From 9bcd93178f56379492bc4befdea4f4305dc28e91 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 9 May 2024 22:42:27 +0000 Subject: [PATCH 01/79] build(deps): bump next from 14.1.0 to 14.1.1 in /ui/litellm-dashboard Bumps [next](https://github.com/vercel/next.js) from 14.1.0 to 14.1.1. - [Release notes](https://github.com/vercel/next.js/releases) - [Changelog](https://github.com/vercel/next.js/blob/canary/release.js) - [Commits](https://github.com/vercel/next.js/compare/v14.1.0...v14.1.1) --- updated-dependencies: - dependency-name: next dependency-type: direct:production ... Signed-off-by: dependabot[bot] --- ui/litellm-dashboard/package-lock.json | 88 +++++++++++++------------- ui/litellm-dashboard/package.json | 2 +- 2 files changed, 45 insertions(+), 45 deletions(-) diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json index 846189b27a..80efdd2cfc 100644 --- a/ui/litellm-dashboard/package-lock.json +++ b/ui/litellm-dashboard/package-lock.json @@ -17,7 +17,7 @@ "fs": "^0.0.1-security", "jsonwebtoken": "^9.0.2", "jwt-decode": "^4.0.0", - "next": "14.1.0", + "next": "14.1.1", "openai": "^4.28.0", "react": "^18", "react-copy-to-clipboard": "^5.1.0", @@ -412,9 +412,9 @@ } }, "node_modules/@next/env": { - "version": "14.1.0", - "resolved": "https://registry.npmjs.org/@next/env/-/env-14.1.0.tgz", - "integrity": "sha512-Py8zIo+02ht82brwwhTg36iogzFqGLPXlRGKQw5s+qP/kMNc4MAyDeEwBKDijk6zTIbegEgu8Qy7C1LboslQAw==" + "version": "14.1.1", + "resolved": "https://registry.npmjs.org/@next/env/-/env-14.1.1.tgz", + "integrity": "sha512-7CnQyD5G8shHxQIIg3c7/pSeYFeMhsNbpU/bmvH7ZnDql7mNRgg8O2JZrhrc/soFnfBnKP4/xXNiiSIPn2w8gA==" }, "node_modules/@next/eslint-plugin-next": { "version": "14.1.0", @@ -426,9 +426,9 @@ } }, "node_modules/@next/swc-darwin-arm64": { - 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"version": "14.1.0", - "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-14.1.0.tgz", - "integrity": "sha512-9WEbVRRAqJ3YFVqEZIxUqkiO8l1nool1LmNxygr5HWF8AcSYsEpneUDhmjUVJEzO2A04+oPtZdombzzPPkTtgg==", + "version": "14.1.1", + "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-14.1.1.tgz", + "integrity": "sha512-S6K6EHDU5+1KrBDLko7/c1MNy/Ya73pIAmvKeFwsF4RmBFJSO7/7YeD4FnZ4iBdzE69PpQ4sOMU9ORKeNuxe8A==", "cpu": [ "x64" ], @@ -4907,11 +4907,11 @@ "dev": true }, "node_modules/next": { - "version": "14.1.0", - "resolved": "https://registry.npmjs.org/next/-/next-14.1.0.tgz", - "integrity": "sha512-wlzrsbfeSU48YQBjZhDzOwhWhGsy+uQycR8bHAOt1LY1bn3zZEcDyHQOEoN3aWzQ8LHCAJ1nqrWCc9XF2+O45Q==", + "version": "14.1.1", + "resolved": "https://registry.npmjs.org/next/-/next-14.1.1.tgz", + "integrity": "sha512-McrGJqlGSHeaz2yTRPkEucxQKe5Zq7uPwyeHNmJaZNY4wx9E9QdxmTp310agFRoMuIYgQrCrT3petg13fSVOww==", "dependencies": { - "@next/env": "14.1.0", + "@next/env": "14.1.1", "@swc/helpers": "0.5.2", "busboy": "1.6.0", "caniuse-lite": "^1.0.30001579", @@ -4926,15 +4926,15 @@ "node": ">=18.17.0" }, "optionalDependencies": { - "@next/swc-darwin-arm64": "14.1.0", - "@next/swc-darwin-x64": "14.1.0", - "@next/swc-linux-arm64-gnu": "14.1.0", - "@next/swc-linux-arm64-musl": "14.1.0", - "@next/swc-linux-x64-gnu": "14.1.0", - "@next/swc-linux-x64-musl": "14.1.0", - "@next/swc-win32-arm64-msvc": "14.1.0", - "@next/swc-win32-ia32-msvc": "14.1.0", - "@next/swc-win32-x64-msvc": "14.1.0" + "@next/swc-darwin-arm64": "14.1.1", + "@next/swc-darwin-x64": "14.1.1", + "@next/swc-linux-arm64-gnu": "14.1.1", + "@next/swc-linux-arm64-musl": "14.1.1", + "@next/swc-linux-x64-gnu": "14.1.1", + "@next/swc-linux-x64-musl": "14.1.1", + "@next/swc-win32-arm64-msvc": "14.1.1", + "@next/swc-win32-ia32-msvc": "14.1.1", + "@next/swc-win32-x64-msvc": "14.1.1" }, "peerDependencies": { "@opentelemetry/api": "^1.1.0", diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json index 108d70d98a..0fb9f1a53e 100644 --- a/ui/litellm-dashboard/package.json +++ b/ui/litellm-dashboard/package.json @@ -18,7 +18,7 @@ "fs": "^0.0.1-security", "jsonwebtoken": "^9.0.2", "jwt-decode": "^4.0.0", - "next": "14.1.0", + "next": "14.1.1", "openai": "^4.28.0", "react": "^18", "react-copy-to-clipboard": "^5.1.0", From c45085b728ab2994db7cf0412a9aa076d1c11b77 Mon Sep 17 00:00:00 2001 From: Rajan Paneru Date: Fri, 10 May 2024 10:06:50 +0930 Subject: [PATCH 02/79] Based on the data-type using json The value of response_obj["choices"][0]["message"] is Message object and dict Added a conditional to use .json only iff it is Message Object --- litellm/integrations/langfuse.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index caf5437b24..140dced9d3 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -135,7 +135,9 @@ class LangFuseLogger: response_obj, litellm.ModelResponse ): input = prompt - output = response_obj["choices"][0]["message"].json() + output = response_obj["choices"][0]["message"] + if isinstance(output, litellm.Message): + output = output.json() elif response_obj is not None and isinstance( response_obj, litellm.TextCompletionResponse ): From 8eb842dcf584c9cf6ff9d7675899fb84f39e35e7 Mon Sep 17 00:00:00 2001 From: Rajan Paneru Date: Fri, 10 May 2024 22:04:44 +0930 Subject: [PATCH 03/79] revered the patch so that the fix can be applied in the main place --- litellm/integrations/langfuse.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index 140dced9d3..caf5437b24 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -135,9 +135,7 @@ class LangFuseLogger: response_obj, litellm.ModelResponse ): input = prompt - output = response_obj["choices"][0]["message"] - if isinstance(output, litellm.Message): - output = output.json() + output = response_obj["choices"][0]["message"].json() elif response_obj is not None and isinstance( response_obj, litellm.TextCompletionResponse ): From 65b07bcb8c737152f26afa6b51cb3919a05007c3 Mon Sep 17 00:00:00 2001 From: Rajan Paneru Date: Fri, 10 May 2024 22:12:32 +0930 Subject: [PATCH 04/79] Preserving the Pydantic Message Object Following statement replaces the Pydantic Message Object and initialize it with the dict model_response["choices"][0]["message"] = response_json["message"] We need to make sure message is always litellm.Message object As a fix, based on the code of ollama.py file, i am updating just the content intead of entire object for both sync and async functions --- litellm/llms/ollama_chat.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py index 866761905f..d1ff4953fa 100644 --- a/litellm/llms/ollama_chat.py +++ b/litellm/llms/ollama_chat.py @@ -300,7 +300,7 @@ def get_ollama_response( model_response["choices"][0]["message"] = message model_response["choices"][0]["finish_reason"] = "tool_calls" else: - model_response["choices"][0]["message"] = response_json["message"] + model_response["choices"][0]["message"]["content"] = response_json["message"]["content"] model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + model prompt_tokens = response_json.get("prompt_eval_count", litellm.token_counter(messages=messages)) # type: ignore @@ -484,7 +484,7 @@ async def ollama_acompletion( model_response["choices"][0]["message"] = message model_response["choices"][0]["finish_reason"] = "tool_calls" else: - model_response["choices"][0]["message"] = response_json["message"] + model_response["choices"][0]["message"]["content"] = response_json["message"]["content"] model_response["created"] = int(time.time()) model_response["model"] = "ollama_chat/" + data["model"] From d4288b134ba32c2bc8a1085bdfa5f55b6825797b Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 11 May 2024 14:24:48 -0700 Subject: [PATCH 05/79] fix - use csv list for batch completions --- litellm/proxy/proxy_server.py | 5 +++-- tests/test_openai_endpoints.py | 5 +---- 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 0ae498baa9..210912fcfc 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -3673,8 +3673,9 @@ async def chat_completion( # skip router if user passed their key if "api_key" in data: tasks.append(litellm.acompletion(**data)) - elif isinstance(data["model"], list) and llm_router is not None: - _models = data.pop("model") + elif "," in data["model"] and llm_router is not None: + _models_csv_string = data.pop("model") + _models = _models_csv_string.split(",") tasks.append(llm_router.abatch_completion(models=_models, **data)) elif "user_config" in data: # initialize a new router instance. make request using this Router diff --git a/tests/test_openai_endpoints.py b/tests/test_openai_endpoints.py index 7bc97ca593..43dcae3cd7 100644 --- a/tests/test_openai_endpoints.py +++ b/tests/test_openai_endpoints.py @@ -424,10 +424,7 @@ async def test_batch_chat_completions(): response = await chat_completion( session=session, key="sk-1234", - model=[ - "gpt-3.5-turbo", - "fake-openai-endpoint", - ], + model="gpt-3.5-turbo,fake-openai-endpoint", ) print(f"response: {response}") From bf2194d7fc5af49acc24f0e505bd14322f92fe3e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 11 May 2024 14:27:20 -0700 Subject: [PATCH 06/79] feat - support model as csv on proxy --- docs/my-website/docs/proxy/user_keys.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/docs/my-website/docs/proxy/user_keys.md b/docs/my-website/docs/proxy/user_keys.md index 7aba832eb8..d86feb29c3 100644 --- a/docs/my-website/docs/proxy/user_keys.md +++ b/docs/my-website/docs/proxy/user_keys.md @@ -365,12 +365,14 @@ curl --location 'http://0.0.0.0:4000/moderations' \ ## Advanced -### (BETA) Batch Completions - pass `model` as List +### (BETA) Batch Completions - pass multiple models Use this when you want to send 1 request to N Models #### Expected Request Format +Pass model as a string of comma separated value of models. Example `"model"="llama3,gpt-3.5-turbo"` + This same request will be sent to the following model groups on the [litellm proxy config.yaml](https://docs.litellm.ai/docs/proxy/configs) - `model_name="llama3"` - `model_name="gpt-3.5-turbo"` @@ -380,7 +382,7 @@ curl --location 'http://localhost:4000/chat/completions' \ --header 'Authorization: Bearer sk-1234' \ --header 'Content-Type: application/json' \ --data '{ - "model": ["llama3", "gpt-3.5-turbo"], + "model": "llama3,gpt-3.5-turbo", "max_tokens": 10, "user": "litellm2", "messages": [ From 25febe41c470b32b1dddd57ea64b199bdd18f9a6 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 11 May 2024 14:37:32 -0700 Subject: [PATCH 07/79] docs - using batch completions with python --- docs/my-website/docs/proxy/user_keys.md | 96 +++++++++++++++++++++++++ 1 file changed, 96 insertions(+) diff --git a/docs/my-website/docs/proxy/user_keys.md b/docs/my-website/docs/proxy/user_keys.md index d86feb29c3..cda3a46af9 100644 --- a/docs/my-website/docs/proxy/user_keys.md +++ b/docs/my-website/docs/proxy/user_keys.md @@ -377,6 +377,95 @@ This same request will be sent to the following model groups on the [litellm pro - `model_name="llama3"` - `model_name="gpt-3.5-turbo"` + + + + + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +response = client.chat.completions.create( + model="gpt-3.5-turbo,llama3", + messages=[ + {"role": "user", "content": "this is a test request, write a short poem"} + ], +) + +print(response) +``` + + + +#### Expected Response Format + +Get a list of responses when `model` is passed as a list + +```python +[ + ChatCompletion( + id='chatcmpl-9NoYhS2G0fswot0b6QpoQgmRQMaIf', + choices=[ + Choice( + finish_reason='stop', + index=0, + logprobs=None, + message=ChatCompletionMessage( + content='In the depths of my soul, a spark ignites\nA light that shines so pure and bright\nIt dances and leaps, refusing to die\nA flame of hope that reaches the sky\n\nIt warms my heart and fills me with bliss\nA reminder that in darkness, there is light to kiss\nSo I hold onto this fire, this guiding light\nAnd let it lead me through the darkest night.', + role='assistant', + function_call=None, + tool_calls=None + ) + ) + ], + created=1715462919, + model='gpt-3.5-turbo-0125', + object='chat.completion', + system_fingerprint=None, + usage=CompletionUsage( + completion_tokens=83, + prompt_tokens=17, + total_tokens=100 + ) + ), + ChatCompletion( + id='chatcmpl-4ac3e982-da4e-486d-bddb-ed1d5cb9c03c', + choices=[ + Choice( + finish_reason='stop', + index=0, + logprobs=None, + message=ChatCompletionMessage( + content="A test request, and I'm delighted!\nHere's a short poem, just for you:\n\nMoonbeams dance upon the sea,\nA path of light, for you to see.\nThe stars up high, a twinkling show,\nA night of wonder, for all to know.\n\nThe world is quiet, save the night,\nA peaceful hush, a gentle light.\nThe world is full, of beauty rare,\nA treasure trove, beyond compare.\n\nI hope you enjoyed this little test,\nA poem born, of whimsy and jest.\nLet me know, if there's anything else!", + role='assistant', + function_call=None, + tool_calls=None + ) + ) + ], + created=1715462919, + model='groq/llama3-8b-8192', + object='chat.completion', + system_fingerprint='fp_a2c8d063cb', + usage=CompletionUsage( + completion_tokens=120, + prompt_tokens=20, + total_tokens=140 + ) + ) +] +``` + + + + + + + + + ```shell curl --location 'http://localhost:4000/chat/completions' \ --header 'Authorization: Bearer sk-1234' \ @@ -395,6 +484,8 @@ curl --location 'http://localhost:4000/chat/completions' \ ``` + + #### Expected Response Format Get a list of responses when `model` is passed as a list @@ -449,6 +540,11 @@ Get a list of responses when `model` is passed as a list ``` + + + + + ### Pass User LLM API Keys, Fallbacks From 82f43f98b3b1b03169ec6425b1c06cf789546649 Mon Sep 17 00:00:00 2001 From: Marc Abramowitz Date: Sun, 12 May 2024 12:17:21 -0700 Subject: [PATCH 08/79] Update FastAPI to update starlette to fix warnings The httpx package emits some warnings when we run the tests in `test_proxy_server.py`: ```shell $ env -i PATH=$PATH poetry run pytest litellm/tests/test_proxy_server.py ... litellm/tests/test_proxy_server.py::test_bedrock_embedding litellm/tests/test_proxy_server.py::test_chat_completion litellm/tests/test_proxy_server.py::test_chat_completion_azure litellm/tests/test_proxy_server.py::test_chat_completion_optional_params litellm/tests/test_proxy_server.py::test_embedding litellm/tests/test_proxy_server.py::test_engines_model_chat_completions litellm/tests/test_proxy_server.py::test_health litellm/tests/test_proxy_server.py::test_img_gen litellm/tests/test_proxy_server.py::test_openai_deployments_model_chat_completions_azure .../site-packages/httpx/_client.py:680: DeprecationWarning: The 'app' shortcut is now deprecated. Use the explicit style 'transport=WSGITransport(app=...)' instead. warnings.warn(message, DeprecationWarning) ... ``` Fixing this requires updating starlette, but the version of FastAPI in use prevents that. So I updated FastAPI to update starlette to fix the httpx warnings. When run in combination with the changes in GH-3600, the tests pass and only emit 1 warning! ```shell $ env -i PATH=$PATH poetry run pytest litellm/tests/test_proxy_server.py ====================================== test session starts ====================================== platform darwin -- Python 3.12.3, pytest-7.4.4, pluggy-1.5.0 rootdir: /Users/abramowi/Code/OpenSource/litellm plugins: anyio-4.3.0, mock-3.14.0 collected 12 items litellm/tests/test_proxy_server.py s..........s [100%] ======================================= warnings summary ======================================== litellm/utils.py:43 /Users/abramowi/Code/OpenSource/litellm/litellm/utils.py:43: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html import pkg_resources # type: ignore -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html =========================== 10 passed, 2 skipped, 1 warning in 8.81s ============================ ``` --- poetry.lock | 480 +++++++++++++++++++++++++++++++++++++++++++++++-- pyproject.toml | 2 +- 2 files changed, 471 insertions(+), 11 deletions(-) diff --git a/poetry.lock b/poetry.lock index f3f7d40d5b..0c211500fb 100644 --- a/poetry.lock +++ b/poetry.lock @@ -667,22 +667,46 @@ test = ["pytest (>=6)"] [[package]] name = "fastapi" -version = "0.109.2" +version = "0.111.0" description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production" optional = true python-versions = ">=3.8" files = [ - {file = "fastapi-0.109.2-py3-none-any.whl", hash = "sha256:2c9bab24667293b501cad8dd388c05240c850b58ec5876ee3283c47d6e1e3a4d"}, - {file = "fastapi-0.109.2.tar.gz", hash = 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a/pyproject.toml b/pyproject.toml index fa525496c9..3ece5eb3a6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,7 +25,7 @@ requests = "^2.31.0" uvicorn = {version = "^0.22.0", optional = true} gunicorn = {version = "^22.0.0", optional = true} -fastapi = {version = "^0.109.1", optional = true} +fastapi = {version = "^0.111.0", optional = true} backoff = {version = "*", optional = true} pyyaml = {version = "^6.0.1", optional = true} rq = {version = "*", optional = true} From 3bf2ccc85669a869ba90d82dc051fe6382abf647 Mon Sep 17 00:00:00 2001 From: Alex Epstein Date: Sun, 12 May 2024 22:38:29 -0400 Subject: [PATCH 09/79] feat(langfuse.py): Allow for individual call message/response redaction --- .../observability/langfuse_integration.md | 12 +++++++ litellm/integrations/langfuse.py | 14 ++++---- litellm/tests/test_alangfuse.py | 34 +++++++++++++++++++ 3 files changed, 54 insertions(+), 6 deletions(-) diff --git a/docs/my-website/docs/observability/langfuse_integration.md b/docs/my-website/docs/observability/langfuse_integration.md index 7ba204497a..508ba63cde 100644 --- a/docs/my-website/docs/observability/langfuse_integration.md +++ b/docs/my-website/docs/observability/langfuse_integration.md @@ -213,8 +213,20 @@ chat(messages) ## Redacting Messages, Response Content from Langfuse Logging +### Redact Messages and Responses from all Langfuse Logging + Set `litellm.turn_off_message_logging=True` This will prevent the messages and responses from being logged to langfuse, but request metadata will still be logged. +### Redact Messages and Responses from specific Langfuse Logging + +In the metadata typically passed for text completion or embedding calls you can set specific keys to mask the messages and responses for this call. + +Setting `mask_input` to `True` will mask the input from being logged for this call + +Setting `mask_output` to `True` will make the output from being logged for this call. + +Be aware that if you are continuing an existing trace, and you set `update_trace_keys` to include either `input` or `output` and you set the corresponding `mask_input` or `mask_output`, then that trace will have its existing input and/or output replaced with a redacted message. + ## Troubleshooting & Errors ### Data not getting logged to Langfuse ? - Ensure you're on the latest version of langfuse `pip install langfuse -U`. The latest version allows litellm to