message:String(e)});continue}let h=await p.function(t,this),m=tP(this,E,"m",H).call(this,h);if(this._addMessage({role:r,name:c,content:m}),l)return}}async _runTools(e,t,n){var r,o;let i="tool",{tool_choice:a="auto",stream:l,...c}=t,s="string"!=typeof a&&(null==a?void 0:null===(r=a.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let f="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...c,tool_choice:a,tools:f,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,a=d[r];if(a){if(s&&s!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(s)," requested. Please try again");this._addMessage({role:i,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(f.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:i,tool_call_id:n,content:e});continue}try{t=tE(a)?await a.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:i,tool_call_id:n,content:e});continue}let l=await a.function(t,this),c=tP(this,E,"m",H).call(this,l);if(this._addMessage({role:i,tool_call_id:n,content:c}),s)return}}}constructor(){E.add(this),this.controller=new AbortController,S.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),j.set(this,void 0),P.set(this,()=>{}),A.set(this,()=>{}),T.set(this,{}),this._chatCompletions=[],this.messages=[],M.set(this,!1),N.set(this,!1),I.set(this,!1),R.set(this,!1),z.set(this,e=>{if(tj(this,N,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tj(this,I,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tj(this,S,new Promise((e,t)=>{tj(this,k,e,"f"),tj(this,C,t,"f")}),"f"),tj(this,j,new Promise((e,t)=>{tj(this,P,e,"f"),tj(this,A,t,"f")}),"f"),tP(this,S,"f").catch(()=>{}),tP(this,j,"f").catch(()=>{})}}S=new WeakMap,k=new WeakMap,C=new WeakMap,j=new WeakMap,P=new WeakMap,A=new WeakMap,T=new WeakMap,M=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,z=new WeakMap,E=new WeakSet,_=function(){var e;return null!==(e=tP(this,E,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tS(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},Z=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tS(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tS(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},L=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},F=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},H=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tT extends tA{static runFunctions(e,t,n){let r=new tT,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tT,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tS(e)&&e.content&&this._emit("content",e.content)}}var tM=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},tN=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tI extends tA{get currentChatCompletionSnapshot(){return tM(this,U,"f")}static fromReadableStream(e){let t=new tI;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tI;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tM(this,W,"m",q).call(this);let i=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),i))tM(this,W,"m",V).call(this,e);if(null===(r=i.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tM(this,W,"m",K).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tM(this,W,"m",q).call(this),this._connected();let i=em.fromReadableStream(e,this.controller);for await(let e of i)r&&r!==e.id&&this._addChatCompletion(tM(this,W,"m",K).call(this)),tM(this,W,"m",V).call(this,e),r=e.id;if(null===(n=i.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tM(this,W,"m",K).call(this))}[(U=new WeakMap,W=new WeakSet,q=function(){this.ended||tN(this,U,void 0,"f")},V=function(e){var t,n,r;if(this.ended)return;let o=tM(this,W,"m",Y).call(this,e);this._emit("chunk",e,o);let i=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,a=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=i&&(null==a?void 0:a.role)==="assistant"&&(null==a?void 0:a.content)&&this._emit("content",i,a.content)},K=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tM(this,U,"f");if(!e)throw new et("request ended without sending any chunks");return tN(this,U,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:i,...a}=e;return{...a,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:i,...a}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:c,tool_calls:s,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(c){let{arguments:e,name:t}=c;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...a,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:i}}return s?{...a,index:o,finish_reason:r,logprobs:i,message:{...u,role:d,content:l,tool_calls:s.map((t,n)=>{let{function:r,type:i,id:a,...l}=t,{arguments:c,name:s,...u}=r||{};if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tR(e)));if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tR(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tR(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tR(e)));return{...l,id:a,type:i,function:{...u,name:s,arguments:c}}})}}:{...a,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:i}}),created:r,model:o,object:"chat.completion",...i?{system_fingerprint:i}:{}}}(e)},Y=function(e){var t,n,r,o,i,a,l;let c=tM(this,U,"f"),{choices:s,...u}=e;for(let{delta:s,finish_reason:d,index:f,logprobs:p=null,...h}of(c?Object.assign(c,u):c=tN(this,U,{...u,choices:[]},"f"),e.choices)){let e=c.choices[f];if(e||(e=c.choices[f]={finish_reason:d,index:f,message:{},logprobs:p,...h}),p){if(e.logprobs){let{content:n,...r}=p;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},p)}if(d&&(e.finish_reason=d),Object.assign(e,h),!s)continue;let{content:u,function_call:m,role:v,tool_calls:g,...y}=s;if(Object.assign(e.message,y),u&&(e.message.content=(e.message.content||"")+u),v&&(e.message.role=v),m&&(e.message.function_call?(m.name&&(e.message.function_call.name=m.name),m.arguments&&(null!==(i=(n=e.message.function_call).arguments)&&void 0!==i||(n.arguments=""),e.message.function_call.arguments+=m.arguments)):e.message.function_call=m),g)for(let{index:t,id:n,type:o,function:i,...c}of(e.message.tool_calls||(e.message.tool_calls=[]),g)){let s=null!==(a=(r=e.message.tool_calls)[t])&&void 0!==a?a:r[t]={};Object.assign(s,c),n&&(s.id=n),o&&(s.type=o),i&&(null!==(l=s.function)&&void 0!==l||(s.function={arguments:""})),(null==i?void 0:i.name)&&(s.function.name=i.name),(null==i?void 0:i.arguments)&&(s.function.arguments+=i.arguments)}}return c},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e(void 0);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise(e=>t.push(e)).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0})}}toReadableStream(){return new em(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}constructor(){super(...arguments),W.add(this),U.set(this,void 0)}}function tR(e){return JSON.stringify(e)}class t_ extends tI{static fromReadableStream(e){let t=new t_;return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new t_,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new t_,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class tD extends te{runFunctions(e,t){return e.stream?t_.runFunctions(this._client.chat.completions,e,t):tT.runFunctions(this._client.chat.completions,e,t)}runTools(e,t){return e.stream?t_.runTools(this._client.chat.completions,e,t):tT.runTools(this._client.chat.completions,e,t)}stream(e,t){return tI.createChatCompletion(this._client.chat.completions,e,t)}}class tZ extends te{constructor(){super(...arguments),this.completions=new tD(this._client)}}(tZ||(tZ={})).Completions=tD;class tL extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eU(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e9{}(tL||(tL={})).MessageFilesPage=tB;class tz extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eU(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tF,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tL(this._client)}}class tF extends e9{}(g=tz||(tz={})).ThreadMessagesPage=tF,g.Files=tL,g.MessageFilesPage=tB;class tH extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/777-50d836152fad178b.js b/litellm/proxy/_experimental/out/_next/static/chunks/777-50d836152fad178b.js
deleted file mode 100644
index f8028345a..000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/777-50d836152fad178b.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/777-5360b5460eba0779.js b/litellm/proxy/_experimental/out/_next/static/chunks/777-5360b5460eba0779.js
new file mode 100644
index 000000000..77a0bf166
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/777-5360b5460eba0779.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/onboarding/page-8be9c2a4a5c886c5.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/onboarding/page-0034957a9fa387e0.js
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diff --git a/litellm/proxy/_experimental/out/index.html b/litellm/proxy/_experimental/out/index.html
index a014caca5..8b961e02c 100644
--- a/litellm/proxy/_experimental/out/index.html
+++ b/litellm/proxy/_experimental/out/index.html
@@ -1 +1 @@
-<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-193a7eac80c8baba.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-f593049e31b05aeb.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-8316d07d1f41e39f.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/ui/favicon.ico" type="image/x-icon" sizes="16x16"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script></head><body><script src="/ui/_next/static/chunks/webpack-193a7eac80c8baba.js" crossorigin="" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0]);self.__next_f.push([2,null])</script><script>self.__next_f.push([1,"1:HL[\"/ui/_next/static/media/a34f9d1faa5f3315-s.p.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n2:HL[\"/ui/_next/static/css/cd10067a0a3408b4.css\",\"style\",{\"crossOrigin\":\"\"}]\n0:\"$L3\"\n"])</script><script>self.__next_f.push([1,"4:I[47690,[],\"\"]\n6:I[77831,[],\"\"]\n7:I[26520,[\"665\",\"static/chunks/3014691f-b24e8254c7593934.js\",\"936\",\"static/chunks/2f6dbc85-cac2949a76539886.js\",\"505\",\"static/chunks/505-5ff3c318fddfa35c.js\",\"131\",\"static/chunks/131-cb6bfe24e23e121b.js\",\"684\",\"static/chunks/684-16b194c83a169f6d.js\",\"605\",\"static/chunks/605-8e4b96f972af8eaf.js\",\"777\",\"static/chunks/777-50d836152fad178b.js\",\"931\",\"static/chunks/app/page-b77076dbc8208d12.js\"],\"\"]\n8:I[5613,[],\"\"]\n9:I[31778,[],\"\"]\nb:I[48955,[],\"\"]\nc:[]\n"])</script><script>self.__next_f.push([1,"3:[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/ui/_next/static/css/cd10067a0a3408b4.css\",\"precedence\":\"next\",\"crossOrigin\":\"\"}]],[\"$\",\"$L4\",null,{\"buildId\":\"cjLC-FNUY9ME2ZrO3jtsn\",\"assetPrefix\":\"/ui\",\"initialCanonicalUrl\":\"/\",\"initialTree\":[\"\",{\"children\":[\"__PAGE__\",{}]},\"$undefined\",\"$undefined\",true],\"initialSeedData\":[\"\",{\"children\":[\"__PAGE__\",{},[\"$L5\",[\"$\",\"$L6\",null,{\"propsForComponent\":{\"params\":{}},\"Component\":\"$7\",\"isStaticGeneration\":true}],null]]},[null,[\"$\",\"html\",null,{\"lang\":\"en\",\"children\":[\"$\",\"body\",null,{\"className\":\"__className_86ef86\",\"children\":[\"$\",\"$L8\",null,{\"parallelRouterKey\":\"children\",\"segmentPath\":[\"children\"],\"loading\":\"$undefined\",\"loadingStyles\":\"$undefined\",\"loadingScripts\":\"$undefined\",\"hasLoading\":false,\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L9\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"title\",null,{\"children\":\"404: This page could not be found.\"}],[\"$\",\"div\",null,{\"style\":{\"fontFamily\":\"system-ui,\\\"Segoe UI\\\",Roboto,Helvetica,Arial,sans-serif,\\\"Apple Color Emoji\\\",\\\"Segoe UI Emoji\\\"\",\"height\":\"100vh\",\"textAlign\":\"center\",\"display\":\"flex\",\"flexDirection\":\"column\",\"alignItems\":\"center\",\"justifyContent\":\"center\"},\"children\":[\"$\",\"div\",null,{\"children\":[[\"$\",\"style\",null,{\"dangerouslySetInnerHTML\":{\"__html\":\"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}\"}}],[\"$\",\"h1\",null,{\"className\":\"next-error-h1\",\"style\":{\"display\":\"inline-block\",\"margin\":\"0 20px 0 0\",\"padding\":\"0 23px 0 0\",\"fontSize\":24,\"fontWeight\":500,\"verticalAlign\":\"top\",\"lineHeight\":\"49px\"},\"children\":\"404\"}],[\"$\",\"div\",null,{\"style\":{\"display\":\"inline-block\"},\"children\":[\"$\",\"h2\",null,{\"style\":{\"fontSize\":14,\"fontWeight\":400,\"lineHeight\":\"49px\",\"margin\":0},\"children\":\"This page could not be found.\"}]}]]}]}]],\"notFoundStyles\":[],\"styles\":null}]}]}],null]],\"initialHead\":[false,\"$La\"],\"globalErrorComponent\":\"$b\",\"missingSlots\":\"$Wc\"}]]\n"])</script><script>self.__next_f.push([1,"a:[[\"$\",\"meta\",\"0\",{\"name\":\"viewport\",\"content\":\"width=device-width, initial-scale=1\"}],[\"$\",\"meta\",\"1\",{\"charSet\":\"utf-8\"}],[\"$\",\"title\",\"2\",{\"children\":\"LiteLLM Dashboard\"}],[\"$\",\"meta\",\"3\",{\"name\":\"description\",\"content\":\"LiteLLM Proxy Admin UI\"}],[\"$\",\"link\",\"4\",{\"rel\":\"icon\",\"href\":\"/ui/favicon.ico\",\"type\":\"image/x-icon\",\"sizes\":\"16x16\"}],[\"$\",\"meta\",\"5\",{\"name\":\"next-size-adjust\"}]]\n5:null\n"])</script><script>self.__next_f.push([1,""])</script></body></html>
