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ai-agent

RAFT: Accelerate Machine Learning

Get building blocks for high performance ML apps with RAFT, used by developers with 1.0k+ GitHub stars.
1,028 stars241 forksCudaQuality 8/10Updated 7/17/2026100% free ยท open source
What it does

RAFT provides building blocks for high performance machine learning applications, including fundamental algorithms and primitives, to help developers write efficient apps more easily

Install / run
git clone https://github.com/NVIDIA/raft.git
When to use it
  • โ€ขWhen building a high-performance machine learning application that requires GPU acceleration
  • โ€ขWhen needing widely-used algorithms and primitives for machine learning and information retrieval
  • โ€ขWhen developing applications that require CUDA-accelerated computations
Quick start
  1. 1Navigate to the cloned repository: `cd raft`
  2. 2Build the RAFT library using the provided build script: `mkdir build && cd build && cmake .. && make`
  3. 3Explore the example applications in the `examples` directory to see how to use RAFT in your own project
  4. 4Refer to the `README.md` file for more detailed instructions on building and using RAFT
  5. 5Use the `raft` library in your own C++ project by including the `raft/include` directory and linking against the `raft/lib` directory
Ready-to-paste prompt
To build and run the RAFT example application, use the command: `cd build && cmake .. && make && ./examples/raft_example`
Heads up: RAFT requires a CUDA-compatible NVIDIA GPU to function, so ensure you have a supported GPU installed and the CUDA toolkit is properly configured on your system
Saves to your device

Topics

anns
building-blocks
clustering
cuda
distance
gpu
information-retrieval
linear-algebra
llm
machine-learning
nearest-neighbors
neighborhood-methods
primitives
random-sampling
solvers
sparse
statistics
vector-search
vector-similarity
vector-store
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

15
top-level files
10
folders
18.4M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
README.md
File tree
.devcontainer/
.github/
ci/
cmake/
conda/
cpp/
docs/
img/
python/
thirdparty/
.coderabbit.yaml
.gitignore
.pre-commit-config.yaml
.shellcheckrc
build.sh
CHANGELOG.md
dependencies.yaml
LICENSE
pyproject.toml
RAPIDS_BRANCH
README.md
SECURITY.md
UCXX_BRANCH
UCXX_VERSION
Quick Actions
Details
Creator
NVIDIA
Language
Cuda
Category
ai-agent
Published
6/13/2019

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