0d64d8e559
Tracked: morrowind agent (py/cfg), skills/, training-data/, research/, notes/, specs/, test-results/, metrics/, heartbeat/, briefings/, memories/, skins/, hooks/, decisions.md, OPERATIONS.md, SOUL.md Excluded: screenshots, PNGs, binaries, sessions, databases, secrets, audio cache, timmy-config/ and timmy-telemetry/ (separate repos)
771 B
771 B
Chroma Integration Guide
Integration with LangChain, LlamaIndex, and frameworks.
LangChain
from langchain_chroma import Chroma
from langchain_openai import OpenAIEmbeddings
vectorstore = Chroma.from_documents(
documents=docs,
embedding=OpenAIEmbeddings(),
persist_directory="./chroma_db"
)
# Query
results = vectorstore.similarity_search("query", k=3)
# As retriever
retriever = vectorstore.as_retriever()
LlamaIndex
from llama_index.vector_stores.chroma import ChromaVectorStore
import chromadb
db = chromadb.PersistentClient(path="./chroma_db")
collection = db.get_or_create_collection("docs")
vector_store = ChromaVectorStore(chroma_collection=collection)