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This package provides a GPU-accelerated library of primitives for deep neural networks, with highly tuned implementations for standard routines such as forward and backward convolution, attention, matmul, pooling, and normalization.
This package enables the creation of profiling and tracing tools that target CUDA applications and give insight into the CPU and GPU behavior of CUDA applications. It provides the following APIs:
the Activity API,
the Callback API,
the Event API,
the Metric API,
the Profiling API,
the PC Sampling API,
the Checkpoint API.
This package provides the CUDA compiler and the CUDA run-time support libraries for NVIDIA GPUs, all of which are proprietary.
This package provides the CUDA Direct Sparse Solver library.
CUTLASS is a collection of CUDA C++ template abstractions for implementing high-performance matrix-matrix multiplication (GEMM) and related computations at all levels and scales within CUDA. It incorporates strategies for hierarchical decomposition and data movement similar to those used to implement cuBLAS and cuDNN.
CUTLASS decomposes these ``moving parts'' into reusable, modular software components abstracted by C++ template classes. Primitives for different levels of a conceptual parallelization hierarchy can be specialized and tuned via custom tiling sizes, data types, and other algorithmic policy. The resulting flexibility simplifies their use as building blocks within custom kernels and applications.
This package provides a system-wide performance analysis tool designed to visualize an application’s algorithms, identify the largest opportunities to optimize, and tune to scale efficiently across any quantity or size of CPUs and GPUs,from large servers to small systems-on-a-chip.
This package provides a command-line tool to profile CUDA kernels. It enables the collection of a timeline of CUDA-related activities on both CPU and GPU, including kernel execution, memory transfers, memory set and CUDA API calls and events or metrics for CUDA kernels.
This package provides the CUDA compiler and the CUDA run-time support libraries for NVIDIA GPUs, all of which are proprietary.
(guix-science-nonfree packages fabric-management)GDRCopy is a low-latency GPU memory copy library based on GPUDirect RDMA technology that allows the CPU to directly map and access GPU memory.
(guix-science-nonfree packages fabric-management)Unified Communication X (UCX) provides an optimized communication layer for message passing (MPI), portable global address space (PGAS) languages and run-time support libraries, as well as RPC and data-centric applications.
UCX utilizes high-speed networks for inter-node communication, and shared memory mechanisms for efficient intra-node communication.
This package adds CUDA support for NVIDIA GPUs.
Eddy is a tool within FSL that corrects for eddy current distortions and head movements in diffusion MRI data.
FLIRT (FMRIB's Linear Image Registration Tool) is a fully automated robust and accurate tool for linear (affine) intra- and inter-modal brain image registration.
FSL is a comprehensive library of analysis tools for FMRI, MRI and diffusion brain imaging data.
This meta-package provides all the FSL modules.
Module within FSL that provides advanced functionalities for simulating MRI data, including pulse sequence generation, signal generation, noise addition, and image reconstruction.
Basisfield is a tool within the FSL (FMRIB Software Library) used to model and correct B0 field inhomogeneities in MRI images, which can cause geometric distortions. It is essential for improving image quality and precision in both clinical and research applications.
This package is a build dependency of all FSL modules.
Tool within FSL for FMRIB's Improved Linear Model, used for statistical analysis of fMRI data, enhancing accuracy and reliability.
Tool within FSL for identifying and analyzing clusters in neuroimaging data, particularly useful for statistical thresholding and inference.
Collection of miscellaneous C functions and utilities within FSL, providing various helper functions for neuroimaging analysis.
A library that implement miscellaneous mathematicals methods.
Topup is a tool within FSL that corrects for susceptibility-induced distortions in echo planar imaging (EPI) data.
Library within FSL for creating and analyzing shape models of brain structures, aiding in morphometric studies and neuroimaging research.
Tool within FSL for FMRIB's Local Analysis of Mixed Effects, used for higher-level analysis of fMRI data, providing robust statistical modeling.
Module within FSL that provides visualization functionalities, with its source code available on GitLab.