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rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/cluster/linkage.cu
/* * Copyright (c) 2021-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/cluster/cluster_solvers_deprecated.cu
/* * Copyright (c) 2020-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/cluster/kmeans.cu
/* * Copyright (c) 2022-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/cluster/cluster_solvers.cu
/* * Copyright (c) 2020-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/cluster/kmeans_balanced.cu
/* * Copyright (c) 2022-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/label/label.cu
/* * Copyright (c) 2019-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/raft/cpp/test
rapidsai_public_repos/raft/cpp/test/label/merge_labels.cu
/* * Copyright (c) 2020-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/raft/cpp
rapidsai_public_repos/raft/cpp/internal/CMakeLists.txt
# ============================================================================= # Copyright (c) 2023, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except # in compliance with the License. You may obtain a copy of the License at # # http://www.apache.o...
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rapidsai_public_repos/raft/cpp/internal/raft_internal
rapidsai_public_repos/raft/cpp/internal/raft_internal/neighbors/naive_knn.cuh
/* * Copyright (c) 2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
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rapidsai_public_repos/raft/cpp/internal/raft_internal
rapidsai_public_repos/raft/cpp/internal/raft_internal/neighbors/refine_helper.cuh
/* * Copyright (c) 2022-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/raft/cpp/internal/raft_internal
rapidsai_public_repos/raft/cpp/internal/raft_internal/matrix/select_k.cuh
/* * Copyright (c) 2022-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/notebooks/tutorial_ivf_pq.ipynb
import os import tempfile import cupy as cp import numpy as np import matplotlib.pyplot as plt import rmm import urllib.request import h5py from rmm.allocators.cupy import rmm_cupy_allocator from pylibraft.common import DeviceResources from pylibraft.neighbors import ivf_pq, refine from adjustText import adjust_text f...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/notebooks/VectorSearch_QuestionRetrieval.ipynb
import json from sentence_transformers import SentenceTransformer, CrossEncoder, util import time import gzip import os import torch import pylibraft from pylibraft.neighbors import ivf_flat, ivf_pq pylibraft.config.set_output_as(lambda device_ndarray: device_ndarray.copy_to_host()) if not torch.cuda.is_available(): ...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/notebooks/ivf_flat_example.ipynb
import os import cupy as cp import numpy as np from pylibraft.common import DeviceResources from pylibraft.neighbors import ivf_flat import matplotlib.pyplot as plt import tempfile from utils import BenchmarkTimer, calc_recall, load_datasetimport rmm from rmm.allocators.cupy import rmm_cupy_allocator mr = rmm.mr.PoolMe...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/notebooks/utils.py
# # Copyright (c) 2023, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed ...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/.devcontainer/README.md
# RAFT Development Containers This directory contains [devcontainer configurations](https://containers.dev/implementors/json_reference/) for using VSCode to [develop in a container](https://code.visualstudio.com/docs/devcontainers/containers) via the `Remote Containers` [extension](https://marketplace.visualstudio.com...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/.devcontainer/Dockerfile
# syntax=docker/dockerfile:1.5 ARG BASE ARG PYTHON_PACKAGE_MANAGER=conda FROM ${BASE} as pip-base ENV DEFAULT_VIRTUAL_ENV=rapids FROM ${BASE} as conda-base ENV DEFAULT_CONDA_ENV=rapids FROM ${PYTHON_PACKAGE_MANAGER}-base ARG CUDA ENV CUDAARCHS="RAPIDS" ENV CUDA_VERSION="${CUDA_VERSION:-${CUDA}}" ARG PYTHON_PACK...
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rapidsai_public_repos/raft/.devcontainer
rapidsai_public_repos/raft/.devcontainer/cuda11.8-pip/devcontainer.json
{ "build": { "context": "${localWorkspaceFolder}/.devcontainer", "dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile", "args": { "CUDA": "11.8", "PYTHON_PACKAGE_MANAGER": "pip", "BASE": "rapidsai/devcontainers:24.02-cpp-llvm16-cuda11.8-ubuntu22.04" } }, "hostRequireme...