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+<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-193a7eac80c8baba.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-f593049e31b05aeb.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-8316d07d1f41e39f.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/ui/favicon.ico" type="image/x-icon" sizes="16x16"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script></head><body><script src="/ui/_next/static/chunks/webpack-193a7eac80c8baba.js" crossorigin="" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0]);self.__next_f.push([2,null])</script><script>self.__next_f.push([1,"1:HL[\"/ui/_next/static/media/a34f9d1faa5f3315-s.p.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n2:HL[\"/ui/_next/static/css/cd10067a0a3408b4.css\",\"style\",{\"crossOrigin\":\"\"}]\n0:\"$L3\"\n"])</script><script>self.__next_f.push([1,"4:I[47690,[],\"\"]\n6:I[77831,[],\"\"]\n7:I[18018,[\"665\",\"static/chunks/3014691f-b24e8254c7593934.js\",\"936\",\"static/chunks/2f6dbc85-cac2949a76539886.js\",\"505\",\"static/chunks/505-5ff3c318fddfa35c.js\",\"131\",\"static/chunks/131-73d0a4f8e09896fe.js\",\"684\",\"static/chunks/684-16b194c83a169f6d.js\",\"605\",\"static/chunks/605-35a95945041f7699.js\",\"777\",\"static/chunks/777-5360b5460eba0779.js\",\"931\",\"static/chunks/app/page-01641b817a14ea88.js\"],\"\"]\n8:I[5613,[],\"\"]\n9:I[31778,[],\"\"]\nb:I[48955,[],\"\"]\nc:[]\n"])</script><script>self.__next_f.push([1,"3:[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/ui/_next/static/css/cd10067a0a3408b4.css\",\"precedence\":\"next\",\"crossOrigin\":\"\"}]],[\"$\",\"$L4\",null,{\"buildId\":\"LO0Sm6uVF0pa4RdHSL0dN\",\"assetPrefix\":\"/ui\",\"initialCanonicalUrl\":\"/\",\"initialTree\":[\"\",{\"children\":[\"__PAGE__\",{}]},\"$undefined\",\"$undefined\",true],\"initialSeedData\":[\"\",{\"children\":[\"__PAGE__\",{},[\"$L5\",[\"$\",\"$L6\",null,{\"propsForComponent\":{\"params\":{}},\"Component\":\"$7\",\"isStaticGeneration\":true}],null]]},[null,[\"$\",\"html\",null,{\"lang\":\"en\",\"children\":[\"$\",\"body\",null,{\"className\":\"__className_86ef86\",\"children\":[\"$\",\"$L8\",null,{\"parallelRouterKey\":\"children\",\"segmentPath\":[\"children\"],\"loading\":\"$undefined\",\"loadingStyles\":\"$undefined\",\"loadingScripts\":\"$undefined\",\"hasLoading\":false,\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L9\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"title\",null,{\"children\":\"404: This page could not be found.\"}],[\"$\",\"div\",null,{\"style\":{\"fontFamily\":\"system-ui,\\\"Segoe UI\\\",Roboto,Helvetica,Arial,sans-serif,\\\"Apple Color Emoji\\\",\\\"Segoe UI Emoji\\\"\",\"height\":\"100vh\",\"textAlign\":\"center\",\"display\":\"flex\",\"flexDirection\":\"column\",\"alignItems\":\"center\",\"justifyContent\":\"center\"},\"children\":[\"$\",\"div\",null,{\"children\":[[\"$\",\"style\",null,{\"dangerouslySetInnerHTML\":{\"__html\":\"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}\"}}],[\"$\",\"h1\",null,{\"className\":\"next-error-h1\",\"style\":{\"display\":\"inline-block\",\"margin\":\"0 20px 0 0\",\"padding\":\"0 23px 0 0\",\"fontSize\":24,\"fontWeight\":500,\"verticalAlign\":\"top\",\"lineHeight\":\"49px\"},\"children\":\"404\"}],[\"$\",\"div\",null,{\"style\":{\"display\":\"inline-block\"},\"children\":[\"$\",\"h2\",null,{\"style\":{\"fontSize\":14,\"fontWeight\":400,\"lineHeight\":\"49px\",\"margin\":0},\"children\":\"This page could not be found.\"}]}]]}]}]],\"notFoundStyles\":[],\"styles\":null}]}]}],null]],\"initialHead\":[false,\"$La\"],\"globalErrorComponent\":\"$b\",\"missingSlots\":\"$Wc\"}]]\n"])</script><script>self.__next_f.push([1,"a:[[\"$\",\"meta\",\"0\",{\"name\":\"viewport\",\"content\":\"width=device-width, initial-scale=1\"}],[\"$\",\"meta\",\"1\",{\"charSet\":\"utf-8\"}],[\"$\",\"title\",\"2\",{\"children\":\"LiteLLM Dashboard\"}],[\"$\",\"meta\",\"3\",{\"name\":\"description\",\"content\":\"LiteLLM Proxy Admin UI\"}],[\"$\",\"link\",\"4\",{\"rel\":\"icon\",\"href\":\"/ui/favicon.ico\",\"type\":\"image/x-icon\",\"sizes\":\"16x16\"}],[\"$\",\"meta\",\"5\",{\"name\":\"next-size-adjust\"}]]\n5:null\n"])</script><script>self.__next_f.push([1,""])</script></body></html>
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diff --git a/litellm/proxy/_experimental/out/index.txt b/litellm/proxy/_experimental/out/index.txt
index 169d783cc..19af52f2c 100644
--- a/litellm/proxy/_experimental/out/index.txt
+++ b/litellm/proxy/_experimental/out/index.txt
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diff --git a/litellm/proxy/_experimental/out/model_hub.html b/litellm/proxy/_experimental/out/model_hub.html
new file mode 100644
index 000000000..49e72eb8c
--- /dev/null
+++ b/litellm/proxy/_experimental/out/model_hub.html
@@ -0,0 +1 @@
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a=n(29037);function r(e){e.register(a),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var a=n(92133);function r(e){var 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num box>)(?=[()\[\]\s]|$)/.source}),"i"),lookbehind:!0},boolean:{pattern:/(^|[()\[\]\s])#(?:[ft]|false|true)(?=[()\[\]\s]|$)/,lookbehind:!0},function:{pattern:/((?:^|[^'`#])[(\[])(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)(?=[()\[\]\s]|$)/,lookbehind:!0},identifier:{pattern:/(^|[()\[\]\s])\|(?:[^\\|]|\\.)*\|(?=[()\[\]\s]|$)/,lookbehind:!0,greedy:!0},punctuation:/[()\[\]']/}}e.exports=t,t.displayName="scheme",t.aliases=[]},56758:function(e){function t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= )/,lookbehind:!0}]}),e.languages.insertBefore("scss","important",{variable:/\$[-\w]+|#\{\$[-\w]+\}/}),e.languages.insertBefore("scss","function",{"module-modifier":{pattern:/\b(?:as|hide|show|with)\b/i,alias:"keyword"},placeholder:{pattern:/%[-\w]+/,alias:"selector"},statement:{pattern:/\B!(?:default|optional)\b/i,alias:"keyword"},boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"},operator:{pattern:/(\s)(?:[-+*\/%]|[=!]=|<=?|>=?|and|not|or)(?=\s)/,lookbehind:!0}}),e.languages.scss.atrule.inside.rest=e.languages.scss}e.exports=t,t.displayName="scss",t.aliases=[]},32191:function(e,t,n){var a=n(94895);function r(e){var t;e.register(a),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=r,r.displayName="shellSession",r.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var a=n(26483);function r(e){var t,n;e.register(a),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var a=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(a=!1),!a&&("{literal}"===e&&(a=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=r,r.displayName="smarty",r.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var a=n(26483);function r(e){var 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n=!1;e.languages["markup-templating"].buildPlaceholders(t,"soy",/\{\{.+?\}\}|\{.+?\}|\s\/\/.*|\/\*[\s\S]*?\*\//g,function(e){return"{/literal}"===e&&(n=!1),!n&&("{literal}"===e&&(n=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"soy")})}e.exports=r,r.displayName="soy",r.aliases=[]},49149:function(e,t,n){var a=n(8207);function 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a=n(3668),r=n(6736);function i(e){var t,n;e.register(a),e.register(r),t=e.util.clone(e.languages.typescript),e.languages.tsx=e.languages.extend("jsx",t),delete e.languages.tsx.parameter,delete e.languages.tsx["literal-property"],(n=e.languages.tsx.tag).pattern=RegExp(/(^|[^\w$]|(?=<\/))/.source+"(?:"+n.pattern.source+")",n.pattern.flags),n.lookbehind=!0}e.exports=i,i.displayName="tsx",i.aliases=[]},75344:function(e,t,n){var a=n(26483);function 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a=n(29037);function r(e){e.register(a),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var a=n(92133);function r(e){var 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num box>)(?=[()\[\]\s]|$)/.source}),"i"),lookbehind:!0},boolean:{pattern:/(^|[()\[\]\s])#(?:[ft]|false|true)(?=[()\[\]\s]|$)/,lookbehind:!0},function:{pattern:/((?:^|[^'`#])[(\[])(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)(?=[()\[\]\s]|$)/,lookbehind:!0},identifier:{pattern:/(^|[()\[\]\s])\|(?:[^\\|]|\\.)*\|(?=[()\[\]\s]|$)/,lookbehind:!0,greedy:!0},punctuation:/[()\[\]']/}}e.exports=t,t.displayName="scheme",t.aliases=[]},56758:function(e){function t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= )/,lookbehind:!0}]}),e.languages.insertBefore("scss","important",{variable:/\$[-\w]+|#\{\$[-\w]+\}/}),e.languages.insertBefore("scss","function",{"module-modifier":{pattern:/\b(?:as|hide|show|with)\b/i,alias:"keyword"},placeholder:{pattern:/%[-\w]+/,alias:"selector"},statement:{pattern:/\B!(?:default|optional)\b/i,alias:"keyword"},boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"},operator:{pattern:/(\s)(?:[-+*\/%]|[=!]=|<=?|>=?|and|not|or)(?=\s)/,lookbehind:!0}}),e.languages.scss.atrule.inside.rest=e.languages.scss}e.exports=t,t.displayName="scss",t.aliases=[]},32191:function(e,t,n){var a=n(94895);function r(e){var t;e.register(a),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=r,r.displayName="shellSession",r.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var a=n(26483);function r(e){var t,n;e.register(a),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var a=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(a=!1),!a&&("{literal}"===e&&(a=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=r,r.displayName="smarty",r.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var a=n(26483);function r(e){var 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n=!1;e.languages["markup-templating"].buildPlaceholders(t,"soy",/\{\{.+?\}\}|\{.+?\}|\s\/\/.*|\/\*[\s\S]*?\*\//g,function(e){return"{/literal}"===e&&(n=!1),!n&&("{literal}"===e&&(n=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"soy")})}e.exports=r,r.displayName="soy",r.aliases=[]},49149:function(e,t,n){var a=n(8207);function 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a=n(3668),r=n(6736);function i(e){var t,n;e.register(a),e.register(r),t=e.util.clone(e.languages.typescript),e.languages.tsx=e.languages.extend("jsx",t),delete e.languages.tsx.parameter,delete e.languages.tsx["literal-property"],(n=e.languages.tsx.tag).pattern=RegExp(/(^|[^\w$]|(?=<\/))/.source+"(?:"+n.pattern.source+")",n.pattern.flags),n.lookbehind=!0}e.exports=i,i.displayName="tsx",i.aliases=[]},75344:function(e,t,n){var a=n(26483);function 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rename from ui/litellm-dashboard/out/_next/static/chunks/605-8e4b96f972af8eaf.js
rename to ui/litellm-dashboard/out/_next/static/chunks/605-35a95945041f7699.js
