# Table of contents

* [Arize Phoenix](README.md)
* [Quickstart](quickstart.md)
* [User Guide](user-guide.md)
* [Examples](notebooks.md)
* [Environments](environments.md)
* [Self-hosting](deployment/README.md)
  * [Quickstart: Deployment](deployment/deploying-phoenix.md)
  * [Local instance](deployment/local-instance.md)
  * [Python notebook](deployment/python-notebook.md)
  * [Docker](deployment/docker.md)
  * [Kubernetes](deployment/kubernetes.md)
  * [Authentication](deployment/authentication.md)
  * [Persistence](deployment/persistence.md)
  * [Configuration](deployment/configuration.md)

## 🔭 Tracing

* [Overview: Tracing](tracing/llm-traces/README.md)
  * [Traces](tracing/llm-traces/what-are-traces.md)
  * [How Tracing Works](tracing/llm-traces/how-does-tracing-work.md)
  * [Annotating Traces](tracing/llm-traces/how-to-annotate-traces.md)
  * [FAQs: Tracing](tracing/llm-traces/faqs-tracing.md)
* [Quickstart: Tracing](tracing/llm-traces-1.md)
* [Tracing Integrations (Auto)](tracing/integrations-tracing/README.md)
  * [OpenAI](tracing/integrations-tracing/openai.md)
  * [LlamaIndex](tracing/integrations-tracing/llamaindex.md)
  * [LlamaIndex Workflows](tracing/integrations-tracing/llamaindex-1.md)
  * [LangChain](tracing/integrations-tracing/langchain.md)
  * [LangGraph](tracing/integrations-tracing/langgraph.md)
  * [Haystack](tracing/integrations-tracing/haystack.md)
  * [Anthropic](tracing/integrations-tracing/anthropic.md)
  * [VertexAI](tracing/integrations-tracing/vertexai.md)
  * [Bedrock](tracing/integrations-tracing/bedrock.md)
  * [MistralAI](tracing/integrations-tracing/mistralai.md)
  * [Groq](tracing/integrations-tracing/groq.md)
  * [Hugging Face smolagents](tracing/integrations-tracing/hfsmolagents.md)
  * [AutoGen](tracing/integrations-tracing/autogen-support.md)
  * [CrewAI](tracing/integrations-tracing/crewai.md)
  * [LiteLLM](tracing/integrations-tracing/litellm.md)
  * [DSPy](tracing/integrations-tracing/dspy.md)
  * [Guardrails AI](tracing/integrations-tracing/guardrails-ai.md)
  * [Prompt flow](tracing/integrations-tracing/prompt-flow.md)
  * [Instructor](tracing/integrations-tracing/instructor.md)
  * [OpenAI Node SDK](tracing/integrations-tracing/openai-node-sdk.md)
  * [LangChain.js](tracing/integrations-tracing/langchain.js.md)
  * [Vercel AI SDK](tracing/integrations-tracing/vercel-ai-sdk.md)
* [How-to: Tracing (Manual)](tracing/how-to-tracing/README.md)
  * [Setup Tracing: Python](tracing/how-to-tracing/setup-tracing-python.md)
  * [Instrument: Python](tracing/how-to-tracing/instrument-python.md)
  * [Instrument: Python using Base OTEL](tracing/how-to-tracing/custom-spans.md)
  * [Setup Tracing & Instrument: TS](tracing/how-to-tracing/javascript.md)
  * [Customize Tracing](tracing/how-to-tracing/customize-spans.md)
  * [Instrument Prompt Templates and Prompt Variables](tracing/how-to-tracing/instrumenting-prompt-templates-and-prompt-variables.md)
  * [Mask Span Attributes](tracing/how-to-tracing/masking-span-attributes.md)
  * [Filter Spans](tracing/how-to-tracing/filtering-spans.md)
  * [Capture Multimodal Traces](tracing/how-to-tracing/multimodal-tracing.md)
  * [Setup Sessions](tracing/how-to-tracing/setup-sessions.md)
  * [Trace a Deployed App](tracing/how-to-tracing/trace-a-deployed-app.md)
* [How-to: Interact with Traces](tracing/how-to-interact-with-traces/README.md)
  * [Export Data & Query Spans](tracing/how-to-interact-with-traces/extract-data-from-spans.md)
  * [Import Existing Traces](tracing/how-to-interact-with-traces/importing-existing-traces.md)
  * [Capture Feedback](tracing/how-to-interact-with-traces/capture-feedback.md)
  * [Log Evaluation Results](tracing/how-to-interact-with-traces/llm-evaluations.md)
* [Use Cases: Tracing](tracing/use-cases-tracing/README.md)
  * [Evaluate RAG](tracing/use-cases-tracing/rag-evaluation.md)
  * [Structured Data Extraction](tracing/use-cases-tracing/structured-extraction.md)