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rapidsai_public_repos/raft/.devcontainer
rapidsai_public_repos/raft/.devcontainer/cuda12.0-pip/devcontainer.json
{ "build": { "context": "${localWorkspaceFolder}/.devcontainer", "dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile", "args": { "CUDA": "12.0", "PYTHON_PACKAGE_MANAGER": "pip", "BASE": "rapidsai/devcontainers:24.02-cpp-llvm16-cuda12.0-ubuntu22.04" } }, "hostRequireme...
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rapidsai_public_repos/raft/.devcontainer
rapidsai_public_repos/raft/.devcontainer/cuda12.0-conda/devcontainer.json
{ "build": { "context": "${localWorkspaceFolder}/.devcontainer", "dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile", "args": { "CUDA": "12.0", "PYTHON_PACKAGE_MANAGER": "conda", "BASE": "rapidsai/devcontainers:24.02-cpp-mambaforge-ubuntu22.04" } }, "hostRequirements...
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rapidsai_public_repos/raft/.devcontainer
rapidsai_public_repos/raft/.devcontainer/cuda11.8-conda/devcontainer.json
{ "build": { "context": "${localWorkspaceFolder}/.devcontainer", "dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile", "args": { "CUDA": "11.8", "PYTHON_PACKAGE_MANAGER": "conda", "BASE": "rapidsai/devcontainers:24.02-cpp-llvm16-cuda11.8-mambaforge-ubuntu22.04" } }, "...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/docs/README.md
# Building Documentation ## Building locally: #### [Build and install RAFT](source/build.md) #### Generate the docs ```shell script bash build.sh docs ``` #### Once the process finishes, documentation can be found in build/html ```shell script xdg-open build/html/index.html` ```
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/docs/make.bat
@ECHO OFF pushd %~dp0 REM Command file for Sphinx documentation if "%SPHINXBUILD%" == "" ( set SPHINXBUILD=sphinx-build ) set SOURCEDIR=source set BUILDDIR=build set SPHINXPROJ=cuML if "%1" == "" goto help %SPHINXBUILD% >NUL 2>NUL if errorlevel 9009 ( echo. echo.The 'sphinx-build' command was not found. Make su...
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rapidsai_public_repos/raft
rapidsai_public_repos/raft/docs/Makefile
# Minimal makefile for Sphinx documentation # # You can set these variables from the command line. SPHINXOPTS = SPHINXBUILD = sphinx-build SPHINXPROJ = RAFT SOURCEDIR = source BUILDDIR = build # Put it first so that "make" without argument is like "make help". help: @$(SPHINXBUILD) -M help -v "$(SOU...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/pylibraft_api.rst
~~~~~~~~~~ Python API ~~~~~~~~~~ .. _api: .. toctree:: :maxdepth: 4 pylibraft_api/cluster.rst pylibraft_api/common.rst pylibraft_api/distance.rst pylibraft_api/matrix.rst pylibraft_api/neighbors.rst pylibraft_api/random.rst
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/cpp_api.rst
~~~~~~~ C++ API ~~~~~~~ .. _api: .. toctree:: :maxdepth: 4 cpp_api/core.rst cpp_api/cluster.rst cpp_api/distance.rst cpp_api/linalg.rst cpp_api/matrix.rst cpp_api/mdspan.rst cpp_api/mnmg.rst cpp_api/neighbors.rst cpp_api/random.rst cpp_api/solver.rst cpp_api/sparse.rst cpp_api/...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/vector_search_tutorial.md
# Vector Search in C++ Tutorial RAFT has several important algorithms for performing vector search on the GPU and this tutorial walks through the primary vector search APIs from start to finish to provide a reference for quick setup and C++ API usage. This tutorial assumes RAFT has been installed and/or added to your...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/ann_benchmarks_build.md
### Dependencies CUDA 11 and a GPU with Pascal architecture or later are required to run the benchmarks. Please refer to the [installation docs](https://docs.rapids.ai/api/raft/stable/build.html#cuda-gpu-requirements) for the base requirements to build RAFT. In addition to the base requirements for building RAFT,...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/wiki_all_dataset.md
# Wiki-all Dataset The `wiki-all` dataset was created to stress vector search algorithms at scale with both a large number of vectors and dimensions. The entire dataset contains 88M vectors with 768 dimensions and is meant for testing the types of vectors one would typically encounter in retrieval augmented generation...