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Functions760 in github.com/pytorch/tutorials

⨍ Functions 760◇ Types & classes 160↳ Endpoints 1
↓ 1 callersFunctionrun_training_job
()
intermediate_source/mnist_train_nas.py:131
↓ 1 callersFunctionrun_training_with_bug
Training with the buggy model.
beginner_source/mosaic_memory_profiling_tutorial.py:727
↓ 1 callersFunctionrun_training_with_memory_capture
Run training and automatically capture memory snapshot.
beginner_source/mosaic_memory_profiling_tutorial.py:936
↓ 1 callersFunctionsample
(category, start_letter='A')
intermediate_source/char_rnn_generation_tutorial.py:388
↓ 1 callersFunctionselect_action
(state)
intermediate_source/reinforcement_q_learning.py:301
↓ 1 callersFunctionselect_n_random
(data, labels, n=100)
beginner_source/introyt/tensorboardyt_tutorial.py:272
↓ 1 callersFunctionsend_concurrent_requests
(num_requests)
beginner_source/serving_tutorial.py:256
↓ 1 callersFunctionsend_single_request
(session, url, data)
beginner_source/serving_tutorial.py:252
↓ 1 callersFunctionshowAttention
(input_sentence, output_words, attentions)
intermediate_source/seq2seq_translation_tutorial.py:820
↓ 1 callersFunctionshowPlot
(points)
intermediate_source/seq2seq_translation_tutorial.py:714
↓ 1 callersFunctionshow_landmarks_batch
Show image with landmarks for a batch of samples.
beginner_source/data_loading_tutorial.py:381
↓ 1 callersFunctionsimple_rollout
(steps=100)
advanced_source/pendulum.py:761
↓ 1 callersFunctionsin_
(x: Tensor)
advanced_source/python_custom_ops_mutable.py:120
↓ 1 callersFunctionsin_out
(x: Tensor, *, out: Tensor)
advanced_source/python_custom_ops_mutable.py:130
↓ 1 callersMethodstring
Just like any class in Python, you can also define custom method on PyTorch modules
beginner_source/examples_nn/polynomial_module.py:37
↓ 1 callersMethodstring
Just like any class in Python, you can also define custom method on PyTorch modules
beginner_source/examples_nn/dynamic_net.py:45
↓ 1 callersMethodsummary
(self, should_sort : bool = False)
intermediate_source/fx_profiling_tutorial.py:162
↓ 1 callersMethodsync_Q_target
(self)
intermediate_source/mario_rl_tutorial.py:555
↓ 1 callersFunctiontargetTensor
(line)
intermediate_source/char_rnn_generation_tutorial.py:243
↓ 1 callersMethodtd_estimate
(self, state, action)
intermediate_source/mario_rl_tutorial.py:500
↓ 1 callersMethodtd_target
(self, reward, next_state, done)
intermediate_source/mario_rl_tutorial.py:507
↓ 1 callersFunctiontest
( model, device, test_loader, epsilon )
beginner_source/fgsm_tutorial.py:265
↓ 1 callersFunctiontest
(dataloader, model, loss_fn)
beginner_source/basics/quickstart_tutorial.py:160
↓ 1 callersFunctiontest
(model, device, test_loader)
intermediate_source/custom_function_conv_bn_tutorial.py:306
↓ 1 callersFunctiontest
()
intermediate_source/spatial_transformer_tutorial.py:182
↓ 1 callersFunctiontest_accuracy
(net, device="cpu", data_dir=None)
beginner_source/hyperparameter_tuning_tutorial.py:372
↓ 1 callersFunctiontest_loop
(dataloader, model, loss_fn)
beginner_source/basics/optimization_tutorial.py:170
↓ 1 callersFunctiontimeSince
(since, percent)
intermediate_source/seq2seq_translation_tutorial.py:652
↓ 1 callersFunctiontimeSince
(since)
intermediate_source/char_rnn_generation_tutorial.py:309
↓ 1 callersFunctiontrain
(input_variable, lengths, target_variable, mask, max_target_len, encoder, decoder, embedding, encode
beginner_source/chatbot_tutorial.py:946
↓ 1 callersFunctiontrain
(dataloader, model, loss_fn, optimizer)
beginner_source/basics/quickstart_tutorial.py:138
↓ 1 callersFunctiontrain
