mlcommons / inference
Reference implementations of MLPerf™ inference benchmarks
☆1,351Updated this week
Alternatives and similar repositories for inference:
Users that are interested in inference are comparing it to the libraries listed below
- Reference implementations of MLPerf™ training benchmarks☆1,658Updated this week
- A flexible and efficient deep neural network (DNN) compiler that generates high-performance executable from a DNN model description.☆981Updated 6 months ago
- Representation and Reference Lowering of ONNX Models in MLIR Compiler Infrastructure☆840Updated this week
- The Torch-MLIR project aims to provide first class support from the PyTorch ecosystem to the MLIR ecosystem.☆1,491Updated this week
- FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/☆1,293Updated this week
- The Tensor Algebra SuperOptimizer for Deep Learning☆705Updated 2 years ago
- A performant and modular runtime for TensorFlow☆759Updated last month
- Collective communications library with various primitives for multi-machine training.☆1,288Updated this week
- PyTorch/TorchScript/FX compiler for NVIDIA GPUs using TensorRT☆2,724Updated this week
- common in-memory tensor structure☆974Updated this week
- Dive into Deep Learning Compiler☆646Updated 2 years ago
- High-efficiency floating-point neural network inference operators for mobile, server, and Web☆1,998Updated this week
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit floating point (FP8) precision on Hopper and Ada GPUs…☆2,346Updated this week
- A Python-level JIT compiler designed to make unmodified PyTorch programs faster.☆1,039Updated 11 months ago
- Pipeline Parallelism for PyTorch☆762Updated 7 months ago
- ☆390Updated 2 years ago
- nvidia-modelopt is a unified library of state-of-the-art model optimization techniques like quantization, pruning, distillation, speculat…☆851Updated last week
- Intel® AI Reference Models: contains Intel optimizations for running deep learning workloads on Intel® Xeon® Scalable processors and Inte…☆706Updated this week
- BladeDISC is an end-to-end DynamIc Shape Compiler project for machine learning workloads.☆855Updated 3 months ago
- Backward compatible ML compute opset inspired by HLO/MHLO☆465Updated this week
- An open-source efficient deep learning framework/compiler, written in python.☆692Updated last month
- A GPU performance profiling tool for PyTorch models☆505Updated 3 years ago
- A model compilation solution for various hardware☆419Updated this week
- TensorFlow/TensorRT integration☆740Updated last year
- A CPU+GPU Profiling library that provides access to timeline traces and hardware performance counters.☆794Updated this week
- ☆409Updated this week
- Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Serv…☆470Updated last month
- ONNX Optimizer☆690Updated last week
- TorchBench is a collection of open source benchmarks used to evaluate PyTorch performance.☆932Updated this week
- SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX R…☆2,369Updated this week