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/ann_benchmarks_dataset.md
# ANN Benchmarks Datasets A dataset usually has 4 binary files containing database vectors, query vectors, ground truth neighbors and their corresponding distances. For example, Glove-100 dataset has files `base.fbin` (database vectors), `query.fbin` (query vectors), `groundtruth.neighbors.ibin` (ground truth neighbor...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/contributing.md
# Contributing If you are interested in contributing to RAFT, your contributions will fall into three categories: 1. You want to report a bug, feature request, or documentation issue - File an [issue](https://github.com/rapidsai/RAFT/issues/new/choose) describing what you encountered or what you want to see ch...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/ann_benchmarks_param_tuning.md
# ANN Benchmarks Parameter Tuning Guide This guide outlines the various parameter settings that can be specified in [RAFT ANN Benchmark](raft_ann_benchmarks.md) json configuration files and explains the impact they have on corresponding algorithms to help inform their settings for benchmarking across desired levels of...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/ann_benchmarks_low_level.md
### Low-level Scripts and Executables #### End-to-end Example An end-to-end example (run from the RAFT source code root directory): ```bash # (0) get raft sources git clone https://github.com/rapidsai/raft.git cd raft # (1) prepare a dataset export PYTHONPATH=python/raft-ann-bench/src:$PYTHONPATH python -m raft-ann-be...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/raft_dask_api.rst
~~~~~~~~~~~~~ RAFT Dask API ~~~~~~~~~~~~~ .. role:: py(code) :language: python :class: highlight Dask-based Multi-Node Multi-GPU Communicator -------------------------------------------- .. autoclass:: raft_dask.common.Comms :members:
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/quick_start.md
# Quick Start This guide is meant to provide a quick-start tutorial for interacting with RAFT's C++ & Python APIs. ## RAPIDS Memory Manager (RMM) RAFT relies heavily on the [RMM](https://github.com/rapidsai/rmm) library which eases the burden of configuring different allocation strategies globally across the librari...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/using_libraft.md
# Using The Pre-Compiled Binary At its core, RAFT is a header-only template library, which makes it very powerful in that APIs can be called with various different combinations of data types and only the templates which are actually used will be compiled into your binaries. This increased flexibility comes with a draw...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/raft_ann_benchmarks.md
# RAFT ANN Benchmarks This project provides a benchmark program for various ANN search implementations. It's especially suitable for comparing GPU implementations as well as comparing GPU against CPU. ## Table of Contents - [Installing the benchmarks](#installing-the-benchmarks) - [Conda](#conda) - [Docker](...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/conf.py
# Copyright (c) 2018-2023, NVIDIA CORPORATION. import os import sys # If extensions (or modules to document with autodoc) are in another # directory, add these directories to sys.path here. If the directory # is relative to the documentation root, use os.path.abspath to make it # absolute, like shown here. sys.path.i...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/build.md
# Installation RAFT currently provides libraries for C++ and Python. The C++ libraries, including the header-only and optional shared library, can be installed with Conda. Both the C++ and Python APIs require CMake to build from source. ## Table of Contents - [Install C++ and Python through Conda](#installing-c-an...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/using_raft_comms.rst
Using RAFT Comms ================ RAFT provides a communications abstraction for writing distributed algorithms which can scale up to multiple GPUs and scale out to multiple nodes. The communications abstraction is largely based on MPI and NCCL, and allows the user to decouple the design of algorithms from the environ...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/index.rst
RAPIDS RAFT: Reusable Accelerated Functions and Tools for Vector Search and More ================================================================================ .. image:: ../../img/raft-tech-stack-vss.png :width: 800 :alt: RAFT Tech Stack Useful Resources ################ .. _raft_reference: https://docs.rapid...