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r.createElement(E.m,{tabIndex:0,role:"slider","aria-label":v,"aria-valuenow":e,className:"recharts-brush-traveller",onMouseEnter:this.handleEnterSlideOrTraveller,onMouseLeave:this.handleLeaveSlideOrTraveller,onMouseDown:this.travellerDragStartHandlers[t],onTouchStart:this.travellerDragStartHandlers[t],onKeyDown:function(e){["ArrowLeft","ArrowRight"].includes(e.key)&&(e.preventDefault(),e.stopPropagation(),n.handleTravellerMoveKeyboard("ArrowRight"===e.key?1:-1,t))},onFocus:function(){n.setState({isTravellerFocused:!0})},onBlur:function(){n.setState({isTravellerFocused:!1})},style:{cursor:"col-resize"}},a.renderTraveller(s,m))}},{key:"renderSlide",value:function(e,t){var n=this.props,o=n.y,i=n.height,a=n.stroke,l=n.travellerWidth;return 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l=a.getTooltipEventType(),c=a.state,s=c.isTooltipActive,u=c.tooltipAxis,d=c.activeTooltipIndex,f=c.activeLabel,p=a.props.children,h=(0,P.sP)(p,S.u),m=o.props,v=m.points,g=m.isRange,y=m.baseLine,b=o.item.props,x=b.activeDot,w=b.hide,O=b.activeBar,E=b.activeShape,k={};"axis"!==l&&h&&"click"===h.props.trigger?k={onClick:(0,M.DO)(a.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,M.DO)(a.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,M.DO)(a.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&s&&h&&(x||O||E)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var j="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());T=(0,N.Ap)(v,j,f),I=g&&y&&(0,N.Ap)(y,j,f)}else T=null==v?void 0:v[d],I=g&&y&&y[d];if(E||O){var A=void 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0:o.length)||Promise.reject(e),tP(this,C,"f").call(this,e),tP(this,A,"f").call(this,e),this._emit("end");return}if("error"===e){let e=n[0];tP(this,R,"f")||(null==o?void 0:o.length)||Promise.reject(e),tP(this,C,"f").call(this,e),tP(this,A,"f").call(this,e),this._emit("end")}}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=tP(this,E,"m",D).call(this);t&&this._emit("finalMessage",t);let n=tP(this,E,"m",_).call(this);n&&this._emit("finalContent",n);let r=tP(this,E,"m",Z).call(this);r&&this._emit("finalFunctionCall",r);let o=tP(this,E,"m",L).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",tP(this,E,"m",B).call(this))}async _createChatCompletion(e,t,n){let r=null==n?void 0:n.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),tP(this,E,"m",F).call(this,t);let o=await e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:i,...a}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:c=10}=n||{},s={};for(let e of t.functions)s[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<c;++t){var d;let t;let i=null===(d=(await this._createChatCompletion(e,{...a,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!i)throw new et("missing message in ChatCompletion response");if(!i.function_call)return;let{name:c,arguments:f}=i.function_call,p=s[c];if(p){if(l&&l!==c){let e="Invalid function_call: ".concat(JSON.stringify(c),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:c,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(c),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:c,content:e});continue}try{t=tE(p)?await p.parse(f):f}catch(e){this._addMessage({role:r,name:c,content:e instanceof Error?e.message:String(e)});continue}let h=await p.function(t,this),m=tP(this,E,"m",H).call(this,h);if(this._addMessage({role:r,name:c,content:m}),l)return}}async _runTools(e,t,n){var r,o;let i="tool",{tool_choice:a="auto",stream:l,...c}=t,s="string"!=typeof a&&(null==a?void 0:null===(r=a.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let f="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...c,tool_choice:a,tools:f,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,a=d[r];if(a){if(s&&s!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(s)," requested. Please try again");this._addMessage({role:i,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(f.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:i,tool_call_id:n,content:e});continue}try{t=tE(a)?await a.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:i,tool_call_id:n,content:e});continue}let l=await a.function(t,this),c=tP(this,E,"m",H).call(this,l);if(this._addMessage({role:i,tool_call_id:n,content:c}),s)return}}}constructor(){E.add(this),this.controller=new AbortController,S.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),j.set(this,void 0),P.set(this,()=>{}),A.set(this,()=>{}),T.set(this,{}),this._chatCompletions=[],this.messages=[],M.set(this,!1),N.set(this,!1),I.set(this,!1),R.set(this,!1),z.set(this,e=>{if(tj(this,N,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tj(this,I,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tj(this,S,new Promise((e,t)=>{tj(this,k,e,"f"),tj(this,C,t,"f")}),"f"),tj(this,j,new Promise((e,t)=>{tj(this,P,e,"f"),tj(this,A,t,"f")}),"f"),tP(this,S,"f").catch(()=>{}),tP(this,j,"f").catch(()=>{})}}S=new WeakMap,k=new WeakMap,C=new WeakMap,j=new WeakMap,P=new WeakMap,A=new WeakMap,T=new WeakMap,M=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,z=new WeakMap,E=new WeakSet,_=function(){var e;return null!==(e=tP(this,E,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tS(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},Z=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tS(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tS(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},L=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},F=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},H=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tT extends tA{static runFunctions(e,t,n){let r=new tT,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tT,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tS(e)&&e.content&&this._emit("content",e.content)}}var tM=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},tN=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tI extends tA{get currentChatCompletionSnapshot(){return tM(this,U,"f")}static fromReadableStream(e){let t=new tI;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tI;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tM(this,W,"m",q).call(this);let i=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),i))tM(this,W,"m",V).call(this,e);if(null===(r=i.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tM(this,W,"m",K).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tM(this,W,"m",q).call(this),this._connected();let i=em.fromReadableStream(e,this.controller);for await(let e of i)r&&r!==e.id&&this._addChatCompletion(tM(this,W,"m",K).call(this)),tM(this,W,"m",V).call(this,e),r=e.id;if(null===(n=i.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tM(this,W,"m",K).call(this))}[(U=new WeakMap,W=new WeakSet,q=function(){this.ended||tN(this,U,void 0,"f")},V=function(e){var t,n,r;if(this.ended)return;let o=tM(this,W,"m",Y).call(this,e);this._emit("chunk",e,o);let i=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,a=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=i&&(null==a?void 0:a.role)==="assistant"&&(null==a?void 0:a.content)&&this._emit("content",i,a.content)},K=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tM(this,U,"f");if(!e)throw new et("request ended without sending any chunks");return tN(this,U,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:i,...a}=e;return{...a,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:i,...a}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:c,tool_calls:s,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(c){let{arguments:e,name:t}=c;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...a,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:i}}return s?{...a,index:o,finish_reason:r,logprobs:i,message:{...u,role:d,content:l,tool_calls:s.map((t,n)=>{let{function:r,type:i,id:a,...l}=t,{arguments:c,name:s,...u}=r||{};if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tR(e)));if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tR(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tR(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tR(e)));return{...l,id:a,type:i,function:{...u,name:s,arguments:c}}})}}:{...a,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:i}}),created:r,model:o,object:"chat.completion",...i?{system_fingerprint:i}:{}}}(e)},Y=function(e){var t,n,r,o,i,a,l;let c=tM(this,U,"f"),{choices:s,...u}=e;for(let{delta:s,finish_reason:d,index:f,logprobs:p=null,...h}of(c?Object.assign(c,u):c=tN(this,U,{...u,choices:[]},"f"),e.choices)){let e=c.choices[f];if(e||(e=c.choices[f]={finish_reason:d,index:f,message:{},logprobs:p,...h}),p){if(e.logprobs){let{content:n,...r}=p;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},p)}if(d&&(e.finish_reason=d),Object.assign(e,h),!s)continue;let{content:u,function_call:m,role:v,tool_calls:g,...y}=s;if(Object.assign(e.message,y),u&&(e.message.content=(e.message.content||"")+u),v&&(e.message.role=v),m&&(e.message.function_call?(m.name&&(e.message.function_call.name=m.name),m.arguments&&(null!==(i=(n=e.message.function_call).arguments)&&void 0!==i||(n.arguments=""),e.message.function_call.arguments+=m.arguments)):e.message.function_call=m),g)for(let{index:t,id:n,type:o,function:i,...c}of(e.message.tool_calls||(e.message.tool_calls=[]),g)){let s=null!==(a=(r=e.message.tool_calls)[t])&&void 0!==a?a:r[t]={};Object.assign(s,c),n&&(s.id=n),o&&(s.type=o),i&&(null!==(l=s.function)&&void 0!==l||(s.function={arguments:""})),(null==i?void 0:i.name)&&(s.function.name=i.name),(null==i?void 0:i.arguments)&&(s.function.arguments+=i.arguments)}}return c},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e(void 0);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise(e=>t.push(e)).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0})}}toReadableStream(){return new em(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}constructor(){super(...arguments),W.add(this),U.set(this,void 0)}}function tR(e){return JSON.stringify(e)}class t_ extends tI{static fromReadableStream(e){let t=new t_;return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new t_,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new t_,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class tD extends te{runFunctions(e,t){return e.stream?t_.runFunctions(this._client.chat.completions,e,t):tT.runFunctions(this._client.chat.completions,e,t)}runTools(e,t){return e.stream?t_.runTools(this._client.chat.completions,e,t):tT.runTools(this._client.chat.completions,e,t)}stream(e,t){return tI.createChatCompletion(this._client.chat.completions,e,t)}}class tZ extends te{constructor(){super(...arguments),this.completions=new tD(this._client)}}(tZ||(tZ={})).Completions=tD;class tL extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eU(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e9{}(tL||(tL={})).MessageFilesPage=tB;class tz extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eU(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tF,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tL(this._client)}}class tF extends e9{}(g=tz||(tz={})).ThreadMessagesPage=tF,g.Files=tL,g.MessageFilesPage=tB;class tH extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return 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diff --git a/ui/litellm-dashboard/out/_next/static/chunks/777-50d836152fad178b.js b/ui/litellm-dashboard/out/_next/static/chunks/777-50d836152fad178b.js
deleted file mode 100644
index f8028345a..000000000
--- a/ui/litellm-dashboard/out/_next/static/chunks/777-50d836152fad178b.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/ui/litellm-dashboard/out/_next/static/chunks/777-5360b5460eba0779.js b/ui/litellm-dashboard/out/_next/static/chunks/777-5360b5460eba0779.js
new file mode 100644
index 000000000..77a0bf166
--- /dev/null
+++ b/ui/litellm-dashboard/out/_next/static/chunks/777-5360b5460eba0779.js
@@ -0,0 +1 @@
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diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index a014caca5..8b961e02c 100644
--- a/ui/litellm-dashboard/out/index.html
+++ b/ui/litellm-dashboard/out/index.html
@@ -1 +1 @@
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diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
index 169d783cc..19af52f2c 100644
--- a/ui/litellm-dashboard/out/index.txt
+++ b/ui/litellm-dashboard/out/index.txt
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diff --git a/ui/litellm-dashboard/out/model_hub.html b/ui/litellm-dashboard/out/model_hub.html
index 146f8acaf..49e72eb8c 100644
--- a/ui/litellm-dashboard/out/model_hub.html
+++ b/ui/litellm-dashboard/out/model_hub.html
@@ -1 +1 @@
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+<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-193a7eac80c8baba.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-f593049e31b05aeb.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-8316d07d1f41e39f.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/ui/favicon.ico" type="image/x-icon" sizes="16x16"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script></head><body><script src="/ui/_next/static/chunks/webpack-193a7eac80c8baba.js" crossorigin="" 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diff --git a/ui/litellm-dashboard/out/onboarding.txt b/ui/litellm-dashboard/out/onboarding.txt
index 44b0c83ad..0413b7fb3 100644
--- a/ui/litellm-dashboard/out/onboarding.txt
+++ b/ui/litellm-dashboard/out/onboarding.txt
@@ -1,7 +1,7 @@
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From 6c7b9dbb59e190a8de9b608abc68bfd2fad870ea Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 19:02:21 -0700
Subject: [PATCH 37/48] =?UTF-8?q?bump:=20version=201.44.6=20=E2=86=92=201.?=
 =?UTF-8?q?44.7?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3e6217b80..a1af1d067 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.44.6"
+version = "1.44.7"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -91,7 +91,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.44.6"
+version = "1.44.7"
 version_files = [
     "pyproject.toml:^version"
 ]

