torch.compile

torch._dynamo PyTorch’s compiler frontend which can output subgraphs when programs aren’t traceable. FX (Functional Transformations) FX is a toolkit for developers to use to transform nn.Module instances. FX consists of three main components: a symbolic tracer, an intermediate representation , and Python code generation . torch._inductor The default compiler in torch.compile, builds loops schedules and codegens triton or C++ kernels.

Topic	Replies	Views	Activity
About the torch.compile category torch.compile	0	1420	January 9, 2023
Two code patterns that caused every torch.compile graph break in Keras's PyTorch backend torch.compile	1	43	October 16, 2026
KernelLens: Deploying Triton Kernels to C++ Inference Engines (TensorRT & ONNX) torch.compile	0	70	October 8, 2026
Should `torch.clip` decompose to `torch.clamp` torch.compile	2	160	August 20, 2026
Torch.compile dependancy on system architecture / environment torch.compile	3	186	August 7, 2026
Profiling in PyTorch (Part 1): A Beginner's Guide to torch.profiler torch.compile	2	219	August 7, 2026
Transformation has broken link between images and masks FX (Functional Transformations)	1	123	July 24, 2026
What is fx_wrapper (WrapperFxCodegen) for, and how to hook a custom FX consumer? torch.compile	0	78	June 10, 2026
[Bug] torch.compile() failing: UnicodeDecodeError on byte 0x90 (TorchInductor) torch.compile	0	104	June 2, 2026
JITed nn.TransformerDecoderLayer runs significantly slower than in eager mode torch.compile	1	173	May 22, 2026
Speeding up backward pass torch.compile	1	152	May 21, 2026
Torch.compile + vmap + jacfwd raises TorchRuntimeError on regular python code but not via eval() torch._dynamo	3	188	May 21, 2026
SubgraphMatcher can't be initialized with MOE pattern FX (Functional Transformations)	0	105	May 7, 2026
Understanding torch.compile() torch.compile	2	205	April 20, 2026
Variable sized outputs in custom operator? torch.compile	1	121	April 15, 2026
Inductor codegen debugging torch._inductor	1	273	March 18, 2026
Mark_dynamic does not work when the dimension is 1 torch.compile	1	232	March 18, 2026
Flex_attention: BlockMask conversion? torch.compile	1	199	February 25, 2026
Nested torch.compile-d function calls with different options / CUDA graph options torch.compile	0	86	February 16, 2026
Flex_attention and torch.compile torch.compile	1	206	February 12, 2026
ONNX Community Survey 2026 torch.compile	0	117	February 11, 2026
"Offset increment outside graph capture encountered unexpectedly" is a specific PyTorch Windows issue that's known to occur with CUDA Graphs. This is a bug in PyTorch Windows builds FX (Functional Transformations)	0	196	February 10, 2026
torch.compile(fullgraph=True) fails on nn.utils.rnn.pad_sequence with padding_side, while fullgraph=False succeeds torch.compile	0	79	February 5, 2026
Error: accessing tensor output of CUDAGraphs that has been overwritten by a subsequent run torch.compile	1	922	February 5, 2026
Investigating toch custom ops using torch.compile torch.compile	2	192	February 1, 2026
Optimizing a TTS Model torch.compile	0	122	January 30, 2026
Torch.compile on train_step incl both fwd and bwd torch.compile	1	122	January 21, 2026
AOTInductor on Windows torch.compile	0	197	January 19, 2026
Torch.compile Diagnostic Dashboard torch.compile	1	125	January 18, 2026
Compiling a method other than forward torch.compile	3	501	January 14, 2026