log JSON input/outputs to langfuse diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index 0d9c0640cc..f4a581eb9f 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -322,6 +322,8 @@ class LangFuseLogger: existing_trace_id = clean_metadata.pop("existing_trace_id", None) update_trace_keys = clean_metadata.pop("update_trace_keys", []) debug = clean_metadata.pop("debug_langfuse", None) + mask_input = clean_metadata.pop("mask_input", False) + mask_output = clean_metadata.pop("mask_output", False) if trace_name is None and existing_trace_id is None: # just log `litellm-{call_type}` as the trace name @@ -349,15 +351,15 @@ class LangFuseLogger: # Special keys that are found in the function arguments and not the metadata if "input" in update_trace_keys: - trace_params["input"] = input + trace_params["input"] = input if not mask_input else "redacted-by-litellm" if "output" in update_trace_keys: - trace_params["output"] = output + trace_params["output"] = output if not mask_output else "redacted-by-litellm" else: # don't overwrite an existing trace trace_params = { "id": trace_id, "name": trace_name, "session_id": session_id, - "input": input, + "input": input if not mask_input else "redacted-by-litellm", "version": clean_metadata.pop( "trace_version", clean_metadata.get("version", None) ), # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence @@ -373,7 +375,7 @@ class LangFuseLogger: if level == "ERROR": trace_params["status_message"] = output else: - trace_params["output"] = output + trace_params["output"] = output if not mask_output else "redacted-by-litellm" if debug == True or (isinstance(debug, str) and debug.lower() == "true"): if "metadata" in trace_params: @@ -463,8 +465,8 @@ class LangFuseLogger: "end_time": end_time, "model": kwargs["model"], "model_parameters": optional_params, - "input": input, - "output": output, + "input": input if not mask_input else "redacted-by-litellm", + "output": output if not mask_output else "redacted-by-litellm", "usage": usage, "metadata": clean_metadata, "level": level, diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py index db2e970a85..31f1f7bf86 100644 --- a/litellm/tests/test_alangfuse.py +++ b/litellm/tests/test_alangfuse.py @@ -228,6 +228,40 @@ async def test_langfuse_logging_without_request_response(stream, langfuse_client pytest.fail(f"An exception occurred - {e}") +@pytest.mark.asyncio +async def test_langfuse_masked_input_output(langfuse_client): + """ + Test that creates a trace with masked input and output + """ + import uuid + + for mask_value in [True, False]: + _unique_trace_name = f"litellm-test-{str(uuid.uuid4())}" + litellm.set_verbose = True + litellm.success_callback = ["langfuse"] + response = await create_async_task( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "This is a test"}], + metadata={"trace_id": _unique_trace_name, "mask_input": mask_value, "mask_output": mask_value}, + mock_response="This is a test response" + ) + print(response) + expected_input = "redacted-by-litellm" if mask_value else {'messages': [{'content': 'This is a test', 'role': 'user'}]} + expected_output = "redacted-by-litellm" if mask_value else {'content': 'This is a test response', 'role': 'assistant'} + langfuse_client.flush() + await asyncio.sleep(2) + + # get trace with _unique_trace_name + trace = langfuse_client.get_trace(id=_unique_trace_name) + generations = list( + reversed(langfuse_client.get_generations(trace_id=_unique_trace_name).data) + ) + + assert trace.input == expected_input + assert trace.output == expected_output + assert generations[0].input == expected_input + assert generations[0].output == expected_output + @pytest.mark.asyncio async def test_langfuse_logging_metadata(langfuse_client): """ From c3293474dda4bda2bfb96d277d3df26e9a79fdff Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 08:46:44 -0700 Subject: [PATCH 10/79] fix(proxy_server.py): return 'allowed-model-region' in headers --- litellm/__init__.py | 126 ++++++++++++------------ litellm/proxy/_super_secret_config.yaml | 2 +- litellm/proxy/proxy_server.py | 16 +++ 3 files changed, 80 insertions(+), 64 deletions(-) diff --git a/litellm/__init__.py b/litellm/__init__.py index 6c7b26617e..08b3a70ef1 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -406,69 +406,69 @@ replicate_models: List = [ ] clarifai_models: List = [ - 'clarifai/meta.Llama-3.Llama-3-8B-Instruct', - 'clarifai/gcp.generate.gemma-1_1-7b-it', - 'clarifai/mistralai.completion.mixtral-8x22B', - 'clarifai/cohere.generate.command-r-plus', - 'clarifai/databricks.drbx.dbrx-instruct', - 'clarifai/mistralai.completion.mistral-large', - 'clarifai/mistralai.completion.mistral-medium', - 'clarifai/mistralai.completion.mistral-small', - 'clarifai/mistralai.completion.mixtral-8x7B-Instruct-v0_1', - 'clarifai/gcp.generate.gemma-2b-it', - 'clarifai/gcp.generate.gemma-7b-it', - 'clarifai/deci.decilm.deciLM-7B-instruct', - 'clarifai/mistralai.completion.mistral-7B-Instruct', - 'clarifai/gcp.generate.gemini-pro', - 'clarifai/anthropic.completion.claude-v1', - 'clarifai/anthropic.completion.claude-instant-1_2', - 'clarifai/anthropic.completion.claude-instant', - 'clarifai/anthropic.completion.claude-v2', - 'clarifai/anthropic.completion.claude-2_1', - 'clarifai/meta.Llama-2.codeLlama-70b-Python', - 'clarifai/meta.Llama-2.codeLlama-70b-Instruct', - 'clarifai/openai.completion.gpt-3_5-turbo-instruct', - 'clarifai/meta.Llama-2.llama2-7b-chat', - 'clarifai/meta.Llama-2.llama2-13b-chat', - 'clarifai/meta.Llama-2.llama2-70b-chat', - 'clarifai/openai.chat-completion.gpt-4-turbo', - 'clarifai/microsoft.text-generation.phi-2', - 'clarifai/meta.Llama-2.llama2-7b-chat-vllm', - 'clarifai/upstage.solar.solar-10_7b-instruct', - 'clarifai/openchat.openchat.openchat-3_5-1210', - 'clarifai/togethercomputer.stripedHyena.stripedHyena-Nous-7B', - 'clarifai/gcp.generate.text-bison', - 'clarifai/meta.Llama-2.llamaGuard-7b', - 'clarifai/fblgit.una-cybertron.una-cybertron-7b-v2', - 'clarifai/openai.chat-completion.GPT-4', - 'clarifai/openai.chat-completion.GPT-3_5-turbo', - 'clarifai/ai21.complete.Jurassic2-Grande', - 'clarifai/ai21.complete.Jurassic2-Grande-Instruct', - 'clarifai/ai21.complete.Jurassic2-Jumbo-Instruct', - 'clarifai/ai21.complete.Jurassic2-Jumbo', - 'clarifai/ai21.complete.Jurassic2-Large', - 'clarifai/cohere.generate.cohere-generate-command', - 'clarifai/wizardlm.generate.wizardCoder-Python-34B', - 'clarifai/wizardlm.generate.wizardLM-70B', - 'clarifai/tiiuae.falcon.falcon-40b-instruct', - 'clarifai/togethercomputer.RedPajama.RedPajama-INCITE-7B-Chat', - 'clarifai/gcp.generate.code-gecko', - 'clarifai/gcp.generate.code-bison', - 'clarifai/mistralai.completion.mistral-7B-OpenOrca', - 'clarifai/mistralai.completion.openHermes-2-mistral-7B', - 'clarifai/wizardlm.generate.wizardLM-13B', - 'clarifai/huggingface-research.zephyr.zephyr-7B-alpha', - 'clarifai/wizardlm.generate.wizardCoder-15B', - 'clarifai/microsoft.text-generation.phi-1_5', - 'clarifai/databricks.Dolly-v2.dolly-v2-12b', - 'clarifai/bigcode.code.StarCoder', - 'clarifai/salesforce.xgen.xgen-7b-8k-instruct', - 'clarifai/mosaicml.mpt.mpt-7b-instruct', - 'clarifai/anthropic.completion.claude-3-opus', - 'clarifai/anthropic.completion.claude-3-sonnet', - 'clarifai/gcp.generate.gemini-1_5-pro', - 'clarifai/gcp.generate.imagen-2', - 'clarifai/salesforce.blip.general-english-image-caption-blip-2', + "clarifai/meta.Llama-3.Llama-3-8B-Instruct", + "clarifai/gcp.generate.gemma-1_1-7b-it", + "clarifai/mistralai.completion.mixtral-8x22B", + "clarifai/cohere.generate.command-r-plus", + "clarifai/databricks.drbx.dbrx-instruct", + "clarifai/mistralai.completion.mistral-large", + "clarifai/mistralai.completion.mistral-medium", + "clarifai/mistralai.completion.mistral-small", + "clarifai/mistralai.completion.mixtral-8x7B-Instruct-v0_1", + "clarifai/gcp.generate.gemma-2b-it", + "clarifai/gcp.generate.gemma-7b-it", + "clarifai/deci.decilm.deciLM-7B-instruct", + "clarifai/mistralai.completion.mistral-7B-Instruct", + "clarifai/gcp.generate.gemini-pro", + "clarifai/anthropic.completion.claude-v1", + "clarifai/anthropic.completion.claude-instant-1_2", + "clarifai/anthropic.completion.claude-instant", + "clarifai/anthropic.completion.claude-v2", + "clarifai/anthropic.completion.claude-2_1", + "clarifai/meta.Llama-2.codeLlama-70b-Python", + "clarifai/meta.Llama-2.codeLlama-70b-Instruct", + "clarifai/openai.completion.gpt-3_5-turbo-instruct", + "clarifai/meta.Llama-2.llama2-7b-chat", + "clarifai/meta.Llama-2.llama2-13b-chat", + "clarifai/meta.Llama-2.llama2-70b-chat", + "clarifai/openai.chat-completion.gpt-4-turbo", + "clarifai/microsoft.text-generation.phi-2", + "clarifai/meta.Llama-2.llama2-7b-chat-vllm", + "clarifai/upstage.solar.solar-10_7b-instruct", + "clarifai/openchat.openchat.openchat-3_5-1210", + "clarifai/togethercomputer.stripedHyena.stripedHyena-Nous-7B", + "clarifai/gcp.generate.text-bison", + "clarifai/meta.Llama-2.llamaGuard-7b", + "clarifai/fblgit.una-cybertron.una-cybertron-7b-v2", + "clarifai/openai.chat-completion.GPT-4", + "clarifai/openai.chat-completion.GPT-3_5-turbo", + "clarifai/ai21.complete.Jurassic2-Grande", + "clarifai/ai21.complete.Jurassic2-Grande-Instruct", + "clarifai/ai21.complete.Jurassic2-Jumbo-Instruct", + "clarifai/ai21.complete.Jurassic2-Jumbo", + "clarifai/ai21.complete.Jurassic2-Large", + "clarifai/cohere.generate.cohere-generate-command", + "clarifai/wizardlm.generate.wizardCoder-Python-34B", + "clarifai/wizardlm.generate.wizardLM-70B", + "clarifai/tiiuae.falcon.falcon-40b-instruct", + "clarifai/togethercomputer.RedPajama.RedPajama-INCITE-7B-Chat", + "clarifai/gcp.generate.code-gecko", + "clarifai/gcp.generate.code-bison", + "clarifai/mistralai.completion.mistral-7B-OpenOrca", + "clarifai/mistralai.completion.openHermes-2-mistral-7B", + "clarifai/wizardlm.generate.wizardLM-13B", + "clarifai/huggingface-research.zephyr.zephyr-7B-alpha", + "clarifai/wizardlm.generate.wizardCoder-15B", + "clarifai/microsoft.text-generation.phi-1_5", + "clarifai/databricks.Dolly-v2.dolly-v2-12b", + "clarifai/bigcode.code.StarCoder", + "clarifai/salesforce.xgen.xgen-7b-8k-instruct", + "clarifai/mosaicml.mpt.mpt-7b-instruct", + "clarifai/anthropic.completion.claude-3-opus", + "clarifai/anthropic.completion.claude-3-sonnet", + "clarifai/gcp.generate.gemini-1_5-pro", + "clarifai/gcp.generate.imagen-2", + "clarifai/salesforce.blip.general-english-image-caption-blip-2", ] diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml index 832e351133..86037caf74 100644 --- a/litellm/proxy/_super_secret_config.yaml +++ b/litellm/proxy/_super_secret_config.yaml @@ -13,10 +13,10 @@ router_settings: redis_host: redis # redis_password: redis_port: 6379 + enable_pre_call_checks: true litellm_settings: set_verbose: True - enable_preview_features: true # service_callback: ["prometheus_system"] # success_callback: ["prometheus"] # failure_callback: ["prometheus"] diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index a9862022f8..bf1ce4720e 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -3762,6 +3762,7 @@ async def chat_completion( "x-litellm-cache-key": cache_key, "x-litellm-model-api-base": api_base, "x-litellm-version": version, + "x-litellm-model-region": user_api_key_dict.allowed_model_region or "", } selected_data_generator = select_data_generator( response=response, @@ -3778,6 +3779,9 @@ async def chat_completion( fastapi_response.headers["x-litellm-cache-key"] = cache_key fastapi_response.headers["x-litellm-model-api-base"] = api_base fastapi_response.headers["x-litellm-version"] = version + fastapi_response.headers["x-litellm-model-region"] = ( + user_api_key_dict.allowed_model_region or "" + ) ### CALL HOOKS ### - modify outgoing data response = await proxy_logging_obj.post_call_success_hook( @@ -4162,6 +4166,9 @@ async def embeddings( fastapi_response.headers["x-litellm-cache-key"] = cache_key fastapi_response.headers["x-litellm-model-api-base"] = api_base fastapi_response.headers["x-litellm-version"] = version + fastapi_response.headers["x-litellm-model-region"] = ( + user_api_key_dict.allowed_model_region or "" + ) return response except Exception as e: @@ -4331,6 +4338,9 @@ async def image_generation( fastapi_response.headers["x-litellm-cache-key"] = cache_key fastapi_response.headers["x-litellm-model-api-base"] = api_base fastapi_response.headers["x-litellm-version"] = version + fastapi_response.headers["x-litellm-model-region"] = ( + user_api_key_dict.allowed_model_region or "" + ) return response except Exception as e: @@ -4524,6 +4534,9 @@ async def audio_transcriptions( fastapi_response.headers["x-litellm-cache-key"] = cache_key fastapi_response.headers["x-litellm-model-api-base"] = api_base fastapi_response.headers["x-litellm-version"] = version + fastapi_response.headers["x-litellm-model-region"] = ( + user_api_key_dict.allowed_model_region or "" + ) return response except Exception as e: @@ -4699,6 +4712,9 @@ async def moderations( fastapi_response.headers["x-litellm-cache-key"] = cache_key fastapi_response.headers["x-litellm-model-api-base"] = api_base fastapi_response.headers["x-litellm-version"] = version + fastapi_response.headers["x-litellm-model-region"] = ( + user_api_key_dict.allowed_model_region or "" + ) return response except Exception as e: From 5342b3dc05a884f3b82b56ae1e13512f17671a43 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 09:04:38 -0700 Subject: [PATCH 11/79] fix(router.py): fix error message to return if pre-call-checks + allowed model region --- litellm/router.py | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 4c03125005..ad11dc98e7 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -3259,13 +3259,12 @@ class Router: healthy_deployments.remove(deployment) # filter pre-call checks + _allowed_model_region = ( + request_kwargs.get("allowed_model_region") + if request_kwargs is not None + else None + ) if self.enable_pre_call_checks and messages is not None: - _allowed_model_region = ( - request_kwargs.get("allowed_model_region") - if request_kwargs is not None - else None - ) - if _allowed_model_region == "eu": healthy_deployments = self._pre_call_checks( model=model, @@ -3286,8 +3285,10 @@ class Router: ) if len(healthy_deployments) == 0: + if _allowed_model_region is None: + _allowed_model_region = "n/a" raise ValueError( - f"{RouterErrors.no_deployments_available.value}, passed model={model}" + f"{RouterErrors.no_deployments_available.value}, passed model={model}. Enable pre-call-checks={self.enable_pre_call_checks}, allowed_model_region={_allowed_model_region}" ) if ( From b063ef7a4740a59f93f833564c24ce05232c6655 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 09:08:04 -0700 Subject: [PATCH 12/79] =?UTF-8?q?bump:=20version=201.37.5=20=E2=86=92=201.?= =?UTF-8?q?37.6?= 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 fa525496c9..07003e2f2b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.37.5" +version = "1.37.6" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.37.5" +version = "1.37.6" version_files = [ "pyproject.toml:^version" ] From e73e36f2100d39a476ecd4139e6ec84a878b4f45 Mon Sep 17 00:00:00 2001 From: Marc Abramowitz Date: Mon, 13 May 2024 09:21:19 -0700 Subject: [PATCH 13/79] requirements.txt: Update fastapi to 0.111.0 --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index d16f0453ff..88f7174b3e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ # LITELLM PROXY DEPENDENCIES # anyio==4.2.0 # openai + http req. openai==1.14.3 # openai req. -fastapi==0.100.0 # server dep +fastapi==0.111.0 # server dep backoff==2.2.1 # server dep pyyaml==6.0.0 # server dep uvicorn==0.29.0 # server dep From b7bbaf1a6859511271f6d5a4a106e758a42c9120 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 09:25:31 -0700 Subject: [PATCH 14/79] feat - send daily spend reports --- litellm/integrations/slack_alerting.py | 48 ++++++++++++++++++++++++++ litellm/proxy/utils.py | 2 ++ 2 files changed, 50 insertions(+) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index d03922bc1f..f502b6675d 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -883,3 +883,51 @@ Model Info: ) # shuffle to prevent collisions await asyncio.sleep(interval) return + + async def send_weekly_spend_report(self): + """ """ + try: + await asyncio.sleep(10) + + from litellm.proxy.proxy_server import _get_weekly_spend_reports + + weekly_spend_per_team, weekly_spend_per_tag = ( + await _get_weekly_spend_reports() + ) + todays_date = datetime.datetime.now().date() + week_before = todays_date - datetime.timedelta(days=7) + + todays_date = todays_date.strftime("%m-%d-%Y") + week_before = week_before.strftime("%m-%d-%Y") + + _weekly_spend_message = ( + f"*💸 Weekly Spend Report for `{week_before} - {todays_date}` *\n" + ) + + if weekly_spend_per_team is not None: + _weekly_spend_message += "\n*Team Spend Report:*\n" + for spend in weekly_spend_per_team: + _team_spend = spend["total_spend"] + _team_spend = float(_team_spend) + # round to 4 decimal places + _team_spend = round(_team_spend, 4) + _weekly_spend_message += ( + f"Team: `{spend['team_alias']}` | Spend: `${_team_spend}`\n" + ) + + if weekly_spend_per_tag is not None: + _weekly_spend_message += "\n*Tag Spend Report:*\n" + for spend in weekly_spend_per_tag: + _tag_spend = spend["total_spend"] + _tag_spend = float(_tag_spend) + # round to 4 decimal places + _tag_spend = round(_tag_spend, 4) + _weekly_spend_message += f"Tag: `{spend['individual_request_tag']}` | Spend: `${_tag_spend}`\n" + + await self.send_alert( + message=_weekly_spend_message, + level="Low", + alert_type="daily_reports", + ) + except Exception as e: + verbose_proxy_logger.error("Error sending weekly spend report", e) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index a97864f000..474b420b93 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -122,6 +122,8 @@ class ProxyLogging: alerting_args=alerting_args, ) + asyncio.create_task(self.slack_alerting_instance.send_weekly_spend_report()) + if "daily_reports" in self.alert_types: litellm.callbacks.append(self.slack_alerting_instance) # type: ignore From 50f3677989f32100d64f6371d3172162f5000bc1 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 09:26:51 -0700 Subject: [PATCH 15/79] feat - _get_weekly_spend_reports --- litellm/proxy/proxy_server.py | 53 ++++++++++++++++++++++++++++++++++- 1 file changed, 52 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index a9862022f8..99f44774b5 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5415,6 +5415,57 @@ async def global_view_spend_tags( ) +async def _get_weekly_spend_reports(): + global prisma_client + todays_date = datetime.now().date() + _week_before = todays_date - timedelta(days=7) + + todays_date = todays_date.strftime("%Y-%m-%d") + _week_before = _week_before.strftime("%Y-%m-%d") + + try: + + sql_query = """ + SELECT + t.team_alias, + SUM(s.spend) AS total_spend, + s."startTime"::DATE AS log_date + FROM + "LiteLLM_SpendLogs" s + LEFT JOIN + "LiteLLM_TeamTable" t ON s.team_id = t.team_id + WHERE + s."startTime"::DATE BETWEEN $1::date AND $1::date + GROUP BY + t.team_alias, + log_date + ORDER BY + total_spend DESC; + """ + response = await prisma_client.db.query_raw( + sql_query, todays_date, _week_before + ) + + # get spend per tag for today + sql_query = """ + SELECT + jsonb_array_elements_text(request_tags) AS individual_request_tag, + "startTime"::DATE AS log_date, + SUM(spend) AS total_spend + FROM "LiteLLM_SpendLogs" + WHERE "startTime"::DATE BETWEEN $1::date AND $1::date + GROUP BY individual_request_tag, log_date; + """ + + spend_per_tag = await prisma_client.db.query_raw( + sql_query, todays_date, _week_before + ) + + return response, spend_per_tag + except Exception as e: + verbose_proxy_logger.error("Exception in _get_daily_spend_reports", e) # noqa + + @router.post( "/spend/calculate", tags=["Budget & Spend Tracking"], @@ -5802,7 +5853,7 @@ async def global_spend_keys( tags=["Budget & Spend Tracking"], dependencies=[Depends(user_api_key_auth)], ) -async def global_spend_per_tea(): +async def global_spend_per_team(): """ [BETA] This is a beta endpoint. It will change. From 13e15777536b4823b3e5cc8c27cc1c1e34583a38 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 10:04:43 -0700 Subject: [PATCH 16/79] fix(slack_alerting.py): don't fire spam alerts when backend api call fails --- litellm/integrations/slack_alerting.py | 26 +++++--------- litellm/proxy/_super_secret_config.yaml | 14 +++++++- litellm/router.py | 4 +-- litellm/tests/test_router_fallbacks.py | 46 +++++++++++++++++++++++++ 4 files changed, 69 insertions(+), 21 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index d03922bc1f..b06a229208 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -76,16 +76,14 @@ class SlackAlerting(CustomLogger): internal_usage_cache: Optional[DualCache] = None, alerting_threshold: float = 300, # threshold for slow / hanging llm responses (in seconds) alerting: Optional[List] = [], - alert_types: Optional[ - List[ - Literal[ - "llm_exceptions", - "llm_too_slow", - "llm_requests_hanging", - "budget_alerts", - "db_exceptions", - "daily_reports", - ] + alert_types: List[ + Literal[ + "llm_exceptions", + "llm_too_slow", + "llm_requests_hanging", + "budget_alerts", + "db_exceptions", + "daily_reports", ] ] = [ "llm_exceptions", @@ -812,14 +810,6 @@ Model Info: updated_at=litellm.utils.get_utc_datetime(), ) ) - if "llm_exceptions" in self.alert_types: - original_exception = kwargs.get("exception", None) - - await self.send_alert( - message="LLM API Failure - " + str(original_exception), - level="High", - alert_type="llm_exceptions", - ) async def _run_scheduler_helper(self, llm_router) -> bool: """ diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml index 86037caf74..b83883bebe 100644 --- a/litellm/proxy/_super_secret_config.yaml +++ b/litellm/proxy/_super_secret_config.yaml @@ -8,6 +8,16 @@ model_list: base_model: text-embedding-ada-002 mode: embedding model_name: text-embedding-ada-002 +- model_name: gpt-3.5-turbo-012 + litellm_params: + model: gpt-3.5-turbo + api_base: http://0.0.0.0:8080 + api_key: "" +- model_name: gpt-3.5-turbo-0125-preview + litellm_params: + model: azure/chatgpt-v-2 + api_key: os.environ/AZURE_API_KEY + api_base: os.environ/AZURE_API_BASE router_settings: redis_host: redis @@ -17,6 +27,7 @@ router_settings: litellm_settings: set_verbose: True + fallbacks: [{"gpt-3.5-turbo-012": ["gpt-3.5-turbo-0125-preview"]}] # service_callback: ["prometheus_system"] # success_callback: ["prometheus"] # failure_callback: ["prometheus"] @@ -25,4 +36,5 @@ general_settings: enable_jwt_auth: True disable_reset_budget: True proxy_batch_write_at: 60 # 👈 Frequency of batch writing logs to server (in seconds) - routing_strategy: simple-shuffle # Literal["simple-shuffle", "least-busy", "usage-based-routing","latency-based-routing"], default="simple-shuffle" \ No newline at end of file + routing_strategy: simple-shuffle # Literal["simple-shuffle", "least-busy", "usage-based-routing","latency-based-routing"], default="simple-shuffle" + alerting: ["slack"] diff --git a/litellm/router.py b/litellm/router.py index ad11dc98e7..b345a2f25d 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1413,7 +1413,7 @@ class Router: verbose_router_logger.debug(f"Trying to fallback b/w models") if ( hasattr(e, "status_code") - and e.status_code == 400 + and e.status_code == 400 # type: ignore and not isinstance(e, litellm.ContextWindowExceededError) ): # don't retry a malformed request raise e @@ -3648,7 +3648,7 @@ class Router: ) asyncio.create_task( proxy_logging_obj.slack_alerting_instance.send_alert( - message=f"Router: Cooling down deployment: {_api_base}, for {self.cooldown_time} seconds. Got exception: {str(exception_status)}", + message=f"Router: Cooling down deployment: {_api_base}, for {self.cooldown_time} seconds. Got exception: {str(exception_status)}. Change 'cooldown_time' + 'allowed_failes' under 'Router Settings' on proxy UI, or via config - https://docs.litellm.ai/docs/proxy/reliability#fallbacks--retries--timeouts--cooldowns", alert_type="cooldown_deployment", level="Low", ) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index c1035e3e00..ce2b014e9c 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -961,3 +961,49 @@ def test_custom_cooldown_times(): except Exception as e: print(e) + + +@pytest.mark.parametrize("sync_mode", [True, False]) +@pytest.mark.asyncio +async def test_service_unavailable_fallbacks(sync_mode): + """ + Initial model - openai + Fallback - azure + + Error - 503, service unavailable + """ + router = Router( + model_list=[ + { + "model_name": "gpt-3.5-turbo-012", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "anything", + "api_base": "http://0.0.0.0:8080", + }, + }, + { + "model_name": "gpt-3.5-turbo-0125-preview", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "api_key": os.getenv("AZURE_API_KEY"), + "api_version": os.getenv("AZURE_API_VERSION"), + "api_base": os.getenv("AZURE_API_BASE"), + }, + }, + ], + fallbacks=[{"gpt-3.5-turbo-012": ["gpt-3.5-turbo-0125-preview"]}], + ) + + if sync_mode: + response = router.completion( + model="gpt-3.5-turbo-012", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + else: + response = await router.acompletion( + model="gpt-3.5-turbo-012", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + + assert response.model == "gpt-35-turbo" From 07247452c59cfb77b0fc1187dc98794df7db9317 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:10:44 -0700 Subject: [PATCH 17/79] feat - show monthly spend reports --- litellm/proxy/proxy_server.py | 36 +++++++++++++++++------------------ 1 file changed, 17 insertions(+), 19 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 99f44774b5..bddb9fc3b8 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5415,50 +5415,48 @@ async def global_view_spend_tags( ) -async def _get_weekly_spend_reports(): +async def _get_spend_report_for_time_range( + start_date: str, + end_date: str, +): global prisma_client - todays_date = datetime.now().date() - _week_before = todays_date - timedelta(days=7) - - todays_date = todays_date.strftime("%Y-%m-%d") - _week_before = _week_before.strftime("%Y-%m-%d") + if prisma_client is None: + verbose_proxy_logger.error( + f"Database not connected. Connect a database to your proxy for weekly, monthly spend reports" + ) + return None try: - sql_query = """ SELECT t.team_alias, - SUM(s.spend) AS total_spend, - s."startTime"::DATE AS log_date + SUM(s.spend) AS total_spend FROM "LiteLLM_SpendLogs" s LEFT JOIN "LiteLLM_TeamTable" t ON s.team_id = t.team_id WHERE - s."startTime"::DATE BETWEEN $1::date AND $1::date + s."startTime"::DATE >= $1::date AND s."startTime"::DATE <= $2::date GROUP BY - t.team_alias, - log_date + t.team_alias ORDER BY total_spend DESC; """ - response = await prisma_client.db.query_raw( - sql_query, todays_date, _week_before - ) + response = await prisma_client.db.query_raw(sql_query, start_date, end_date) # get spend per tag for today sql_query = """ SELECT jsonb_array_elements_text(request_tags) AS individual_request_tag, - "startTime"::DATE AS log_date, SUM(spend) AS total_spend FROM "LiteLLM_SpendLogs" - WHERE "startTime"::DATE BETWEEN $1::date AND $1::date - GROUP BY individual_request_tag, log_date; + WHERE "startTime"::DATE >= $1::date AND "startTime"::DATE <= $2::date + GROUP BY individual_request_tag + ORDER BY total_spend DESC; """ spend_per_tag = await prisma_client.db.query_raw( - sql_query, todays_date, _week_before + sql_query, start_date, end_date ) return response, spend_per_tag From 55f747fb1df2f86b52eac076a07be267d302505b Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:17:09 -0700 Subject: [PATCH 18/79] fix - show monthly spend in slack reports --- litellm/integrations/slack_alerting.py | 70 ++++++++++++++++++++++---- 1 file changed, 61 insertions(+), 9 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index f502b6675d..8df943098a 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -889,21 +889,20 @@ Model Info: try: await asyncio.sleep(10) - from litellm.proxy.proxy_server import _get_weekly_spend_reports + from litellm.proxy.proxy_server import _get_spend_report_for_time_range - weekly_spend_per_team, weekly_spend_per_tag = ( - await _get_weekly_spend_reports() - ) todays_date = datetime.datetime.now().date() week_before = todays_date - datetime.timedelta(days=7) - todays_date = todays_date.strftime("%m-%d-%Y") - week_before = week_before.strftime("%m-%d-%Y") - - _weekly_spend_message = ( - f"*💸 Weekly Spend Report for `{week_before} - {todays_date}` *\n" + weekly_spend_per_team, weekly_spend_per_tag = ( + await _get_spend_report_for_time_range( + start_date=week_before.strftime("%Y-%m-%d"), + end_date=todays_date.strftime("%Y-%m-%d"), + ) ) + _weekly_spend_message = f"*💸 Weekly Spend Report for `{week_before.strftime('%m-%d-%Y')} - {todays_date.strftime('%m-%d-%Y')}` *\n" + if weekly_spend_per_team is not None: _weekly_spend_message += "\n*Team Spend Report:*\n" for spend in weekly_spend_per_team: @@ -931,3 +930,56 @@ Model Info: ) except Exception as e: verbose_proxy_logger.error("Error sending weekly spend report", e) + + async def send_monthly_spend_report(self): + """ """ + try: + from calendar import monthrange + + await asyncio.sleep(10) + + from litellm.proxy.proxy_server import _get_spend_report_for_time_range + + todays_date = datetime.datetime.now().date() + first_day_of_month = todays_date.replace(day=1) + _, last_day_of_month = monthrange(todays_date.year, todays_date.month) + last_day_of_month = first_day_of_month + datetime.timedelta( + days=last_day_of_month - 1 + ) + + monthly_spend_per_team, monthly_spend_per_tag = ( + await _get_spend_report_for_time_range( + start_date=first_day_of_month.strftime("%Y-%m-%d"), + end_date=last_day_of_month.strftime("%Y-%m-%d"), + ) + ) + + _spend_message = f"*💸 Monthly Spend Report for `{first_day_of_month.strftime('%m-%d-%Y')} - {last_day_of_month.strftime('%m-%d-%Y')}` *\n" + + if monthly_spend_per_team is not None: + _spend_message += "\n*Team Spend Report:*\n" + for spend in monthly_spend_per_team: + _team_spend = spend["total_spend"] + _team_spend = float(_team_spend) + # round to 4 decimal places + _team_spend = round(_team_spend, 4) + _spend_message += ( + f"Team: `{spend['team_alias']}` | Spend: `${_team_spend}`\n" + ) + + if monthly_spend_per_tag is not None: + _spend_message += "\n*Tag Spend Report:*\n" + for spend in monthly_spend_per_tag: + _tag_spend = spend["total_spend"] + _tag_spend = float(_tag_spend) + # round to 4 decimal places + _tag_spend = round(_tag_spend, 4) + _spend_message += f"Tag: `{spend['individual_request_tag']}` | Spend: `${_tag_spend}`\n" + + await self.send_alert( + message=_spend_message, + level="Low", + alert_type="daily_reports", + ) + except Exception as e: + verbose_proxy_logger.error("Error sending weekly spend report", e) From 7f6e933372ce8f23cf585e8b67ff0880847bface Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 10:17:32 -0700 Subject: [PATCH 19/79] fix(router.py): give an 'info' log when fallbacks work successfully --- litellm/router.py | 6 ++++++ litellm/tests/test_router_debug_logs.py | 1 + 2 files changed, 7 insertions(+) diff --git a/litellm/router.py b/litellm/router.py index b345a2f25d..f1e590545c 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1444,6 +1444,9 @@ class Router: response = await self.async_function_with_retries( *args, **kwargs ) + verbose_router_logger.info( + "Successful fallback b/w models." + ) return response except Exception as e: pass @@ -1478,6 +1481,9 @@ class Router: response = await self.async_function_with_fallbacks( *args, **kwargs ) + verbose_router_logger.info( + "Successful fallback b/w models." + ) return response except Exception as e: raise e diff --git a/litellm/tests/test_router_debug_logs.py b/litellm/tests/test_router_debug_logs.py index 202038d979..1d908abe81 100644 --- a/litellm/tests/test_router_debug_logs.py +++ b/litellm/tests/test_router_debug_logs.py @@ -85,6 +85,7 @@ def test_async_fallbacks(caplog): "litellm.acompletion(model=gpt-3.5-turbo)\x1b[31m Exception OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: bad-key. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}} \nModel: gpt-3.5-turbo\nAPI Base: https://api.openai.com\nMessages: [{'content': 'Hello, how are you?', 'role': 'user'}]\nmodel_group: gpt-3.5-turbo\n\ndeployment: gpt-3.5-turbo\n\x1b[0m", "Falling back to model_group = azure/gpt-3.5-turbo", "litellm.acompletion(model=azure/chatgpt-v-2)\x1b[32m 200 OK\x1b[0m", + "Successful fallback b/w models.", ] # Assert that the captured logs match the expected log messages From 2cd584a3adfe83b199ea2ff74bd5cd9ea0b969fb Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:17:40 -0700 Subject: [PATCH 20/79] feat - send_monthly_spend_report --- litellm/proxy/utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 474b420b93..8338b66125 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -124,6 +124,8 @@ class ProxyLogging: asyncio.create_task(self.slack_alerting_instance.send_weekly_spend_report()) + asyncio.create_task(self.slack_alerting_instance.send_monthly_spend_report()) + if "daily_reports" in self.alert_types: litellm.callbacks.append(self.slack_alerting_instance) # type: ignore From 04ae285001d9b7f82ec98ac83ec15e947bea6f77 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 10:42:31 -0700 Subject: [PATCH 21/79] fix(vertex_ai.py): support tool call list response async completion --- litellm/llms/vertex_ai.py | 20 ++++++++++++++++--- .../tests/test_amazing_vertex_completion.py | 19 ++++++++++-------- 2 files changed, 28 insertions(+), 11 deletions(-) diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai.py index d3bb2c78ab..84fec734fd 100644 --- a/litellm/llms/vertex_ai.py +++ b/litellm/llms/vertex_ai.py @@ -867,6 +867,8 @@ async def async_completion( Add support for acompletion calls for gemini-pro """ try: + import proto # type: ignore + if mode == "vision": print_verbose("\nMaking VertexAI Gemini Pro/Vision Call") print_verbose(f"\nProcessing input messages = {messages}") @@ -901,9 +903,21 @@ async def async_completion( ): function_call = response.candidates[0].content.parts[0].function_call args_dict = {} - for k, v in function_call.args.items(): - args_dict[k] = v - args_str = json.dumps(args_dict) + + # Check if it's a RepeatedComposite instance + for key, val in function_call.args.items(): + if isinstance( + val, proto.marshal.collections.repeated.RepeatedComposite + ): + # If so, convert to list + args_dict[key] = [v for v in val] + else: + args_dict[key] = val + + try: + args_str = json.dumps(args_dict) + except Exception as e: + raise VertexAIError(status_code=422, message=str(e)) message = litellm.Message( content=None, tool_calls=[ diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py index a56d7fe5a9..ce9e6286ff 100644 --- a/litellm/tests/test_amazing_vertex_completion.py +++ b/litellm/tests/test_amazing_vertex_completion.py @@ -590,19 +590,20 @@ def test_gemini_pro_vision_base64(): pytest.fail(f"An exception occurred - {str(e)}") +@pytest.mark.parametrize("sync_mode", [True, False]) @pytest.mark.asyncio -def test_gemini_pro_function_calling(): +async def test_gemini_pro_function_calling(sync_mode): try: load_vertex_ai_credentials() - response = litellm.completion( - model="vertex_ai/gemini-pro", - messages=[ + data = { + "model": "vertex_ai/gemini-pro", + "messages": [ { "role": "user", "content": "Call the submit_cities function with San Francisco and New York", } ], - tools=[ + "tools": [ { "type": "function", "function": { @@ -618,11 +619,13 @@ def test_gemini_pro_function_calling(): }, } ], - ) + } + if sync_mode: + response = litellm.completion(**data) + else: + response = await litellm.acompletion(**data) print(f"response: {response}") - except litellm.APIError as e: - pass except litellm.RateLimitError as e: pass except Exception as e: From 4a679bb640a73d86f95e754b5330b36268271270 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:44:19 -0700 Subject: [PATCH 22/79] schedule weekly/monthly spend reports --- litellm/proxy/proxy_server.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index bddb9fc3b8..624e2b0c0d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -3479,6 +3479,25 @@ async def startup_event(): await proxy_config.add_deployment( prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj ) + + if ( + proxy_logging_obj is not None + and proxy_logging_obj.slack_alerting_instance is not None + ): + print("Alerting: Initializing Weekly/Monthly Spend Reports") # noqa + ### Schedule weekly/monhtly spend reports ### + scheduler.add_job( + proxy_logging_obj.slack_alerting_instance.send_weekly_spend_report, + "cron", + day_of_week="mon", + ) + + scheduler.add_job( + proxy_logging_obj.slack_alerting_instance.send_monthly_spend_report, + "cron", + day=1, + ) + scheduler.start() From 197eb4483229bd6d0b3aed18c3873a84aee4da73 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:45:22 -0700 Subject: [PATCH 23/79] fix scheduling spend reports --- litellm/proxy/utils.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 8338b66125..a97864f000 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -122,10 +122,6 @@ class ProxyLogging: alerting_args=alerting_args, ) - asyncio.create_task(self.slack_alerting_instance.send_weekly_spend_report()) - - asyncio.create_task(self.slack_alerting_instance.send_monthly_spend_report()) - if "daily_reports" in self.alert_types: litellm.callbacks.append(self.slack_alerting_instance) # type: ignore From aac81c59b5e627bc13bdb3375bf34519b3a669d6 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:50:26 -0700 Subject: [PATCH 24/79] test - weekly / monthly spend report alerts on /health/services --- litellm/proxy/proxy_server.