From 3f053fc99c06477cbf4cebf6304a6f0ca6f7fea4 Mon Sep 17 00:00:00 2001 From: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com> Date: Wed, 22 Jan 2025 13:56:48 +0900 Subject: [PATCH] Update MLflow calllback and documentation (#7809) * Update MLlfow tracer Signed-off-by: B-Step62 * doc update Signed-off-by: B-Step62 * doc update Signed-off-by: B-Step62 * image rename Signed-off-by: B-Step62 --------- Signed-off-by: B-Step62 --- README.md | 6 +- docs/my-website/docs/getting_started.md | 6 +- docs/my-website/docs/index.md | 6 +- docs/my-website/docs/langchain/langchain.md | 24 ++++++ docs/my-website/docs/observability/mlflow.md | 69 ++++++++++++++++-- docs/my-website/docs/proxy/architecture.md | 2 +- docs/my-website/docs/proxy/logging.md | 53 ++++++++++++++ docs/my-website/docs/tutorials/eval_suites.md | 8 +- .../img/mlflow_tool_calling_tracing.png | Bin 0 -> 86887 bytes docs/my-website/src/pages/index.md | 6 +- litellm/integrations/mlflow.py | 22 ++++++ 11 files changed, 180 insertions(+), 22 deletions(-) create mode 100644 docs/my-website/img/mlflow_tool_calling_tracing.png diff --git a/README.md b/README.md index a1464d5339..c7ea44cf46 100644 --- a/README.md +++ b/README.md @@ -175,12 +175,12 @@ for part in response: ## Logging Observability ([Docs](https://docs.litellm.ai/docs/observability/callbacks)) -LiteLLM exposes pre defined callbacks to send data to Lunary, Langfuse, DynamoDB, s3 Buckets, Helicone, Promptlayer, Traceloop, Athina, Slack, MLflow +LiteLLM exposes pre defined callbacks to send data to Lunary, MLflow, Langfuse, DynamoDB, s3 Buckets, Helicone, Promptlayer, Traceloop, Athina, Slack ```python from litellm import completion -## set env variables for logging tools +## set env variables for logging tools (when using MLflow, no API key set up is required) os.environ["LUNARY_PUBLIC_KEY"] = "your-lunary-public-key" os.environ["HELICONE_API_KEY"] = "your-helicone-auth-key" os.environ["LANGFUSE_PUBLIC_KEY"] = "" @@ -190,7 +190,7 @@ os.environ["ATHINA_API_KEY"] = "your-athina-api-key" os.environ["OPENAI_API_KEY"] # set callbacks -litellm.success_callback = ["lunary", "langfuse", "athina", "helicone"] # log input/output to lunary, langfuse, supabase, athina, helicone etc +litellm.success_callback = ["lunary", "mlflow", "langfuse", "athina", "helicone"] # log input/output to lunary, langfuse, supabase, athina, helicone etc #openai call response = completion(model="anthropic/claude-3-sonnet-20240229", messages=[{"role": "user", "content": "Hi 👋 - i'm openai"}]) diff --git a/docs/my-website/docs/getting_started.md b/docs/my-website/docs/getting_started.md index eed9d33847..15ee00a727 100644 --- a/docs/my-website/docs/getting_started.md +++ b/docs/my-website/docs/getting_started.md @@ -80,12 +80,12 @@ except OpenAIError as e: ## Logging Observability - Log LLM Input/Output ([Docs](https://docs.litellm.ai/docs/observability/callbacks)) -LiteLLM exposes pre defined callbacks to send data to Lunary, Langfuse, Helicone, Promptlayer, Traceloop, Slack +LiteLLM exposes pre defined callbacks to send data to MLflow, Lunary, Langfuse, Helicone, Promptlayer, Traceloop, Slack ```python from litellm import completion -## set env variables for logging tools +## set env variables for logging tools (API key set up is not required when using MLflow) os.environ["LUNARY_PUBLIC_KEY"] = "your-lunary-public-key" # get your public key at https://app.lunary.ai/settings os.environ["HELICONE_API_KEY"] = "your-helicone-key" os.environ["LANGFUSE_PUBLIC_KEY"] = "" @@ -94,7 +94,7 @@ os.environ["LANGFUSE_SECRET_KEY"] = "" os.environ["OPENAI_API_KEY"] # set callbacks -litellm.success_callback = ["lunary", "langfuse", "helicone"] # log input/output to langfuse, lunary, supabase, helicone +litellm.success_callback = ["lunary", "mlflow", "langfuse", "helicone"] # log input/output to MLflow, langfuse, lunary, helicone #openai call response = completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hi 👋 - i'm openai"}]) diff --git a/docs/my-website/docs/index.md b/docs/my-website/docs/index.md index c65f0f95e6..0f5c8b84a5 100644 --- a/docs/my-website/docs/index.md +++ b/docs/my-website/docs/index.md @@ -393,12 +393,12 @@ except OpenAIError as e: ``` ### Logging Observability - Log LLM Input/Output ([Docs](https://docs.litellm.ai/docs/observability/callbacks)) -LiteLLM exposes pre defined callbacks to send data to Lunary, Langfuse, Helicone, Promptlayer, Traceloop, Slack +LiteLLM exposes pre defined callbacks to send data to Lunary, MLflow, Langfuse, Helicone, Promptlayer, Traceloop, Slack ```python from litellm import completion -## set env variables for logging tools +## set env variables for logging tools (API key set up is not required when using MLflow) os.environ["LUNARY_PUBLIC_KEY"] = "your-lunary-public-key" # get your public key at https://app.lunary.ai/settings os.environ["HELICONE_API_KEY"] = "your-helicone-key" os.environ["LANGFUSE_PUBLIC_KEY"] = "" @@ -407,7 +407,7 @@ os.environ["LANGFUSE_SECRET_KEY"] = "" os.environ["OPENAI_API_KEY"] # set callbacks -litellm.success_callback = ["lunary", "langfuse", "helicone"] # log input/output to lunary, langfuse, supabase, helicone +litellm.success_callback = ["lunary", "mlflow", "langfuse", "helicone"] # log input/output to lunary, mlflow, langfuse, helicone #openai call response = completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hi 👋 - i'm openai"}]) diff --git a/docs/my-website/docs/langchain/langchain.md b/docs/my-website/docs/langchain/langchain.md index 960ac2fd48..78425a73b9 100644 --- a/docs/my-website/docs/langchain/langchain.md +++ b/docs/my-website/docs/langchain/langchain.md @@ -111,6 +111,30 @@ chat.invoke(messages) +## Use Langchain ChatLiteLLM with MLflow + +MLflow provides open-source observability solution for ChatLiteLLM. + +To enable the integration, simply call `mlflow.litellm.autolog()` before in your code. No other setup is necessary. + +```python +import mlflow + +mlflow.litellm.autolog() +``` + +Once the auto-tracing is enabled, you can invoke `ChatLiteLLM` and see recorded traces in MLflow. + +```python +import os +from langchain.chat_models import ChatLiteLLM + +os.environ['OPENAI_API_KEY']="sk-..." + +chat = ChatLiteLLM(model="gpt-4o-mini") +chat.invoke("Hi!") +``` + ## Use Langchain ChatLiteLLM with Lunary ```python import os diff --git a/docs/my-website/docs/observability/mlflow.md b/docs/my-website/docs/observability/mlflow.md index 3b1e1d4774..39746b2cad 100644 --- a/docs/my-website/docs/observability/mlflow.md +++ b/docs/my-website/docs/observability/mlflow.md @@ -1,4 +1,6 @@ -# MLflow +import Image from '@theme/IdealImage'; + +# 🔁 MLflow - OSS LLM Observability and Evaluation ## What is MLflow? @@ -18,7 +20,7 @@ Install MLflow: pip install mlflow ``` -To enable LiteLLM tracing: +To enable MLflow auto tracing for LiteLLM: ```python import mlflow @@ -29,9 +31,9 @@ mlflow.litellm.autolog() # litellm.callbacks = ["mlflow"] ``` -Since MLflow is open-source, no sign-up or API key is needed to log traces! +Since MLflow is open-source and free, **no sign-up or API key is needed to log traces!** -``` +```python import litellm import os @@ -53,6 +55,63 @@ Open the MLflow UI and go to the `Traces` tab to view logged traces: mlflow ui ``` +## Tracing Tool Calls + +MLflow integration with LiteLLM support tracking tool calls in addition to the messages. + +```python +import mlflow + +# Enable MLflow auto-tracing for LiteLLM +mlflow.litellm.autolog() + +# Define the tool function. +def get_weather(location: str) -> str: + if location == "Tokyo": + return "sunny" + elif location == "Paris": + return "rainy" + return "unknown" + +# Define function spec +get_weather_tool = { + "type": "function", + "function": { + "name": "get_weather", + "description": "Get the current weather in a given location", + "parameters": { + "properties": { + "location": { + "description": "The city and state, e.g., San Francisco, CA", + "type": "string", + }, + }, + "required": ["location"], + "type": "object", + }, + }, +} + +# Call LiteLLM as usual +response = litellm.completion( + model="gpt-4o-mini", + messages=[ + {"role": "user", "content": "What's the weather like in Paris today?"