From 52e8405b40934386d8d7293a3a2481d112ba42db Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 27 Aug 2024 02:04:05 +0000
Subject: [PATCH 38/48] build(deps): bump micromatch in /ui/litellm-dashboard

Bumps [micromatch](https://github.com/micromatch/micromatch) from 4.0.5 to 4.0.8.
- [Release notes](https://github.com/micromatch/micromatch/releases)
- [Changelog](https://github.com/micromatch/micromatch/blob/master/CHANGELOG.md)
- [Commits](https://github.com/micromatch/micromatch/compare/4.0.5...4.0.8)

---
updated-dependencies:
- dependency-name: micromatch
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 ui/litellm-dashboard/package-lock.json | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 100478a21..1e6ba84a0 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -4800,11 +4800,11 @@
       ]
     },
     "node_modules/micromatch": {
-      "version": "4.0.5",
-      "resolved": "https://registry.npmjs.org/micromatch/-/micromatch-4.0.5.tgz",
-      "integrity": "sha512-DMy+ERcEW2q8Z2Po+WNXuw3c5YaUSFjAO5GsJqfEl7UjvtIuFKO6ZrKvcItdy98dwFI2N1tg3zNIdKaQT+aNdA==",
+      "version": "4.0.8",
+      "resolved": "https://registry.npmjs.org/micromatch/-/micromatch-4.0.8.tgz",
+      "integrity": "sha512-PXwfBhYu0hBCPw8Dn0E+WDYb7af3dSLVWKi3HGv84IdF4TyFoC0ysxFd0Goxw7nSv4T/PzEJQxsYsEiFCKo2BA==",
       "dependencies": {
-        "braces": "^3.0.2",
+        "braces": "^3.0.3",
         "picomatch": "^2.3.1"
       },
       "engines": {

From 95455c88496ecbf9e399b02c0eda01391a3c3ae6 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 20:32:23 -0700
Subject: [PATCH 39/48] fix entrypoint

---
 litellm/main.py                   | 3 +--
 litellm/proxy/prisma_migration.py | 4 ++++
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index dd6a9e1b6..f8f036d1f 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -82,7 +82,6 @@ from .llms import (
     bedrock,
     clarifai,
     cloudflare,
-    cohere,
     gemini,
     huggingface_restapi,
     maritalk,
@@ -107,7 +106,7 @@ from .llms.azure import AzureChatCompletion, _check_dynamic_azure_params
 from .llms.azure_text import AzureTextCompletion
 from .llms.bedrock_httpx import BedrockConverseLLM, BedrockLLM
 from .llms.cohere import chat as cohere_chat
-from .llms.cohere import completion as cohere_completion
+from .llms.cohere import completion as cohere_completion  # type: ignore
 from .llms.cohere import embed as cohere_embed
 from .llms.custom_llm import CustomLLM, custom_chat_llm_router
 from .llms.databricks import DatabricksChatCompletion
diff --git a/litellm/proxy/prisma_migration.py b/litellm/proxy/prisma_migration.py
index 6ee09c22b..c79649f6f 100644
--- a/litellm/proxy/prisma_migration.py
+++ b/litellm/proxy/prisma_migration.py
@@ -51,6 +51,10 @@ while retry_count < max_retries and exit_code != 0:
     retry_count += 1
     print(f"Attempt {retry_count}...")  # noqa
 
+    # run prisma generate
+    result = subprocess.run(["prisma", "generate"], capture_output=True)
+    exit_code = result.returncode
+
     # Run the Prisma db push command
     result = subprocess.run(
         ["prisma", "db", "push", "--accept-data-loss"], capture_output=True

From ace929b588285c24375490d6c36ef53ca3741bcc Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 20:38:13 -0700
Subject: [PATCH 40/48] ci/cd run again

---
 litellm/tests/test_completion.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 0e96f056b..47c6aedc1 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -23,7 +23,7 @@ from litellm import RateLimitError, Timeout, completion, completion_cost, embedd
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.prompt_templates.factory import anthropic_messages_pt
 
-# litellm.num_retries=3
+# litellm.num_retries = 3
 litellm.cache = None
 litellm.success_callback = []
 user_message = "Write a short poem about the sky"

From a44596a067482c707248350f878f00e9f27e9615 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 21:04:39 -0700
Subject: [PATCH 41/48] fix created_at and updated_at not existing error

---
 litellm/proxy/_types.py     | 2 --
 litellm/proxy/schema.prisma | 2 --
 schema.prisma               | 2 --
 3 files changed, 6 deletions(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 554c9e4e4..f2bef739c 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1300,8 +1300,6 @@ class LiteLLM_VerificationToken(LiteLLMBase):
     soft_budget_cooldown: bool = False
     litellm_budget_table: Optional[dict] = None
     org_id: Optional[str] = None  # org id for a given key
-    created_at: Optional[datetime] = None
-    updated_at: Optional[datetime] = None
 
     model_config = ConfigDict(protected_namespaces=())
 
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 1af0c0a34..cf61635a0 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -149,8 +149,6 @@ model LiteLLM_VerificationToken {
     model_max_budget Json @default("{}")
     budget_id String?
     litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
-    created_at    DateTime               @default(now()) @map("created_at")
-    updated_at    DateTime               @default(now()) @updatedAt @map("updated_at")
 }
 
 model LiteLLM_EndUserTable {
diff --git a/schema.prisma b/schema.prisma
index 86ec201f7..8f4125104 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -149,8 +149,6 @@ model LiteLLM_VerificationToken {
     model_max_budget Json @default("{}")
     budget_id String?
     litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
-    created_at    DateTime               @default(now()) @map("created_at")
-    updated_at    DateTime               @default(now()) @updatedAt @map("updated_at")
 }
 
 model LiteLLM_EndUserTable {

From 7655b786232f0edfcc2c14c7721d2ba0ab6a9957 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 26 Aug 2024 21:12:42 -0700
Subject: [PATCH 42/48] run ci/cd again

---
 litellm/tests/test_completion.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 47c6aedc1..0e96f056b 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -23,7 +23,7 @@ from litellm import RateLimitError, Timeout, completion, completion_cost, embedd
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.prompt_templates.factory import anthropic_messages_pt
 
-# litellm.num_retries = 3
+# litellm.num_retries=3
 litellm.cache = None
 litellm.success_callback = []
 user_message = "Write a short poem about the sky"

From 9ba1b78a8f2dbbb38f0bb5974a81b0d3a2b7b858 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 21:13:02 -0700
Subject: [PATCH 43/48] fix(streaming_utils.py): fix
 generic_chunk_has_all_required_fields

---
 litellm/litellm_core_utils/streaming_utils.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/litellm/litellm_core_utils/streaming_utils.py b/litellm/litellm_core_utils/streaming_utils.py
index 386842fe2..c41b4f64c 100644
--- a/litellm/litellm_core_utils/streaming_utils.py
+++ b/litellm/litellm_core_utils/streaming_utils.py
@@ -10,9 +10,5 @@ def generic_chunk_has_all_required_fields(chunk: dict) -> bool:
     """
     _all_fields = GChunk.__annotations__
 
-    # this is an optional field in GenericStreamingChunk, it's not required to be present
-    _all_fields.pop("provider_specific_fields", None)
-
     decision = all(key in _all_fields for key in chunk)
-
     return decision

From 1a97362b6e1b31fc46ecd914a0184c85d959427b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 22:09:02 -0700
Subject: [PATCH 44/48] fix(types/utils.py): map finish reason to openai
 compatible

---
 litellm/types/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 3e5465bdc..81dc268af 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -501,7 +501,7 @@ class StreamingChoices(OpenAIObject):
     ):
         super(StreamingChoices, self).__init__(**params)
         if finish_reason:
-            self.finish_reason = finish_reason
+            self.finish_reason = map_finish_reason(finish_reason)
         else:
             self.finish_reason = None
         self.index = index

From b0cc1df2d684b61c171f331672d7ab3325efd5ac Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 18:47:45 -0700
Subject: [PATCH 45/48] feat(vertex_ai_context_caching.py): support making
 context caching calls to vertex ai in a normal chat completion call
 (anthropic caching format)

Closes https://github.com/BerriAI/litellm/issues/5213
---
 litellm/__init__.py                           |  16 +-
 litellm/llms/fine_tuning_apis/vertex_ai.py    |   4 +-
 litellm/llms/text_to_speech/vertex_ai.py      |   4 +-
 .../common_utils.py                           |  39 ++++
 .../context_caching/transformation.py         |  88 +++++++++
 .../vertex_ai_context_caching.py              | 170 ++++++++++++++++++
 .../gemini_transformation.py                  |  47 +++++
 .../vertex_ai_anthropic.py                    |   2 +-
 .../vertex_ai_non_gemini.py}                  |   0
 .../vertex_ai_partner_models.py}              |  33 +---
 .../vertex_and_google_ai_studio_gemini.py}    |  74 ++++----
 litellm/main.py                               |  18 +-
 .../tests/test_amazing_vertex_completion.py   | 138 +++++++++++++-
 litellm/types/llms/openai.py                  |  12 +-
 litellm/types/llms/vertex_ai.py               |  16 ++
 litellm/utils.py                              |  23 +++
 16 files changed, 594 insertions(+), 90 deletions(-)
 create mode 100644 litellm/llms/vertex_ai_and_google_ai_studio/common_utils.py
 create mode 100644 litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py
 create mode 100644 litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py
 create mode 100644 litellm/llms/vertex_ai_and_google_ai_studio/gemini_transformation.py
 rename litellm/llms/{ => vertex_ai_and_google_ai_studio}/vertex_ai_anthropic.py (99%)
 rename litellm/llms/{vertex_ai.py => vertex_ai_and_google_ai_studio/vertex_ai_non_gemini.py} (100%)
 rename litellm/llms/{vertex_ai_partner.py => vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py} (89%)
 rename litellm/llms/{vertex_httpx.py => vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py} (97%)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index eb8fd56d0..03ca0482a 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -848,15 +848,21 @@ from .llms.gemini import GeminiConfig
 from .llms.nlp_cloud import NLPCloudConfig
 from .llms.aleph_alpha import AlephAlphaConfig
 from .llms.petals import PetalsConfig
-from .llms.vertex_httpx import (
+from .llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
     VertexGeminiConfig,
     GoogleAIStudioGeminiConfig,
     VertexAIConfig,
 )
-from .llms.vertex_ai import VertexAITextEmbeddingConfig
-from .llms.vertex_ai_anthropic import VertexAIAnthropicConfig
-from .llms.vertex_ai_partner import VertexAILlama3Config
-from .llms.sagemaker.sagemaker import SagemakerConfig
+from .llms.vertex_ai_and_google_ai_studio.vertex_ai_non_gemini import (
+    VertexAITextEmbeddingConfig,
+)
+from .llms.vertex_ai_and_google_ai_studio.vertex_ai_anthropic import (
+    VertexAIAnthropicConfig,
+)
+from .llms.vertex_ai_and_google_ai_studio.vertex_ai_partner_models import (
+    VertexAILlama3Config,
+)
+from .llms.sagemaker import SagemakerConfig
 from .llms.ollama import OllamaConfig
 from .llms.ollama_chat import OllamaChatConfig
 from .llms.maritalk import MaritTalkConfig
diff --git a/litellm/llms/fine_tuning_apis/vertex_ai.py b/litellm/llms/fine_tuning_apis/vertex_ai.py
index ffdb82c5b..e87a9bf3c 100644
--- a/litellm/llms/fine_tuning_apis/vertex_ai.py
+++ b/litellm/llms/fine_tuning_apis/vertex_ai.py
@@ -8,7 +8,9 @@ from openai.types.fine_tuning.fine_tuning_job import FineTuningJob, Hyperparamet
 from litellm._logging import verbose_logger
 from litellm.llms.base import BaseLLM
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
-from litellm.llms.vertex_httpx import VertexLLM
+from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+    VertexLLM,
+)
 from litellm.types.llms.openai import FineTuningJobCreate
 from litellm.types.llms.vertex_ai import (
     FineTuneJobCreate,
diff --git a/litellm/llms/text_to_speech/vertex_ai.py b/litellm/llms/text_to_speech/vertex_ai.py
index 168a9eeb0..b9fca5325 100644
--- a/litellm/llms/text_to_speech/vertex_ai.py
+++ b/litellm/llms/text_to_speech/vertex_ai.py
@@ -13,7 +13,9 @@ from litellm.llms.custom_httpx.http_handler import (
     _get_httpx_client,
 )
 from litellm.llms.openai import HttpxBinaryResponseContent
-from litellm.llms.vertex_httpx import VertexLLM
+from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+    VertexLLM,
+)
 
