11cc14d707
Sovereign backup of all Hermes Agent configuration and data. Excludes: secrets, auth tokens, sessions, caches, code (separate repo). Tracked: - config.yaml (model, fallback chain, toolsets, display prefs) - SOUL.md (Timmy personality charter) - memories/ (persistent MEMORY.md + USER.md) - skills/ (371 files — full skill library) - cron/jobs.json (scheduled tasks) - channel_directory.json (platform channels) - hooks/ (custom hooks)
39 lines
771 B
Markdown
39 lines
771 B
Markdown
# Chroma Integration Guide
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Integration with LangChain, LlamaIndex, and frameworks.
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## LangChain
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```python
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from langchain_chroma import Chroma
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from langchain_openai import OpenAIEmbeddings
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vectorstore = Chroma.from_documents(
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documents=docs,
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embedding=OpenAIEmbeddings(),
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persist_directory="./chroma_db"
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)
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# Query
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results = vectorstore.similarity_search("query", k=3)
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# As retriever
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retriever = vectorstore.as_retriever()
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```
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## LlamaIndex
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```python
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from llama_index.vector_stores.chroma import ChromaVectorStore
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import chromadb
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db = chromadb.PersistentClient(path="./chroma_db")
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collection = db.get_or_create_collection("docs")
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vector_store = ChromaVectorStore(chroma_collection=collection)
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```
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## Resources
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- **Docs**: https://docs.trychroma.com
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