arize-phoenix

Phoenix is an open-source AI observability platform designed for experimentation, evaluation, and troubleshooting. It provides:

• Tracing - Trace your LLM application's runtime using OpenTelemetry-based instrumentation.
• Evaluation - Leverage LLMs to benchmark your application's performance using response and retrieval evals.
• Datasets - Create versioned datasets of examples for experimentation, evaluation, and fine-tuning.
• Experiments - Track and evaluate changes to prompts, LLMs, and retrieval.
• Playground- Optimize prompts, compare models, adjust parameters, and replay traced LLM calls.
• Prompt Mangement- Manage and test prompt changes systematically using version control, tagging, and experimentation.

Phoenix is vendor and language agnostic with out-of-the-box support for popular frameworks (🦙LlamaIndex, 🦜⛓LangChain, Haystack, 🧩DSPy, 🤗smolagents) and LLM providers (OpenAI, Bedrock, MistralAI, VertexAI, LiteLLM, and more). For details on auto-instrumentation, check out the OpenInference project.

Phoenix runs practically anywhere, including your Jupyter notebook, local machine, containerized deployment, or in the cloud.

Installation

Install Phoenix via pip or conda

pip install arize-phoenix

Phoenix container images are available via Docker Hub and can be deployed using Docker or Kubernetes.

Features

Key Features	Availability
Tracing	✅
Evaluation	✅
Retrieval (RAG) Analysis	✅
Datasets	✅
Fine-Tuning Export	✅
Annotations	✅
Human Feedback	✅
Experiments	✅
Embeddings Analysis	✅
Data Export	✅
REST API	✅
GraphQL API	✅
Data Retention	Customizable
Authentication	✅
Social Login	✅
RBAC	✅
Projects	✅
Self-Hosting	✅
Jupyter Notebooks	✅
Prompt Playground	✅
Sessions	✅
Prompt Management	✅

Tracing Integrations

Phoenix is built on top of OpenTelemetry and is vendor, language, and framework agnostic.

Python

Integration	Package	Version Badge
OpenAI	openinference-instrumentation-openai
LlamaIndex	openinference-instrumentation-llama-index
DSPy	openinference-instrumentation-dspy
AWS Bedrock	openinference-instrumentation-bedrock
LangChain	openinference-instrumentation-langchain
MistralAI	openinference-instrumentation-mistralai
Guardrails	openinference-instrumentation-guardrails
VertexAI	openinference-instrumentation-vertexai
CrewAI	openinference-instrumentation-crewai
Haystack	openinference-instrumentation-haystack
LiteLLM	openinference-instrumentation-litellm
Groq	openinference-instrumentation-groq
Instructor	openinference-instrumentation-instructor
Anthropic	openinference-instrumentation-anthropic
Smolagents	openinference-instrumentation-smolagents

JavaScript

Integration	Package	Version Badge
OpenAI	@arizeai/openinference-instrumentation-openai
LangChain.js	@arizeai/openinference-instrumentation-langchain
Vercel AI SDK	@arizeai/openinference-vercel

For details about tracing integrations and example applications, see the OpenInference project.

Community

Join our community to connect with thousands of AI builders.

• 🌍 Join our Slack community.
• 📚 Read our documentation.
• 💡 Ask questions and provide feedback in the #phoenix-support channel.
• 🌟 Leave a star on our GitHub.
• 🐞 Report bugs with GitHub Issues.
• 𝕏 Follow us on 𝕏.
• 🗺️ Check out our roadmap to see where we're heading next.

Breaking Changes

See the migration guide 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 the IP_NOTICE.

This software is licensed under the terms of the Elastic License 2.0 (ELv2). See LICENSE.