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Phoenix is an open-source AI observability platform designed for experimentation, evaluation, and troubleshooting. It provides:
- [**_Tracing_**](https://docs.arize.com/phoenix/tracing/integrations-tracing/llm-traces) - Trace your LLM application's runtime using OpenTelemetry-based instrumentation.
- [**_Evaluation_**](https://docs.arize.com/phoenix/evaluation/llm-evals) - Leverage LLMs to benchmark your application's performance using response and retrieval evals.
- [**_Datasets_**](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets) - Create versioned datasets of examples for experimentation, evaluation, and fine-tuning.
- [**_Experiments_**](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets#experiments) - Track and evaluate changes to prompts, LLMs, and retrieval.
Phoenix is vendor and language agnostic with out-of-the-box support for popular frameworks (π¦[LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/llamaindex), π¦β[LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/langchain), [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/haystack), π§©[DSPy](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/dspy)) and LLM providers ([OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/openai), [Bedrock](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/bedrock), [MistralAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/mistralai), [VertexAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/vertexai), [LiteLLM](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/litellm), and more). For details on auto-instrumentation, check out the [OpenInference](https://github.com/Arize-ai/openinference) project.
Phoenix runs practically anywhere, including your Jupyter notebook, local machine, containerized deployment, or in the cloud.
<img alt="phoenix_overview.gif" width="100%" src="https://github.com/Arize-ai/phoenix-assets/blob/main/gifs/phoenix_overview.gif?raw=true">
## Installation
Install Phoenix via `pip` or `conda`
```shell
pip install arize-phoenix
```
Phoenix container images are available via [Docker Hub](https://hub.docker.com/r/arizephoenix/phoenix) and can be deployed using Docker or Kubernetes.
## Features
| Key Features | Availability |
| ---------------------------------------------------------------------------------------------------------------- | -------------- |
| [Tracing](https://docs.arize.com/phoenix/tracing/concepts-tracing/what-are-traces) | β
|
| [Evaluation](https://docs.arize.com/phoenix/evaluation/llm-evals) | β
|
| [Retrieval (RAG) Analysis](https://docs.arize.com/phoenix/tracing/use-cases-tracing/rag-evaluation) | β
|
| [Datasets](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets) | β
|
| [Fine-Tuning Export](https://docs.arize.com/phoenix/datasets-and-experiments/how-to-datasets/exporting-datasets) | β
|
| [Annotations](https://docs.arize.com/phoenix/tracing/concepts-tracing/how-to-annotate-traces) | β
|
| [Human Feedback](https://docs.arize.com/phoenix/tracing/how-to-tracing/capture-feedback) | β
|
| [Experiments](https://docs.arize.com/phoenix/datasets-and-experiments/how-to-experiments/run-experiments) | β
|
| [Embeddings Analysis](https://docs.arize.com/phoenix/inferences/phoenix-inferences) | β
|
| [Data Export](https://docs.arize.com/phoenix/tracing/how-to-tracing/extract-data-from-spans) | β
|
| REST API | β
|
| GraphQL API | β
|
| Data Retention | Customizable |
| Authentication | β
|
| Social Login | β
|
| RBAC | β
|
| Projects | β
|
| [Self-Hosting](https://docs.arize.com/phoenix/deployment) | β
|
| Jupyter Notebooks | β
|
| [Prompt Playground](https://docs.arize.com/phoenix/prompt-engineering/overview-prompts) | β
|
| [Sessions](https://docs.arize.com/phoenix/tracing/how-to-tracing/setup-sessions) | β
|
| Prompt Management | Coming soon β±οΈ |
## Tracing Integrations
Phoenix is built on top of OpenTelemetry and is vendor, language, and framework agnostic.