} + ], + tools=[get_weather_tool] +) +``` + + + + +## Evaluation + +MLflow LiteLLM integration allow you to run qualitative assessment against LLM to evaluate or/and monitor your GenAI application. + +Visit [Evaluate LLMs Tutorial](../tutorials/eval_suites.md) for the complete guidance on how to run evaluation suite with LiteLLM and MLflow. + + ## Exporting Traces to OpenTelemetry collectors MLflow traces are compatible with OpenTelemetry. You can export traces to any OpenTelemetry collector (e.g., Jaeger, Zipkin, Datadog, New Relic) by setting the endpoint URL in the environment variables. @@ -75,7 +134,7 @@ import litellm import mlflow from mlflow.entities import SpanType -# Enable LiteLLM tracing +# Enable MLflow auto-tracing for LiteLLM mlflow.litellm.autolog() diff --git a/docs/my-website/docs/proxy/architecture.md b/docs/my-website/docs/proxy/architecture.md index f8804e2d23..832fd266b6 100644 --- a/docs/my-website/docs/proxy/architecture.md +++ b/docs/my-website/docs/proxy/architecture.md @@ -30,7 +30,7 @@ import TabItem from '@theme/TabItem'; 6. [**litellm.completion() / litellm.embedding()**:](../index#litellm-python-sdk) The litellm Python SDK is used to call the LLM in the OpenAI API format (Translation and parameter mapping) 7. **Post-Request Processing**: After the response is sent back to the client, the following **asynchronous** tasks are performed: - - [Logging to Lunary, LangFuse or other logging destinations](./logging) + - [Logging to Lunary, MLflow, LangFuse or other logging destinations](./logging) - The [MaxParallelRequestsHandler](https://github.com/BerriAI/litellm/blob/main/litellm/proxy/hooks/parallel_request_limiter.py) updates the rpm/tpm usage for the - Global Server Rate Limit - Virtual Key Rate Limit diff --git a/docs/my-website/docs/proxy/logging.md b/docs/my-website/docs/proxy/logging.md index ab6dcd338a..52dcade8e3 100644 --- a/docs/my-website/docs/proxy/logging.md +++ b/docs/my-website/docs/proxy/logging.md @@ -3,6 +3,7 @@ Log Proxy input, output, and exceptions using: - Lunary +- MLflow - Langfuse - OpenTelemetry - GCS, s3, Azure (Blob) Buckets @@ -232,6 +233,58 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \ }' ``` +## MLflow + + +### Step1: Install dependencies +Install the dependencies. + +```shell +pip install litellm mlflow +``` + +### Step 2: Create a `config.yaml` with `mlflow` callback + +```yaml +model_list: + - model_name: "*" + litellm_params: + model: "*" +litellm_settings: + success_callback: ["mlflow"] + failure_callback: ["mlflow"] +``` + +### Step 3: Start the LiteLLM proxy +```shell +litellm --config config.yaml +``` + +### Step 4: Make a request + +```shell +curl -X POST 'http://0.0.0.0:4000/chat/completions' \ +-H 'Content-Type: application/json' \ +-d '{ + "model": "gpt-4o-mini", + "messages": [ + { + "role": "user", + "content": "What is the capital of France?" + } + ] +}' +``` + +### Step 5: Review traces + +Run the following command to start MLflow UI and review recorded traces. + +```shell +mlflow ui +``` + + ## Langfuse We will use the `--config` to set `litellm.success_callback = ["langfuse"]` this will log all successfull LLM calls to langfuse. Make sure to set `LANGFUSE_PUBLIC_KEY` and `LANGFUSE_SECRET_KEY` in your environment diff --git a/docs/my-website/docs/tutorials/eval_suites.md b/docs/my-website/docs/tutorials/eval_suites.md index 1107fcc17a..b533da9936 100644 --- a/docs/my-website/docs/tutorials/eval_suites.md +++ b/docs/my-website/docs/tutorials/eval_suites.md @@ -2,9 +2,9 @@ import Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; -# Evaluate LLMs - ML Flow Evals, Auto Eval +# Evaluate LLMs - MLflow Evals, Auto Eval -## Using LiteLLM with ML Flow +## Using LiteLLM with MLflow MLflow provides an API `mlflow.evaluate()` to help evaluate your LLMs https://mlflow.org/docs/latest/llms/llm-evaluate/index.html ### Pre Requisites @@ -153,7 +153,7 @@ $ litellm --model command-nightly -### Step 2: Run ML Flow +### Step 2: Run MLflow Before running the eval we will set `openai.api_base` to the litellm proxy from Step 1 ```python @@ -209,7 +209,7 @@ with mlflow.start_run() as 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