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 624e2b0c0d..5d6a2acb08 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -9555,6 +9555,14 @@ async def health_services_endpoint( level="Low", alert_type="budget_alerts", ) + + if prisma_client is not None: + asyncio.create_task( + proxy_logging_obj.slack_alerting_instance.send_monthly_spend_report() + ) + asyncio.create_task( + proxy_logging_obj.slack_alerting_instance.send_weekly_spend_report() + ) return { "status": "success", "message": "Mock Slack Alert sent, verify Slack Alert Received on your channel", From 3fbebe16aad3b4f469ad1bd4f550b12d12f0c874 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:51:59 -0700 Subject: [PATCH 25/79] fix - spend reports on alerts --- litellm/integrations/slack_alerting.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index 8df943098a..012033b018 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -887,8 +887,6 @@ Model Info: async def send_weekly_spend_report(self): """ """ try: - await asyncio.sleep(10) - from litellm.proxy.proxy_server import _get_spend_report_for_time_range todays_date = datetime.datetime.now().date() @@ -936,8 +934,6 @@ Model Info: try: from calendar import monthrange - await asyncio.sleep(10) - from litellm.proxy.proxy_server import _get_spend_report_for_time_range todays_date = datetime.datetime.now().date() From 7f6f196e6683fdfaf6ee0e58428690c969b838a4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 10:55:54 -0700 Subject: [PATCH 26/79] ui - show daily reports on UI --- ui/litellm-dashboard/src/components/settings.tsx | 1 + 1 file changed, 1 insertion(+) diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx index ff7e07005d..96c20bf15c 100644 --- a/ui/litellm-dashboard/src/components/settings.tsx +++ b/ui/litellm-dashboard/src/components/settings.tsx @@ -109,6 +109,7 @@ const Settings: React.FC = ({ "llm_requests_hanging": "LLM Requests Hanging", "budget_alerts": "Budget Alerts (API Keys, Users)", "db_exceptions": "Database Exceptions (Read/Write)", + "daily_reports": "Weekly/Monthly Spend Reports", } useEffect(() => { From a4380f67a93284fa8ebdf98258c00bb631b4decc Mon Sep 17 00:00:00 2001 From: Connor Doyle Date: Mon, 13 May 2024 11:12:17 -0700 Subject: [PATCH 27/79] Add gpt-4o metadata #3612 --- model_prices_and_context_window.json | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 11e24dbdd3..79f6423b45 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -9,6 +9,18 @@ "mode": "chat", "supports_function_calling": true }, + "gpt-4o": { + "max_tokens": 4096, + "max_input_tokens": 128000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.000005, + "output_cost_per_token": 0.000015, + "litellm_provider": "openai", + "mode": "chat", + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_vision": true + }, "gpt-4-turbo-preview": { "max_tokens": 4096, "max_input_tokens": 128000, @@ -3366,4 +3378,4 @@ "mode": "embedding" } -} \ No newline at end of file +} From 5da5021918de57c937eb990af8fbad60ac2b61b2 Mon Sep 17 00:00:00 2001 From: Connor Doyle Date: Mon, 13 May 2024 11:51:54 -0700 Subject: [PATCH 28/79] Update model_prices_and_context_window.json --- 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 79f6423b45..5aa1f972c6 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -12,6 +12,18 @@ "gpt-4o": { "max_tokens": 4096, "max_input_tokens": 128000, + "max_output_tokens": 2048, + "input_cost_per_token": 0.000005, + "output_cost_per_token": 0.000015, + "litellm_provider": "openai", + "mode": "chat", + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_vision": true + }, + "gpt-4o-2024-05-13": { + "max_tokens": 2048, + "max_input_tokens": 128000, "max_output_tokens": 4096, "input_cost_per_token": 0.000005, "output_cost_per_token": 0.000015, From 5dc3f157a64986ab5133713c54ff0a397fef3974 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 12:11:15 -0700 Subject: [PATCH 29/79] build(model_prices_and_context_window.json): fix gpt-4o max tokens --- ...odel_prices_and_context_window_backup.json | 26 ++++++++++++++++++- model_prices_and_context_window.json | 4 +-- 2 files changed, 27 insertions(+), 3 deletions(-) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 11e24dbdd3..0a262e3108 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -9,6 +9,30 @@ "mode": "chat", "supports_function_calling": true }, + "gpt-4o": { + "max_tokens": 4096, + "max_input_tokens": 128000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.000005, + "output_cost_per_token": 0.000015, + "litellm_provider": "openai", + "mode": "chat", + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_vision": true + }, + "gpt-4o-2024-05-13": { + "max_tokens": 4096, + "max_input_tokens": 128000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.000005, + "output_cost_per_token": 0.000015, + "litellm_provider": "openai", + "mode": "chat", + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_vision": true + }, "gpt-4-turbo-preview": { "max_tokens": 4096, "max_input_tokens": 128000, @@ -3366,4 +3390,4 @@ "mode": "embedding" } -} \ No newline at end of file +} diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 5aa1f972c6..0a262e3108 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -12,7 +12,7 @@ "gpt-4o": { "max_tokens": 4096, "max_input_tokens": 128000, - "max_output_tokens": 2048, + "max_output_tokens": 4096, "input_cost_per_token": 0.000005, "output_cost_per_token": 0.000015, "litellm_provider": "openai", @@ -22,7 +22,7 @@ "supports_vision": true }, "gpt-4o-2024-05-13": { - "max_tokens": 2048, + "max_tokens": 4096, "max_input_tokens": 128000, "max_output_tokens": 4096, "input_cost_per_token": 0.000005, From 40b2f33a80827edec000f68a7cfaa7128811d51f Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 12:30:54 -0700 Subject: [PATCH 30/79] fix - only schedule spend alerting when db is not none --- litellm/proxy/proxy_server.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 5d6a2acb08..837940828c 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -3483,6 +3483,7 @@ async def startup_event(): if ( proxy_logging_obj is not None and proxy_logging_obj.slack_alerting_instance is not None + and prisma_client is not None ): print("Alerting: Initializing Weekly/Monthly Spend Reports") # noqa ### Schedule weekly/monhtly spend reports ### From 39e4927752bd4f430c060266a311be8810499c6f Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 12:32:24 -0700 Subject: [PATCH 31/79] fix(utils.py): fix vertex ai function calling + streaming Completes https://github.com/BerriAI/litellm/issues/3147 --- .../tests/test_amazing_vertex_completion.py | 91 +++++++++---------- litellm/utils.py | 22 ++++- 2 files changed, 61 insertions(+), 52 deletions(-) diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py index ce9e6286ff..c58541a7d0 100644 --- a/litellm/tests/test_amazing_vertex_completion.py +++ b/litellm/tests/test_amazing_vertex_completion.py @@ -638,73 +638,66 @@ async def test_gemini_pro_function_calling(sync_mode): # gemini_pro_function_calling() -@pytest.mark.parametrize("stream", [False, True]) @pytest.mark.parametrize("sync_mode", [False, True]) @pytest.mark.asyncio -async def test_gemini_pro_function_calling_streaming(stream, sync_mode): +async def test_gemini_pro_function_calling_streaming(sync_mode): load_vertex_ai_credentials() litellm.set_verbose = True - tools = [ - { - "type": "function", - "function": { - "name": "get_current_weather", - "description": "Get the current weather in a given location", - "parameters": { - "type": "object", - "properties": { - "location": { - "type": "string", - "description": "The city and state, e.g. San Francisco, CA", + data = { + "model": "vertex_ai/gemini-pro", + "messages": [ + { + "role": "user", + "content": "Call the submit_cities function with San Francisco and New York", + } + ], + "tools": [ + { + "type": "function", + "function": { + "name": "submit_cities", + "description": "Submits a list of cities", + "parameters": { + "type": "object", + "properties": { + "cities": {"type": "array", "items": {"type": "string"}} }, - "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}, + "required": ["cities"], }, - "required": ["location"], }, - }, - } - ] - messages = [ - { - "role": "user", - "content": "What's the weather like in Boston today in fahrenheit?", - } - ] - optional_params = { - "tools": tools, + } + ], "tool_choice": "auto", "n": 1, - "stream": stream, + "stream": True, "temperature": 0.1, } + chunks = [] try: if sync_mode == True: - response = litellm.completion( - model="gemini-pro", messages=messages, **optional_params - ) + response = litellm.completion(**data) print(f"completion: {response}") - if stream == True: - # assert completion.choices[0].message.content is None - # assert len(completion.choices[0].message.tool_calls) == 1 - for chunk in response: - assert isinstance(chunk, litellm.ModelResponse) - else: - assert isinstance(response, litellm.ModelResponse) + for chunk in response: + chunks.append(chunk) + assert isinstance(chunk, litellm.ModelResponse) else: - response = await litellm.acompletion( - model="gemini-pro", messages=messages, **optional_params - ) + response = await litellm.acompletion(**data) print(f"completion: {response}") - if stream == True: - # assert completion.choices[0].message.content is None - # assert len(completion.choices[0].message.tool_calls) == 1 - async for chunk in response: - print(f"chunk: {chunk}") - assert isinstance(chunk, litellm.ModelResponse) - else: - assert isinstance(response, litellm.ModelResponse) + assert isinstance(response, litellm.CustomStreamWrapper) + + async for chunk in response: + print(f"chunk: {chunk}") + chunks.append(chunk) + assert isinstance(chunk, litellm.ModelResponse) + + complete_response = litellm.stream_chunk_builder(chunks=chunks) + assert ( + complete_response.choices[0].message.content is not None + or len(complete_response.choices[0].message.tool_calls) > 0 + ) + print(f"complete_response: {complete_response}") except litellm.APIError as e: pass except litellm.RateLimitError as e: diff --git a/litellm/utils.py b/litellm/utils.py index f77baf8bd3..cd21b390b2 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -10761,6 +10761,8 @@ class CustomStreamWrapper: else: completion_obj["content"] = str(chunk) elif self.custom_llm_provider and (self.custom_llm_provider == "vertex_ai"): + import proto # type: ignore + if self.model.startswith("claude-3"): response_obj = self.handle_vertexai_anthropic_chunk(chunk=chunk) if response_obj is None: @@ -10798,10 +10800,24 @@ class CustomStreamWrapper: function_call = ( chunk.candidates[0].content.parts[0].function_call ) + args_dict = {} - for k, v in function_call.args.items(): - args_dict[k] = v - args_str = json.dumps(args_dict) + + # Check if it's a RepeatedComposite instance + for key, val in function_call.args.items(): + if isinstance( + val, + proto.marshal.collections.repeated.RepeatedComposite, + ): + # If so, convert to list + args_dict[key] = [v for v in val] + else: + args_dict[key] = val + + try: + args_str = json.dumps(args_dict) + except Exception as e: + raise e _delta_obj = litellm.utils.Delta( content=None, tool_calls=[ From dac8c644fd0c7a1db7a9a4aca31376e9e8e61db3 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 12:49:49 -0700 Subject: [PATCH 32/79] docs - router show cooldown_time --- docs/my-website/docs/routing.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index b1afad2fbe..b54805b068 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -653,7 +653,9 @@ from litellm import Router model_list = [{...}] router = Router(model_list=model_list, - allowed_fails=1) # cooldown model if it fails > 1 call in a minute. + allowed_fails=1, # cooldown model if it fails > 1 call in a minute. + cooldown_time=100 # cooldown the deployment for 100 secons if it num_fails > allowed_fails + ) user_message = "Hello, whats the weather in San Francisco??" messages = [{"content": user_message, "role": "user"}] From 3a838934c91a229a2d9bad8636bdc63c7b043304 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 12:50:59 -0700 Subject: [PATCH 33/79] docs - cooldown deployment --- docs/my-website/docs/routing.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index b54805b068..e4958a7a70 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -654,7 +654,7 @@ model_list = [{...}] router = Router(model_list=model_list, allowed_fails=1, # cooldown model if it fails > 1 call in a minute. - cooldown_time=100 # cooldown the deployment for 100 secons if it num_fails > allowed_fails + cooldown_time=100 # cooldown the deployment for 100 seconds if it num_fails > allowed_fails ) user_message = "Hello, whats the weather in San Francisco??" From 20fe4ffd6b5e7081c91e00e8b61498439a75330c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 13:03:06 -0700 Subject: [PATCH 34/79] =?UTF-8?q?bump:=20version=201.37.6=20=E2=86=92=201.?= =?UTF-8?q?37.7?= 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 67561daf57..6728ece62e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.37.6" +version = "1.37.7" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.37.6" +version = "1.37.7" version_files = [ "pyproject.toml:^version" ] From 20456968e95663e23909c27f69f03bf2529e98ed Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 13:29:43 -0700 Subject: [PATCH 35/79] fix(openai.py): creat MistralConfig with response_format mapping for mistral api --- litellm/__init__.py | 2 +- litellm/llms/openai.py | 113 ++++++++++++++++++++++++- litellm/tests/test_completion.py | 1 + litellm/tests/test_function_calling.py | 19 +++-- litellm/utils.py | 40 ++------- 5 files changed, 129 insertions(+), 46 deletions(-) diff --git a/litellm/__init__.py b/litellm/__init__.py index 08b3a70ef1..16395b27f3 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -755,7 +755,7 @@ from .llms.bedrock import ( AmazonMistralConfig, AmazonBedrockGlobalConfig, ) -from .llms.openai import OpenAIConfig, OpenAITextCompletionConfig +from .llms.openai import OpenAIConfig, OpenAITextCompletionConfig, MistralConfig from .llms.azure import AzureOpenAIConfig, AzureOpenAIError from .llms.watsonx import IBMWatsonXAIConfig from .main import * # type: ignore diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py index 674cc86a25..7acbdfae02 100644 --- a/litellm/llms/openai.py +++ b/litellm/llms/openai.py @@ -53,6 +53,113 @@ class OpenAIError(Exception): ) # Call the base class constructor with the parameters it needs +class MistralConfig: + """ + Reference: https://docs.mistral.ai/api/ + + The class `MistralConfig` provides configuration for the Mistral's Chat API interface. Below are the parameters: + + - `temperature` (number or null): Defines the sampling temperature to use, varying between 0 and 2. API Default - 0.7. + + - `top_p` (number or null): An alternative to sampling with temperature, used for nucleus sampling. API Default - 1. + + - `max_tokens` (integer or null): This optional parameter helps to set the maximum number of tokens to generate in the chat completion. API Default - null. + + - `tools` (list or null): A list of available tools for the model. Use this to specify functions for which the model can generate JSON inputs. + + - `tool_choice` (string - 'auto'/'any'/'none' or null): Specifies if/how functions are called. If set to none the model won't call a function and will generate a message instead. If set to auto the model can choose to either generate a message or call a function. If set to any the model is forced to call a function. Default - 'auto'. + + - `random_seed` (integer or null): The seed to use for random sampling. If set, different calls will generate deterministic results. + + - `safe_prompt` (boolean): Whether to inject a safety prompt before all conversations. API Default - 'false'. + + - `response_format` (object or null): An object specifying the format that the model must output. Setting to { "type": "json_object" } enables JSON mode, which guarantees the message the model generates is in JSON. When using JSON mode you MUST also instruct the model to produce JSON yourself with a system or a user message. + """ + + temperature: Optional[int] = None + top_p: Optional[int] = None + max_tokens: Optional[int] = None + tools: Optional[list] = None + tool_choice: Optional[Literal["auto", "any", "none"]] = None + random_seed: Optional[int] = None + safe_prompt: Optional[bool] = None + response_format: Optional[dict] = None + + def __init__( + self, + temperature: Optional[int] = None, + top_p: Optional[int] = None, + max_tokens: Optional[int] = None, + tools: Optional[list] = None, + tool_choice: Optional[Literal["auto", "any", "none"]] = None, + random_seed: Optional[int] = None, + safe_prompt: Optional[bool] = None, + response_format: 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 get_supported_openai_params(self): + return [ + "stream", + "temperature", + "top_p", + "max_tokens", + "tools", + "tool_choice", + "seed", + "response_format", + ] + + def _map_tool_choice(self, tool_choice: str) -> str: + if tool_choice == "auto" or tool_choice == "none": + return tool_choice + elif tool_choice == "required": + return "any" + else: # openai 'tool_choice' object param not supported by Mistral API + return "any" + + def map_openai_params(self, non_default_params: dict, optional_params: dict): + for param, value in non_default_params.items(): + if param == "max_tokens": + optional_params["max_tokens"] = value + if param == "tools": + optional_params["tools"] = value + if param == "stream" and value == True: + optional_params["stream"] = value + if param == "temperature": + optional_params["temperature"] = value + if param == "top_p": + optional_params["top_p"] = value + if param == "tool_choice" and isinstance(value, str): + optional_params["tool_choice"] = self._map_tool_choice( + tool_choice=value + ) + if param == "seed": + optional_params["extra_body"] = {"random_seed": value} + return optional_params + + class OpenAIConfig: """ Reference: https://platform.openai.com/docs/api-reference/chat/create @@ -1327,8 +1434,8 @@ class OpenAIAssistantsAPI(BaseLLM): client=client, ) - thread_message: OpenAIMessage = openai_client.beta.threads.messages.create( - thread_id, **message_data + thread_message: OpenAIMessage = openai_client.beta.threads.messages.create( # type: ignore + thread_id, **message_data # type: ignore ) response_obj: Optional[OpenAIMessage] = None @@ -1458,7 +1565,7 @@ class OpenAIAssistantsAPI(BaseLLM): client=client, ) - response = openai_client.beta.threads.runs.create_and_poll( + response = openai_client.beta.threads.runs.create_and_poll( # type: ignore