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Distributed Training Python Packages

Python packages with the GitHub topic distributed-training. Sorted by monthly downloads, with stars and forks.
huggingface
timm

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

10.8M 37K 5K
skypilot-org
skypilot

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

1.3M 11K 1K
paddlepaddle
paddlepaddle

PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)

958K 24K 6K
Netflix
metaflow

Build, Manage and Deploy AI/ML Systems

465K 10K 1K
pytorch
torchx

TorchX is a universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready.

225K 428 156
skypilot-org
skypilot-nightly

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

108K 11K 1K
Netflix
metaflow-stubs

Build, Manage and Deploy AI/ML Systems

65K 10K 1K
meta-pytorch
torchx-nightly

TorchX is a universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready.

58K 427 156
paddlepaddle
paddlepaddle-gpu

PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)

34K 24K 6K
avitai
substrax

JAX/Flax NNX training infrastructure: device meshes and SPMD sharding, an Orbax checkpoint store, early stopping and callbacks, W&B and MLflow logging.

20K 0 0
skypilot-org
trainy-skypilot-nightly

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

17K 11K 1K
PaddlePaddle
paddlenlp

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

11K 13K 3K
PaddlePaddle
tool-helpers

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

5K 13K 3K
learning-at-home
hivemind

Decentralized deep learning in PyTorch. Built to train models on thousands of volunteers across the world.

4K 3K 234
PaddlePaddle
fast-dataindex

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

4K 13K 3K
tensorcircuit
tensorcircuit-ng

Next-gen AI-native tensor-network-based quantum software framework

2K 92 25
FedML-AI
fedml

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

1K 4K 768
neuroshard-ai
neuroshard-ai

Open-source native blockchain for verified neural training. Experimental CPU testnet, public ledger, and locally controlled keys.

1K 0 0
flagos-ai
flagquantum

Sharded, differentiable quantum simulation and training in PyTorch, reaching domestic accelerators through FlagOS.

1K 44 8
PanJinquan
basetrainer

Pytorch分布式训练框架

971 87 11
petuum
adaptdl

Resource-adaptive cluster scheduler for deep learning training.

854 459 80
eduardoslonski
telescope-ui

Real-time observability dashboard for the Telescope RL post-training framework. Monitor metrics, rollouts, traces, GPU infrastructure, and evals at scale.

752 3 0
PaddlePaddle
fast-tokenizer-python

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

728 13K 3K
sail-sg
oat-llm

🌾 OAT: A research-friendly framework for LLM online alignment, including reinforcement learning, preference learning, etc.

691 673 63
    • Original data from PyPI, GitHub, and OSV; downloads served through ClickHouse
    • Sources & methodology