**Python**
| Integration | Package | Version Badge |
|------------------|-----------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|
| [OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/openai) | `openinference-instrumentation-openai` | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/llamaindex) | `openinference-instrumentation-llama-index` | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [DSPy](https://docs.arize.com/phoenix/tracing/integrations-tracing/dspy) | `openinference-instrumentation-dspy` | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [AWS Bedrock](https://docs.arize.com/phoenix/tracing/integrations-tracing/bedrock) | `openinference-instrumentation-bedrock` | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/langchain) | `openinference-instrumentation-langchain` | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [MistralAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/mistralai) | `openinference-instrumentation-mistralai` | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [Guardrails](https://docs.arize.com/phoenix/tracing/integrations-tracing/guardrails) | `openinference-instrumentation-guardrails` | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [VertexAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/vertexai) | `openinference-instrumentation-vertexai` | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [CrewAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/crewai) | `openinference-instrumentation-crewai` | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/haystack) | `openinference-instrumentation-haystack` | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [LiteLLM](https://docs.arize.com/phoenix/tracing/integrations-tracing/litellm) | `openinference-instrumentation-litellm` | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [Groq](https://docs.arize.com/phoenix/tracing/integrations-tracing/groq) | `openinference-instrumentation-groq` | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [Instructor](https://docs.arize.com/phoenix/tracing/integrations-tracing/instructor) | `openinference-instrumentation-instructor` | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [Anthropic](https://docs.arize.com/phoenix/tracing/integrations-tracing/anthropic) | `openinference-instrumentation-anthropic` | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
### JavaScript
| Integration | Package | Version Badge |
| ------------------------------------------------------------------------------------------ | -------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/openai-node-sdk) | `@arizeai/openinference-instrumentation-openai` | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [LangChain.js](https://docs.arize.com/phoenix/tracing/integrations-tracing/langchain.js) | `@arizeai/openinference-instrumentation-langchain` | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [Vercel AI SDK](https://docs.arize.com/phoenix/tracing/integrations-tracing/vercel-ai-sdk) | `@arizeai/openinference-vercel` | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
For details about tracing integrations and example applications, see the [OpenInference](https://github.com/Arize-ai/openinference) project.
## Community
Join our community to connect with thousands of AI builders.
- π Join our [Slack community](https://arize-ai.slack.com/join/shared_invite/zt-11t1vbu4x-xkBIHmOREQnYnYDH1GDfCg?__hstc=259489365.a667dfafcfa0169c8aee4178d115dc81.1733501603539.1733501603539.1733501603539.1&__hssc=259489365.1.1733501603539&__hsfp=3822854628&submissionGuid=381a0676-8f38-437b-96f2-fc10875658df#/shared-invite/email).
- π Read our [documentation](https://docs.arize.com/phoenix).
- π‘ Ask questions and provide feedback in the _#phoenix-support_ channel.
- π Leave a star on our [GitHub](https://github.com/Arize-ai/phoenix).
- π Report bugs with [GitHub Issues](https://github.com/Arize-ai/phoenix/issues).
- π Follow us on [π](https://twitter.com/ArizePhoenix).
- ποΈ Sign up for our [mailing list](https://phoenix.arize.com/#updates).
- πΊοΈ Check out our [roadmap](https://github.com/orgs/Arize-ai/projects/45) to see where we're heading next.
## Breaking Changes
See the [migration guide](./MIGRATION.md) for a list of breaking changes.
## Copyright, Patent, and License
Copyright 2024 Arize AI, Inc. All Rights Reserved.
Portions of this code are patent protected by one or more U.S. Patents. See [IP_NOTICE](https://github.com/Arize-ai/phoenix/blob/main/IP_NOTICE).
This software is licensed under the terms of the Elastic License 2.0 (ELv2). See [LICENSE](https://github.com/Arize-ai/phoenix/blob/main/LICENSE).
