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Title: Torch Library API — PyTorch main documentation

Description: PyTorch Library API in C++ — operator registration, custom classes, and versioning.

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       "description": "PyTorch Library API in C++ \u2014 operator registration, custom classes, and versioning.",
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       "articleBody": "Torch Library API# The Torch Library API provides capabilities for extending PyTorch\u2019s core library of operators with user-defined operators and data types. This is the primary mechanism for registering custom C++ operators that can be called from both Python and C++. When to use the Library API: When creating custom operators for PyTorch When implementing backend-specific kernels (CPU, CUDA, etc.) When registering custom classes for use in TorchScript When extending PyTorch with new functionality Basic usage: #include \u003ctorch/library.h\u003e // Define a custom operator torch::Tensor my_add(const torch::Tensor\u0026 a, const torch::Tensor\u0026 b) { return a + b; } // Register the operator TORCH_LIBRARY(myops, m) { m.def(\"add(Tensor a, Tensor b) -\u003e Tensor\", \u0026my_add); } // Use from C++ auto result = torch::dispatcher::call(\"myops::add\", tensor_a, tensor_b); For a tutorial-style introduction to the library API, check out the Extending TorchScript with Custom C++ Operators tutorial. Header Files# torch/library.h - Main library API header torch/custom_class.h - Custom class registration Library API Categories# Operator Registration Custom Classes Library Versioning See Also# Torch Stable API - For stable ABI operator registration",
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       "datePublished": "2023-01-01T00:00:00Z",
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Normalization Layershttps://docs.pytorch.org/cppdocs/api/nn/normalization.html
Dropout Layershttps://docs.pytorch.org/cppdocs/api/nn/dropout.html
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Recurrent Layershttps://docs.pytorch.org/cppdocs/api/nn/recurrent.html
Transformer Layershttps://docs.pytorch.org/cppdocs/api/nn/transformer.html
Loss Functionshttps://docs.pytorch.org/cppdocs/api/nn/loss.html
Functional APIhttps://docs.pytorch.org/cppdocs/api/nn/functional.html
Utilitieshttps://docs.pytorch.org/cppdocs/api/nn/utilities.html
Optimizers (torch::optim)https://docs.pytorch.org/cppdocs/api/optim/index.html
Gradient Descent Optimizershttps://docs.pytorch.org/cppdocs/api/optim/gradient_descent.html
Adaptive Learning Rate Optimizershttps://docs.pytorch.org/cppdocs/api/optim/adaptive.html
Second-Order Optimizershttps://docs.pytorch.org/cppdocs/api/optim/second_order.html
Learning Rate Schedulershttps://docs.pytorch.org/cppdocs/api/optim/schedulers.html
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Samplershttps://docs.pytorch.org/cppdocs/api/data/samplers.html
Transformshttps://docs.pytorch.org/cppdocs/api/data/transforms.html
Serialization (torch::serialize)https://docs.pytorch.org/cppdocs/api/serialize/index.html
Saving and Loadinghttps://docs.pytorch.org/cppdocs/api/serialize/save_load.html
Archiveshttps://docs.pytorch.org/cppdocs/api/serialize/archives.html
Checkpointshttps://docs.pytorch.org/cppdocs/api/serialize/checkpoints.html
Torch Library APIhttps://docs.pytorch.org/cppdocs/api/library/index.html
Operator Registrationhttps://docs.pytorch.org/cppdocs/api/library/registration.html
Custom Classeshttps://docs.pytorch.org/cppdocs/api/library/custom_classes.html
Library Versioninghttps://docs.pytorch.org/cppdocs/api/library/versioning.html
Torch Stable APIhttps://docs.pytorch.org/cppdocs/api/stable/index.html
Library Registration Macroshttps://docs.pytorch.org/cppdocs/api/stable/registration.html
Stable Operatorshttps://docs.pytorch.org/cppdocs/api/stable/operators.html
Utilitieshttps://docs.pytorch.org/cppdocs/api/stable/utilities.html
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#https://docs.pytorch.org/cppdocs/api/library/index.html#torch-library-api
Extending TorchScript with Custom C++ Operatorshttps://pytorch.org/tutorials/advanced/torch_script_custom_ops.html
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