Learn on a batch of training_data for a specified number of iterations and reporting thresholds
intermediate_source/char_rnn_classification_tutorial.py:299
↓ 1 callersFunctiontrain
(model, device, train_loader, optimizer, epoch)
intermediate_source/custom_function_conv_bn_tutorial.py:292
↓ 1 callersFunctiontrain
(epoch)
intermediate_source/spatial_transformer_tutorial.py:163
↓ 1 callersFunctiontrain
(train_dataloader, encoder, decoder, n_epochs, learning_rate=0.001, print_every=100, plot_every
intermediate_source/seq2seq_translation_tutorial.py:672
↓ 1 callersFunctiontrain
(category_tensor, input_line_tensor, target_line_tensor)
intermediate_source/char_rnn_generation_tutorial.py:280
↓ 1 callersFunctiontrain
(mod, data)
intermediate_source/torch_compile_full_example.py:176
↓ 1 callersFunctiontrainIters
(model_name, voc, pairs, encoder, decoder, encoder_optimizer, decoder_optimizer, embedding, encoder_n_layers,
beginner_source/chatbot_tutorial.py:1038
↓ 1 callersFunctiontrain_cosine_loss
(teacher, student, train_loader, epochs, learning_rate, hidden_rep_loss_weight, ce_loss_weight, device)
beginner_source/knowledge_distillation_tutorial.py:487
↓ 1 callersFunctiontrain_epoch
(dataloader, encoder, decoder, encoder_optimizer, decoder_optimizer, criterion)
intermediate_source/seq2seq_translation_tutorial.py:612
↓ 1 callersFunctiontrain_knowledge_distillation
(teacher, student, train_loader, epochs, learning_rate, T, soft_target_loss_weight, ce_loss_weight, device)
beginner_source/knowledge_distillation_tutorial.py:303
↓ 1 callersFunctiontrain_loop
(dataloader, model, loss_fn, optimizer)
beginner_source/basics/optimization_tutorial.py:150
↓ 1 callersFunctiontrain_model
(iter)
recipes_source/recipes/tensorboard_with_pytorch.py:59
↓ 1 callersFunctiontrain_mse_loss
(teacher, student, train_loader, epochs, learning_rate, feature_map_weight, ce_loss_weight, device)
beginner_source/knowledge_distillation_tutorial.py:660
↓ 1 callersFunctiontraining_pipeline_with_memory_monitoring
Complete training pipeline with integrated Mosaic memory monitoring. Can be integrated into CI/CD, monitoring dashboards, or capacity planning.
beginner_source/mosaic_memory_profiling_tutorial.py:1070
↓ 1 callersMethodtrim
(self, min_count)
beginner_source/chatbot_tutorial.py:291
↓ 1 callersFunctiontrimRareWords
(voc, pairs, MIN_COUNT)
beginner_source/chatbot_tutorial.py:406
↓ 1 callersFunctionunicodeToAscii
(s)
beginner_source/chatbot_tutorial.py:333
↓ 1 callersFunctionunicodeToAscii
(s)
intermediate_source/char_rnn_classification_tutorial.py:92
↓ 1 callersFunctionunicodeToAscii
(s)
intermediate_source/seq2seq_translation_tutorial.py:184
↓ 1 callersMethodupdate_Q_online
(self, td_estimate, td_target)
intermediate_source/mario_rl_tutorial.py:548
↓ 1 callersFunctionvisualize_model_predictions
(model,img_path)
beginner_source/transfer_learning_tutorial.py:354
↓ 1 callersFunctionvisualize_stn
()
intermediate_source/spatial_transformer_tutorial.py:227
↓ 1 callersFunctionwrite_perfetto_trace
Convert a Chrome JSON trace dict to a native Perfetto ``.pftrace``. Each Chrome ``(pid, tid)`` row becomes a ``TrackDescriptor``; each ``ph='X'``
advanced_source/cuda_graph_annotations_tutorial.py:382
↓ 1 callersFunctionzipf_sentence_lengths
(alpha: float, batch_size: int)
unstable_source/nestedtensor.py:257
↓ 1 callersFunctionzipf_sentence_lengths
(alpha: float, batch_size: int)
intermediate_source/transformer_building_blocks.py:298
Function_
(x)
recipes_source/torch_compile_user_defined_triton_kernel_tutorial.py:306
Function_
(x)
advanced_source/python_custom_ops_functional.py:87
Function_
(x)
advanced_source/python_custom_ops_registrations.py:52
Method__call__
