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.. PyTorch documentation master file, created by
sphinx-quickstart on Fri Dec 23 13:31:47 2016.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
:github_url: https://github.com/pytorch/pytorch
PyTorch documentation
===================================
PyTorch is an optimized tensor library for deep learning using GPUs and CPUs.
Features described in this documentation are classified by release status:
*Stable:* These features will be maintained long-term and there should generally
be no major performance limitations or gaps in documentation.
We also expect to maintain backwards compatibility (although
breaking changes can happen and notice will be given one release ahead
of time).
*Beta:* These features are tagged as Beta because the API may change based on
user feedback, because the performance needs to improve, or because
coverage across operators is not yet complete. For Beta features, we are
committing to seeing the feature through to the Stable classification.
We are not, however, committing to backwards compatibility.
*Prototype:* These features are typically not available as part of
binary distributions like PyPI or Conda, except sometimes behind run-time
flags, and are at an early stage for feedback and testing.
.. toctree::
:glob:
:maxdepth: 1
:caption: Community
community/*
.. toctree::
:glob:
:maxdepth: 1
:caption: Developer Notes
notes/*
.. toctree::
:glob:
:maxdepth: 1
:caption: torch.compile
compile/index
compile/get-started
compile/troubleshooting
compile/faq
compile/technical-overview
compile/guards-overview
compile/custom-backends
compile/fine_grained_apis
compile/profiling_torch_compile
compile/inductor_profiling
compile/deep-dive
compile/cudagraph_trees
compile/performance-dashboard
compile/torchfunc-and-torchcompile
ir
compile/dynamic-shapes
compile/fake-tensor
logging
compile/transformations
.. toctree::
:maxdepth: 1
:caption: Language Bindings
cpp_index
Javadoc <https://pytorch.org/javadoc/>
torch::deploy <deploy>
.. toctree::
:glob:
:maxdepth: 2
:caption: Python API
torch
nn
nn.functional
tensors
tensor_attributes
tensor_view
torch.amp <amp>
torch.autograd <autograd>
torch.library <library>
cuda
mps
torch.backends <backends>
torch.distributed <distributed>
torch.distributed.algorithms.join <distributed.algorithms.join>
torch.distributed.elastic <distributed.elastic>
torch.distributed.fsdp <fsdp>
torch.distributed.optim <distributed.optim>
torch.distributed.tensor.parallel <distributed.tensor.parallel>
torch.distributed.checkpoint <distributed.checkpoint>
torch.distributions <distributions>
torch.compiler <compiler>
torch.fft <fft>
torch.func <func>
futures
fx
torch.hub <hub>
torch.jit <jit>
torch.linalg <linalg>
torch.monitor <monitor>
torch.signal <signal>
torch.special <special>
torch.overrides
torch.package <package>
profiler
nn.init
onnx
onnx_diagnostics
optim
complex_numbers
ddp_comm_hooks
pipeline
quantization
rpc
torch.random <random>
masked
torch.nested <nested>
sparse
storage
torch.testing <testing>
torch.utils.benchmark <benchmark_utils>
torch.utils.bottleneck <bottleneck>
torch.utils.checkpoint <checkpoint>
torch.utils.cpp_extension <cpp_extension>
torch.utils.data <data>
torch.utils.jit <jit_utils>
torch.utils.dlpack <dlpack>
torch.utils.mobile_optimizer <mobile_optimizer>
torch.utils.model_zoo <model_zoo>
torch.utils.tensorboard <tensorboard>
type_info
named_tensor
name_inference
torch.__config__ <config_mod>
logging
.. toctree::
:maxdepth: 1
:caption: Libraries
torchaudio <https://pytorch.org/audio/stable>
TorchData <https://pytorch.org/data>
TorchRec <https://pytorch.org/torchrec>
TorchServe <https://pytorch.org/serve>
torchtext <https://pytorch.org/text/stable>
torchvision <https://pytorch.org/vision/stable>
PyTorch on XLA Devices <https://pytorch.org/xla/>
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
\ No newline at end of file
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