> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/cuvs/llms.txt.
> For full documentation content, see https://docs.nvidia.com/cuvs/llms-full.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/cuvs/_mcp/server.

# Python API Documentation

These pages are generated from the Python and Cython sources under `python/cuvs/cuvs`.

## Cluster

- [Kmeans](/api-reference/python-api-cluster-kmeans)

## Common

- [Common](/api-reference/python-api-common)

## Distance

- [Distance](/api-reference/python-api-distance)

## Multi-GPU Neighbors

- [Multi-GPU Cagra](/api-reference/python-api-neighbors-mg-cagra)
- [Multi-GPU IVF Flat](/api-reference/python-api-neighbors-mg-ivf-flat)
- [Multi-GPU IVF PQ](/api-reference/python-api-neighbors-mg-ivf-pq)

## Nearest Neighbors

- [All Neighbors](/api-reference/python-api-neighbors-all-neighbors)
- [Brute Force](/api-reference/python-api-neighbors-brute-force)
- [Cagra](/api-reference/python-api-neighbors-cagra)
- [Filters](/api-reference/python-api-neighbors-filters)
- [HNSW](/api-reference/python-api-neighbors-hnsw)
- [IVF Flat](/api-reference/python-api-neighbors-ivf-flat)
- [IVF PQ](/api-reference/python-api-neighbors-ivf-pq)
- [NN Descent](/api-reference/python-api-neighbors-nn-descent)
- [Neighbors](/api-reference/python-api-neighbors)
- [Tiered Index](/api-reference/python-api-neighbors-tiered-index)
- [Vamana](/api-reference/python-api-neighbors-vamana)

## Preprocessing

- [Binary](/api-reference/python-api-preprocessing-quantize-binary)
- [PCA](/api-reference/python-api-preprocessing-pca)
- [PQ](/api-reference/python-api-preprocessing-quantize-pq)
- [Scalar](/api-reference/python-api-preprocessing-quantize-scalar)