 
 class VertexInput(TypedDict, total=False):
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/common_utils.py b/litellm/llms/vertex_ai_and_google_ai_studio/common_utils.py
new file mode 100644
index 000000000..8faf7a3af
--- /dev/null
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/common_utils.py
@@ -0,0 +1,39 @@
+from typing import Literal
+
+import httpx
+
+from litellm import supports_system_messages, verbose_logger
+
+
+class VertexAIError(Exception):
+    def __init__(self, status_code, message):
+        self.status_code = status_code
+        self.message = message
+        self.request = httpx.Request(
+            method="POST", url=" https://cloud.google.com/vertex-ai/"
+        )
+        self.response = httpx.Response(status_code=status_code, request=self.request)
+        super().__init__(
+            self.message
+        )  # Call the base class constructor with the parameters it needs
+
+
+def get_supports_system_message(
+    model: str, custom_llm_provider: Literal["vertex_ai", "vertex_ai_beta", "gemini"]
+) -> bool:
+    try:
+        _custom_llm_provider = custom_llm_provider
+        if custom_llm_provider == "vertex_ai_beta":
+            _custom_llm_provider = "vertex_ai"
+        supports_system_message = supports_system_messages(
+            model=model, custom_llm_provider=_custom_llm_provider
+        )
+    except Exception as e:
+        verbose_logger.warning(
+            "Unable to identify if system message supported. Defaulting to 'False'. Received error message - {}\nAdd it here - https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json".format(
+                str(e)
+            )
+        )
+        supports_system_message = False
+
+    return supports_system_message
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py
new file mode 100644
index 000000000..37c89838c
--- /dev/null
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py
@@ -0,0 +1,88 @@
+"""
+Transformation logic for context caching. 
+
+Why separate file? Make it easy to see how transformation works
+"""
+
+from typing import List, Tuple
+
+from litellm.types.llms.openai import AllMessageValues
+from litellm.types.llms.vertex_ai import CachedContentRequestBody, SystemInstructions
+from litellm.utils import is_cached_message
+
+from ..common_utils import VertexAIError, get_supports_system_message
+from ..gemini_transformation import transform_system_message
+from ..vertex_and_google_ai_studio_gemini import _gemini_convert_messages_with_history
+
+
+def separate_cached_messages(
+    messages: List[AllMessageValues],
+) -> Tuple[List[AllMessageValues], List[AllMessageValues]]:
+    """
+    Returns separated cached and non-cached messages.
+
+    Args:
+        messages: List of messages to be separated.
+
+    Returns:
+        Tuple containing:
+        - cached_messages: List of cached messages.
+        - non_cached_messages: List of non-cached messages.
+    """
+    cached_messages: List[AllMessageValues] = []
+    non_cached_messages: List[AllMessageValues] = []
+
+    # Extract cached messages and their indices
+    filtered_messages: List[Tuple[int, AllMessageValues]] = []
+    for idx, message in enumerate(messages):
+        if is_cached_message(message=message):
+            filtered_messages.append((idx, message))
+
+    # Validate only one block of continuous cached messages
+    if len(filtered_messages) > 1:
+        expected_idx = filtered_messages[0][0] + 1
+        for idx, _ in filtered_messages[1:]:
+            if idx != expected_idx:
+                raise VertexAIError(
+                    status_code=422,
+                    message="Gemini Context Caching only supports 1 message/block of continuous messages. Your idx, messages were - {}".format(
+                        filtered_messages
+                    ),
+                )
+            expected_idx += 1
+
+    # Separate messages based on the block of cached messages
+    if filtered_messages:
+        first_cached_idx = filtered_messages[0][0]
+        last_cached_idx = filtered_messages[-1][0]
+
+        cached_messages = messages[first_cached_idx : last_cached_idx + 1]
+        non_cached_messages = (
+            messages[:first_cached_idx] + messages[last_cached_idx + 1 :]
+        )
+    else:
+        non_cached_messages = messages
+
+    return cached_messages, non_cached_messages
+
+
+def transform_openai_messages_to_gemini_context_caching(
+    model: str,
+    messages: List[AllMessageValues],
+) -> CachedContentRequestBody:
+    supports_system_message = get_supports_system_message(
+        model=model, custom_llm_provider="gemini"
+    )
+
+    transformed_system_messages, new_messages = transform_system_message(
+        supports_system_message=supports_system_message, messages=messages
+    )
+
+    transformed_messages = _gemini_convert_messages_with_history(messages=new_messages)
+    data = CachedContentRequestBody(
+        contents=transformed_messages, model="models/{}".format(model)
+    )
+    if transformed_system_messages is not None:
+        data["system_instruction"] = transformed_system_messages
+
+    return data
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py
new file mode 100644
index 000000000..6461fe04b
--- /dev/null
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py
@@ -0,0 +1,170 @@
+import types
+from typing import Callable, List, Literal, Optional, Tuple, Union
+
+import httpx
+
+import litellm
+from litellm.litellm_core_utils.litellm_logging import Logging
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm.llms.openai import AllMessageValues
+from litellm.types.llms.vertex_ai import (
+    RequestBody,
+    VertexAICachedContentResponseObject,
+)
+from litellm.utils import ModelResponse
+
+from ..common_utils import VertexAIError
+from .transformation import (
+    separate_cached_messages,
+    transform_openai_messages_to_gemini_context_caching,
+)
+
+
+class ContextCachingEndpoints:
+    """
+    Covers context caching endpoints for Vertex AI + Google AI Studio
+
+    v0: covers Google AI Studio
+    """
+
+    def __init__(self) -> None:
+        pass
+
+    def _get_token_and_url(
+        self,
+        model: str,
+        gemini_api_key: Optional[str],
+        custom_llm_provider: Literal["gemini"],
+        api_base: Optional[str],
+    ) -> Tuple[Optional[str], str]:
+        """
+        Internal function. Returns the token and url for the call.
+
+        Handles logic if it's google ai studio vs. vertex ai.
+
+        Returns
+            token, url
+        """
+        if custom_llm_provider == "gemini":
+            _gemini_model_name = "models/{}".format(model)
+            auth_header = None
+            endpoint = "cachedContents"
+            url = "https://generativelanguage.googleapis.com/v1beta/{}?key={}".format(
+                endpoint, gemini_api_key
+            )
+
+        else:
+            raise NotImplementedError
+        if (
+            api_base is not None
+        ):  # for cloudflare ai gateway - https://github.com/BerriAI/litellm/issues/4317
+            if custom_llm_provider == "gemini":
+                url = "{}/{}".format(api_base, endpoint)
+                auth_header = (
+                    gemini_api_key  # cloudflare expects api key as bearer token
+                )
+            else:
+                url = "{}:{}".format(api_base, endpoint)
+
+        return auth_header, url
+
+    def create_cache(
+        self,
+        messages: List[AllMessageValues],  # receives openai format messages
+        api_key: str,
+        api_base: Optional[str],
+        model: str,
+        client: Optional[Union[HTTPHandler, AsyncHTTPHandler]],
+        timeout: Optional[Union[float, httpx.Timeout]],
+        logging_obj: Logging,
+        extra_headers: Optional[dict] = None,
+        cached_content: Optional[str] = None,
+    ) -> Tuple[List[AllMessageValues], Optional[str]]:
+        """
+        Receives
+        - messages: List of dict - messages in the openai format
+
+        Returns
+        - messages - List[dict] - filtered list of messages in the openai format.
+        - cached_content - str - the cache content id, to be passed in the gemini request body
+
+        Follows - https://ai.google.dev/api/caching#request-body
+        """
+        if cached_content is not None:
+            return messages, cached_content
+
+        ## AUTHORIZATION ##
+        token, url = self._get_token_and_url(
+            model=model,
+            gemini_api_key=api_key,
+            custom_llm_provider="gemini",
+            api_base=api_base,
+        )
+
+        headers = {
+            "Content-Type": "application/json",
+        }
+        if token is not None:
+            headers["Authorization"] = f"Bearer {token}"
+        if extra_headers is not None:
+            headers.update(extra_headers)
+
+        if client is None or not isinstance(client, HTTPHandler):
+            _params = {}
+            if timeout is not None:
+                if isinstance(timeout, float) or isinstance(timeout, int):
+                    timeout = httpx.Timeout(timeout)
+                _params["timeout"] = timeout
+            client = HTTPHandler(**_params)  # type: ignore
+        else:
+            client = client
+
+        cached_messages, non_cached_messages = separate_cached_messages(
+            messages=messages
+        )
+
+        if len(cached_messages) == 0:
+            return messages, None
+
+        cached_content_request_body = (
+            transform_openai_messages_to_gemini_context_caching(
+                model=model, messages=cached_messages
+            )
+        )
+
+        ## LOGGING
+        logging_obj.pre_call(
+            input=messages,
+            api_key="",
+            additional_args={
+                "complete_input_dict": cached_content_request_body,
+                "api_base": url,
+                "headers": headers,
+            },
+        )
+
+        try:
+            response = client.post(
+                url=url, headers=headers, json=cached_content_request_body  # type: ignore
+            )
+            response.raise_for_status()
+        except httpx.HTTPStatusError as err:
+            error_code = err.response.status_code
+            raise VertexAIError(status_code=error_code, message=err.response.text)
+        except httpx.TimeoutException:
+            raise VertexAIError(status_code=408, message="Timeout error occurred.")
+
+        raw_response_cached = response.json()
+        cached_content_response_obj = VertexAICachedContentResponseObject(
+            name=raw_response_cached.get("name"), model=raw_response_cached.get("model")
+        )
+        return (non_cached_messages, cached_content_response_obj["name"])
+
+    def async_create_cache(self):
+        pass
+
+    def get_cache(self):
+        pass
+
+    async def async_get_cache(self):
+        pass
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/gemini_transformation.py b/litellm/llms/vertex_ai_and_google_ai_studio/gemini_transformation.py
new file mode 100644
index 000000000..a25cd2db7
--- /dev/null
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/gemini_transformation.py
@@ -0,0 +1,47 @@
+"""
+Transformation logic from OpenAI format to Gemini format. 
+
+Why separate file? Make it easy to see how transformation works
+"""
+
+from typing import List, Optional, Tuple
+
+from litellm.types.llms.openai import AllMessageValues
+from litellm.types.llms.vertex_ai import PartType, SystemInstructions
+
+
+def transform_system_message(
+    supports_system_message: bool, messages: List[AllMessageValues]
+) -> Tuple[Optional[SystemInstructions], List[AllMessageValues]]:
+    """
+    Extracts the system message from the openai message list.
+
+    Converts the system message to Gemini format
+
+    Returns
+    - system_content_blocks: Optional[SystemInstructions] - the system message list in Gemini format.
+    - messages: List[AllMessageValues] - filtered list of messages in OpenAI format (transformed separately)
+    """
+    # Separate system prompt from rest of message
+    system_prompt_indices = []
+    system_content_blocks: List[PartType] = []
+    if supports_system_message is True:
+        for idx, message in enumerate(messages):
+            if message["role"] == "system":
+                if isinstance(message["content"], str):
+                    _system_content_block = PartType(text=message["content"])
+                elif isinstance(message["content"], list):
+                    system_text = ""
+                    for content in message["content"]:
+                        system_text += content.get("text") or ""
+                    _system_content_block = PartType(text=system_text)
+                system_content_blocks.append(_system_content_block)
+                system_prompt_indices.append(idx)
+        if len(system_prompt_indices) > 0:
+            for idx in reversed(system_prompt_indices):
+                messages.pop(idx)
+
+    if len(system_content_blocks) > 0:
+        return SystemInstructions(parts=system_content_blocks), messages
+
+    return None, messages
diff --git a/litellm/llms/vertex_ai_anthropic.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py
similarity index 99%
rename from litellm/llms/vertex_ai_anthropic.py
rename to litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py
index 588745852..bade93c2f 100644
--- a/litellm/llms/vertex_ai_anthropic.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py
@@ -26,7 +26,7 @@ from litellm.types.llms.openai import (
 from litellm.types.utils import ResponseFormatChunk
 from litellm.utils import CustomStreamWrapper, ModelResponse, Usage
 