(self, sample)
beginner_source/data_loading_tutorial.py:221
Method__call__
(self, sample)
beginner_source/data_loading_tutorial.py:260
Method__call__
(self, sample)
beginner_source/data_loading_tutorial.py:280
Method__del__
(self)
intermediate_source/autograd_saved_tensors_hooks_tutorial.py:456
Function__getitem__
(self, idx)
beginner_source/basics/data_tutorial.py:191
Method__getitem__
(self, idx)
beginner_source/mosaic_memory_profiling_tutorial.py:232
Method__getitem__
(self, idx)
beginner_source/data_loading_tutorial.py:138
Method__getitem__
(self, index)
beginner_source/blitz/data_parallel_tutorial.py:76
Method__getitem__
(self, idx)
beginner_source/basics/data_tutorial.py:135
Method__getitem__
(self, idx)
intermediate_source/torchvision_tutorial.py:156
Method__getitem__
(self, idx)
intermediate_source/char_rnn_classification_tutorial.py:191
Method__getitem__
(self, idx)
intermediate_source/intermediate_data_loading_tutorial.py:73
Method__getitem__
(self, idx)
intermediate_source/intermediate_data_loading_tutorial.py:93
Method__getitems__
Fetch multiple items at once — enables vectorized generation. Instead of N individual __getitem__ calls (each with its own overhead),
intermediate_source/intermediate_data_loading_tutorial.py:100
Function__init__
(self, annotations_file, img_dir, transform=None, target_transform=None)
beginner_source/basics/data_tutorial.py:162
Method__init__
(self)
recipes_source/regional_aot.py:80
Method__init__
(self, apply_regional_compilation)
recipes_source/regional_compilation.py:82
Method__init__
(self)
recipes_source/debug_mode_tutorial.py:255
Method__init__
(self)
recipes_source/recipes/reasoning_about_shapes.py:52
Method__init__
(self)
recipes_source/recipes/zeroing_out_gradients.py:111
Method__init__
(self, size)
recipes_source/recipes/module_load_state_dict_tips.py:26
Method__init__
(self)
recipes_source/recipes/defining_a_neural_network.py:78
Method__init__
(self, elem: torch.Tensor, scale: float)
recipes_source/recipes/swap_tensors.py:91
Method__init__
(self)
recipes_source/recipes/warmstarting_model_using_parameters_from_a_different_model.py:85
Method__init__
(self)
recipes_source/recipes/what_is_state_dict.py:68
Method__init__
(self)
beginner_source/fgsm_tutorial.py:150
Method__init__
(self, hidden_size, embedding, n_layers=1, dropout=0)
beginner_source/chatbot_tutorial.py:652
Method__init__
(self, method, hidden_size)
beginner_source/chatbot_tutorial.py:744
Method__init__
(self, attn_model, embedding, hidden_size, output_size, n_layers=1, dropout=0.1)
beginner_source/chatbot_tutorial.py:818
Method__init__
(self, encoder, decoder)
beginner_source/chatbot_tutorial.py:1124
Method__init__
(self, in_features: int, out_features: int, bias: bool = True)
beginner_source/profiler.py:58
Method__init__
(self, base_model)
beginner_source/mosaic_memory_profiling_tutorial.py:636
Method__init__
(self)
beginner_source/nn_tutorial.py:305
Method__init__
(self)
beginner_source/nn_tutorial.py:701
Method__init__
(self, dl, func)
beginner_source/nn_tutorial.py:790
Method__init__
(self)
beginner_source/serving_tutorial.py:73
Method__init__
(self)
beginner_source/serving_tutorial.py:117
Method__init__
(self, l1=120, l2=84)
beginner_source/hyperparameter_tuning_tutorial.py:108
Method__init__
Arguments: csv_file (string): Path to the csv file with annotations. root_dir (string): Directory with all the images
beginner_source/data_loading_tutorial.py:123
Method__init__
(self, output_size)
beginner_source/data_loading_tutorial.py:217
Method__init__
(self, output_size)
beginner_source/data_loading_tutorial.py:252
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