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Zvec is an open-source, in-process vector database — lightweight, lightning-fast, and designed to embed directly into applications. Battle-tested within Alibaba Group, it delivers production-grade, low-latency and scalable similarity search with minimal setup.
💫 Features
- Blazing Fast: Searches billions of vectors in milliseconds.
- Simple, Just Works: Install and start searching in seconds. Pure local, no servers, no config, no fuss.
- Dense + Sparse Vectors: Support dense and sparse embeddings, multi-vector queries, and a rich selection of vector index types that scale from memory to disk.
- Full-Text Search (FTS): Native keyword-based full-text search — query string fields with natural-language or structured expressions.
- Hybrid Search: Fuse vector similarity, full-text search, and structured filters in a single query for precise results.
- Durable Storage: Write-ahead logging (WAL) guarantees persistence — data is never lost, even on process crash or power failure.
- Concurrent Access: Multiple processes can read the same collection simultaneously; writes are single-process exclusive.
- Runs Anywhere: As an in-process library, Zvec runs wherever your code runs — notebooks, servers, CLI tools, or even edge devices.
📦 Installation
Zvec offers official SDKs across multiple languages:
- Python:
pip install zvec(requires 64-bit Python 3.10–3.14) - Node.js:
npm install @zvec/zvec - Go: High-performance Go bindings.
- Rust:
cargo add zvec-rust - Dart/Flutter:
flutter pub add zvec
Searching code or documents? Try zvec-grep (zg) — a local-first search CLI that unifies ripgrep, BM25, and vector search, built for humans and AI agents.
Prefer a visual tool? Try Zvec Studio to browse data and debug queries — no code required.
✅ Supported Platforms
Zvec supports all major platforms, including Linux, macOS, and Windows; see the platform support documentation for details.
🛠️ Building from Source
If you prefer to build Zvec from source, please check the Building from Source guide.
⚡ One-Minute Example
import zvec
# Define collection schema
schema = zvec.CollectionSchema(
name="example",
vectors=zvec.VectorSchema("embedding", zvec.DataType.VECTOR_FP32, 4),
)
# Create collection
collection = zvec.create_and_open(path="./zvec_example", schema=schema)
# Insert documents
collection.insert([
zvec.Doc(id="doc_1", vectors={"embedding": [0.1, 0.2, 0.3, 0.4]}),
zvec.Doc(id="doc_2", vectors={"embedding": [0.2, 0.3, 0.4, 0.1]}),
])
# Search by vector similarity
results = collection.query(
zvec.Query(field_name="embedding", vector=[0.4, 0.3, 0.3, 0.1]),
topk=10
)
# Results: list of {'id': str, 'score': float, ...}, sorted by relevance
print(results)
📈 Performance at Scale
Zvec delivers exceptional speed and efficiency, making it ideal for demanding production workloads.
For detailed benchmark methodology, configurations, and complete results, please see our Benchmarks documentation.
🤝 Join Our Community
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❤️ Contributing
We welcome and appreciate contributions from the community! Whether you're fixing a bug, adding a feature, or improving documentation, your help makes Zvec better for everyone.
Check out our Contributing Guide to get started!
1 maintainer
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Release files for zvec 0.8.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 577.5 MB
Release files / zvec-0.8.0-cp314-cp314-win_arm64.whl
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Release files / zvec-0.8.0-cp314-cp314-win_amd64.whl
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Release files / zvec-0.8.0-cp314-cp314-musllinux_1_2_x86_64.whl
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Release files / zvec-0.8.0-cp314-cp314-musllinux_1_2_aarch64.whl
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Release files / zvec-0.8.0-cp314-cp314-manylinux_2_28_x86_64.whl
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Release files / zvec-0.8.0-cp314-cp314-manylinux_2_28_aarch64.whl
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Release files / zvec-0.8.0-cp314-cp314-macosx_11_0_x86_64.whl
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Release files / zvec-0.8.0-cp314-cp314-macosx_11_0_arm64.whl
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Release files / zvec-0.8.0-cp313-cp313-win_amd64.whl
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Release files / zvec-0.8.0-cp313-cp313-musllinux_1_2_x86_64.whl
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Release files / zvec-0.8.0-cp313-cp313-manylinux_2_28_aarch64.whl
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Release files / zvec-0.8.0-cp313-cp313-macosx_11_0_x86_64.whl
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Release files / zvec-0.8.0-cp313-cp313-macosx_11_0_arm64.whl
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Release files / zvec-0.8.0-cp312-cp312-win_amd64.whl
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Release files / zvec-0.8.0-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / zvec-0.8.0-cp312-cp312-musllinux_1_2_aarch64.whl
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Release files / zvec-0.8.0-cp312-cp312-manylinux_2_28_x86_64.whl
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Release files / zvec-0.8.0-cp312-cp312-manylinux_2_28_aarch64.whl
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Release files / zvec-0.8.0-cp311-cp311-win_arm64.whl
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Release files / zvec-0.8.0-cp311-cp311-macosx_11_0_x86_64.whl
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Release files / zvec-0.8.0-cp311-cp311-macosx_11_0_arm64.whl
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Release files / zvec-0.8.0-cp310-cp310-musllinux_1_2_x86_64.whl
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Release files / zvec-0.8.0-cp310-cp310-musllinux_1_2_aarch64.whl
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Release files / zvec-0.8.0-cp310-cp310-manylinux_2_28_x86_64.whl
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Release files / zvec-0.8.0-cp310-cp310-manylinux_2_28_aarch64.whl
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Release files / zvec-0.8.0-cp310-cp310-macosx_11_0_x86_64.whl
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Release files / zvec-0.8.0-cp310-cp310-macosx_11_0_arm64.whl
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Security for zvec 0.8.0
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