-from .prompt_templates.factory import (
+from ..prompt_templates.factory import (
     construct_tool_use_system_prompt,
     contains_tag,
     custom_prompt,
diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_non_gemini.py
similarity index 100%
rename from litellm/llms/vertex_ai.py
rename to litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_non_gemini.py
diff --git a/litellm/llms/vertex_ai_partner.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py
similarity index 89%
rename from litellm/llms/vertex_ai_partner.py
rename to litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py
index 24586a3fe..3521ba06d 100644
--- a/litellm/llms/vertex_ai_partner.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py
@@ -1,41 +1,14 @@
 # What is this?
 ## Handler for calling llama 3.1 API on Vertex AI
-import copy
-import json
-import os
-import time
 import types
-import uuid
-from enum import Enum
-from typing import Any, Callable, List, Literal, Optional, Tuple, Union
+from typing import Callable, Literal, Optional, Union
 
 import httpx  # type: ignore
-import requests  # type: ignore
 
 import litellm
-from litellm.litellm_core_utils.core_helpers import map_finish_reason
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
-from litellm.types.llms.anthropic import (
-    AnthropicMessagesTool,
-    AnthropicMessagesToolChoice,
-)
-from litellm.types.llms.openai import (
-    ChatCompletionToolParam,
-    ChatCompletionToolParamFunctionChunk,
-)
-from litellm.types.utils import ResponseFormatChunk
-from litellm.utils import CustomStreamWrapper, ModelResponse, Usage
+from litellm.utils import ModelResponse
 
-from .base import BaseLLM
-from .prompt_templates.factory import (
-    construct_tool_use_system_prompt,
-    contains_tag,
-    custom_prompt,
-    extract_between_tags,
-    parse_xml_params,
-    prompt_factory,
-    response_schema_prompt,
-)
+from ..base import BaseLLM
 
 
 class VertexAIError(Exception):
diff --git a/litellm/llms/vertex_httpx.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
similarity index 97%
rename from litellm/llms/vertex_httpx.py
rename to litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
index 2960dd82f..3e6751d14 100644
--- a/litellm/llms/vertex_httpx.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
@@ -9,7 +9,7 @@ import types
 import uuid
 from enum import Enum
 from functools import partial
-from typing import Any, Callable, Coroutine, Dict, List, Literal, Optional, Tuple, Union
+from typing import Any, Callable, Dict, List, Literal, Optional, Tuple, Union
 
 import httpx  # type: ignore
 import requests  # type: ignore
@@ -25,7 +25,9 @@ from litellm.llms.prompt_templates.factory import (
     convert_url_to_base64,
     response_schema_prompt,
 )
-from litellm.llms.vertex_ai import _gemini_convert_messages_with_history
+from litellm.llms.vertex_ai_and_google_ai_studio.vertex_ai_non_gemini import (
+    _gemini_convert_messages_with_history,
+)
 from litellm.types.llms.openai import (
     ChatCompletionResponseMessage,
     ChatCompletionToolCallChunk,
@@ -52,7 +54,12 @@ from litellm.types.llms.vertex_ai import (
 from litellm.types.utils import GenericStreamingChunk
 from litellm.utils import CustomStreamWrapper, ModelResponse, Usage
 
-from .base import BaseLLM
+from ..base import BaseLLM
+from .common_utils import VertexAIError, get_supports_system_message
+from .context_caching.vertex_ai_context_caching import ContextCachingEndpoints
+from .gemini_transformation import transform_system_message
+
+context_caching_endpoints = ContextCachingEndpoints()
 
 
 class VertexAIConfig:
@@ -789,19 +796,6 @@ def make_sync_call(
     return completion_stream
 
 
-class VertexAIError(Exception):
-    def __init__(self, status_code, message):
-        self.status_code = status_code
-        self.message = message
-        self.request = httpx.Request(
-            method="POST", url=" https://cloud.google.com/vertex-ai/"
-        )
-        self.response = httpx.Response(status_code=status_code, request=self.request)
-        super().__init__(
-            self.message
-        )  # Call the base class constructor with the parameters it needs
-
-
 class VertexLLM(BaseLLM):
     def __init__(self) -> None:
         super().__init__()
@@ -1366,33 +1360,27 @@ class VertexLLM(BaseLLM):
         )
 
         ## TRANSFORMATION ##
-        try:
-            _custom_llm_provider = custom_llm_provider
-            if custom_llm_provider == "vertex_ai_beta":
-                _custom_llm_provider = "vertex_ai"
-            supports_system_message = litellm.supports_system_messages(
-                model=model, custom_llm_provider=_custom_llm_provider
+        ### CHECK CONTEXT CACHING ###
+        if gemini_api_key is not None:
+            messages, cached_content = context_caching_endpoints.create_cache(
+                messages=messages,
+                api_key=gemini_api_key,
+                api_base=api_base,
+                model=model,
+                client=client,
+                timeout=timeout,
+                extra_headers=extra_headers,
+                cached_content=optional_params.pop("cached_content", None),
+                logging_obj=logging_obj,
             )
-        except Exception as e:
-            verbose_logger.warning(
-                "Unable to identify if system message supported. Defaulting to 'False'. Received error message - {}\nAdd it here - https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json".format(
-                    str(e)
-                )
-            )
-            supports_system_message = False
-        # Separate system prompt from rest of message
-        system_prompt_indices = []
-        system_content_blocks: List[PartType] = []
-        if supports_system_message is True:
-            for idx, message in enumerate(messages):
-                if message["role"] == "system":
-                    _system_content_block = PartType(text=message["content"])
-                    system_content_blocks.append(_system_content_block)
-                    system_prompt_indices.append(idx)
-            if len(system_prompt_indices) > 0:
-                for idx in reversed(system_prompt_indices):
-                    messages.pop(idx)
 
+        # Separate system prompt from rest of message
+        supports_system_message = get_supports_system_message(
+            model=model, custom_llm_provider=custom_llm_provider
+        )
+        system_instructions, messages = transform_system_message(
+            supports_system_message=supports_system_message, messages=messages
+        )
         # Checks for 'response_schema' support - if passed in
         if "response_schema" in optional_params:
             supports_response_schema = litellm.supports_response_schema(
@@ -1426,13 +1414,11 @@ class VertexLLM(BaseLLM):
             safety_settings: Optional[List[SafetSettingsConfig]] = optional_params.pop(
                 "safety_settings", None
             )  # type: ignore
-            cached_content: Optional[str] = optional_params.pop("cached_content", None)
             generation_config: Optional[GenerationConfig] = GenerationConfig(
                 **optional_params
             )
             data = RequestBody(contents=content)
-            if len(system_content_blocks) > 0:
-                system_instructions = SystemInstructions(parts=system_content_blocks)
+            if system_instructions is not None:
                 data["system_instruction"] = system_instructions
             if tools is not None:
                 data["tools"] = tools
diff --git a/litellm/main.py b/litellm/main.py
index 86ca1ce8a..5ef8727d5 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -95,8 +95,6 @@ from .llms import (
     replicate,
     together_ai,
     triton,
-    vertex_ai,
-    vertex_ai_anthropic,
     vllm,
     watsonx,
 )
@@ -124,8 +122,16 @@ from .llms.sagemaker.sagemaker import SagemakerLLM
 from .llms.text_completion_codestral import CodestralTextCompletion
 from .llms.text_to_speech.vertex_ai import VertexTextToSpeechAPI
 from .llms.triton import TritonChatCompletion
-from .llms.vertex_ai_partner import VertexAIPartnerModels
-from .llms.vertex_httpx import VertexLLM
+from .llms.vertex_ai_and_google_ai_studio import (
+    vertex_ai_anthropic,
+    vertex_ai_non_gemini,
+)
+from .llms.vertex_ai_and_google_ai_studio.vertex_ai_partner_models import (
+    VertexAIPartnerModels,
+)
+from .llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+    VertexLLM,
+)
 from .llms.watsonx import IBMWatsonXAI
 from .types.llms.openai import HttpxBinaryResponseContent
 from .types.utils import (
@@ -2112,7 +2118,7 @@ def completion(
                     extra_headers=extra_headers,
                 )
             else:
-                model_response = vertex_ai.completion(
+                model_response = vertex_ai_non_gemini.completion(
                     model=model,
                     messages=messages,
                     model_response=model_response,
@@ -3558,7 +3564,7 @@ def embedding(
                     print_verbose=print_verbose,
                 )
             else:
-                response = vertex_ai.embedding(
+                response = vertex_ai_non_gemini.embedding(
                     model=model,
                     input=input,
                     encoding=encoding,
diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index 9a8ce4846..b3d14f0a1 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -28,7 +28,9 @@ from litellm import (
     completion_cost,
     embedding,
 )
-from litellm.llms.vertex_ai import _gemini_convert_messages_with_history
+from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+    _gemini_convert_messages_with_history,
+)
 from litellm.tests.test_streaming import streaming_format_tests
 
