facebookresearch / fairscale
PyTorch extensions for high performance and large scale training.
☆3,187Updated 2 months ago
Related projects ⓘ
Alternatives and complementary repositories for fairscale
- A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.☆2,303Updated last month
- 🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (i…☆7,911Updated this week
- Transformer related optimization, including BERT, GPT☆5,871Updated 7 months ago
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit floating point (FP8) precision on Hopper and Ada GPUs…☆1,936Updated this week
- Machine learning metrics for distributed, scalable PyTorch applications.☆2,134Updated this week
- Enabling PyTorch on XLA Devices (e.g. Google TPU)☆2,482Updated this week
- maximal update parametrization (µP)☆1,396Updated 3 months ago
- Kernl lets you run PyTorch transformer models several times faster on GPU with a single line of code, and is designed to be easily hackab…☆1,530Updated 8 months ago
- A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.☆1,131Updated this week
- Ongoing research training transformer models at scale☆10,480Updated this week
- FFCV: Fast Forward Computer Vision (and other ML workloads!)☆2,857Updated 4 months ago
- Foundation Architecture for (M)LLMs☆3,025Updated 6 months ago
- Toolbox of models, callbacks, and datasets for AI/ML researchers.☆1,691Updated this week
- A Python-level JIT compiler designed to make unmodified PyTorch programs faster.☆1,010Updated 6 months ago
- Accessible large language models via k-bit quantization for PyTorch.☆6,244Updated this week
- Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)☆8,500Updated 3 weeks ago
- Ongoing research training transformer language models at scale, including: BERT & GPT-2☆1,884Updated 3 weeks ago
- Mesh TensorFlow: Model Parallelism Made Easier☆1,591Updated 11 months ago
- PyTorch/TorchScript/FX compiler for NVIDIA GPUs using TensorRT☆2,585Updated this week
- functorch is JAX-like composable function transforms for PyTorch.☆1,395Updated this week
- A fast MoE impl for PyTorch☆1,558Updated 4 months ago
- TorchBench is a collection of open source benchmarks used to evaluate PyTorch performance.☆873Updated this week
- Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.☆2,321Updated 2 months ago
- Flax is a neural network library for JAX that is designed for flexibility.☆6,101Updated this week
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆2,498Updated 3 weeks ago
- Tutel MoE: An Optimized Mixture-of-Experts Implementation☆728Updated last week
- Ongoing research training transformer language models at scale, including: BERT & GPT-2☆1,334Updated 7 months ago
- Fast and memory-efficient exact attention☆14,109Updated this week
- Serve, optimize and scale PyTorch models in production☆4,209Updated 2 weeks ago