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turbovec

by Ryan Codrai

Indexes and searches embeddings with 2- to 4-bit TurboQuant compression in a Rust library with Python bindings, for local RAG pipelines that need a small memory footprint.

3
Skills
None
Auth
No
Streaming
No
Push

Skills

Filtered Search

Restricts search() to an id allowlist or slot bitmask inside the kernel, returning up to k results from the allowed set without over-fetching.

Incremental Saves

Persists only what changed since the last sync(path) call with one fsync, so small appends or removals stay fast on large indexes.

Framework Integrations

Replaces the in-memory vector stores of LangChain, LlamaIndex, Haystack and Agno through optional pip extras such as turbovec[langchain].

Vector Databasesvector-indexvector-quantizationturboquantrustpythonraglangchainllamaindex
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turbovec
Indexes and searches embeddings with 2- to 4-bit TurboQuant compression in a Rust library with Python bindings, for local RAG pipelines that need a small memory footprint.
fields
nameturbovec
providerRyan Codrai
urlhttps://github.com/RyanCodrai/turbovec
categoriesvector-databases
accessapi
authnone
streamingfalse
pushfalse
verifiedtrue
tagsvector-index, vector-quantization, turboquant, rust, python, rag, langchain, llamaindex
skills
filtered-searchFiltered SearchRestricts search() to an id allowlist or slot bitmask i…
incremental-savesIncremental SavesPersists only what changed since the last sync(path) ca…
framework-integrationsFramework IntegrationsReplaces the in-memory vector stores of LangChain, Llam…
→ https://github.com/RyanCodrai/turbovec