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This is the top-level repository for the Accel-Sim framework.
LLVM backend for Accelerate
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.
A prototype implementation of AllReduce collective communication routine.
Auto parallelization for large-scale neural networks
Automatic Mapping Generation, Verification, and Exploration for ISA-based Spatial Accelerators
study of Ampere' Sparse Matmul
[CVPR 2020] APQ: Joint Search for Network Architecture, Pruning and Quantization Policy
Atom: Low-bit Quantization for Efficient and Accurate LLM Serving
Automated deep learning algorithms implemented in PyTorch.
:sunglasses: Curated list of awesome resources on Compilers, Interpreters and Runtimes
A curated list for Efficient Large Language Models
📖A curated list of Awesome LLM Inference Paper with codes, TensorRT-LLM, vLLM, streaming-llm, AWQ, SmoothQuant, WINT8/4, Continuous Batching, FlashAttention, PagedAttention etc.
Must read research papers and links to tools and datasets that are related to using machine learning for compilers and systems optimisation
List of papers related to neural network quantization in recent AI conferences and journals.
A curated list of reinforcement learning with human feedback resources (continually updated)
A list of awesome compiler projects and papers for tensor computation and deep learning.
A Survey on Text-to-Video Generation/Synthesis.
[Arxiv] A Survey on Video Diffusion Models
A large-scale 7B pretraining language model developed by BaiChuan-Inc.
Remplementation of paper https://arxiv.org/abs/1705.08665
BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.
Simulator for BitFusion
How to use the open-source BitFusion (https://github.com/hsharma35/bitfusion)
6 Bit support for Bit Fusion Architecture
BladeDISC is an end-to-end DynamIc Shape Compiler project for machine learning workloads.
Blink+: Increase GPU group bandwidth by utilizing across tenant NVLink.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.