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rapidsai_public_repos/raft/docs
rapidsai_public_repos/raft/docs/source/developer_guide.md
# Developer Guide ## General Please start by reading the [Contributor Guide](contributing.md). ## Performance 1. In performance critical sections of the code, favor `cudaDeviceGetAttribute` over `cudaDeviceGetProperties`. See corresponding CUDA devblog [here](https://devblogs.nvidia.com/cuda-pro-tip-the-fast-way-to-q...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/_static/references.css
/* Fix references to not look like parameters */ dl.citation > dt.label { display: unset !important; float: left !important; border: unset !important; background: unset !important; padding: unset !important; margin: unset !important; font-size: unset !important; line-height: unset !important; padding...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/pylibraft_api/distance.rst
Distance ======== This page provides `pylibraft` class references for the publicly-exposed elements of the `pylibraft.distance` package. RAFT's distances have been highly optimized and support a wide assortment of different distance measures. .. role:: py(code) :language: python :class: highlight .. autofunct...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/pylibraft_api/neighbors.rst
Neighbors ========= This page provides pylibraft class references for the publicly-exposed elements of the neighbors package. .. role:: py(code) :language: python :class: highlight Brute Force ########### .. autofunction:: pylibraft.neighbors.brute_force.knn CAGRA ##### .. autoclass:: pylibraft.neighbors....
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/pylibraft_api/matrix.rst
Matrix ====== This page provides `pylibraft` class references for the publicly-exposed elements of the `pylibraft.matrix` package. .. role:: py(code) :language: python :class: highlight .. autofunction:: pylibraft.matrix.select_k
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/pylibraft_api/cluster.rst
Cluster ======= This page provides pylibraft class references for the publicly-exposed elements of the `pylibraft.cluster` package. .. role:: py(code) :language: python :class: highlight KMeans ###### .. autoclass:: pylibraft.cluster.kmeans.KMeansParams :members: .. autofunction:: pylibraft.cluster.kmean...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/pylibraft_api/common.rst
Common ====== This page provides `pylibraft` class references for the publicly-exposed elements of the `pylibraft.common` package. .. role:: py(code) :language: python :class: highlight Basic Vocabulary ################ .. autoclass:: pylibraft.common.DeviceResources :members: .. autoclass:: pylibraft....
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/pylibraft_api/random.rst
Random ====== This page provides pylibraft class references for the publicly-exposed elements of the `pylibraft.random` package. .. role:: py(code) :language: python :class: highlight .. autofunction:: pylibraft.random.rmat
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/sphinxext/github_link.py
# This contains code with copyright by the scikit-learn project, subject to the # license in /thirdparty/LICENSES/LICENSE.scikit_learn import inspect import os import re import subprocess import sys from functools import partial from operator import attrgetter orig = inspect.isfunction # See https://opendreamkit.or...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/cluster_kmeans.rst
K-Means ======= .. role:: py(code) :language: c++ :class: highlight ``#include <raft/cluster/kmeans.cuh>`` .. doxygennamespace:: raft::cluster::kmeans :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/random_sampling_multivariable.rst
Multi-Variable Random Sampling ============================== .. role:: py(code) :language: c++ :class: highlight Multi-Variable Gaussian ----------------------- ``#include <raft/random/multi_variable_gaussian.hpp>`` namespace *raft::random* .. doxygengroup:: multi_variable_gaussian :project: RAFT :...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/neighbors_epsilon_neighborhood.rst
Epsilon Neighborhood ==================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/neighbors/epsilon_neighborhood.cuh>`` namespace *raft::neighbors::epsilon_neighborhood* .. doxygengroup:: epsilon_neighbors :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/distance.rst
Distance ======== This page provides C++ class references for the publicly-exposed elements of the `raft/distance` package. RAFT's distances have been highly optimized and support a wide assortment of different distance measures. .. role:: py(code) :language: c++ :class: highlight Distance Types --------------...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/mdspan_mdspan.rst
mdspan: Multi-dimensional Non-owning View ========================================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/mdspan.hpp>`` .. doxygentypedef:: raft::mdspan :project: RAFT .. doxygenfunction:: raft::make_mdspan :project: RAFT .. doxygenfunction:: raft:...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/neighbors.rst
Neighbors ========= This page provides C++ class references for the publicly-exposed elements of the neighbors package. .. role:: py(code) :language: c++ :class: highlight .. toctree:: :maxdepth: 2 :caption: Contents: neighbors_brute_force.rst neighbors_ivf_flat.rst neighbors_ivf_pq.rst neig...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/neighbors_ivf_pq.rst
IVF-PQ ====== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/neighbors/ivf_pq.cuh>`` namespace *raft::neighbors::ivf_pq* .. doxygengroup:: ivf_pq :project: RAFT :members: :content-only: Serializer Methods ------------------ ``#include <raft/neighbors/ivf_pq_serialize.cuh>`` ...
