Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

docs: add more links and integrations to the readme #5121

Merged
merged 2 commits into from
Oct 19, 2024
Merged

docs: add more links and integrations to the readme #5121

Changes from all commits
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
5649e8d
docs: add more links and integrations to the readme
mikeldking Oct 19, 2024
50c597b
more links
mikeldking Oct 19, 2024
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
63 changes: 61 additions & 2 deletions README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -29,12 +29,12 @@

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

- [**_Tracing_**](https://docs.arize.com/phoenix/tracing/llm-traces) - Trace your LLM application's runtime using OpenTelemetry-based instrumentation.
- [**_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 (🦙[LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/llamaindex), 🦜⛓[LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/langchain), [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/haystack), 🧩[DSPy](https://docs.arize.com/phoenix/tracing/integrations-tracing/dspy)) and LLM providers ([OpenAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/openai), [Bedrock](https://docs.arize.com/phoenix/tracing/integrations-tracing/bedrock), [MistralAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/mistralai), [VertexAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/vertexai), [LiteLLM](https://docs.arize.com/phoenix/tracing/integrations-tracing/litellm), and more). For details on auto-instrumentation, check out the [OpenInference](https://github.com/Arize-ai/openinference) project.
Phoenix is vendor and language agnostic with out-of-the-box support for popular frameworks (🦙[LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/llamaindex), 🦜⛓[LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/langchain), [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/integrations-tracing/haystack), 🧩[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.

Expand All @@ -50,6 +50,65 @@ 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) | ✅ |
| [Evaluation](https://docs.arize.com/phoenix/evaluation/llm-evals) | ✅ |
| [Retrieval (RAG) Analysis](https://docs.arize.com/phoenix/tracing/use-cases-tracing/rag-evaluation) | ✅ |
| [Datasets](https://docs.arize.com/phoenix/datasets-and-experiments/overview-datasets) | ✅ |
| [Fine-Tuning Export](https://docs.arize.com/phoenix/datasets-and-experiments/how-to-datasets/exporting-datasets) | ✅ |
| [Annotations](https://docs.arize.com/phoenix/tracing/concepts-tracing/how-to-annotate-traces) | ✅ |
| [Human Feedback](https://docs.arize.com/phoenix/tracing/how-to-tracing/capture-feedback) | ✅ |
| [Experiments](https://docs.arize.com/phoenix/datasets-and-experiments/how-to-experiments/run-experiments) | ✅ |
| [Embeddings Analysis](https://docs.arize.com/phoenix/inferences/phoenix-inferences) | ✅ |
| [Data Export](https://docs.arize.com/phoenix/tracing/how-to-tracing/extract-data-from-spans) | ✅ |
| REST API | ✅ |
| GraphQL API | ✅ |
| Data Retention | Costomizable |
| Authentication | ✅ |
| Social Login | ✅ |
| RBAC | ✅ |
| Projects | ✅ |
| [Self-Hosting](https://docs.arize.com/phoenix/deployment) | ✅ |
| Jupyter Notebooks | ✅ |
| [Sessions](https://github.com/Arize-ai/phoenix/issues/2619) | In Progress 🚧 |
| [Prompt Playground](https://github.com/Arize-ai/phoenix/issues/3435) | In Progress 🚧 |
| Prompt Management | Coming soon ⏱️ |

## 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` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [LlamaIndex](https://docs.arize.com/phoenix/tracing/integrations-tracing/llamaindex) | `openinference-instrumentation-llama-index` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-llama-index.svg)](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [DSPy](https://docs.arize.com/phoenix/tracing/integrations-tracing/dspy) | `openinference-instrumentation-dspy` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-dspy.svg)](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [AWS Bedrock](https://docs.arize.com/phoenix/tracing/integrations-tracing/bedrock) | `openinference-instrumentation-bedrock` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-bedrock.svg)](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [LangChain](https://docs.arize.com/phoenix/tracing/integrations-tracing/langchain) | `openinference-instrumentation-langchain` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [MistralAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/mistralai) | `openinference-instrumentation-mistralai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mistralai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [Guardrails](https://docs.arize.com/phoenix/tracing/integrations-tracing/guardrails) | `openinference-instrumentation-guardrails` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-guardrails.svg)](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [VertexAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/vertexai) | `openinference-instrumentation-vertexai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-vertexai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [CrewAI](https://docs.arize.com/phoenix/tracing/integrations-tracing/crewai) | `openinference-instrumentation-crewai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-crewai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [Haystack](https://docs.arize.com/phoenix/tracing/integrations-tracing/haystack) | `openinference-instrumentation-haystack` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-haystack.svg)](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [LiteLLM](https://docs.arize.com/phoenix/tracing/integrations-tracing/litellm) | `openinference-instrumentation-litellm` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-litellm.svg)](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [Groq](https://docs.arize.com/phoenix/tracing/integrations-tracing/groq) | `openinference-instrumentation-groq` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-groq.svg)](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [Instructor](https://docs.arize.com/phoenix/tracing/integrations-tracing/instructor) | `openinference-instrumentation-instructor` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [Anthropic](https://docs.arize.com/phoenix/tracing/integrations-tracing/anthropic) | `openinference-instrumentation-anthropic` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](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` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-openai.svg)](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` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-langchain.svg)](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` | [![NPM Version](https://img.shields.io/npm/v/@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.
Expand Down
Loading