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It provides:\n\n- [**_Tracing_**](https://docs.arize.com/phoenix/tracing/integrations-tracing/llm-traces) - Trace your LLM application's runtime using OpenTelemetry-based instrumentation.\n- [**_Evaluation_**](https://docs.arize.com/phoenix/evaluation/llm-evals) - Leverage LLMs to benchmark your application's performance using response and retrieval evals.\n- [**_Datasets_**](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets) - Create versioned datasets of examples for experimentation, evaluation, and fine-tuning.\n- [**_Experiments_**](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets#experiments) - Track and evaluate changes to prompts, LLMs, and retrieval.\n\nPhoenix is vendor and language agnostic with out-of-the-box support for popular frameworks (\ud83e\udd99[LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/llamaindex), \ud83e\udd9c\u26d3[LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/langchain), [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/haystack), \ud83e\udde9[DSPy](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/dspy)) and LLM providers ([OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/openai), [Bedrock](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/bedrock), [MistralAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/mistralai), [VertexAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/vertexai), [LiteLLM](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/litellm), and more). For details on auto-instrumentation, check out the [OpenInference](https://github.com/Arize-ai/openinference) project.\n\nPhoenix runs practically anywhere, including your Jupyter notebook, local machine, containerized deployment, or in the cloud.\n\n<img alt=\"phoenix_overview.gif\" width=\"100%\" src=\"https://github.com/Arize-ai/phoenix-assets/blob/main/gifs/phoenix_overview.gif?raw=true\">\n\n## Installation\n\nInstall Phoenix via `pip` or `conda`\n\n```shell\npip install arize-phoenix\n```\n\nPhoenix container images are available via [Docker Hub](https://hub.docker.com/r/arizephoenix/phoenix) and can be deployed using Docker or Kubernetes.\n\n## Features\n\n| Key Features | Availability |\n| ---------------------------------------------------------------------------------------------------------------- | -------------- |\n| [Tracing](https://docs.arize.com/phoenix/tracing/concepts-tracing/what-are-traces) | \u2705 |\n| [Evaluation](https://docs.arize.com/phoenix/evaluation/llm-evals) | \u2705 |\n| [Retrieval (RAG) Analysis](https://docs.arize.com/phoenix/tracing/use-cases-tracing/rag-evaluation) | \u2705 |\n| [Datasets](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets) | \u2705 |\n| [Fine-Tuning Export](https://docs.arize.com/phoenix/datasets-and-experiments/how-to-datasets/exporting-datasets) | \u2705 |\n| [Annotations](https://docs.arize.com/phoenix/tracing/concepts-tracing/how-to-annotate-traces) | \u2705 |\n| [Human Feedback](https://docs.arize.com/phoenix/tracing/how-to-tracing/capture-feedback) | \u2705 |\n| [Experiments](https://docs.arize.com/phoenix/datasets-and-experiments/how-to-experiments/run-experiments) | \u2705 |\n| [Embeddings Analysis](https://docs.arize.com/phoenix/inferences/phoenix-inferences) | \u2705 |\n| [Data Export](https://docs.arize.com/phoenix/tracing/how-to-tracing/extract-data-from-spans) | \u2705 |\n| REST API | \u2705 |\n| GraphQL API | \u2705 |\n| Data Retention | Customizable |\n| Authentication | \u2705 |\n| Social Login | \u2705 |\n| RBAC | \u2705 |\n| Projects | \u2705 |\n| [Self-Hosting](https://docs.arize.com/phoenix/deployment) | \u2705 |\n| Jupyter Notebooks | \u2705 |\n| [Prompt Playground](https://docs.arize.com/phoenix/prompt-engineering/overview-prompts) | \u2705 |\n| [Sessions](https://docs.arize.com/phoenix/tracing/how-to-tracing/setup-sessions) | \u2705 |\n| Prompt Management | Coming soon \u23f1\ufe0f |\n\n## Tracing Integrations\n\nPhoenix is built on top of OpenTelemetry and is vendor, language, and framework agnostic.