thread_id=thread_id, assistant_id=assistant_id, additional_instructions=additional_instructions, diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 310a5f8186..70d6824e9e 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -665,6 +665,7 @@ def test_completion_mistral_api(): "content": "Hey, how's it going?", } ], + seed=10, ) # Add any assertions here to check the response print(response) diff --git a/litellm/tests/test_function_calling.py b/litellm/tests/test_function_calling.py index aedc21665b..0d0a593d53 100644 --- a/litellm/tests/test_function_calling.py +++ b/litellm/tests/test_function_calling.py @@ -37,14 +37,19 @@ def get_current_weather(location, unit="fahrenheit"): # Example dummy function hard coded to return the same weather + + # In production, this could be your backend API or an external API -def test_parallel_function_call(): +@pytest.mark.parametrize( + "model", ["gpt-3.5-turbo-1106", "mistral/mistral-large-latest"] +) +def test_parallel_function_call(model): try: # Step 1: send the conversation and available functions to the model messages = [ { "role": "user", - "content": "What's the weather like in San Francisco, Tokyo, and Paris?", + "content": "What's the weather like in San Francisco, Tokyo, and Paris? - give me 3 responses", } ] tools = [ @@ -58,7 +63,7 @@ def test_parallel_function_call(): "properties": { "location": { "type": "string", - "description": "The city and state, e.g. San Francisco, CA", + "description": "The city and state", }, "unit": { "type": "string", @@ -71,7 +76,7 @@ def test_parallel_function_call(): } ] response = litellm.completion( - model="gpt-3.5-turbo-1106", + model=model, messages=messages, tools=tools, tool_choice="auto", # auto is default, but we'll be explicit @@ -83,8 +88,8 @@ def test_parallel_function_call(): print("length of tool calls", len(tool_calls)) print("Expecting there to be 3 tool calls") assert ( - len(tool_calls) > 1 - ) # this has to call the function for SF, Tokyo and parise + len(tool_calls) > 0 + ) # this has to call the function for SF, Tokyo and paris # Step 2: check if the model wanted to call a function if tool_calls: @@ -116,7 +121,7 @@ def test_parallel_function_call(): ) # extend conversation with function response print(f"messages: {messages}") second_response = litellm.completion( - model="gpt-3.5-turbo-1106", messages=messages, temperature=0.2, seed=22 + model=model, messages=messages, temperature=0.2, seed=22 ) # get a new response from the model where it can see the function response print("second response\n", second_response) return second_response diff --git a/litellm/utils.py b/litellm/utils.py index cd21b390b2..113a1a5501 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -5617,32 +5617,9 @@ def get_optional_params( model=model, custom_llm_provider=custom_llm_provider ) _check_valid_arg(supported_params=supported_params) - if temperature is not None: - optional_params["temperature"] = temperature - if top_p is not None: - optional_params["top_p"] = top_p - if stream is not None: - optional_params["stream"] = stream - if max_tokens is not None: - optional_params["max_tokens"] = max_tokens - if tools is not None: - optional_params["tools"] = tools - if tool_choice is not None: - optional_params["tool_choice"] = tool_choice - if response_format is not None: - optional_params["response_format"] = response_format - # check safe_mode, random_seed: https://docs.mistral.ai/api/#operation/createChatCompletion - safe_mode = passed_params.pop("safe_mode", None) - random_seed = passed_params.pop("random_seed", None) - extra_body = {} - if safe_mode is not None: - extra_body["safe_mode"] = safe_mode - if random_seed is not None: - extra_body["random_seed"] = random_seed - optional_params["extra_body"] = ( - extra_body # openai client supports `extra_body` param + optional_params = litellm.MistralConfig().map_openai_params( + non_default_params=non_default_params, optional_params=optional_params ) - elif custom_llm_provider == "groq": supported_params = get_supported_openai_params( model=model, custom_llm_provider=custom_llm_provider @@ -5843,7 +5820,8 @@ def get_optional_params( for k in passed_params.keys(): if k not in default_params.keys(): extra_body[k] = passed_params[k] - optional_params["extra_body"] = extra_body + optional_params.setdefault("extra_body", {}) + optional_params["extra_body"] = {**optional_params["extra_body"], **extra_body} else: # if user passed in non-default kwargs for specific providers/models, pass them along for k in passed_params.keys(): @@ -6212,15 +6190,7 @@ def get_supported_openai_params(model: str, custom_llm_provider: str): "max_retries", ] elif custom_llm_provider == "mistral": - return [ - "temperature", - "top_p", - "stream", - "max_tokens", - "tools", - "tool_choice", - "response_format", - ] + return litellm.MistralConfig().get_supported_openai_params() elif custom_llm_provider == "replicate": return [ "stream", From 7fa203c8106349b2f3a42f5b8220f305ae911ecb Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 13:50:49 -0700 Subject: [PATCH 36/79] docs(input.md): add mistral to input param docs --- docs/my-website/docs/completion/input.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/my-website/docs/completion/input.md b/docs/my-website/docs/completion/input.md index 451deaac47..ba01dd9d87 100644 --- a/docs/my-website/docs/completion/input.md +++ b/docs/my-website/docs/completion/input.md @@ -37,11 +37,12 @@ print(response) # ["max_tokens", "tools", "tool_choice", "stream"] This is a list of openai params we translate across providers. -This list is constantly being updated. +Use `litellm.get_supported_openai_params()` for an updated list of params for each model + provider | Provider | temperature | max_tokens | top_p | stream | stop | n | presence_penalty | frequency_penalty | functions | function_call | logit_bias | user | response_format | seed | tools | tool_choice | logprobs | top_logprobs | extra_headers | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|--| -|Anthropic| ✅ | ✅ | ✅ | ✅ | ✅ | | | | | | +|Anthropic| ✅ | ✅ | ✅ | ✅ | ✅ | | | | | | | | | | ✅ | ✅ | +|Anthropic| ✅ | ✅ | ✅ | ✅ | ✅ | | | | | | | | ✅ | ✅ | ✅ | ✅ | |OpenAI| ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |✅ | ✅ | ✅ | ✅ |✅ | ✅ | ✅ | ✅ | ✅ | |Azure OpenAI| ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |✅ | ✅ | ✅ | ✅ |✅ | ✅ | | | ✅ | |Replicate | ✅ | ✅ | ✅ | ✅ | ✅ | | | | | | From 9d4b7279131e79cb5f665118696579b43c026d74 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 13:56:48 -0700 Subject: [PATCH 37/79] fix - show team based spend reports --- litellm/proxy/proxy_server.py | 91 +++++++++++++++++++++++++++++++++++ 1 file changed, 91 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 92ae01c25f..60c41d03e0 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5384,6 +5384,97 @@ async def view_spend_tags( ) +@router.get( + "/global/spend/report", + tags=["Budget & Spend Tracking"], + dependencies=[Depends(user_api_key_auth)], + include_in_schema=False, + responses={ + 200: {"model": List[LiteLLM_SpendLogs]}, + }, +) +async def get_global_spend_report( + start_date: Optional[str] = fastapi.Query( + default=None, + description="Time from which to start viewing spend", + ), + end_date: Optional[str] = fastapi.Query( + default=None, + description="Time till which to view spend", + ), +): + """ + Get Daily Spend per Team, based on specific startTime and endTime. Per team, view usage by each key, model + [ + { + "group-by-day": "2024-05-10", + "teams": [ + { + "team_name": "team-1" + "spend": 10, + "keys": [ + "key": "1213", + "usage": { + "model-1": { + "cost": 12.50, + "input_tokens": 1000, + "output_tokens": 5000, + "requests": 100 + }, + "audio-modelname1": { + "cost": 25.50, + "seconds": 25, + "requests": 50 + }, + } + } + ] + ] + } + """ + if start_date is None or end_date is None: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": "Please provide start_date and end_date"}, + ) + + start_date_obj = datetime.strptime(start_date, "%Y-%m-%d") + end_date_obj = datetime.strptime(end_date, "%Y-%m-%d") + + global prisma_client + try: + if prisma_client is None: + raise Exception( + f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" + ) + + sql_query = """ + SELECT + date_trunc('day', sl."startTime") AS group_by_day, + COALESCE(tt.team_alias, 'Unassigned Team') AS team_alias, + sl.api_key, + sl.model, + SUM(sl.total_tokens) AS total_tokens, + SUM(sl.spend) AS total_spend + FROM "LiteLLM_SpendLogs" sl + LEFT JOIN "LiteLLM_TeamTable" tt ON sl.team_id = tt.team_id + WHERE + sl."startTime" BETWEEN $1 AND $2 + GROUP BY + group_by_day, + COALESCE(tt.team_alias, 'Unassigned Team'), + sl.api_key, + sl.model + """ + + return + except Exception as e: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": str(e)}, + ) + + @router.get( "/global/spend/tags", tags=["Budget & Spend Tracking"], From bd2f46fd7562176a0e1e046338ce42d19dac0a49 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 14:02:43 -0700 Subject: [PATCH 38/79] fix(slack_alerting.py): if 'turn_off_message_logging' enabled, do not log the message to logging integration --- litellm/integrations/slack_alerting.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index 74fce07999..7252967d9c 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -238,6 +238,8 @@ class SlackAlerting(CustomLogger): end_time=end_time, ) ) + if litellm.turn_off_message_logging: + messages = "Message not logged. `litellm.turn_off_message_logging=True`." request_info = f"\nRequest Model: `{model}`\nAPI Base: `{api_base}`\nMessages: `{messages}`" slow_message = f"`Responses are slow - {round(time_difference_float,2)}s response time > Alerting threshold: {self.alerting_threshold}s`" if time_difference_float > self.alerting_threshold: @@ -460,6 +462,11 @@ class SlackAlerting(CustomLogger): messages = messages[:100] except: messages = "" + + if litellm.turn_off_message_logging: + messages = ( + "Message not logged. `litellm.turn_off_message_logging=True`." + ) request_info = f"\nRequest Model: `{model}`\nMessages: `{messages}`" else: request_info = "" From 1312eece6dfe9d8305e249bba5dadf9b6426abe7 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 14:27:16 -0700 Subject: [PATCH 39/79] fix(router.py): overloads for better router.acompletion typing --- litellm/router.py | 22 ++++++++++++++++++++-- litellm/tests/test_router.py | 4 +++- 2 files changed, 23 insertions(+), 3 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index f1e590545c..c886bec2cc 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -10,6 +10,7 @@ import copy, httpx from datetime import datetime from typing import Dict, List, Optional, Union, Literal, Any, BinaryIO, Tuple +from typing_extensions import overload import random, threading, time, traceback, uuid import litellm, openai, hashlib, json from litellm.caching import RedisCache, InMemoryCache, DualCache @@ -469,9 +470,26 @@ class Router: ) raise e + # fmt: off + + @overload async def acompletion( - self, model: str, messages: List[Dict[str, str]], **kwargs - ) -> Union[ModelResponse, CustomStreamWrapper]: + self, model: str, messages: List[Dict[str, str]], stream: Literal[True], **kwargs + ) -> CustomStreamWrapper: + ... + + @overload + async def acompletion( + self, model: str, messages: List[Dict[str, str]], stream: Literal[False] = False, **kwargs + ) -> ModelResponse: + ... + + # fmt: on + + # The actual implementation of the function + async def acompletion( + self, model: str, messages: List[Dict[str, str]], stream=False, **kwargs + ): try: kwargs["model"] = model kwargs["messages"] = messages diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index 7c59acb799..40b0410a43 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -134,11 +134,13 @@ async def test_router_retries(sync_mode): messages=[{"role": "user", "content": "Hey, how's it going?"}], ) else: - await router.acompletion( + response = await router.acompletion( model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hey, how's it going?"}], ) + print(response.choices[0].message) + @pytest.mark.parametrize( "mistral_api_base", From 12cf9d71c7c8b01e1b005cd83b8ca9d9ece1f8b5 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 15:01:02 -0700 Subject: [PATCH 40/79] feat - /spend/report endpoint --- litellm/proxy/proxy_server.py | 80 +++++++++++++++++++++++++++-------- 1 file changed, 62 insertions(+), 18 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 60c41d03e0..ec708d5f2b 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5448,26 +5448,70 @@ async def get_global_spend_report( f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) + # first get data from spend logs -> SpendByModelApiKey + # then read data from "SpendByModelApiKey" to format the response obj sql_query = """ - SELECT - date_trunc('day', sl."startTime") AS group_by_day, - COALESCE(tt.team_alias, 'Unassigned Team') AS team_alias, - sl.api_key, - sl.model, - SUM(sl.total_tokens) AS total_tokens, - SUM(sl.spend) AS total_spend - FROM "LiteLLM_SpendLogs" sl - LEFT JOIN "LiteLLM_TeamTable" tt ON sl.team_id = tt.team_id - WHERE - sl."startTime" BETWEEN $1 AND $2 - GROUP BY - group_by_day, - COALESCE(tt.team_alias, 'Unassigned Team'), - sl.api_key, - sl.model - """ - return + WITH SpendByModelApiKey AS ( + SELECT + date_trunc('day', sl."startTime") AS group_by_day, + COALESCE(tt.team_alias, 'Unassigned Team') AS team_name, + sl.model, + sl.api_key, + SUM(sl.spend) AS model_api_spend, + SUM(sl.total_tokens) AS model_api_tokens + FROM + "LiteLLM_SpendLogs" sl + LEFT JOIN + "LiteLLM_TeamTable" tt + ON + sl.team_id = tt.team_id + WHERE + sl."startTime" BETWEEN $1::date AND $2::date + GROUP BY + date_trunc('day', sl."startTime"), + tt.team_alias, + sl.model, + sl.api_key + ) + SELECT + group_by_day, + jsonb_agg(jsonb_build_object( + 'team_name', team_name, + 'total_spend', total_spend, + 'metadata', metadata + )) AS teams + FROM ( + SELECT + group_by_day, + team_name, + SUM(model_api_spend) AS total_spend, + jsonb_agg(jsonb_build_object( + 'model', model, + 'api_key', api_key, + 'spend', model_api_spend, + 'total_tokens', model_api_tokens + )) AS metadata + FROM + SpendByModelApiKey + GROUP BY + group_by_day, + team_name + ) AS aggregated + GROUP BY + group_by_day + ORDER BY + group_by_day; + """ + + db_response = await prisma_client.db.query_raw( + sql_query, start_date_obj, end_date_obj + ) + if db_response is None: + return [] + + return db_response + except Exception as e: raise HTTPException( status_code=status.HTTP_400_BAD_REQUEST, From b4a8665d11a36ed3bf6b605dec692fe76ac32f0b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 15:24:56 -0700 Subject: [PATCH 41/79] fix(utils.py): fix custom pricing when litellm model != response obj model name --- litellm/main.py | 5 ++- litellm/proxy/_super_secret_config.yaml | 2 + litellm/tests/test_completion_cost.py | 52 ++++++++++++++++++++++++- litellm/utils.py | 33 ++++++++++++++-- 4 files changed, 87 insertions(+), 5 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 0dbd5a1666..9dd6186312 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -727,7 +727,6 @@ def completion( ### REGISTER CUSTOM MODEL PRICING -- IF GIVEN ### if input_cost_per_token is not None and output_cost_per_token is not None: - print_verbose(f"Registering model={model} in model cost map") litellm.register_model( { f"{custom_llm_provider}/{model}": { @@ -849,6 +848,10 @@ def completion( proxy_server_request=proxy_server_request, preset_cache_key=preset_cache_key, no_log=no_log, + input_cost_per_second=input_cost_per_second, + input_cost_per_token=input_cost_per_token, + output_cost_per_second=output_cost_per_second, + output_cost_per_token=output_cost_per_token, ) logging.update_environment_variables( model=model, diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml index b83883bebe..5f5ee89c3f 100644 --- a/litellm/proxy/_super_secret_config.yaml +++ b/litellm/proxy/_super_secret_config.yaml @@ -18,6 +18,8 @@ model_list: model: azure/chatgpt-v-2 api_key: os.environ/AZURE_API_KEY api_base: os.environ/AZURE_API_BASE + input_cost_per_token: 0.0 + output_cost_per_token: 0.0 router_settings: redis_host: redis diff --git a/litellm/tests/test_completion_cost.py b/litellm/tests/test_completion_cost.py index 35e0496fb4..8b817eb3cf 100644 --- a/litellm/tests/test_completion_cost.py +++ b/litellm/tests/test_completion_cost.py @@ -5,6 +5,7 @@ sys.path.insert( 0, os.path.abspath("../..") ) # Adds the parent directory to the system path import time +from typing import Optional import litellm from litellm import ( get_max_tokens, @@ -12,7 +13,56 @@ from litellm import ( open_ai_chat_completion_models, TranscriptionResponse, ) -import pytest +from litellm.utils import CustomLogger +import pytest, asyncio + + +class CustomLoggingHandler(CustomLogger): + response_cost: Optional[float] = None + + def __init__(self): + super().__init__() + + def log_success_event(self, kwargs, response_obj, start_time, end_time): + self.response_cost = kwargs["response_cost"] + + async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): + print(f"kwargs - {kwargs}") + print(f"kwargs response cost - {kwargs.get('response_cost')}") + self.response_cost = kwargs["response_cost"] + + print(f"response_cost: {self.response_cost} ") + + +@pytest.mark.parametrize("sync_mode", [True, False]) +@pytest.mark.asyncio +async def test_custom_pricing(sync_mode): + new_handler = CustomLoggingHandler() + litellm.callbacks = [new_handler] + if sync_mode: + response = litellm.completion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey!"}], + mock_response="What do you want?", + input_cost_per_token=0.0, + output_cost_per_token=0.0, + ) + time.sleep(5) + else: + response = await litellm.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey!"