## 🧠 Evaluation

* [Overview: Evals](evaluation/llm-evals.md)
* [Quickstart: Evals](evaluation/evals.md)
* [Concepts: Evals](evaluation/concepts-evals/README.md)
  * [LLM as a Judge](evaluation/concepts-evals/llm-as-a-judge.md)
  * [Eval Data Types](evaluation/concepts-evals/evaluation-types.md)
  * [Evals With Explanations](evaluation/concepts-evals/evals-with-explanations.md)
  * [Evaluators](evaluation/concepts-evals/evaluation.md)
  * [Custom Task Evaluation](evaluation/concepts-evals/building-your-own-evals.md)
* [How to: Evals](evaluation/how-to-evals/README.md)
  * [Use Phoenix Evaluators](evaluation/how-to-evals/running-pre-tested-evals/README.md)
    * [Hallucinations](evaluation/how-to-evals/running-pre-tested-evals/hallucinations.md)
    * [Q\&A on Retrieved Data](evaluation/how-to-evals/running-pre-tested-evals/q-and-a-on-retrieved-data.md)
    * [Retrieval (RAG) Relevance](evaluation/how-to-evals/running-pre-tested-evals/retrieval-rag-relevance.md)
    * [Summarization](evaluation/how-to-evals/running-pre-tested-evals/summarization-eval.md)
    * [Code Generation](evaluation/how-to-evals/running-pre-tested-evals/code-generation-eval.md)
    * [Toxicity](evaluation/how-to-evals/running-pre-tested-evals/toxicity.md)
    * [AI vs Human (Groundtruth)](evaluation/how-to-evals/running-pre-tested-evals/ai-vs-human-groundtruth.md)
    * [Reference (citation) Link](evaluation/how-to-evals/running-pre-tested-evals/reference-link-evals.md)
    * [User Frustration](evaluation/how-to-evals/running-pre-tested-evals/user-frustration.md)
    * [SQL Generation Eval](evaluation/how-to-evals/running-pre-tested-evals/sql-generation-eval.md)
    * [Agent Function Calling Eval](evaluation/how-to-evals/running-pre-tested-evals/tool-calling-eval.md)
    * [Audio Emotion Detection](evaluation/how-to-evals/running-pre-tested-evals/audio-emotion-detection.md)
  * [Bring Your Own Evaluator](evaluation/how-to-evals/bring-your-own-evaluator.md)
  * [Online Evals](evaluation/how-to-evals/online-evals.md)
  * [Evaluating Phoenix Traces](evaluation/how-to-evals/evaluating-phoenix-traces.md)
  * [Multimodal Evals](evaluation/how-to-evals/multimodal-evals.md)

## 📃 Prompt Engineering

* [Overview: Prompts](prompt-engineering/overview-prompts.md)
  * [Prompt Management](prompt-engineering/overview-prompts/prompt-management.md)
  * [Prompt Playground](prompt-engineering/overview-prompts/prompt-playground.md)
  * [Span Replay](prompt-engineering/overview-prompts/span-replay.md)
  * [Prompts in Code](prompt-engineering/overview-prompts/prompts-in-code.md)
* [Quickstart: Prompts](prompt-engineering/quickstart-prompts.md)
* [How to: Prompts](prompt-engineering/how-to-prompts/README.md)
  * [Configure AI Providers](prompt-engineering/how-to-prompts/configure-ai-providers.md)
  * [Create a prompt](prompt-engineering/how-to-prompts/create-a-prompt.md)
  * [Test a prompt](prompt-engineering/how-to-prompts/test-a-prompt.md)
  * [Tag a prompt](prompt-engineering/how-to-prompts/tag-a-prompt.md)
  * [Using a prompt](prompt-engineering/how-to-prompts/using-a-prompt.md)
  * [Using the Playground](prompt-engineering/how-to-prompts/using-the-playground.md)
* [Concepts: Prompts](prompt-engineering/concepts-prompts.md)
* [Use Cases: Prompts](prompt-engineering/use-cases-prompts.md)

