Git-like version control for RAG vector databases
Reason this release was yanked:
broken
Project description
Clamp
Git-like version control for RAG vector databases.
Clamp gives you commit, rollback, and history tracking for your Qdrant vector databases.
Installation
git clone https://github.com/athaapa/clamp-monorepo.git
cd clamp-monorepo/packages/sdk
pip install -e .
Quick Start
from qdrant_client import QdrantClient
from clamp import ClampClient
# Setup
qdrant = QdrantClient(":memory:")
clamp = ClampClient(qdrant)
qdrant.create_collection(
collection_name="docs",
vectors_config={"size": 3, "distance": "Cosine"}
)
# Commit documents
documents = [
{"id": 1, "vector": [0.1, 0.2, 0.3], "text": "Hello world"}
]
commit = clamp.ingest(
collection="docs",
group="my_docs",
documents=documents,
message="Initial commit"
)
# Query with version filter
filter_obj = clamp.get_active_filter("my_docs")
results = qdrant.search(
collection_name="docs",
query_vector=[0.1, 0.2, 0.3],
query_filter=filter_obj,
limit=5
)
# View history
history = clamp.history("my_docs")
# Rollback
clamp.rollback("docs", "my_docs", commit)
Key Concepts
- Groups: Organize documents with independent version histories
- Commits: Each ingest creates a commit with a message
- Active Filter: Automatically query the current version
- Rollback: Instantly switch to any previous version
CLI
# View history
clamp history my_docs
# Check status
clamp status docs my_docs
# Rollback
clamp rollback docs my_docs <commit-hash>
# List groups
clamp list-groups
API
ClampClient(qdrant_client)
Initialize the client with a Qdrant instance.
ingest(collection, group, documents, message)
Commit documents to a group. Returns commit hash.
rollback(collection, group, commit_hash)
Rollback group to a previous commit.
history(group, limit=10)
Get commit history for a group.
get_active_filter(group)
Get filter object for querying active documents.
status(collection, group)
Show current state and statistics.
Requirements
- Python 3.8+
- Qdrant Client
- SQLite3
License
MIT
Links
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