🧰 torch.compile

The items that name it 10

• Building Reasoning Models from the Ground Up: A Video Course
  courseas frameworks and tools2026-10-24

  Model compilation combined with KV caching to make text generation more efficient.

• Amazon’s Trainium Takes a Strike at the Training King
  articleas classification.technologies2026-10-23
• Does Your Model Run on AWS Trainium? Look It Up
  articleas frameworks and tools2026-10-23It is written here as torch.compile (backend="neuron").

  Compiles the model for Trainium during generation with a static cache.

• Profiling TorchNeuron (Part 1): System-level profiling on AWS Trainium.
  writeupas frameworks and tools2026-10-21

  With backend='neuron', TorchDynamo captures bytecode as an FX graph, AOTAutograd lowers it to ATen operations, and the Neuron backend fuses them into a single NEFF run as one hardware dispatch.

• Hugging Face ❤️ TorchTPU: TPUs, Natively
  articleas frameworks and tools2026-10-20

  Compilation for better performance on TPU, using backend="tpu".

• MPS in PyTorch 2.15
  articleas frameworks and tools2026-10-20

  Used for the MoE decoding benchmarks. The team is working to remove graph breaks so more models compile end to end.

• Maxwell: A new kind of model that sits between code and hardware
  articleas frameworks and tools2026-10-19

  Compiler cited as limited to transformations written in advance by engineers, in contrast with Maxwell.

• TorchNeuron: running HF models on AWS Trainium is easier than ever
  articleas classification.technologies2026-10-19
• TPU Inference Externalization Full Steam Ahead - InferenceX
  articleas frameworks and tools2026-09-07

  PyTorch graph capture; in TorchTPU uses TorchDynamo and AOTAutograd to produce an FX graph lowered to StableHLO.

• vLLM v0.30.0
  repoas frameworks and tools

  PyTorch JIT compilation, enabled/removed selectively across model backends to control latency and memory