## 🗄️ Datasets & Experiments

* [Overview: Datasets](datasets-and-experiments/overview-datasets.md)
* [Quickstart: Datasets](datasets-and-experiments/quickstart-datasets.md)
* [Concepts: Datasets](datasets-and-experiments/concepts-datasets.md)
* [How-to: Datasets](datasets-and-experiments/how-to-datasets/README.md)
  * [Creating Datasets](datasets-and-experiments/how-to-datasets/creating-datasets.md)
  * [Exporting Datasets](datasets-and-experiments/how-to-datasets/exporting-datasets.md)
* [How-to: Experiments](datasets-and-experiments/how-to-experiments/README.md)
  * [Run Experiments](datasets-and-experiments/how-to-experiments/run-experiments.md)
  * [Using Evaluators](datasets-and-experiments/how-to-experiments/using-evaluators.md)
* [Use Cases: Experiments](datasets-and-experiments/use-cases-datasets/README.md)
  * [Text2SQL](datasets-and-experiments/use-cases-datasets/text2sql.md)
  * [Summarization](datasets-and-experiments/use-cases-datasets/summarization.md)
  * [Email Extraction](datasets-and-experiments/use-cases-datasets/email-extraction.md)

## 🔎 Retrieval

* [Overview: Retrieval](retrieval/overview-retrieval.md)
* [Quickstart: Retrieval](retrieval/quickstart-retrieval.md)
* [Concepts: Retrieval](retrieval/concepts-retrieval/README.md)
  * [Retrieval with Embeddings](retrieval/concepts-retrieval/troubleshooting-llm-retrieval-with-vector-stores.md)
  * [Benchmarking Retrieval](retrieval/concepts-retrieval/benchmarking-retrieval-rag.md)
  * [Retrieval Evals on Document Chunks](retrieval/concepts-retrieval/retrieval-evals-on-document-chunks.md)

## 🌌 inferences

* [Quickstart: Inferences](inferences/phoenix-inferences.md)
* [How-to: Inferences](inferences/how-to-inferences/README.md)
  * [Import Your Data](inferences/how-to-inferences/define-your-schema/README.md)
    * [Prompt and Response (LLM)](inferences/how-to-inferences/define-your-schema/prompt-and-response-llm.md)
    * [Retrieval (RAG)](inferences/how-to-inferences/define-your-schema/retrieval-rag.md)
    * [Corpus Data](inferences/how-to-inferences/define-your-schema/corpus-data.md)
  * [Export Data](inferences/how-to-inferences/export-your-data.md)
  * [Generate Embeddings](inferences/how-to-inferences/generating-embeddings.md)
  * [Manage the App](inferences/how-to-inferences/manage-the-app.md)
  * [Use Example Inferences](inferences/how-to-inferences/use-example-inferences.md)
* [Concepts: Inferences](inferences/inferences.md)
* [API: Inferences](inferences/inference-and-schema.md)
* [Use-Cases: Inferences](inferences/use-cases-inferences/README.md)
  * [Embeddings Analysis](inferences/use-cases-inferences/embeddings-analysis.md)

## ⌨️ API

* [Session](api/session.md)
* [Client](api/client.md)
* [Evals](api/evals.md)
* [Models](api/evaluation-models.md)

## 🔌 INTEGRATIONS

* [Ragas](integrations/ragas.md)

## 📚 Reference

* [Frequently Asked Questions](reference/frequently-asked-questions.md)
* [OpenInference](reference/open-inference.md)
* [Resources](reference/resources.md)
* [Contribute to Phoenix](reference/contribute-to-phoenix.md)

***

* [GitHub](https://github.com/Arize-ai/phoenix)
* [Releases](https://github.com/Arize-ai/phoenix/releases)
* [Python API](https://arize-phoenix.readthedocs.io/)
* [OpenInference](https://github.com/Arize-ai/openinference)