}], + mock_response="What do you want?", + input_cost_per_token=0.0, + output_cost_per_token=0.0, + ) + + await asyncio.sleep(5) + + print(f"new_handler.response_cost: {new_handler.response_cost}") + assert new_handler.response_cost is not None + + assert new_handler.response_cost == 0 def test_get_gpt3_tokens(): diff --git a/litellm/utils.py b/litellm/utils.py index 113a1a5501..e2bc8bec18 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1083,6 +1083,8 @@ class CallTypes(Enum): class Logging: global supabaseClient, liteDebuggerClient, promptLayerLogger, weightsBiasesLogger, langsmithLogger, capture_exception, add_breadcrumb, lunaryLogger + custom_pricing: bool = False + def __init__( self, model, @@ -1165,6 +1167,15 @@ class Logging: **additional_params, } + ## check if custom pricing set ## + if ( + litellm_params.get("input_cost_per_token") is not None + or litellm_params.get("input_cost_per_second") is not None + or litellm_params.get("output_cost_per_token") is not None + or litellm_params.get("output_cost_per_second") is not None + ): + self.custom_pricing = True + def _pre_call(self, input, api_key, model=None, additional_args={}): """ Common helper function across the sync + async pre-call function @@ -1442,10 +1453,18 @@ class Logging: ) ) else: + base_model: Optional[str] = None # check if base_model set on azure base_model = _get_base_model_from_metadata( model_call_details=self.model_call_details ) + # litellm model name + litellm_model = self.model_call_details["model"] + if ( + litellm_model in litellm.model_cost + and self.custom_pricing == True + ): + base_model = litellm_model # base_model defaults to None if not set on model_info self.model_call_details["response_cost"] = ( litellm.completion_cost( @@ -4365,7 +4384,7 @@ def completion_cost( size=None, quality=None, n=None, # number of images -): +) -> float: """ Calculate the cost of a given completion call fot GPT-3.5-turbo, llama2, any litellm supported llm. @@ -4386,10 +4405,10 @@ def completion_cost( - If completion_response is not provided, the function calculates token counts based on the model and input text. - The cost is calculated based on the model, prompt tokens, and completion tokens. - For certain models containing "togethercomputer" in the name, prices are based on the model size. - - For Replicate models, the cost is calculated based on the total time used for the request. + - For un-mapped Replicate models, the cost is calculated based on the total time used for the request. Exceptions: - - If an error occurs during execution, the function returns 0.0 without blocking the user's execution path. + - If an error occurs during execution, the error is raised """ try: if ( @@ -4701,6 +4720,10 @@ def get_litellm_params( acompletion=None, preset_cache_key=None, no_log=None, + input_cost_per_second=None, + input_cost_per_token=None, + output_cost_per_token=None, + output_cost_per_second=None, ): litellm_params = { "acompletion": acompletion, @@ -4719,6 +4742,10 @@ def get_litellm_params( "preset_cache_key": preset_cache_key, "no-log": no_log, "stream_response": {}, # litellm_call_id: ModelResponse Dict + "input_cost_per_token": input_cost_per_token, + "input_cost_per_second": input_cost_per_second, + "output_cost_per_token": output_cost_per_token, + "output_cost_per_second": output_cost_per_second, } return litellm_params From 11d3c86cf113e9d1d1097f9008d569b39a4e82fd Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 15:26:39 -0700 Subject: [PATCH 42/79] test /spend/report --- tests/test_spend_logs.py | 53 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 53 insertions(+) diff --git a/tests/test_spend_logs.py b/tests/test_spend_logs.py index 477fdb86f0..1a3373c9d7 100644 --- a/tests/test_spend_logs.py +++ b/tests/test_spend_logs.py @@ -138,6 +138,23 @@ async def get_predict_spend_logs(session): return await response.json() +async def get_spend_report(session, start_date, end_date): + url = "http://0.0.0.0:4000/global/spend/report" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + async with session.get( + url, headers=headers, params={"start_date": start_date, "end_date": end_date} + ) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + @pytest.mark.asyncio async def test_get_predicted_spend_logs(): """ @@ -205,3 +222,39 @@ async def test_spend_logs_high_traffic(): except: print(n, time.time() - start, 0) raise Exception("it worked!") + + +@pytest.mark.asyncio +async def test_spend_report_endpoint(): + async with aiohttp.ClientSession( + timeout=aiohttp.ClientTimeout(total=600) + ) as session: + import datetime + + todays_date = datetime.date.today() + datetime.timedelta(days=1) + todays_date = todays_date.strftime("%Y-%m-%d") + + print("todays_date", todays_date) + thirty_days_ago = ( + datetime.date.today() - datetime.timedelta(days=30) + ).strftime("%Y-%m-%d") + spend_report = await get_spend_report( + session=session, start_date=thirty_days_ago, end_date=todays_date + ) + print("spend report", spend_report) + + for row in spend_report: + date = row["group_by_day"] + teams = row["teams"] + for team in teams: + team_name = team["team_name"] + total_spend = team["total_spend"] + metadata = team["metadata"] + + assert team_name is not None + + print(f"Date: {date}") + print(f"Team: {team_name}") + print(f"Total Spend: {total_spend}") + print("Metadata: ", metadata) + print() From aa2f6aa5bd93260bfa7fbba864f8070bac87c424 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 15:31:59 -0700 Subject: [PATCH 43/79] =?UTF-8?q?bump:=20version=201.37.7=20=E2=86=92=201.?= =?UTF-8?q?37.8?= 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 6728ece62e..adce95ebc5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.37.7" +version = "1.37.8" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.37.7" +version = "1.37.8" version_files = [ "pyproject.toml:^version" ] From d0a5c9b3635d21cd4b2cf6d6ee2d853091b742b4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 15:48:26 -0700 Subject: [PATCH 44/79] docs - spend per team --- docs/my-website/docs/proxy/cost_tracking.md | 123 +++++++++++++++++++- 1 file changed, 120 insertions(+), 3 deletions(-) diff --git a/docs/my-website/docs/proxy/cost_tracking.md b/docs/my-website/docs/proxy/cost_tracking.md index 887ec9e3ed..56586361f3 100644 --- a/docs/my-website/docs/proxy/cost_tracking.md +++ b/docs/my-website/docs/proxy/cost_tracking.md @@ -1,8 +1,125 @@ -# Cost Tracking - Azure +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# Spend Tracking + +## Getting Spend Reports - To Charge Other Teams, API Keys + +Use the `/global/spend/report` endpoint to get daily spend per team, with a breakdown of spend per API Key, Model + +### Example Request + +```shell +curl -X GET 'http://localhost:4000/global/spend/report?start_date=2023-04-01&end_date=2024-06-30' \ + -H 'Authorization: Bearer sk-1234' +``` + +### Example Response + + + + +```shell +[ + { + "group_by_day": "2024-04-30T00:00:00+00:00", + "teams": [ + { + "team_name": "Prod Team", + "total_spend": 0.0015265, + "metadata": [ + { + "model": "gpt-4", + "spend": 0.00123, + "total_tokens": 28 + }, + { + "model": "chatgpt-v-2", + "spend": 0.000214, + "total_tokens": 122 + }, + { + "model": "gpt-3.5-turbo", + "spend": 0.0000825, + "total_tokens": 85 + } + ] + } + ] + } +] +``` + + + + + + +```python +import requests +url = 'http://localhost:4000/global/spend/report' +params = { + 'start_date': '2023-04-01', + 'end_date': '2024-06-30' +} + +headers = { + 'Authorization': 'Bearer sk-1234' +} + +# Make the GET request +response = requests.get(url, headers=headers, params=params) +spend_report = response.json() + +for row in spend_report: + date = row["group_by_day"] + teams = row["teams"] + for team in teams: + team_name = team["team_name"] + total_spend = team["total_spend"] + metadata = team["metadata"] + + print(f"Date: {date}") + print(f"Team: {team_name}") + print(f"Total Spend: {total_spend}") + print("Metadata: ", metadata) + print() +``` + +Output from script +```shell +# Date: 2024-05-11T00:00:00+00:00 +# Team: local_test_team +# Total Spend: 0.003675099999999999 +# Metadata: [{'model': 'gpt-3.5-turbo', 'spend': 0.003675099999999999, 'api_key': 'b94d5e0bc3a71a573917fe1335dc0c14728c7016337451af9714924ff3a729db', 'total_tokens': 3105}] + +# Date: 2024-05-13T00:00:00+00:00 +# Team: Unassigned Team +# Total Spend: 3.4e-05 +# Metadata: [{'model': 'gpt-3.5-turbo', 'spend': 3.4e-05, 'api_key': '9569d13c9777dba68096dea49b0b03e0aaf4d2b65d4030eda9e8a2733c3cd6e0', 'total_tokens': 50}] + +# Date: 2024-05-13T00:00:00+00:00 +# Team: central +# Total Spend: 0.000684 +# Metadata: [{'model': 'gpt-3.5-turbo', 'spend': 0.000684, 'api_key': '0323facdf3af551594017b9ef162434a9b9a8ca1bbd9ccbd9d6ce173b1015605', 'total_tokens': 498}] + +# Date: 2024-05-13T00:00:00+00:00 +# Team: local_test_team +# Total Spend: 0.0005715000000000001 +# Metadata: [{'model': 'gpt-3.5-turbo', 'spend': 0.0005715000000000001, 'api_key': 'b94d5e0bc3a71a573917fe1335dc0c14728c7016337451af9714924ff3a729db', 'total_tokens': 423}] +``` + + + + + + + +## Spend Tracking for Azure Set base model for cost tracking azure image-gen call -## Image Generation +### Image Generation ```yaml model_list: @@ -17,7 +134,7 @@ model_list: mode: image_generation ``` -## Chat Completions / Embeddings +### Chat Completions / Embeddings **Problem**: Azure returns `gpt-4` in the response when `azure/gpt-4-1106-preview` is used. This leads to inaccurate cost tracking From 53ab9351518b5e2f37a14108cab0975943ba0198 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 15:54:58 -0700 Subject: [PATCH 45/79] cleanup PR template --- .github/pull_request_template.md | 22 ++-------------------- 1 file changed, 2 insertions(+), 20 deletions(-) diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md index 51c5789717..b7a1643686 100644 --- a/.github/pull_request_template.md +++ b/.github/pull_request_template.md @@ -1,6 +1,3 @@ - - - ## Title @@ -18,7 +15,6 @@ 🐛 Bug Fix 🧹 Refactoring 📖 Documentation -💻 Development Environment 🚄 Infrastructure ✅ Test @@ -26,22 +22,8 @@ -## Testing +## [REQUIRED] Testing - Attach a screenshot of any new tests passing locall +If UI changes, send a screenshot/GIF of working UI fixes -## Notes - - - - - -## Pre-Submission Checklist (optional but appreciated): - -- [ ] I have included relevant documentation updates (stored in /docs/my-website) - -## OS Tests (optional but appreciated): - -- [ ] Tested on Windows -- [ ] Tested on MacOS -- [ ] Tested on Linux From eb2d6ba20aa12467de79511d4e0f781799bb112d Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 15:56:59 -0700 Subject: [PATCH 46/79] ui - new build --- litellm/proxy/_experimental/out/404.html | 2 +- .../_buildManifest.js | 0 .../_ssgManifest.js | 0 .../out/_next/static/chunks/app/layout-8181e99a391baed0.js | 1 + .../out/_next/static/chunks/app/layout-a756276e228ca058.js | 1 - .../out/_next/static/chunks/app/page-de58db2e54247c7a.js | 2 +- .../out/_next/static/chunks/webpack-bd14a14e35b37798.js | 2 +- .../_experimental/out/_next/static/css/8c755b71ba117fd6.css | 4 +--- litellm/proxy/_experimental/out/index.html | 2 +- litellm/proxy/_experimental/out/index.txt | 4 ++-- ui/litellm-dashboard/out/404.html | 2 +- .../_buildManifest.js | 0 .../_ssgManifest.js | 0 .../out/_next/static/chunks/app/layout-8181e99a391baed0.js | 1 + .../out/_next/static/chunks/app/layout-a756276e228ca058.js | 1 - .../out/_next/static/chunks/app/page-de58db2e54247c7a.js | 2 +- .../out/_next/static/chunks/webpack-bd14a14e35b37798.js | 2 +- .../out/_next/static/css/8c755b71ba117fd6.css | 4 +--- ui/litellm-dashboard/out/index.html | 2 +- ui/litellm-dashboard/out/index.txt | 4 ++-- 20 files changed, 16 insertions(+), 20 deletions(-) rename litellm/proxy/_experimental/out/_next/static/{84BZ5uERcn4DsO4_POsLl => 6ZCXBZB2XEIoV3uj74ZuB}/_buildManifest.js (100%) rename litellm/proxy/_experimental/out/_next/static/{84BZ5uERcn4DsO4_POsLl => 6ZCXBZB2XEIoV3uj74ZuB}/_ssgManifest.js (100%) create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-8181e99a391baed0.js delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-a756276e228ca058.js rename ui/litellm-dashboard/out/_next/static/chunks/app/page-e6190351ac8da62a.js => litellm/proxy/_experimental/out/_next/static/chunks/app/page-de58db2e54247c7a.js (74%) rename ui/litellm-dashboard/out/_next/static/chunks/webpack-de9c0fadf6a94b3b.js => litellm/proxy/_experimental/out/_next/static/chunks/webpack-bd14a14e35b37798.js (98%) rename ui/litellm-dashboard/out/_next/static/css/f04e46b02318b660.css => litellm/proxy/_experimental/out/_next/static/css/8c755b71ba117fd6.css (99%) rename ui/litellm-dashboard/out/_next/static/{84BZ5uERcn4DsO4_POsLl => 6ZCXBZB2XEIoV3uj74ZuB}/_buildManifest.js (100%) rename ui/litellm-dashboard/out/_next/static/{84BZ5uERcn4DsO4_POsLl => 6ZCXBZB2XEIoV3uj74ZuB}/_ssgManifest.js (100%) create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-8181e99a391baed0.js delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-a756276e228ca058.js rename litellm/proxy/_experimental/out/_next/static/chunks/app/page-e6190351ac8da62a.js => ui/litellm-dashboard/out/_next/static/chunks/app/page-de58db2e54247c7a.js (74%) rename litellm/proxy/_experimental/out/_next/static/chunks/webpack-de9c0fadf6a94b3b.js => ui/litellm-dashboard/out/_next/static/chunks/webpack-bd14a14e35b37798.js (98%) rename litellm/proxy/_experimental/out/_next/static/css/f04e46b02318b660.css => ui/litellm-dashboard/out/_next/static/css/8c755b71ba117fd6.css (99%) diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index eaf5701355..929a28f667 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

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a2776f465e..f91b768e67 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -82,6 +82,7 @@ class LiteLLMRoutes(enum.Enum): info_routes: List = [ "/key/info", "/team/info", + "/team/list", "/user/info", "/model/info", "/v2/model/info", @@ -110,6 +111,7 @@ class LiteLLMRoutes(enum.Enum): "/team/new", "/team/update", "/team/delete", + "/team/list", "/team/info", "/team/block", "/team/unblock", @@ -189,7 +191,12 @@ class LiteLLM_JWTAuth(LiteLLMBase): "spend_tracking_routes", "global_spend_tracking_routes", ] - ] = ["management_routes", "spend_tracking_routes", "global_spend_tracking_routes"] + ] = [ + "management_routes", + "spend_tracking_routes", + "global_spend_tracking_routes", + "info_routes", + ] team_jwt_scope: str = "litellm_team" team_id_jwt_field: str = "client_id" team_allowed_routes: List[ From 8c37c47c8db410214583ce888d6f446dfd4e5f81 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 16:29:58 -0700 Subject: [PATCH 48/79] =?UTF-8?q?bump:=20version=201.37.8=20=E2=86=92=201.?= =?UTF-8?q?37.9?= 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 adce95ebc5..fe88b06996 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.37.8" +version = "1.37.9" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.37.8" +version = "1.37.9" version_files = [ "pyproject.toml:^version" ] From d3f76e33e4f5d4ef8d2a415038a1fa771dc8b2e6 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 16:36:21 -0700 Subject: [PATCH 49/79] ui - clean up edit team input box --- ui/litellm-dashboard/src/components/teams.tsx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/teams.tsx b/ui/litellm-dashboard/src/components/teams.tsx index d22789420f..9e5758a283 100644 --- a/ui/litellm-dashboard/src/components/teams.tsx +++ b/ui/litellm-dashboard/src/components/teams.tsx @@ -129,7 +129,7 @@ const Team: React.FC = ({ name="team_alias" rules={[{ required: true, message: "Please input a team name" }]} > - + Date: Mon, 13 May 2024 16:45:12 -0700 Subject: [PATCH 50/79] fix(utils.py): handle api assistant returning 'null' role Fixes https://github.com/BerriAI/litellm/issues/3621 --- litellm/main.py | 1 + litellm/tests/test_completion.py | 45 ++++++++++++++++++++++++++++++++ litellm/utils.py | 2 +- 3 files changed, 47 insertions(+), 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index 9dd6186312..d208966311 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -9,6 +9,7 @@ import os, openai, sys, json, inspect, uuid, datetime, threading from typing import Any, Literal, Union, BinaryIO +from typing_extensions import overload from functools import partial import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 70d6824e9e..45a53ca56a 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -68,6 +68,51 @@ def test_completion_custom_provider_model_name(): pytest.fail(f"Error occurred: {e}") +def _openai_mock_response(*args, **kwargs) -> litellm.ModelResponse: + _data = { + "id": "chatcmpl-123", + "object": "chat.completion", + "created": 1677652288, + "model": "gpt-3.5-turbo-0125", + "system_fingerprint": "fp_44709d6fcb", + "choices": [ + { + "index": 0, + "message": { + "role": None, + "content": "\n\nHello there, how may I assist you today?", + }, + "logprobs": None, + "finish_reason": "stop", + } + ], + "usage": {"prompt_tokens": 9, "completion_tokens": 12, "total_tokens": 21}, + } + return litellm.ModelResponse(**_data) + + +def test_null_role_response(): + """ + Test if api returns 'null' role, 'assistant' role is still returned + """ + import openai + + openai_client = openai.OpenAI() + with patch.object( + openai_client.chat.completions, "create", side_effect=_openai_mock_response + ) as mock_response: + response = litellm.completion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey! how's it going?"}], + client=openai_client, + ) + print(f"response: {response}") + + assert response.id == "chatcmpl-123" + + assert response.choices[0].message.role == "assistant" + + def test_completion_azure_command_r(): try: litellm.set_verbose = True diff --git a/litellm/utils.py b/litellm/utils.py index e2bc8bec18..5d7cf63456 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7709,7 +7709,7 @@ def convert_to_model_response_object( for idx, choice in enumerate(response_object["choices"]): message = Message( content=choice["message"].get("content", None), - role=choice["message"]["role"], + role=choice["message"]["role"] or "assistant", function_call=choice["message"].get("function_call", None), tool_calls=choice["message"].get("tool_calls", None), ) From af9489bbfd0ec166f9153199030a1741ea409a2c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 17:04:04 -0700 Subject: [PATCH 51/79] fix(router.py): overloads fix --- litellm/router.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/router.py b/litellm/router.py index c886bec2cc..e524937aea 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -493,6 +493,7 @@ class Router: try: kwargs["model"] = model kwargs["messages"] = messages + kwargs["stream"] = stream kwargs["original_function"] = self._acompletion kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) From d7c28509d70e7610e59b1c986c74a94f3ef3af5d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 17:11:33 -0700 Subject: [PATCH 52/79] fix(utils.py): watsonx ai exception mapping fix --- litellm/utils.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/litellm/utils.py b/litellm/utils.py index 5d7cf63456..14534147bb 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8513,6 +8513,15 @@ def exception_type( model=model, request=original_exception.request, ) + elif custom_llm_provider == "watsonx": + if "token_quota_reached" in error_response: + exception_mapping_worked = True + raise RateLimitError( + message=f"WatsonxException: Rate Limit Errror - {error_str}", + llm_provider="watsonx", + model=model, + response=original_exception.response, + ) elif custom_llm_provider == "bedrock": if ( "too many tokens" in error_str From 6ea5a276f862f02eb89e6a9c2a740dbb2b414cb4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:13:48 -0700 Subject: [PATCH 53/79] backend - show spend per tag by time --- litellm/proxy/proxy_server.