 litellm.num_retries = 3
@@ -2199,3 +2201,137 @@ async def test_completion_fine_tuned_model():
         # Optional: Print for debugging
         print("Arguments passed to Vertex AI:", args_to_vertexai)
         print("Response:", response)
+
+
+def mock_gemini_request(*args, **kwargs):
+    print(f"kwargs: {kwargs}")
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.headers = {"Content-Type": "application/json"}
+    if "cachedContents" in kwargs["url"]:
+        mock_response.json.return_value = {
+            "name": "cachedContents/4d2kd477o3pg",
+            "model": "models/gemini-1.5-flash-001",
+            "createTime": "2024-08-26T22:31:16.147190Z",
+            "updateTime": "2024-08-26T22:31:16.147190Z",
+            "expireTime": "2024-08-26T22:36:15.548934784Z",
+            "displayName": "",
+            "usageMetadata": {"totalTokenCount": 323383},
+        }
+    else:
+        mock_response.json.return_value = {
+            "candidates": [
+                {
+                    "content": {
+                        "parts": [
+                            {
+                                "text": "Please provide me with the text of the legal agreement"
+                            }
+                        ],
+                        "role": "model",
+                    },
+                    "finishReason": "MAX_TOKENS",
+                    "index": 0,
+                    "safetyRatings": [
+                        {
+                            "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
+                            "probability": "NEGLIGIBLE",
+                        },
+                        {
+                            "category": "HARM_CATEGORY_HATE_SPEECH",
+                            "probability": "NEGLIGIBLE",
+                        },
+                        {
+                            "category": "HARM_CATEGORY_HARASSMENT",
+                            "probability": "NEGLIGIBLE",
+                        },
+                        {
+                            "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
+                            "probability": "NEGLIGIBLE",
+                        },
+                    ],
+                }
+            ],
+            "usageMetadata": {
+                "promptTokenCount": 40049,
+                "candidatesTokenCount": 10,
+                "totalTokenCount": 40059,
+                "cachedContentTokenCount": 40012,
+            },
+        }
+
+    return mock_response
+
+
+@pytest.mark.asyncio
+async def test_gemini_context_caching_anthropic_format():
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler
+
+    litellm.set_verbose = True
+    client = HTTPHandler(concurrent_limit=1)
+    with patch.object(client, "post", side_effect=mock_gemini_request) as mock_client:
+        try:
+            response = litellm.completion(
+                model="gemini/gemini-1.5-flash-001",
+                messages=[
+                    # System Message
+                    {
+                        "role": "system",
+                        "content": [
+                            {
+                                "type": "text",
+                                "text": "Here is the full text of a complex legal agreement"
+                                * 4000,
+                                "cache_control": {"type": "ephemeral"},
+                            }
+                        ],
+                    },
+                    # marked for caching with the cache_control parameter, so that this checkpoint can read from the previous cache.
+                    {
+                        "role": "user",
+                        "content": [
+                            {
+                                "type": "text",
+                                "text": "What are the key terms and conditions in this agreement?",
+                                "cache_control": {"type": "ephemeral"},
+                            }
+                        ],
+                    },
+                    {
+                        "role": "assistant",
+                        "content": "Certainly! the key terms and conditions are the following: the contract is 1 year long for $10/mo",
+                    },
+                    # The final turn is marked with cache-control, for continuing in followups.
+                    {
+                        "role": "user",
+                        "content": [
+                            {
+                                "type": "text",
+                                "text": "What are the key terms and conditions in this agreement?",
+                            }
+                        ],
+                    },
+                ],
+                temperature=0.2,
+                max_tokens=10,
+                client=client,
+            )
+
+        except Exception as e:
+            print(e)
+
+        assert mock_client.call_count == 2
+
+        first_call_args = mock_client.call_args_list[0].kwargs
+
+        print(f"first_call_args: {first_call_args}")
+
+        assert "cachedContents" in first_call_args["url"]
+
+        # assert "cache_read_input_tokens" in response.usage
+        # assert "cache_creation_input_tokens" in response.usage
+
+        # # Assert either a cache entry was created or cache was read - changes depending on the anthropic api ttl
+        # assert (response.usage.cache_read_input_tokens > 0) or (
+        #     response.usage.cache_creation_input_tokens > 0
+        # )
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index ce1bd64fa..470f72c5b 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -325,11 +325,21 @@ class ChatCompletionDeltaToolCallChunk(TypedDict, total=False):
     index: int
 
 
-class ChatCompletionTextObject(TypedDict):
+class ChatCompletionCachedContent(TypedDict):
+    type: Literal["ephemeral"]
+
+
+class OpenAIChatCompletionTextObject(TypedDict):
     type: Literal["text"]
     text: str
 
 
+class ChatCompletionTextObject(
+    OpenAIChatCompletionTextObject, total=False
+):  # litellm wrapper on top of openai object for handling cached content
+    cache_control: ChatCompletionCachedContent
+
+
 class ChatCompletionImageUrlObject(TypedDict, total=False):
     url: Required[str]
     detail: str
diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py
index 74acd4fec..90730d75f 100644
--- a/litellm/types/llms/vertex_ai.py
+++ b/litellm/types/llms/vertex_ai.py
@@ -186,6 +186,17 @@ class RequestBody(TypedDict, total=False):
     cachedContent: str
 
 
+class CachedContentRequestBody(TypedDict, total=False):
+    contents: Required[List[ContentType]]
+    system_instruction: SystemInstructions
+    tools: Tools
+    toolConfig: ToolConfig
+    model: Required[str]  # Format: models/{model}
+    ttl: str  # ending in 's' - Example: "3.5s".
+    name: str  # Format: cachedContents/{id}
+    displayName: str
+
+
 class SafetyRatings(TypedDict):
     category: HarmCategory
     probability: HarmProbability
@@ -320,3 +331,8 @@ class Instance(TypedDict, total=False):
 
 class VertexMultimodalEmbeddingRequest(TypedDict, total=False):
     instances: List[Instance]
+
+
+class VertexAICachedContentResponseObject(TypedDict):
+    name: str
+    model: str
diff --git a/litellm/utils.py b/litellm/utils.py
index 3187bb9cb..fe7f10125 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -69,6 +69,7 @@ from litellm.litellm_core_utils.redact_messages import (
 from litellm.litellm_core_utils.token_counter import get_modified_max_tokens
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.types.llms.openai import (
+    AllMessageValues,
     ChatCompletionNamedToolChoiceParam,
     ChatCompletionToolParam,
 )
@@ -11549,3 +11550,25 @@ class ModelResponseListIterator:
 class CustomModelResponseIterator(Iterable):
     def __init__(self) -> None:
         super().__init__()
+
+
+def is_cached_message(message: AllMessageValues) -> bool:
+    """
+    Returns true, if message is marked as needing to be cached.
+
+    Used for anthropic/gemini context caching.
+
+    Follows the anthropic format {"cache_control": {"type": "ephemeral"}}
+    """
+    if message["content"] is None or isinstance(message["content"], str):
+        return False
+
+    for content in message["content"]:
+        if (
+            content["type"] == "text"
+            and content.get("cache_control") is not None
+            and content["cache_control"]["type"] == "ephemeral"  # type: ignore
+        ):
+            return True
+
+    return False

From 0eea01dae96e33f7a492e46e86a813da773dae71 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 20:28:18 -0700
Subject: [PATCH 46/48] feat(vertex_ai_context_caching.py): check gemini cache,
 if key already exists

---
 litellm/caching.py                            |  2 +-
 .../context_caching/transformation.py         |  7 +-
 .../vertex_ai_context_caching.py              | 80 +++++++++++++--
 .../vertex_and_google_ai_studio_gemini.py     |  2 +-
 .../tests/test_amazing_vertex_completion.py   | 97 +++++++++++--------
 litellm/utils.py                              | 39 +++++++-
 6 files changed, 171 insertions(+), 56 deletions(-)

diff --git a/litellm/caching.py b/litellm/caching.py
index 880018c4c..1ef975784 100644
--- a/litellm/caching.py
+++ b/litellm/caching.py
@@ -2236,7 +2236,7 @@ class Cache:
         if self.namespace is not None and isinstance(self.cache, RedisCache):
             self.cache.namespace = self.namespace
 
-    def get_cache_key(self, *args, **kwargs):
+    def get_cache_key(self, *args, **kwargs) -> str:
         """
         Get the cache key for the given arguments.
 
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py
index 37c89838c..944ae00bc 100644
--- a/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/transformation.py
@@ -67,8 +67,7 @@ def separate_cached_messages(
 
 
 def transform_openai_messages_to_gemini_context_caching(
-    model: str,
-    messages: List[AllMessageValues],
+    model: str, messages: List[AllMessageValues], cache_key: str
 ) -> CachedContentRequestBody:
     supports_system_message = get_supports_system_message(
         model=model, custom_llm_provider="gemini"
@@ -80,7 +79,9 @@ def transform_openai_messages_to_gemini_context_caching(
 
     transformed_messages = _gemini_convert_messages_with_history(messages=new_messages)
     data = CachedContentRequestBody(
-        contents=transformed_messages, model="models/{}".format(model)
+        contents=transformed_messages,
+        model="models/{}".format(model),
+        name="cachedContents/{}".format(cache_key),
     )
     if transformed_system_messages is not None:
         data["system_instruction"] = transformed_system_messages
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py
index 6461fe04b..991883e40 100644
--- a/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/context_caching/vertex_ai_context_caching.py
@@ -4,6 +4,7 @@ from typing import Callable, List, Literal, Optional, Tuple, Union
 import httpx
 
 import litellm
+from litellm.caching import Cache
 from litellm.litellm_core_utils.litellm_logging import Logging
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.openai import AllMessageValues
@@ -19,6 +20,8 @@ from .transformation import (
     transform_openai_messages_to_gemini_context_caching,
 )
 
+local_cache_obj = Cache(type="local")  # only used for calling 'get_cache_key' function
+
 
 class ContextCachingEndpoints:
     """
@@ -32,10 +35,10 @@ class ContextCachingEndpoints:
 
     def _get_token_and_url(
         self,
-        model: str,
         gemini_api_key: Optional[str],
         custom_llm_provider: Literal["gemini"],
         api_base: Optional[str],
+        cached_key: Optional[str],
     ) -> Tuple[Optional[str], str]:
         """
         Internal function. Returns the token and url for the call.
@@ -46,12 +49,18 @@ class ContextCachingEndpoints:
             token, url
         """
         if custom_llm_provider == "gemini":
-            _gemini_model_name = "models/{}".format(model)
             auth_header = None
             endpoint = "cachedContents"
-            url = "https://generativelanguage.googleapis.com/v1beta/{}?key={}".format(
-                endpoint, gemini_api_key
-            )
+            if cached_key is not None:
+                url = "https://generativelanguage.googleapis.com/v1beta/{}/{}?key={}".format(
+                    endpoint, cached_key, gemini_api_key
+                )
+            else:
+                url = (
+                    "https://generativelanguage.googleapis.com/v1beta/{}?key={}".format(
+                        endpoint, gemini_api_key
+                    )
+                )
 
         else:
             raise NotImplementedError
@@ -68,7 +77,48 @@ class ContextCachingEndpoints:
 
         return auth_header, url
 
-    def create_cache(
+    def check_cache(
+        self,
+        cache_key: str,
+        client: HTTPHandler,
+        headers: dict,
+        api_key: str,
+        api_base: Optional[str],
+        logging_obj: Logging,
+    ) -> bool:
+        """Checks if content already cached."""
+
+        _, url = self._get_token_and_url(
+            gemini_api_key=api_key,
+            custom_llm_provider="gemini",
+            api_base=api_base,
+            cached_key=cache_key,
+        )
+        try:
+            ## LOGGING
+            logging_obj.pre_call(
+                input="",
+                api_key="",
+                additional_args={
+                    "complete_input_dict": {},
+                    "api_base": url,
+                    "headers": headers,
+                },
+            )
+
+            resp = client.get(url=url, headers=headers)
+            resp.raise_for_status()
+            return True
+        except httpx.HTTPStatusError as e:
+            if e.response.status_code == 403:
+                return False
+            raise VertexAIError(
+                status_code=e.response.status_code, message=e.response.text
+            )
+        except Exception as e:
+            raise VertexAIError(status_code=500, message=str(e))
+
+    def check_and_create_cache(
         self,
         messages: List[AllMessageValues],  # receives openai format messages
         api_key: str,
@@ -95,10 +145,10 @@ class ContextCachingEndpoints:
 
         ## AUTHORIZATION ##
         token, url = self._get_token_and_url(
-            model=model,
             gemini_api_key=api_key,
             custom_llm_provider="gemini",
             api_base=api_base,
+            cached_key=None,
         )
 
         headers = {
@@ -126,9 +176,23 @@ class ContextCachingEndpoints:
         if len(cached_messages) == 0:
             return messages, None
 
