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ML Frameworks

The numerical foundations: tensor libraries, autodiff engines, compilers and inference runtimes that every model above them depends on.

Ollamaollama.comOpen-source local model runner with a one-line pull-and-run CLI, a desktop app and a local HTTP API. Uses llama.cpp-based and MLX engines; optional paid cloud models.ML FrameworksFreemium★ 182.3kPyTorchpytorch.orgThe dominant deep-learning framework in research, with eager execution, torch.compile and a huge ecosystem.ML FrameworksOpen source★ 103.8kJAXdocs.jax.devComposable transformations of NumPy-style programs: automatic differentiation, JIT compilation and parallelism on GPUs and TPUs.ML FrameworksOpen source★ 36.4kTensorFlowtensorflow.orgGoogle's end-to-end machine learning platform, still widely deployed in production and on mobile via LiteRT.ML FrameworksOpen source★ 200.7ktinygradtinygrad.orgDeliberately small deep-learning framework that aims to make it easy to add new accelerators.ML FrameworksOpen source★ 33.7kTransformershuggingface.coHugging Face's library defining thousands of model architectures, the de facto reference implementation for open models.ML FrameworksOpen source★ 167kllama.cppgithub.comPlain C/C++ LLM inference engine that popularised GGUF quantised models running on everyday hardware.ML FrameworksOpen source★ 130.4kvLLMvllm.aiHigh-throughput open-source inference and serving engine built around PagedAttention and continuous batching, with an OpenAI-compatible server that scales from one GPU to clusters.ML FrameworksOpen source★ 93.2kKeraskeras.ioHigh-level deep-learning API that runs on JAX, TensorFlow or PyTorch backends.ML FrameworksOpen source★ 64.4kSGLangsglang.ioOpen-source serving framework for language and multimodal models, known for RadixAttention prefix caching, speculative decoding and large-scale multi-GPU deployment.ML FrameworksOpen source★ 36.8kPyTorch Lightninglightning.aiLightweight wrapper that removes PyTorch training boilerplate and scales the same code to many GPUs.ML FrameworksOpen source★ 31.4kMLXml-explore.github.ioApple's array framework for machine learning on Apple silicon, with unified memory and a NumPy-like API.ML FrameworksOpen source★ 28.7kLM Studiolmstudio.aiDesktop app for macOS, Windows and Linux to find, download and chat with local models, running GGUF on llama.cpp and MLX on Apple Silicon, with a local API server.ML FrameworksFreemiumHN 4mlx-lmgithub.comPython package from Apple's MLX team for generating text with, quantizing, serving and fine-tuning (LoRA or full) language models on Apple silicon, using Hugging Face Hub models.ML FrameworksOpen source

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Open-Weight ModelsTraining & Fine-tuningInterpretabilityDatasetsResearch Platforms