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ec708d5f2b..6388bd5fd1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5563,6 +5563,13 @@ async def global_view_spend_tags( f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) + if end_date is None or start_date is None: + raise ProxyException( + message="Please provide start_date and end_date", + type="bad_request", + param=None, + code=status.HTTP_400_BAD_REQUEST, + ) response = await ui_get_spend_by_tags( start_date=start_date, end_date=end_date, prisma_client=prisma_client ) From 5845d6f9580c91219656826cfac586a21a35781e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:15:04 -0700 Subject: [PATCH 54/79] feat - filter tags by startTime and endTime --- ui/litellm-dashboard/src/components/networking.tsx | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 4a629ed47c..1ec131f726 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -655,11 +655,20 @@ export const teamSpendLogsCall = async (accessToken: String) => { }; -export const tagsSpendLogsCall = async (accessToken: String) => { +export const tagsSpendLogsCall = async ( + accessToken: String, + startTime: String | undefined, + endTime: String | undefined + ) => { try { - const url = proxyBaseUrl + let url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/tags` : `/global/spend/tags`; + + if (startTime && endTime) { + url = `${url}?start_date=${startTime}&end_date=${endTime}` + } + console.log("in tagsSpendLogsCall:", url); const response = await fetch(`${url}`, { method: "GET", From 51961387a2b7d915c4fb481fc0c889b17e9fd0db Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:15:25 -0700 Subject: [PATCH 55/79] ui - filter tags by starttime and endtime --- enterprise/utils.py | 17 ++++++++++++----- 1 file changed, 12 insertions(+), 5 deletions(-) diff --git a/enterprise/utils.py b/enterprise/utils.py index 05bd7dac6e..481e663be7 100644 --- a/enterprise/utils.py +++ b/enterprise/utils.py @@ -1,6 +1,7 @@ # Enterprise Proxy Util Endpoints from litellm._logging import verbose_logger import collections +from datetime import datetime async def get_spend_by_tags(start_date=None, end_date=None, prisma_client=None): @@ -18,19 +19,25 @@ async def get_spend_by_tags(start_date=None, end_date=None, prisma_client=None): return response -async def ui_get_spend_by_tags(start_date=None, end_date=None, prisma_client=None): - response = await prisma_client.db.query_raw( - """ +async def ui_get_spend_by_tags(start_date: str, end_date: str, prisma_client): + + sql_query = """ SELECT jsonb_array_elements_text(request_tags) AS individual_request_tag, DATE(s."startTime") AS spend_date, COUNT(*) AS log_count, SUM(spend) AS total_spend FROM "LiteLLM_SpendLogs" s - WHERE s."startTime" >= current_date - interval '30 days' + WHERE + DATE(s."startTime") >= $1::date + AND DATE(s."startTime") <= $2::date GROUP BY individual_request_tag, spend_date ORDER BY spend_date; - """ + """ + response = await prisma_client.db.query_raw( + sql_query, + start_date, + end_date, ) # print("tags - spend") From 5dfa0ed1960966d3ffbe3bc6cbb9908efb024f1d Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:15:39 -0700 Subject: [PATCH 56/79] filter tags usage by date --- ui/litellm-dashboard/src/components/usage.tsx | 24 ++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 54376410a1..6e298a76ed 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -153,6 +153,19 @@ const UsagePage: React.FC = ({ console.log("End user data updated successfully", newTopUserData); setTopUsers(newTopUserData); + } + + const updateTagSpendData = async (startTime: Date | undefined, endTime: Date | undefined) => { + if (!startTime || !endTime || !accessToken) { + return; + } + + let top_tags = await tagsSpendLogsCall(accessToken, startTime.toISOString(), endTime.toISOString()); + setTopTagsData(top_tags.top_10_tags); + console.log("Tag spend data updated successfully"); + + + } function formatDate(date: Date) { @@ -218,7 +231,7 @@ const UsagePage: React.FC = ({ setTotalSpendPerTeam(total_spend_per_team); //get top tags - const top_tags = await tagsSpendLogsCall(accessToken); + const top_tags = await tagsSpendLogsCall(accessToken, dateValue.from?.toISOString(), dateValue.to?.toISOString()); setTopTagsData(top_tags.top_10_tags); // get spend per end-user @@ -459,6 +472,15 @@ const UsagePage: React.FC = ({ + { + setDateValue(value); + updateTagSpendData(value.from, value.to); // Call updateModelMetrics with the new date range + }} + /> Spend Per Tag - Last 30 Days From 052cfeb81030da27e4b1ea97f6622f03f902cbf5 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:31:18 -0700 Subject: [PATCH 57/79] ui - how spend per tag in bar chart --- ui/litellm-dashboard/src/components/usage.tsx | 45 ++++++------------- 1 file changed, 13 insertions(+), 32 deletions(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 6e298a76ed..6f03c29603 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -161,7 +161,7 @@ const UsagePage: React.FC = ({ } let top_tags = await tagsSpendLogsCall(accessToken, startTime.toISOString(), endTime.toISOString()); - setTopTagsData(top_tags.top_10_tags); + setTopTagsData(top_tags.spend_per_tag); console.log("Tag spend data updated successfully"); @@ -232,7 +232,7 @@ const UsagePage: React.FC = ({ //get top tags const top_tags = await tagsSpendLogsCall(accessToken, dateValue.from?.toISOString(), dateValue.to?.toISOString()); - setTopTagsData(top_tags.top_10_tags); + setTopTagsData(top_tags.spend_per_tag); // get spend per end-user let spend_user_call = await adminTopEndUsersCall(accessToken, null, undefined, undefined); @@ -483,36 +483,17 @@ const UsagePage: React.FC = ({ /> - Spend Per Tag - Last 30 Days - Get Started Tracking cost per tag here - - - - Tag - Spend - Requests - - - - {topTagsData.map((tag) => ( - - {tag.name} - {tag.value} - {tag.log_count} - - ))} - -
- {/* */} + Spend Per Tag + Get Started Tracking cost per tag here + + + From fa4dcbd37c65dd7ae66e0c0cb3e5f1607e8d2469 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:31:29 -0700 Subject: [PATCH 58/79] ui - round up spend per tag --- enterprise/utils.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/enterprise/utils.py b/enterprise/utils.py index 481e663be7..1b5036e96a 100644 --- a/enterprise/utils.py +++ b/enterprise/utils.py @@ -32,7 +32,8 @@ async def ui_get_spend_by_tags(start_date: str, end_date: str, prisma_client): DATE(s."startTime") >= $1::date AND DATE(s."startTime") <= $2::date GROUP BY individual_request_tag, spend_date - ORDER BY spend_date; + ORDER BY spend_date + LIMIT 100; """ response = await prisma_client.db.query_raw( sql_query, @@ -56,15 +57,18 @@ async def ui_get_spend_by_tags(start_date: str, end_date: str, prisma_client): # convert to ui format ui_tags = [] for tag in sorted_tags: + current_spend = tag[1] + if current_spend is not None and isinstance(current_spend, float): + current_spend = round(current_spend, 4) ui_tags.append( { "name": tag[0], - "value": tag[1], + "spend": current_spend, "log_count": total_requests_per_tag[tag[0]], } ) - return {"top_10_tags": ui_tags} + return {"spend_per_tag": ui_tags} async def view_spend_logs_from_clickhouse( From f19e6724ee2802caf9e3e63257aa563f6bb42c09 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 17:48:24 -0700 Subject: [PATCH 59/79] ui - new build --- litellm/proxy/_experimental/out/404.html | 2 +- .../out/_next/static/chunks/app/layout-8181e99a391baed0.js | 1 - .../out/_next/static/chunks/app/layout-a756276e228ca058.js | 1 + .../out/_next/static/chunks/app/page-6a39771cacf75ea6.js | 1 + .../out/_next/static/chunks/app/page-de58db2e54247c7a.js | 1 - .../out/_next/static/chunks/webpack-de9c0fadf6a94b3b.js | 2 +- .../_experimental/out/_next/static/css/f04e46b02318b660.css | 4 +++- .../_buildManifest.js | 0 .../_ssgManifest.js | 0 litellm/proxy/_experimental/out/index.html | 2 +- litellm/proxy/_experimental/out/index.txt | 4 ++-- ui/litellm-dashboard/out/404.html | 2 +- .../out/_next/static/chunks/app/layout-8181e99a391baed0.js | 1 - .../out/_next/static/chunks/app/layout-a756276e228ca058.js | 1 + .../out/_next/static/chunks/app/page-6a39771cacf75ea6.js | 1 + .../out/_next/static/chunks/app/page-de58db2e54247c7a.js | 1 - .../out/_next/static/chunks/webpack-de9c0fadf6a94b3b.js | 2 +- .../out/_next/static/css/f04e46b02318b660.css | 4 +++- .../_buildManifest.js | 0 .../_ssgManifest.js | 0 ui/litellm-dashboard/out/index.html | 2 +- ui/litellm-dashboard/out/index.txt | 4 ++-- 22 files changed, 20 insertions(+), 16 deletions(-) delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-8181e99a391baed0.js create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-a756276e228ca058.js create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-6a39771cacf75ea6.js delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-de58db2e54247c7a.js rename ui/litellm-dashboard/out/_next/static/chunks/webpack-bd14a14e35b37798.js => litellm/proxy/_experimental/out/_next/static/chunks/webpack-de9c0fadf6a94b3b.js (98%) rename ui/litellm-dashboard/out/_next/static/css/8c755b71ba117fd6.css => litellm/proxy/_experimental/out/_next/static/css/f04e46b02318b660.css (99%) rename litellm/proxy/_experimental/out/_next/static/{6ZCXBZB2XEIoV3uj74ZuB => obp5wqVSVDMiDTC414cR8}/_buildManifest.js (100%) rename litellm/proxy/_experimental/out/_next/static/{6ZCXBZB2XEIoV3uj74ZuB => obp5wqVSVDMiDTC414cR8}/_ssgManifest.js (100%) delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-8181e99a391baed0.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-a756276e228ca058.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-6a39771cacf75ea6.js delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-de58db2e54247c7a.js rename litellm/proxy/_experimental/out/_next/static/chunks/webpack-bd14a14e35b37798.js => ui/litellm-dashboard/out/_next/static/chunks/webpack-de9c0fadf6a94b3b.js (98%) rename litellm/proxy/_experimental/out/_next/static/css/8c755b71ba117fd6.css => ui/litellm-dashboard/out/_next/static/css/f04e46b02318b660.css (99%) rename ui/litellm-dashboard/out/_next/static/{6ZCXBZB2XEIoV3uj74ZuB => obp5wqVSVDMiDTC414cR8}/_buildManifest.js (100%) rename ui/litellm-dashboard/out/_next/static/{6ZCXBZB2XEIoV3uj74ZuB => obp5wqVSVDMiDTC414cR8}/_ssgManifest.js (100%) diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index 929a28f667..b70559084d 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

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litellm/tests/test_router_fallbacks.py | 47 +++++++++++++++++++++++ litellm/types/router.py | 43 ++++++++++++++++++++- 3 files changed, 132 insertions(+), 11 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index e524937aea..fe87092948 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -9,7 +9,7 @@ import copy, httpx from datetime import datetime -from typing import Dict, List, Optional, Union, Literal, Any, BinaryIO, Tuple +from typing import Dict, List, Optional, Union, Literal, Any, BinaryIO, Tuple, TypedDict from typing_extensions import overload import random, threading, time, traceback, uuid import litellm, openai, hashlib, json @@ -47,6 +47,7 @@ from litellm.types.router import ( updateLiteLLMParams, RetryPolicy, AlertingConfig, + DeploymentTypedDict, ) from litellm.integrations.custom_logger import CustomLogger from litellm.llms.azure import get_azure_ad_token_from_oidc @@ -62,7 +63,7 @@ class Router: def __init__( self, - model_list: Optional[list] = None, + model_list: Optional[List[DeploymentTypedDict]] = None, ## CACHING ## redis_url: Optional[str] = None, redis_host: Optional[str] = None, @@ -83,6 +84,9 @@ class Router: default_max_parallel_requests: Optional[int] = None, set_verbose: bool = False, debug_level: Literal["DEBUG", "INFO"] = "INFO", + default_fallbacks: Optional[ + List[str] + ] = None, # generic fallbacks, works across all deployments fallbacks: List = [], context_window_fallbacks: List = [], model_group_alias: Optional[dict] = {}, @@ -259,6 +263,11 @@ class Router: self.retry_after = retry_after self.routing_strategy = routing_strategy self.fallbacks = fallbacks or litellm.fallbacks + if default_fallbacks is not None: + if self.fallbacks is not None: + self.fallbacks.append({"*": default_fallbacks}) + else: + self.fallbacks = [{"*": default_fallbacks}] self.context_window_fallbacks = ( context_window_fallbacks or litellm.context_window_fallbacks ) @@ -1471,13 +1480,21 @@ class Router: pass elif fallbacks is not None: verbose_router_logger.debug(f"inside model fallbacks: {fallbacks}") - for item in fallbacks: - key_list = list(item.keys()) - if len(key_list) == 0: - continue - if key_list[0] == model_group: + generic_fallback_idx: Optional[int] = None + ## check for specific model group-specific fallbacks + for idx, item in enumerate(fallbacks): + if list(item.keys())[0] == model_group: fallback_model_group = item[model_group] break + elif list(item.keys())[0] == "*": + generic_fallback_idx = idx + ## if none, check for generic fallback + if ( + fallback_model_group is None + and generic_fallback_idx is not None + ): + fallback_model_group = fallbacks[generic_fallback_idx]["*"] + if fallback_model_group is None: verbose_router_logger.info( f"No fallback model group found for original model_group={model_group}. Fallbacks={fallbacks}" @@ -1537,7 +1554,7 @@ class Router: """ _healthy_deployments = await self._async_get_healthy_deployments( - model=kwargs.get("model"), + model=kwargs.get("model") or "", ) # raises an exception if this error should not be retries @@ -1644,12 +1661,18 @@ class Router: Try calling the function_with_retries If it fails after num_retries, fall back to another model group """ + mock_testing_fallbacks = kwargs.pop("mock_testing_fallbacks", None) model_group = kwargs.get("model") fallbacks = kwargs.get("fallbacks", self.fallbacks) context_window_fallbacks = kwargs.get( "context_window_fallbacks", self.context_window_fallbacks ) try: + if mock_testing_fallbacks is not None and mock_testing_fallbacks == True: + raise Exception( + f"This is a mock exception for model={model_group}, to trigger a fallback. Fallbacks={fallbacks}" + ) + response = self.function_with_retries(*args, **kwargs) return response except Exception as e: @@ -1658,7 +1681,7 @@ class Router: try: if ( hasattr(e, "status_code") - and e.status_code == 400 + and e.status_code == 400 # type: ignore and not isinstance(e, litellm.ContextWindowExceededError) ): # don't retry a malformed request raise e @@ -1700,10 +1723,20 @@ class Router: elif fallbacks is not None: verbose_router_logger.debug(f"inside model fallbacks: {fallbacks}") fallback_model_group = None - for item in fallbacks: + generic_fallback_idx: Optional[int] = None + ## check for specific model group-specific fallbacks + for idx, item in enumerate(fallbacks): if list(item.keys())[0] == model_group: fallback_model_group = item[model_group] break + elif list(item.keys())[0] == "*": + generic_fallback_idx = idx + ## if none, check for generic fallback + if ( + fallback_model_group is None + and generic_fallback_idx is not None + ): + fallback_model_group = fallbacks[generic_fallback_idx]["*"] if fallback_model_group is None: raise original_exception diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index ce2b014e9c..4ab97b274d 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -1007,3 +1007,50 @@ async def test_service_unavailable_fallbacks(sync_mode): ) assert response.model == "gpt-35-turbo" + + +@pytest.mark.parametrize("sync_mode", [True, False]) +@pytest.mark.asyncio +async def test_default_model_fallbacks(sync_mode): + """ + Related issue - https://github.com/BerriAI/litellm/issues/3623 + + If model misconfigured, setup a default model for generic fallback + """ + router = Router( + model_list=[ + { + "model_name": "bad-model", + "litellm_params": { + "model": "openai/my-bad-model", + "api_key": "my-bad-api-key", + }, + }, + { + "model_name": "my-good-model", + "litellm_params": { + "model": "gpt-4o", + "api_key": os.getenv("OPENAI_API_KEY"), + }, + }, + ], + default_fallbacks=["my-good-model"], + ) + + if sync_mode: + response = router.completion( + model="bad-model", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + mock_testing_fallbacks=True, + mock_response="Hey! nice day", + ) + else: + response = await router.acompletion( + model="bad-model", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + mock_testing_fallbacks=True, + mock_response="Hey! nice day", + ) + + assert isinstance(response, litellm.ModelResponse) + assert response.model is not None and response.model == "gpt-4o" diff --git a/litellm/types/router.py b/litellm/types/router.py index e8f3ff6412..68ee387fea 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -1,4 +1,4 @@ -from typing import List, Optional, Union, Dict, Tuple, Literal +from typing import List, Optional, Union, Dict, Tuple, Literal, TypedDict import httpx from pydantic import BaseModel, validator, Field from .completion import CompletionRequest @@ -277,6 +277,47 @@ class updateDeployment(BaseModel): protected_namespaces = () +class LiteLLMParamsTypedDict(TypedDict, total=False): + """ + [TODO] + - allow additional params (not in list) + - set value to none if not set -> don't raise error if value not set + """ + + model: str + custom_llm_provider: Optional[str] + tpm: Optional[int] + rpm: Optional[int] + api_key: Optional[str] + api_base: Optional[str] + api_version: Optional[str] + timeout: Optional[Union[float, str, httpx.Timeout]] + stream_timeout: Optional[Union[float, str]] + max_retries: Optional[int] + organization: Optional[str] # for openai orgs + ## UNIFIED PROJECT/REGION ## + region_name: Optional[str] + ## VERTEX AI ## + vertex_project: Optional[str] + vertex_location: Optional[str] + ## AWS BEDROCK / SAGEMAKER ## + aws_access_key_id: Optional[str] + aws_secret_access_key: Optional[str] + aws_region_name: Optional[str] + ## IBM WATSONX ## + watsonx_region_name: Optional[str] + ## CUSTOM PRICING ## + input_cost_per_token: Optional[float] + output_cost_per_token: Optional[float] + input_cost_per_second: Optional[float] + output_cost_per_second: Optional[float] + + +class DeploymentTypedDict(TypedDict): + model_name: str + litellm_params: LiteLLMParamsTypedDict + + class Deployment(BaseModel): model_name: str litellm_params: LiteLLM_Params From 48779cb341e763e609690ad75dca985aee0e45a0 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 17:58:28 -0700 Subject: [PATCH 61/79] docs(cost_tracking.md): update response object for spend tracking doc --- docs/my-website/docs/proxy/cost_tracking.md | 21 ++++++++++++++++----- docs/my-website/sidebars.js | 2 +- 2 files changed, 17 insertions(+), 6 deletions(-) diff --git a/docs/my-website/docs/proxy/cost_tracking.md b/docs/my-website/docs/proxy/cost_tracking.md index 56586361f3..d4760d83fe 100644 --- a/docs/my-website/docs/proxy/cost_tracking.md +++ b/docs/my-website/docs/proxy/cost_tracking.md @@ -1,7 +1,9 @@ import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; -# Spend Tracking +# 💸 Spend Tracking + +Track spend for keys, users, and teams across 100+ LLMs. ## Getting Spend Reports - To Charge Other Teams, API Keys @@ -27,21 +29,30 @@ curl -X GET 'http://localhost:4000/global/spend/report?start_date=2023-04-01&end { "team_name": "Prod Team", "total_spend": 0.0015265, - "metadata": [ + "metadata": [ # see the spend by unique(key + model) { "model": "gpt-4", "spend": 0.00123, - "total_tokens": 28 + "total_tokens": 28, + "api_key": "88dc28.." # the hashed api key + }, + { + "model": "gpt-4", + "spend": 0.00123, + "total_tokens": 28, + "api_key": "a73dc2.." # the hashed api key }, { "model": "chatgpt-v-2", "spend": 0.000214, - "total_tokens": 122 + "total_tokens": 122, + "api_key": "898c28.." # the hashed api key }, { "model": "gpt-3.5-turbo", "spend": 0.0000825, - "total_tokens": 85 + "total_tokens": 85, + "api_key": "84dc28.." # the hashed api key } ] } diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 3bb5dc88e5..2deca92586 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -39,6 +39,7 @@ const sidebars = { "proxy/demo", "proxy/configs", "proxy/reliability", + "proxy/cost_tracking", "proxy/users", "proxy/user_keys", "proxy/enterprise", @@ -52,7 +53,6 @@ const sidebars = { "proxy/team_based_routing", "proxy/customer_routing", "proxy/ui", - "proxy/cost_tracking", "proxy/token_auth", { type: "category", From 38988f030ac74c8702473a76a43a070fe706635a Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:06:10 -0700 Subject: [PATCH 62/79] fix(router.py): fix typing --- litellm/router.py | 2 +- litellm/tests/test_azure_perf.