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| ====== Arize Phoenix ====== | ====== Arize Phoenix ====== | ||
| - | **Arize Phoenix** is an open-source AI observability platform for tracing, evaluating, and troubleshooting LLM applications. With over **9,000 stars** on GitHub, it provides end-to-end visibility into AI system behavior using **OpenTelemetry-based instrumentation** — capturing traces of LLM flows across frameworks like LangChain, LlamaIndex, Haystack, DSPy, and providers like OpenAI and Bedrock.((https:// | + | **Arize Phoenix** is an open-source AI observability platform for tracing, evaluating, and troubleshooting LLM applications. With over **9,000 stars** on GitHub, it provides end-to-end visibility into AI system behavior using **OpenTelemetry-based instrumentation** — capturing traces of LLM flows across frameworks like LangChain, LlamaIndex, Haystack, DSPy, and providers like OpenAI and Bedrock.((Arize Phoenix GitHub Repository. [[https:// |
| - | Phoenix combines tracing, evaluation, and dataset management in one tool, purpose-built for LLM-specific issues like prompt drift, hallucinations, | + | Phoenix combines tracing, evaluation, and dataset management in one tool, purpose-built for LLM-specific issues like prompt drift, hallucinations, |
| ===== How It Works ===== | ===== How It Works ===== | ||
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| * **Embedding clustering** — Group similar inputs/ | * **Embedding clustering** — Group similar inputs/ | ||
| * **Dataset versioning** — Track changes across experiments and fine-tuning | * **Dataset versioning** — Track changes across experiments and fine-tuning | ||
| - | * **Flexible deployment** — Jupyter notebooks, self-hosted, | + | * **Flexible deployment** — Jupyter notebooks, self-hosted, |
| ===== Installation and Usage ===== | ===== Installation and Usage ===== | ||
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| ^ Mode ^ Description ^ Best For ^ | ^ Mode ^ Description ^ Best For ^ | ||
| - | | Notebook | '' | + | | Notebook | ' |
| | Self-hosted | Docker container with persistent storage | Team collaboration | | | Self-hosted | Docker container with persistent storage | Team collaboration | | ||
| - | | Cloud | Arize cloud platform | Production monitoring | | + | | Cloud | Arize cloud platform | Production monitoring |((Arize AI Platform. [[https:// |
| - | + | ||
| - | ===== References ===== | + | |
| - | + | ||
| - | * [[https:// | + | |
| - | * [[https://phoenix.arize.com|Official Documentation]] | + | |
| - | * [[https://arize.com|Arize AI Platform]] | + | |
| - | * [[https:// | + | |
| ===== See Also ===== | ===== See Also ===== | ||
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| * [[chainlit|Chainlit — Conversational AI Framework]] | * [[chainlit|Chainlit — Conversational AI Framework]] | ||
| * [[weaviate|Weaviate — Vector Database]] | * [[weaviate|Weaviate — Vector Database]] | ||
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| + | ===== References ===== | ||