RAPIDS API Docs

Access our current docs for the RAPIDS projects below. Docs are available in both “stable” and “nightly” versions. The description of each is below to help select the docs that fit your needs.

STABLE
Current release docs; considered to be stable.
NIGHTLY
Work-in-progress release docs; considered to be unstable and released nightly.
LEGACY
Previous release docs; available for reference.

RAPIDS APIs

cuDF

cuDF is a Python GPU DataFrame library (built on the Apache Arrow columnar memory format) for loading, joining, aggregating, filtering, and otherwise manipulating data.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

dask-cuDF

Dask-cuDF extends Dask where necessary to allow its DataFrame partitions to be processed using cuDF GPU DataFrames instead of Pandas DataFrames. Dask-cuDF is used to leverage multiple gpus and multiple nodes for more performance at larger scales

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

cuML

cuML is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

cuGraph

cuGraph is a GPU accelerated graph analytics library, with functionality like NetworkX, which is seamlessly integrated into the RAPIDS data science platform. cuGraph supports GNNs with PyG, DGL packages and cugraph-ops (for low level optimized operations) as well as cugraph-service for analytics on a remote graph and WHOLEGRAPH for memory management.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

cuxfilter

cuxfilter acts as a connector library, which provides the connections between different visualization libraries and a GPU dataframe without much hassle. This also allows the user to use charts from different libraries in a single dashboard, while also providing the interaction.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

cuSpatial

cuSpatial is a GPU-accelerated vector GIS library including binary predicates (DE-9IM), point-in-polygon, spatial join, distances, and trajectory analysis.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

cuProj

cuProj is a GPU-accelerated geographic and geodetic coordinate transformation library which supports projecting coordinates between coordinate reference systems (CRSes), compatible with PyProj.

DOCS stable (24.02) | nightly (24.04)

cusignal

cuSignal functionality has been moved to CuPy. Please see the CuPy documentation for more information.

DOCS

Java + cuDF

Java bindings for the cuDF library.

DOCS stable (24.02) | legacy (23.12)

cuCIM

The RAPIDS cuCIM is an extensible toolkit designed to provide GPU accelerated I/O, computer vision & image processing primitives for N-Dimensional images with a focus on biomedical imaging.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

cuVS

cuVS is a library for GPU-accelerated vector search and clustering.

DOCS nightly (24.04)

KvikIO

KvikIO is a Python and C++ library for high performance file IO using GPUDirect Storage (GDS).

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

RAFT

RAFT contains fundamental widely-used algorithms and primitives for vector search, machine learning, and information retrieval.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

Dask-CUDA

Various utilities to improve deployment and management of Dask workers on CUDA-enabled systems.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

RMM

RAPIDS Memory Manager (RMM) is a central place for all device memory allocations in cuDF (C++ and Python) and other RAPIDS libraries. In addition, it is a replacement allocator for CUDA Device Memory (and CUDA Managed Memory) and a pool allocator to make CUDA device memory allocation / deallocation faster and asynchronous.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

RAPIDS Libraries

libcudf

libcudf is a C/C++ CUDA library for implementing standard dataframe operations.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

libcuspatial

libcuspatial is a GPU-accelerated header-only C++ vector GIS library including binary predicates (DE-9IM), point-in-polygon, spatial join, distances, and trajectory analysis.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

libcuproj

libcuproj is a C++ header-only library for GPU-accelerated geographic and geodetic coordinate transformation library which supports projecting coordinates between coordinate reference systems (CRSes), similar to PROJ.

DOCS stable (24.02) | nightly (24.04)

libcuml

libcuml is a C/C++ CUDA library for cuML.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

librmm

RAPIDS Memory Manager (RMM) is a central place for all device memory allocations in cuDF (C++ and Python) and other RAPIDS libraries. In addition, it is a replacement allocator for CUDA Device Memory (and CUDA Managed Memory) and a pool allocator to make CUDA device memory allocation / deallocation faster and asynchronous.

DOCS legacy (23.12)

libkvikio

libkvikio is a C++ header-only library providing bindings to cuFile, which enables GPUDirect Storage (GDS).

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)

libucxx

UCXX is an object-oriented C++ interface for UCX, with native support for Python bindings.

DOCS nightly (0.37)

rapids-cmake

This is a collection of CMake modules that are useful for all CUDA RAPIDS projects. By sharing the code in a single place it makes rolling out CMake fixes easier.

DOCS stable (24.02) | nightly (24.04) | legacy (23.12)