initial: sovereign home — morrowind agent, skills, training-data, research, specs, notes, operational docs
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)
This commit is contained in:
@@ -0,0 +1,38 @@
|
||||
# Chroma Integration Guide
|
||||
|
||||
Integration with LangChain, LlamaIndex, and frameworks.
|
||||
|
||||
## LangChain
|
||||
|
||||
```python
|
||||
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
|
||||
|
||||
```python
|
||||
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)
|
||||
```
|
||||
|
||||
## Resources
|
||||
|
||||
- **Docs**: https://docs.trychroma.com
|
||||
Reference in New Issue
Block a user