github.com · ML Frameworks
Python 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.
mlx-lm is one of 20 ML framework tools on Axiomi. See all ML framework tools or how we check facts.
// guides
Tinygrad vs MLX compared for Apple silicon and beyond: hardware support, lazy graphs, JIT and compile, LLM tooling, install and which framework fits your project.
SmolLM vs Llama compared on benchmarks, licence, context, languages, memory and local setup, so you can choose between SmolLM3 and Llama 3.2 for your project.
SmolLM vs Gemma compared on size, licence, context, languages, vision and audio, local setup and fine tuning, so you can pick the right small model in 2026.
Can you run Muse Spark Open locally? Real memory needs by quant (GGUF, MLX, NVFP4), llama.cpp and MLX commands, Mac Studio setups, licence terms and limits.
Run Liquid AI LFM2.5-24B-A2B locally with Ollama, llama.cpp or MLX: VRAM by quant, Q4_K_M sizes, Ollama 0.17.1 caveat, sampling settings and agent tips.
Run Qwen 3.6 locally with Ollama, llama.cpp or LM Studio: pick 27B or 35B-A3B by VRAM, thinking mode, vision tips, MTP speedups and sampling settings.
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LM 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 3
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★ 185.1k
MLXml-explore.github.ioApple's array framework for machine learning on Apple silicon, with unified memory and a NumPy style API.ML FrameworksOpen source★ 29k
vLLMvllm.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★ 95.7k
PyTorchpytorch.orgThe dominant deep learning framework in research, with eager execution, torch.compile and a huge ecosystem.ML FrameworksOpen source★ 105.1k
ComfyUIcomfy.orgNode based open source app for running image, video and audio generation models locally, with shareable JSON workflows and support for quantized checkpoints.ML FrameworksOpen source★ 143.6k