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accel-sim-framework

This is the top-level repository for the Accel-Sim framework.

accelerate-llvm

LLVM backend for Accelerate

aitemplate

AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.

allreduce-proto

A prototype implementation of AllReduce collective communication routine.

alpa

Auto parallelization for large-scale neural networks

amos

Automatic Mapping Generation, Verification, and Exploration for ISA-based Spatial Accelerators

amperesparsematmul

study of Ampere' Sparse Matmul

apnn-tc

apnn-tc-kernel

apq

[CVPR 2020] APQ: Joint Search for Network Architecture, Pruning and Quantization Policy

atom

Atom: Low-bit Quantization for Efficient and Accurate LLM Serving

autodl-projects

Automated deep learning algorithms implemented in PyTorch.

awesome-compilers

:sunglasses: Curated list of awesome resources on Compilers, Interpreters and Runtimes

awesome-efficient-llm

A curated list for Efficient Large Language Models

awesome-llm-inference

📖A curated list of Awesome LLM Inference Paper with codes, TensorRT-LLM, vLLM, streaming-llm, AWQ, SmoothQuant, WINT8/4, Continuous Batching, FlashAttention, PagedAttention etc.

awesome-llm-system-papers

awesome-machine-learning-in-compilers

Must read research papers and links to tools and datasets that are related to using machine learning for compilers and systems optimisation

awesome-quantization-papers

List of papers related to neural network quantization in recent AI conferences and journals.

awesome-tensor-compilers

A list of awesome compiler projects and papers for tensor computation and deep learning.

awesome-text-to-video

A Survey on Text-to-Video Generation/Synthesis.

awesome-video-diffusion-models

[Arxiv] A Survey on Video Diffusion Models

baichuan-7b

A large-scale 7B pretraining language model developed by BaiChuan-Inc.

bayesian-compression-for-deep-learning

Remplementation of paper https://arxiv.org/abs/1705.08665

bitfusion

Simulator for BitFusion

bitfusion-tutorial

How to use the open-source BitFusion (https://github.com/hsharma35/bitfusion)

bitfusion_6bit

6 Bit support for Bit Fusion Architecture

bladedisc

BladeDISC is an end-to-end DynamIc Shape Compiler project for machine learning workloads.

blinkplus

Blink+: Increase GPU group bandwidth by utilizing across tenant NVLink.

block-shuffle

A method for high-resolution Fast Style Transfer with limited memory

block-sparse-benchmark

Benchmark for matrix multiplications between dense and block sparse (BSR) matrix in TVM, blocksparse (Gray et al.) and cuSparse.