\n\n**Python**\n| Integration | Package | Version Badge |\n|------------------|-----------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|\n| [OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/openai) | `openinference-instrumentation-openai` | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |\n| [LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/llamaindex) | `openinference-instrumentation-llama-index` | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |\n| [DSPy](https://docs.arize.com/phoenix/tracing/integrations-tracing/dspy) | `openinference-instrumentation-dspy` | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |\n| [AWS Bedrock](https://docs.arize.com/phoenix/tracing/integrations-tracing/bedrock) | `openinference-instrumentation-bedrock` | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |\n| [LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/langchain) | `openinference-instrumentation-langchain` | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |\n| [MistralAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/mistralai) | `openinference-instrumentation-mistralai` | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |\n| [Guardrails](https://docs.arize.com/phoenix/tracing/integrations-tracing/guardrails) | `openinference-instrumentation-guardrails` | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |\n| [VertexAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/vertexai) | `openinference-instrumentation-vertexai` | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |\n| [CrewAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/crewai) | `openinference-instrumentation-crewai` | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |\n| [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/haystack) | `openinference-instrumentation-haystack` | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |\n| [LiteLLM](https://docs.arize.com/phoenix/tracing/integrations-tracing/litellm) | `openinference-instrumentation-litellm` | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |\n| [Groq](https://docs.arize.com/phoenix/tracing/integrations-tracing/groq) | `openinference-instrumentation-groq` | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |\n| [Instructor](https://docs.arize.com/phoenix/tracing/integrations-tracing/instructor) | `openinference-instrumentation-instructor` | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |\n| [Anthropic](https://docs.arize.com/phoenix/tracing/integrations-tracing/anthropic) | `openinference-instrumentation-anthropic` | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |\n\n### JavaScript\n\n| Integration | Package | Version Badge |\n| ------------------------------------------------------------------------------------------ | -------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n| [OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/openai-node-sdk) | `@arizeai/openinference-instrumentation-openai` | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |\n| [LangChain.js](https://docs.arize.com/phoenix/tracing/integrations-tracing/langchain.js) | `@arizeai/openinference-instrumentation-langchain` | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |\n| [Vercel AI SDK](https://docs.arize.com/phoenix/tracing/integrations-tracing/vercel-ai-sdk) | `@arizeai/openinference-vercel` | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |\n\nFor details about tracing integrations and example applications, see the [OpenInference](https://github.com/Arize-ai/openinference) project.\n\n## Community\n\nJoin our community to connect with thousands of AI builders.\n\n- \ud83c\udf0d Join our [Slack community](https://arize-ai.slack.com/join/shared_invite/zt-11t1vbu4x-xkBIHmOREQnYnYDH1GDfCg?__hstc=259489365.a667dfafcfa0169c8aee4178d115dc81.1733501603539.1733501603539.1733501603539.1&__hssc=259489365.1.1733501603539&__hsfp=3822854628&submissionGuid=381a0676-8f38-437b-96f2-fc10875658df#/shared-invite/email).\n- \ud83d\udcda Read our [documentation](https://docs.arize.com/phoenix).\n- \ud83d\udca1 Ask questions and provide feedback in the _#phoenix-support_ channel.\n- \ud83c\udf1f Leave a star on our [GitHub](https://github.com/Arize-ai/phoenix).\n- \ud83d\udc1e Report bugs with [GitHub Issues](https://github.com/Arize-ai/phoenix/issues).\n- \ud835\udd4f Follow us on [\ud835\udd4f](https://twitter.com/ArizePhoenix).\n- \ud83d\udc8c\ufe0f Sign up for our [mailing list](https://phoenix.arize.com/#updates).\n- \ud83d\uddfa\ufe0f Check out our [roadmap](https://github.com/orgs/Arize-ai/projects/45) to see where we're heading next.\n\n## Breaking Changes\n\nSee the [migration guide](./MIGRATION.md) for a list of breaking changes.\n\n## Copyright, Patent, and License\n\nCopyright 2024 Arize AI, Inc. All Rights Reserved.\n\nPortions of this code are patent protected by one or more U.S. Patents. See [IP_NOTICE](https://github.com/Arize-ai/phoenix/blob/main/IP_NOTICE).\n\nThis software is licensed under the terms of the Elastic License 2.0 (ELv2). See [LICENSE](https://github.com/Arize-ai/phoenix/blob/main/LICENSE).\n",
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