# torch.compile and torch.fx: Graph Capture, JIT Compilation, and Production Optimization

> Source: https://sukruyusufkaya.com/en/learn/llm-muhendisligi/torch-compile-torch-fx-graph-capture
> Updated: 2026-05-13T13:00:25.262Z
> Category: LLM Mühendisliği
> Module: Module 5: PyTorch Engineering — Engineer-Grade
**TLDR:** PyTorch 2.0+ game-changer feature torch.compile in depth: TorchDynamo + TorchInductor + Triton pipeline, FX graph manipulation, compile modes (default/reduce-overhead/max-autotune), graph breaks debugging, dynamic shapes, production trade-offs. Production extension of Module 2.5.