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rapidsai_public_repos/raft/docs/source/cpp_api/core_interruptible.rst
Interruptible ============= .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/interruptible.hpp>`` namespace *raft::core* .. doxygengroup:: interruptible :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/sparse_linalg.rst
Sparse Linear Algebra ===================== .. doxygennamespace:: raft::sparse::linalg :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/matrix_ordering.rst
Matrix Ordering =============== .. role:: py(code) :language: c++ :class: highlight Argmax ------ ``#include <raft/matrix/argmax.cuh>`` namespace *raft::matrix* .. doxygengroup:: argmax :project: RAFT :members: :content-only: Argmin ------ ``#include <raft/matrix/argmin.cuh>`` namespace *raft:...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/stats_clustering.rst
Clustering Model Scoring ======================== .. role:: py(code) :language: c++ :class: highlight Adjusted Rand Index ------------------- ``#include <raft/stats/adjusted_rand_index.cuh>`` namespace *raft::stats* .. doxygengroup:: stats_adj_rand_index :project: RAFT :members: :content-only: ...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/random_sampling_without_replacement.rst
Sampling Without Replacement ============================ .. role:: py(code) :language: c++ :class: highlight ``#include <raft/random/sample_without_replacement.cuh>`` namespace *raft::random* .. doxygengroup:: sample_without_replacement :project: RAFT :members: :content-only: ``#include <raft/ra...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/linalg_matrix_vector.rst
Matrix-Vector Operations ======================== .. role:: py(code) :language: c++ :class: highlight Arithmetic ---------- ``#include <raft/linalg/matrix_vector.cuh>`` namespace *raft::linalg* .. doxygengroup:: matrix_vector :project: RAFT :members: :content-only: Operations ---------- ``#inc...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/mnmg.rst
Multi-node Multi-GPU ==================== RAFT contains C++ infrastructure for abstracting the communications layer when writing applications that scale on multiple nodes and across multiple GPUs. This infrastructure assumes OPG (one-process per GPU) architectures where multiple physical parallel units (processes, ran...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/linalg_map_reduce.rst
Mapping and Reduction ===================== .. role:: py(code) :language: c++ :class: highlight Coalesced Reduction ------------------- ``#include <raft/linalg/coalesced_reduction.cuh>`` namespace *raft::linalg* .. doxygengroup:: coalesced_reduction :project: RAFT :members: :content-only: Map --...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/sparse_types_csr_matrix.rst
CSR Matrix ========== .. role:: py(code) :language: c++ :class: highlight Basic Vocabulary ---------------- ``#include <raft/core/csr_matrix.hpp>`` .. doxygengroup:: csr_matrix :project: RAFT :members: :content-only: Device CSR Matrix ----------------- ``#include <raft/core/device_csr_matrix.h...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/mdspan_representation.rst
Multi-dimensional Representation ================================ .. role:: py(code) :language: c++ :class: highlight Data Layouts ------------- ``#include <raft/core/mdspan_types.hpp>`` .. doxygengroup:: mdspan_layout :project: RAFT :members: :content-only: Shapes ------ ``#include <raft/core/m...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/sparse_types.rst
Sparse Types ============ .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/sparse_types.hpp>`` .. doxygengroup:: sparse_types :project: RAFT :members: :content-only: .. toctree:: :maxdepth: 2 :caption: Contents: sparse_types_coo_matrix.rst sparse_types_csr_m...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/sparse_matrix.rst
Sparse Matrix Operations ======================== .. doxygennamespace:: raft::sparse::op :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/solver.rst