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index fe87092948..b4603c6d07 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -63,7 +63,7 @@ class Router: def __init__( self, - model_list: Optional[List[DeploymentTypedDict]] = None, + model_list: Optional[List[Union[DeploymentTypedDict, Dict]]] = None, ## CACHING ## redis_url: Optional[str] = None, redis_host: Optional[str] = None, diff --git a/litellm/tests/test_azure_perf.py b/litellm/tests/test_azure_perf.py index 9654f12734..8afc59f929 100644 --- a/litellm/tests/test_azure_perf.py +++ b/litellm/tests/test_azure_perf.py @@ -26,7 +26,7 @@ model_list = [ } ] -router = litellm.Router(model_list=model_list) +router = litellm.Router(model_list=model_list) # type: ignore async def _openai_completion(): From 3694b5e7c078695a23d673aa28f3001bb869f938 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:12:01 -0700 Subject: [PATCH 63/79] refactor(main.py): trigger new build --- litellm/main.py | 1 - 1 file changed, 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index d208966311..6156d9c398 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -15,7 +15,6 @@ import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy import httpx import litellm - from ._logging import verbose_logger from litellm import ( # type: ignore client, From 29449aa5c1c70f879ba790dd0eba0c3308840dbc Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:13:13 -0700 Subject: [PATCH 64/79] fix(utils.py): fix watsonx exception mapping --- litellm/tests/test_completion.py | 2 ++ litellm/utils.py | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 45a53ca56a..d08a4ae3ba 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -3342,6 +3342,8 @@ def test_completion_watsonx(): print(response) except litellm.APIError as e: pass + except litellm.RateLimitError as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") diff --git a/litellm/utils.py b/litellm/utils.py index 14534147bb..4a8e7e6915 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8514,7 +8514,7 @@ def exception_type( request=original_exception.request, ) elif custom_llm_provider == "watsonx": - if "token_quota_reached" in error_response: + if "token_quota_reached" in error_str: exception_mapping_worked = True raise RateLimitError( message=f"WatsonxException: Rate Limit Errror - {error_str}", From 228ed25de594198ee786efbf927e84178daab97b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:16:05 -0700 Subject: [PATCH 65/79] docs(exception_mapping.md): add watsonx exception mapping to docs --- docs/my-website/docs/exception_mapping.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/my-website/docs/exception_mapping.md b/docs/my-website/docs/exception_mapping.md index 2345e9f838..9ee93269f4 100644 --- a/docs/my-website/docs/exception_mapping.md +++ b/docs/my-website/docs/exception_mapping.md @@ -111,6 +111,7 @@ Base case - we return the original exception. | custom_llm_provider | Timeout | ContextWindowExceededError | BadRequestError | NotFoundError | ContentPolicyViolationError | AuthenticationError | APIError | RateLimitError | ServiceUnavailableError | PermissionDeniedError | UnprocessableEntityError | |----------------------------|---------|----------------------------|------------------|---------------|-----------------------------|---------------------|----------|----------------|-------------------------|-----------------------|-------------------------| | openai | ✓ | ✓ | ✓ | | ✓ | ✓ | | | | | | +| watsonx | | | | | | | |✓| | | | | text-completion-openai | ✓ | ✓ | ✓ | | ✓ | ✓ | | | | | | | custom_openai | ✓ | ✓ | ✓ | | ✓ | ✓ | | | | | | | openai_compatible_providers| ✓ | ✓ | ✓ | | ✓ | ✓ | | | | | | From 4ec3b4d9a82dee9343c252d6e43eb2ebd49d7380 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:17:02 -0700 Subject: [PATCH 66/79] docs(exception_mapping.md): cleanup docs --- docs/my-website/docs/exception_mapping.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/my-website/docs/exception_mapping.md b/docs/my-website/docs/exception_mapping.md index 9ee93269f4..5e6006ebee 100644 --- a/docs/my-website/docs/exception_mapping.md +++ b/docs/my-website/docs/exception_mapping.md @@ -106,7 +106,7 @@ To see how it's implemented - [check out the code](https://github.com/BerriAI/li ## Custom mapping list -Base case - we return the original exception. +Base case - we return `litellm.APIConnectionError` exception (inherits from openai's APIConnectionError exception). | custom_llm_provider | Timeout | ContextWindowExceededError | BadRequestError | NotFoundError | ContentPolicyViolationError | AuthenticationError | APIError | RateLimitError | ServiceUnavailableError | PermissionDeniedError | UnprocessableEntityError | |----------------------------|---------|----------------------------|------------------|---------------|-----------------------------|---------------------|----------|----------------|-------------------------|-----------------------|-------------------------| From 155f1f164f1cd7e55eb1430990bbce45b949e6b8 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:18:22 -0700 Subject: [PATCH 67/79] refactor(utils.py): trigger local_testing --- litellm/utils.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/utils.py b/litellm/utils.py index 4a8e7e6915..ab0f5c529a 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -13,6 +13,7 @@ import dotenv, json, traceback, threading, base64, ast import subprocess, os from os.path import abspath, join, dirname import litellm, openai + import itertools import random, uuid, requests # type: ignore from functools import wraps From d4123951d9e9ee463a11c8de3e26c26dc11b0a7e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:27:39 -0700 Subject: [PATCH 68/79] test: handle watsonx rate limit error --- litellm/main.py | 1 + litellm/tests/test_completion.py | 2 ++ litellm/tests/test_embedding.py | 2 ++ litellm/tests/test_streaming.py | 5 ++++- 4 files changed, 9 insertions(+), 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index 6156d9c398..d208966311 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -15,6 +15,7 @@ import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy import httpx import litellm + from ._logging import verbose_logger from litellm import ( # type: ignore client, diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index d08a4ae3ba..13c0d2f96c 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -3447,6 +3447,8 @@ async def test_acompletion_stream_watsonx(): # Add any assertions here to check the response async for chunk in response: print(chunk) + except litellm.RateLimitError as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index 8da847b64e..a441b0e70f 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -494,6 +494,8 @@ def test_watsonx_embeddings(): ) print(f"response: {response}") assert isinstance(response.usage, litellm.Usage) + except litellm.RateLimitError as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index a948a5683a..6dcdbeb177 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -456,7 +456,8 @@ def test_completion_claude_stream(): print(f"completion_response: {complete_response}") except Exception as e: pytest.fail(f"Error occurred: {e}") - + + # test_completion_claude_stream() def test_completion_claude_2_stream(): litellm.set_verbose = True @@ -1416,6 +1417,8 @@ def test_completion_watsonx_stream(): raise Exception("finish reason not set for last chunk") if complete_response.strip() == "": raise Exception("Empty response received") + except litellm.RateLimitError as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") From 724d880a4513a5790add1674bfe0ae665b414bf7 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 18:40:51 -0700 Subject: [PATCH 69/79] test(test_completion.py): handle async watsonx call fail --- litellm/main.py | 1 - litellm/tests/test_completion.py | 2 ++ 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index d208966311..6156d9c398 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -15,7 +15,6 @@ import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy import httpx import litellm - from ._logging import verbose_logger from litellm import ( # type: ignore client, diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 13c0d2f96c..5ee2961979 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -3427,6 +3427,8 @@ async def test_acompletion_watsonx(): ) # Add any assertions here to check the response print(response) + except litellm.RateLimitError as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") From 071a70c5fcbc8bcb64b62bbb790d314fbbe82638 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 19:01:19 -0700 Subject: [PATCH 70/79] test: fix watsonx api error --- litellm/tests/test_completion.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 5ee2961979..aa0baa2b41 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -3363,6 +3363,8 @@ def test_completion_stream_watsonx(): print(chunk) except litellm.APIError as e: pass + except litellm.RateLimitError as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") From 5b51acc77355c9d3b30d0e599592d20b6eee073c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 20:21:23 -0700 Subject: [PATCH 71/79] fix type hints on main --- enterprise/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/enterprise/utils.py b/enterprise/utils.py index 1b5036e96a..90b14314c2 100644 --- a/enterprise/utils.py +++ b/enterprise/utils.py @@ -44,8 +44,8 @@ async def ui_get_spend_by_tags(start_date: str, end_date: str, prisma_client): # print("tags - spend") # print(response) # Bar Chart 1 - Spend per tag - Top 10 tags by spend - total_spend_per_tag = collections.defaultdict(float) - total_requests_per_tag = collections.defaultdict(int) + total_spend_per_tag: collections.defaultdict = collections.defaultdict(float) + total_requests_per_tag: collections.defaultdict = collections.defaultdict(int) for row in response: tag_name = row["individual_request_tag"] tag_spend = row["total_spend"] From da0e10954a1b1849426a1e15ed36340eda1074c3 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 20:31:59 -0700 Subject: [PATCH 72/79] (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 45a53ca56a..2d4bf0e687 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -885,7 +885,7 @@ async def test_acompletion_claude2_1(): }, {"role": "user", "content": "Generate a 3 liner joke for me"}, ] - # test without max tokens + # test without max-tokens response = await litellm.acompletion(model="claude-2.1", messages=messages) # Add any assertions here to check the response print(response) From b8cecd4c40217bc8456c470f6af50ffbaaf5bacc Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 20:38:45 -0700 Subject: [PATCH 73/79] (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 2d4bf0e687..45a53ca56a 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -885,7 +885,7 @@ async def test_acompletion_claude2_1(): }, {"role": "user", "content": "Generate a 3 liner joke for me"}, ] - # test without max-tokens + # test without max tokens response = await litellm.acompletion(model="claude-2.1", messages=messages) # Add any assertions here to check the response print(response) From 9bde3ccd1d3cba67462ff472b105fc53d357d131 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 20:48:38 -0700 Subject: [PATCH 74/79] (ci/cd) fixes --- litellm/tests/test_completion.py | 2 +- proxy_server_config.yaml | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index aa0baa2b41..ccc73a2603 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -885,7 +885,7 @@ async def test_acompletion_claude2_1(): }, {"role": "user", "content": "Generate a 3 liner joke for me"}, ] - # test without max tokens + # test without max-tokens response = await litellm.acompletion(model="claude-2.1", messages=messages) # Add any assertions here to check the response print(response) diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index 0673d967d1..9b0e7c9d0c 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -84,7 +84,6 @@ model_list: model: text-completion-openai/gpt-3.5-turbo-instruct litellm_settings: drop_params: True - enable_preview_features: True # max_budget: 100 # budget_duration: 30d num_retries: 5 From 5de31e9318638174adf916049ba306e5d99bf1f2 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 20:54:50 -0700 Subject: [PATCH 75/79] (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 ccc73a2603..aa0baa2b41 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -885,7 +885,7 @@ async def test_acompletion_claude2_1(): }, {"role": "user", "content": "Generate a 3 liner joke for me"}, ] - # test without max-tokens + # test without max tokens response = await litellm.acompletion(model="claude-2.1", messages=messages) # Add any assertions here to check the response print(response) From ffc637969b791f8b57c4ddf36e1d348642b74fae Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 21:07:12 -0700 Subject: [PATCH 76/79] (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 aa0baa2b41..ccc73a2603 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -885,7 +885,7 @@ async def test_acompletion_claude2_1(): }, {"role": "user", "content": "Generate a 3 liner joke for me"}, ] - # test without max tokens + # test without max-tokens response = await litellm.acompletion(model="claude-2.1", messages=messages) # Add any assertions here to check the response print(response) From a1536846fe88f6d714242e8e9e5d7a80dcd0e45d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 21:17:07 -0700 Subject: [PATCH 77/79] docs(openai.md): add gpt-4o example --- docs/my-website/docs/providers/openai.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md index a8fe541fc8..c44a67412c 100644 --- a/docs/my-website/docs/providers/openai.md +++ b/docs/my-website/docs/providers/openai.md @@ -20,7 +20,7 @@ os.environ["OPENAI_API_KEY"] = "your-api-key" # openai call response = completion( - model = "gpt-3.5-turbo", + model = "gpt-4o", messages=[{ "content": "Hello, how are you?","role": "user"}] ) ``` @@ -163,6 +163,8 @@ os.environ["OPENAI_API_BASE"] = "openaiai-api-base" # OPTIONAL | Model Name | Function Call | |-----------------------|-----------------------------------------------------------------| +| gpt-4o | `response = completion(model="gpt-4o", messages=messages)` | +| gpt-4o-2024-05-13 | `response = completion(model="gpt-4o-2024-05-13", messages=messages)` | | gpt-4-turbo | `response = completion(model="gpt-4-turbo", messages=messages)` | | gpt-4-turbo-preview | `response = completion(model="gpt-4-0125-preview", messages=messages)` | | gpt-4-0125-preview | `response = completion(model="gpt-4-0125-preview", messages=messages)` | From 22b9933096fae1e79021e0e914814b18156a31f5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 13 May 2024 21:28:15 -0700 Subject: [PATCH 78/79] docs(routing.md): add default_fallbacks to routing.md docs --- docs/my-website/docs/routing.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index e4958a7a70..5ba3221c97 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -772,6 +772,8 @@ If the error is a context window exceeded error, fall back to a larger model gro Fallbacks are done in-order - ["gpt-3.5-turbo, "gpt-4", "gpt-4-32k"], will do 'gpt-3.5-turbo' first, then 'gpt-4', etc. +You can also set 'default_fallbacks', in case a specific model group is misconfigured / bad. + ```python from litellm import Router @@ -832,6 +834,7 @@ model_list = [ router = Router(model_list=model_list, fallbacks=[{"azure/gpt-3.5-turbo": ["gpt-3.5-turbo"]}], + default_fallbacks=["gpt-3.5-turbo-16k"], context_window_fallbacks=[{"azure/gpt-3.5-turbo-context-fallback": ["gpt-3.5-turbo-16k"]}, {"gpt-3.5-turbo": ["gpt-3.5-turbo-16k"]}], set_verbose=True) @@ -1311,10 +1314,11 @@ def __init__( num_retries: int = 0, timeout: Optional[float] = None, default_litellm_params={}, # default params for Router.chat.completion.create - fallbacks: List = [], + fallbacks: Optional[List] = None, + default_fallbacks: Optional[List] = None allowed_fails: Optional[int] = None, # Number of times a deployment can failbefore being added to cooldown cooldown_time: float = 1, # (seconds) time to cooldown a deployment after failure - context_window_fallbacks: List = [], + context_window_fallbacks: Optional[List] = None, model_group_alias: Optional[dict] = {}, retry_after: int = 0, # (min) time to wait before retrying a failed request routing_strategy: Literal[ From fde1029423da788ad9123d93b5d123416a190727 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 13 May 2024 21:30:16 -0700 Subject: [PATCH 79/79] docs - slack alerting --- docs/my-website/docs/proxy/alerting.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/my-website/docs/proxy/alerting.md b/docs/my-website/docs/proxy/alerting.md index 4275e0bf06..095d40a17b 100644 --- a/docs/my-website/docs/proxy/alerting.md +++ b/docs/my-website/docs/proxy/alerting.md @@ -7,6 +7,7 @@ Get alerts for: - Budget Tracking per key/user: - When a User/Key crosses their Budget - When a User/Key is 15% away from crossing their Budget +- Spend Reports - Weekly & Monthly spend per Team, Tag - Failed db read/writes ## Quick Start