torch.compile

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. torch._dynamo PyTorch’s compiler frontend which can output subgraphs when programs aren’t traceable.

Topic	Replies	Views	Activity
About the torch.compile category torch.compile	0	1065	January 9, 2023
Discrepancies Between Compiled and Non-Compiled Models with Convolutional Layers in PyTorch torch.compile	0	10	October 12, 2024
Does dynamo not support nested if? torch._dynamo	0	7	October 12, 2024
Exporting multiple graph specializations torch.compile	1	32	October 11, 2024
Enable torch.compile only for backward torch.compile	0	11	October 10, 2024
Usage of OpenXLA backend with NVIDIA GPUs torch.compile	0	4	October 10, 2024
NN Output is different during training and when evaluate the model on the same data set torch.compile	2	15	October 10, 2024
Triton_ kernel after torch.compile torch.compile	4	168	October 9, 2024
How to limit torch.compile to CPU only? torch._dynamo	2	35	October 8, 2024
Is Export IR incompatible with fx.Interpreter? FX (Functional Transformations)	1	4	October 8, 2024
What is accumulating in /tmp/torchinductor_{USER}/triton? torch.compile	1	8	October 7, 2024
Torch compile with custom backend data from host to device for each epoch torch.compile	0	3	October 7, 2024
Torch.compile can't cope with for loops inside large functions torch.compile	0	21	October 4, 2024
Inductor backend report error when add 'device='cuda'' attribute torch.compile	2	10	October 4, 2024
In inductor, can we unify the way to generate code between using extern_kernels and torch.ops? torch._inductor	0	13	October 3, 2024
Saving a model compiled with Torch-TensorRT with dynamic inputs torch._dynamo	0	7	October 2, 2024
Is there any way to save multiple graphs from same model without redundantly saving their state dicts? torch._dynamo	0	13	October 2, 2024
Calling torch.compile inside the training loop torch.compile	2	20	September 30, 2024
Is "torch_tensorrt" an invalid backend? torch.compile	6	272	September 28, 2024
Expected scalars to be on CPU, got meta instead torch.compile	0	7	September 27, 2024
`training` property of complied models is always `True` torch.compile	2	30	September 25, 2024
Is possible export the model on cpu and run it gpu? torch.compile	4	241	April 17, 2024
Multiple compiled versions of the same model torch.compile	0	16	September 18, 2024
Torch.compile: AttributeError: module 'z3' has no attribute 'ExprRef' torch.compile	7	902	September 17, 2024
Fatal error: pyconfig.h: No such file or directory torch._dynamo	3	507	September 17, 2024
Larger batch inference sizes for torch.compile yields untenable warm up times torch.compile	0	20	September 13, 2024
Unsupported FX node: <built-in function mod> torch._dynamo	1	26	September 12, 2024
AssertionError: Dict types must use ConstDictVariable torch._dynamo	1	39	September 9, 2024
Getting Triton to generate all kernels torch._inductor	12	1560	September 7, 2024
Im following all the steps but i still cant connect my pytorch to gpu torch._inductor	7	282	September 4, 2024