Solvers ======= This page provides C++ class references for the publicly-exposed elements of the iterative and combinatorial solvers package. .. role:: py(code) :language: c++ :class: highlight Linear Assignment Problem ######################### ``#include <raft/solver/linear_assignment.cuh>`` .. doxygencla...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/neighbors_ball_cover.rst
Random Ball Cover ================= .. role:: py(code) :language: c++ :class: highlight ``#include <raft/neighbors/ball_cover.cuh>`` namespace *raft::neighbors::ball_cover* .. doxygengroup:: random_ball_cover :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/matrix.rst
Matrix ====== This page provides C++ class references for the publicly-exposed elements of the `raft/matrix` headers. The `raft/matrix` headers cover many operations on matrices that are otherwise not covered by `raft/linalg`. .. role:: py(code) :language: c++ :class: highlight .. toctree:: :maxdepth: 2 ...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/cluster.rst
Cluster ======= This page provides C++ API references for the publicly-exposed elements of the `raft/cluster` headers. RAFT provides fundamental clustering algorithms which are, themselves, considered reusable building blocks for other algorithms. .. role:: py(code) :language: c++ :class: highlight .. toctree:...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/distance_pairwise.rst
Pairwise Distance ================= .. role:: py(code) :language: c++ :class: highlight ``#include <raft/distance/distance.cuh>`` namespace *raft::distance* .. doxygengroup:: distance_mdspan :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/matrix_manipulation.rst
Matrix Manipulation =================== .. role:: py(code) :language: c++ :class: highlight Initialization -------------- ``#include <raft/matrix/init.cuh>`` namespace *raft::matrix* .. doxygengroup:: matrix_init :project: RAFT :members: :content-only: Reverse ------- ``#include <raft/matrix/r...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/utils.rst
Utilities ========= RAFT contains numerous utility functions and primitives that are easily usable. This page provides C++ API references for the publicly-exposed utility functions. .. role:: py(code) :language: c++ :class: highlight Memory Pool ----------- ``#include <raft/utils/memory_pool.cuh>`` namespace...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/mdspan_mdarray.rst
mdarray: Multi-dimensional Owning Container =========================================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/mdarray.hpp>`` .. doxygengroup:: mdarray_apis :project: RAFT :members: :content-only: Device Vocabulary ----------------- ``#include <r...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/stats_classification.rst
Classification Model Scoring ============================ .. role:: py(code) :language: c++ :class: highlight Accuracy -------- ``#include <raft/stats/accuracy.cuh>`` namespace *raft::stats* .. doxygengroup:: stats_accuracy :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/stats_probability.rst
Probability & Information Theory ================================ .. role:: py(code) :language: c++ :class: highlight Contingency Matrix ------------------ ``#include <raft/stats/contingency_matrix.cuh>`` namespace *raft::stats* .. doxygengroup:: contingency_matrix :project: RAFT :members: :conte...
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rapidsai_public_repos/raft/docs/source/cpp_api/matrix_selection.rst
Matrix Selection ================ .. role:: py(code) :language: c++ :class: highlight Copy ---- ``#include <raft/matrix/copy.cuh>`` namespace *raft::matrix* .. doxygengroup:: matrix_copy :project: RAFT :members: :content-only: Diagonal -------- ``#include <raft/matrix/diagonal.cuh>`` namespac...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/sparse_types_coo_matrix.rst
COO Matrix ========== .. role:: py(code) :language: c++ :class: highlight Basic Vocabulary ---------------- ``#include <raft/core/coo_matrix.hpp>`` .. doxygengroup:: coo_matrix :project: RAFT :members: :content-only: Device COO Matrix ----------------- ``#include <raft/core/device_coo_matrix.h...