+        ## CHECK IF CACHED ALREADY
+        generated_cache_key = local_cache_obj.get_cache_key(messages=cached_messages)
+        cache_exists = self.check_cache(
+            cache_key=generated_cache_key,
+            client=client,
+            headers=headers,
+            api_key=api_key,
+            api_base=api_base,
+            logging_obj=logging_obj,
+        )
+        if cache_exists:
+            return non_cached_messages, generated_cache_key
+
+        ## TRANSFORM REQUEST
         cached_content_request_body = (
             transform_openai_messages_to_gemini_context_caching(
-                model=model, messages=cached_messages
+                model=model, messages=cached_messages, cache_key=generated_cache_key
             )
         )
 
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
index 3e6751d14..b5e32715b 100644
--- a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
@@ -1362,7 +1362,7 @@ class VertexLLM(BaseLLM):
         ## TRANSFORMATION ##
         ### CHECK CONTEXT CACHING ###
         if gemini_api_key is not None:
-            messages, cached_content = context_caching_endpoints.create_cache(
+            messages, cached_content = context_caching_endpoints.check_and_create_cache(
                 messages=messages,
                 api_key=gemini_api_key,
                 api_base=api_base,
diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index b3d14f0a1..33f4df01b 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -2263,6 +2263,46 @@ def mock_gemini_request(*args, **kwargs):
     return mock_response
 
 
+gemini_context_caching_messages = [
+    # System Message
+    {
+        "role": "system",
+        "content": [
+            {
+                "type": "text",
+                "text": "Here is the full text of a complex legal agreement" * 4000,
+                "cache_control": {"type": "ephemeral"},
+            }
+        ],
+    },
+    # marked for caching with the cache_control parameter, so that this checkpoint can read from the previous cache.
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "text",
+                "text": "What are the key terms and conditions in this agreement?",
+                "cache_control": {"type": "ephemeral"},
+            }
+        ],
+    },
+    {
+        "role": "assistant",
+        "content": "Certainly! the key terms and conditions are the following: the contract is 1 year long for $10/mo",
+    },
+    # The final turn is marked with cache-control, for continuing in followups.
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "text",
+                "text": "What are the key terms and conditions in this agreement?",
+            }
+        ],
+    },
+]
+
+
 @pytest.mark.asyncio
 async def test_gemini_context_caching_anthropic_format():
     from litellm.llms.custom_httpx.http_handler import HTTPHandler
@@ -2273,45 +2313,7 @@ async def test_gemini_context_caching_anthropic_format():
         try:
             response = litellm.completion(
                 model="gemini/gemini-1.5-flash-001",
-                messages=[
-                    # System Message
-                    {
-                        "role": "system",
-                        "content": [
-                            {
-                                "type": "text",
-                                "text": "Here is the full text of a complex legal agreement"
-                                * 4000,
-                                "cache_control": {"type": "ephemeral"},
-                            }
-                        ],
-                    },
-                    # marked for caching with the cache_control parameter, so that this checkpoint can read from the previous cache.
-                    {
-                        "role": "user",
-                        "content": [
-                            {
-                                "type": "text",
-                                "text": "What are the key terms and conditions in this agreement?",
-                                "cache_control": {"type": "ephemeral"},
-                            }
-                        ],
-                    },
-                    {
-                        "role": "assistant",
-                        "content": "Certainly! the key terms and conditions are the following: the contract is 1 year long for $10/mo",
-                    },
-                    # The final turn is marked with cache-control, for continuing in followups.
-                    {
-                        "role": "user",
-                        "content": [
-                            {
-                                "type": "text",
-                                "text": "What are the key terms and conditions in this agreement?",
-                            }
-                        ],
-                    },
-                ],
+                messages=gemini_context_caching_messages,
                 temperature=0.2,
                 max_tokens=10,
                 client=client,
@@ -2335,3 +2337,20 @@ async def test_gemini_context_caching_anthropic_format():
         # assert (response.usage.cache_read_input_tokens > 0) or (
         #     response.usage.cache_creation_input_tokens > 0
         # )
+
+        check_cache_mock = MagicMock()
+        client.get = check_cache_mock
+        try:
+            response = litellm.completion(
+                model="gemini/gemini-1.5-flash-001",
+                messages=gemini_context_caching_messages,
+                temperature=0.2,
+                max_tokens=10,
+                client=client,
+            )
+
+        except Exception as e:
+            print(e)
+
+        check_cache_mock.assert_called_once()
+        assert mock_client.call_count == 3
diff --git a/litellm/utils.py b/litellm/utils.py
index fe7f10125..92b5d5db0 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5070,6 +5070,10 @@ def get_max_tokens(model: str) -> Optional[int]:
         )
 
 
+def _strip_stable_vertex_version(model_name) -> str:
+    return re.sub(r"-\d+$", "", model_name)
+
+
 def get_model_info(model: str, custom_llm_provider: Optional[str] = None) -> ModelInfo:
     """
     Get a dict for the maximum tokens (context window), input_cost_per_token, output_cost_per_token  for a given model.
@@ -5171,9 +5175,15 @@ def get_model_info(model: str, custom_llm_provider: Optional[str] = None) -> Mod
             except:
                 pass
             combined_model_name = model
+            combined_stripped_model_name = _strip_stable_vertex_version(
+                model_name=model
+            )
         else:
             split_model = model
             combined_model_name = "{}/{}".format(custom_llm_provider, model)
+            combined_stripped_model_name = "{}/{}".format(
+                custom_llm_provider, _strip_stable_vertex_version(model_name=model)
+            )
         #########################
 
         supported_openai_params = litellm.get_supported_openai_params(
@@ -5200,8 +5210,9 @@ def get_model_info(model: str, custom_llm_provider: Optional[str] = None) -> Mod
             """
             Check if: (in order of specificity)
             1. 'custom_llm_provider/model' in litellm.model_cost. Checks "groq/llama3-8b-8192" if model="llama3-8b-8192" and custom_llm_provider="groq"
-            2. 'model' in litellm.model_cost. Checks "groq/llama3-8b-8192" in  litellm.model_cost if model="groq/llama3-8b-8192" and custom_llm_provider=None
-            3. 'split_model' in litellm.model_cost. Checks "llama3-8b-8192" in litellm.model_cost if model="groq/llama3-8b-8192"
+            2. 'combined_stripped_model_name' in litellm.model_cost. Checks if 'gemini/gemini-1.5-flash' in model map, if 'gemini/gemini-1.5-flash-001' given.
+            3. 'model' in litellm.model_cost. Checks "groq/llama3-8b-8192" in  litellm.model_cost if model="groq/llama3-8b-8192" and custom_llm_provider=None
+            4. 'split_model' in litellm.model_cost. Checks "llama3-8b-8192" in litellm.model_cost if model="groq/llama3-8b-8192"
             """
             if combined_model_name in litellm.model_cost:
                 key = combined_model_name
@@ -5217,6 +5228,26 @@ def get_model_info(model: str, custom_llm_provider: Optional[str] = None) -> Mod
                         pass
                     else:
                         raise Exception
+            elif combined_stripped_model_name in litellm.model_cost:
+                key = model
+                _model_info = litellm.model_cost[combined_stripped_model_name]
+                _model_info["supported_openai_params"] = supported_openai_params
+                if (
+                    "litellm_provider" in _model_info
+                    and _model_info["litellm_provider"] != custom_llm_provider
+                ):
+                    if custom_llm_provider == "vertex_ai" and _model_info[
+                        "litellm_provider"
+                    ].startswith("vertex_ai"):
+                        pass
+                    else:
+                        raise Exception(
+                            "Got provider={}, Expected provider={}, for model={}".format(
+                                _model_info["litellm_provider"],
+                                custom_llm_provider,
+                                model,
+                            )
+                        )
             elif model in litellm.model_cost:
                 key = model
                 _model_info = litellm.model_cost[model]
@@ -5320,9 +5351,9 @@ def get_model_info(model: str, custom_llm_provider: Optional[str] = None) -> Mod
                     "supports_assistant_prefill", False
                 ),
             )
-    except Exception:
+    except Exception as e:
         raise Exception(
-            "This model isn't mapped yet. model={}, custom_llm_provider={}. Add it here - https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json".format(
+            "This model isn't mapped yet. model={}, custom_llm_provider={}. Add it here - https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json.".format(
                 model, custom_llm_provider
             )
         )

From 4868a6cf55aa62a88b7f9fb146f40ffac48e3681 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 20:49:08 -0700
Subject: [PATCH 47/48] fix: fix unbound var

---
 .../vertex_and_google_ai_studio_gemini.py                       | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
index b5e32715b..0a7be19b9 100644
--- a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_and_google_ai_studio_gemini.py
@@ -1373,6 +1373,8 @@ class VertexLLM(BaseLLM):
                 cached_content=optional_params.pop("cached_content", None),
                 logging_obj=logging_obj,
             )
+        else:  # [TODO] implement context caching for gemini as well
+            cached_content = optional_params.pop("cached_content", None)
 
         # Separate system prompt from rest of message
         supports_system_message = get_supports_system_message(

From 5aad9d2db786d1777d022e574666b9b87b845a29 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 26 Aug 2024 21:36:04 -0700
Subject: [PATCH 48/48] fix: fix imports

---
 .../vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py | 8 ++++++--
 .../vertex_ai_partner_models.py                           | 4 +++-
 litellm/tests/test_amazing_vertex_completion.py           | 4 +++-
 litellm/utils.py                                          | 4 +++-
 4 files changed, 15 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py
index bade93c2f..b13b87bc6 100644
--- a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_anthropic.py
@@ -205,7 +205,9 @@ def get_vertex_client(
     vertex_credentials: Optional[str],
 ) -> Tuple[Any, Optional[str]]:
     args = locals()
-    from litellm.llms.vertex_httpx import VertexLLM
+    from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+        VertexLLM,
+    )
 
     try:
         from anthropic import AnthropicVertex
@@ -268,7 +270,9 @@ def completion(
         from anthropic import AnthropicVertex
 
         from litellm.llms.anthropic import AnthropicChatCompletion
-        from litellm.llms.vertex_httpx import VertexLLM
+        from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+            VertexLLM,
+        )
     except:
         raise VertexAIError(
             status_code=400,
diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py
index 3521ba06d..f12d8489c 100644
--- a/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py
+++ b/litellm/llms/vertex_ai_and_google_ai_studio/vertex_ai_partner_models.py
@@ -126,7 +126,9 @@ class VertexAIPartnerModels(BaseLLM):
             from litellm.llms.databricks import DatabricksChatCompletion
             from litellm.llms.openai import OpenAIChatCompletion
             from litellm.llms.text_completion_codestral import CodestralTextCompletion
-            from litellm.llms.vertex_httpx import VertexLLM
+            from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+                VertexLLM,
+            )
         except Exception:
 
             raise VertexAIError(
diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index 33f4df01b..13dad6de7 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -2065,7 +2065,9 @@ def test_prompt_factory_nested():
 
 
 def test_get_token_url():
-    from litellm.llms.vertex_httpx import VertexLLM
+    from litellm.llms.vertex_ai_and_google_ai_studio.vertex_and_google_ai_studio_gemini import (
+        VertexLLM,
+    )
 
     vertex_llm = VertexLLM()
     vertex_ai_project = "adroit-crow-413218"
diff --git a/litellm/utils.py b/litellm/utils.py
index 92b5d5db0..01212ab58 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4131,7 +4131,9 @@ def get_api_base(
         _optional_params.vertex_location is not None
         and _optional_params.vertex_project is not None
     ):
-        from litellm.llms.vertex_ai_anthropic import create_vertex_anthropic_url
+        from litellm.llms.vertex_ai_and_google_ai_studio.vertex_ai_anthropic import (
+            create_vertex_anthropic_url,
+        )
 
         if "claude" in model:
             _api_base = create_vertex_anthropic_url(