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langchain-tracing.md1.75 kB
--- description: How to use the python LangChainInstrumentor to trace LangChain --- # LangChain Tracing Phoenix has first-class support for [LangChain](https://langchain.com/) applications. ## Launch Phoenix {% include "../../../../phoenix-integrations/.gitbook/includes/sign-up-for-phoenix-sign-up....md" %} ## Install ```bash pip install openinference-instrumentation-langchain langchain_openai ``` ## Setup Use the register function to connect your application to Phoenix: ```python from phoenix.otel import register # configure the Phoenix tracer tracer_provider = register( project_name="my-llm-app", # Default is 'default' auto_instrument=True # Auto-instrument your app based on installed OI dependencies ) ``` ## Run LangChain By instrumenting LangChain, spans will be created whenever a chain is run and will be sent to the Phoenix server for collection. ```python from langchain_core.prompts import ChatPromptTemplate from langchain_openai import ChatOpenAI prompt = ChatPromptTemplate.from_template("{x} {y} {z}?").partial(x="why is", z="blue") chain = prompt | ChatOpenAI(model_name="gpt-3.5-turbo") chain.invoke(dict(y="sky")) ``` ## Observe Now that you have tracing setup, all invocations of chains will be streamed to your running Phoenix for observability and evaluation. ## Resources * [Example notebook](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain_tracing_tutorial.ipynb) * [OpenInference package](https://github.com/Arize-ai/openinference/blob/main/python/instrumentation/openinference-instrumentation-langchain) * [Working examples](https://github.com/Arize-ai/openinference/blob/main/python/instrumentation/openinference-instrumentation-langchain/examples)

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