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rapidsai_public_repos/raft/docs/source/cpp_api/core_logger.rst
logger ====== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/logger.hpp>`` namespace *raft::core* .. doxygenclass:: raft::logger :project: RAFT :members:
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rapidsai_public_repos/raft/docs/source/cpp_api/matrix_reduction.rst
Matrix Reductions ================= .. role:: py(code) :language: c++ :class: highlight Matrix Norm ----------- ``#include <raft/matrix/norm.cuh>`` namespace *raft::matrix* .. doxygengroup:: matrix_norm :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/neighbors_cagra.rst
CAGRA ===== CAGRA is a graph-based nearest neighbors implementation with state-of-the art query performance for both small- and large-batch sized search. Please note that the CAGRA implementation is currently experimental and the API is subject to change from release to release. We are currently working on promoting ...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/sparse_neighbors.rst
Sparse Neighbors ================ .. doxygennamespace:: raft::sparse::neighbors :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/sparse_solver.rst
Sparse Solvers ============== .. doxygennamespace:: raft::sparse::solver :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/random_datagen.rst
Data Generation =============== .. role:: py(code) :language: c++ :class: highlight make_blobs ---------- ``#include <raft/random/make_blobs.cuh>`` namespace *raft::random* .. doxygengroup:: make_blobs :project: RAFT :members: :content-only: make_regression --------------- ``#include <raft/ra...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/linalg.rst
Linear Algebra ============== This page provides C++ class references for the publicly-exposed elements of the `raft/linalg` (dense) linear algebra headers. In addition to providing highly optimized arithmetic and matrix/vector operations, RAFT provides a consistent user experience by providing common BLAS routines, s...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/sparse_distance.rst
Sparse Distance =============== .. doxygennamespace:: raft::sparse::distance :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/cluster_spectral.rst
Spectral Clustering =================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/spectral/partition.cuh>`` .. doxygennamespace:: raft::spectral :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/stats_summary.rst
Summary Statistics ================== .. role:: py(code) :language: c++ :class: highlight Covariance ---------- ``#include <raft/stats/cov.cuh>`` namespace *raft::stats* .. doxygengroup:: stats_cov :project: RAFT :members: :content-only: Histogram --------- ``#include <raft/stats/histogram.cuh>...
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rapidsai_public_repos/raft/docs/source/cpp_api/random_sampling_univariate.rst
Univariate Random Sampling ========================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/random/rng.cuh>`` namespace *raft::random* .. doxygengroup:: univariate_random_sampling :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/distance_1nn.rst
1-Nearest Neighbors =================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/distance/fused_l2_nn.cuh>`` namespace *raft::distance* .. doxygengroup:: fused_l2_nn :project: RAFT :members: :content-only: ``#include <raft/distance/fused_l2_nn.cuh>`` namespace *raft::d...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/core_math.rst
Mathematical Functions ====================== .. role:: py(code) :language: c++ :class: highlight The math functions APIs guarantee both CUDA and CPU compatibility, making it more straightforward to write `__host__ __device__` functions without being concerned whether the underlying intrinsics will build and w...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/neighbors_brute_force.rst
Brute-Force =========== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/neighbors/brute_force.cuh>`` namespace *raft::neighbors::brute_force* .. doxygengroup:: brute_force_knn :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/neighbors_ivf_flat.rst
IVF-Flat ======== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/neighbors/ivf_flat.cuh>`` namespace *raft::neighbors::ivf_flat* .. doxygengroup:: ivf_flat :project: RAFT :members: :content-only: Serializer Methods ------------------ ``#include <raft/neighbors/ivf_flat_seria...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/core_operators.rst
Operators and Functors ====================== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/operators.hpp>`` namespace *raft::core* .. doxygengroup:: operators :project: RAFT :members: :content-only:
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rapidsai_public_repos/raft/docs/source/cpp_api/core_kvp.rst
Key-Value Pair ============== .. role:: py(code) :language: c++ :class: highlight ``#include <raft/core/kvp.hpp>`` namespace *raft::core* .. doxygenstruct:: raft::KeyValuePair :project: RAFT :members:
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rapidsai_public_repos/raft/docs/source/cpp_api/matrix_arithmetic.rst
Matrix Arithmetic ================= .. role:: py(code) :language: c++ :class: highlight Line-wise Operation ------------------- ``#include <raft/matrix/linewise_op.cuh>`` namespace *raft::matrix* .. doxygengroup:: linewise_op :project: RAFT :members: :content-only: Power ----- ``#include <raft...
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rapidsai_public_repos/raft/docs/source
rapidsai_public_repos/raft/docs/source/cpp_api/core.rst
Core ==== This page provides C++ class references for the publicly-exposed elements of the `raft/core` package. The `raft/core` headers require minimal dependencies, can be compiled without `nvcc`, and thus are safe to expose on your own public APIs. Aside from the headers in the `raft/core` include directory, any hea...
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