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Python Module Index

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t
torch
    torch.__config__
    torch.__future__
    torch._logging
    torch.accelerator
    torch.amp
    torch.amp.autocast_mode
    torch.amp.grad_scaler
    torch.ao
    torch.ao.nn
    torch.ao.nn.intrinsic
    torch.ao.nn.intrinsic.modules
    torch.ao.nn.intrinsic.modules.fused
    torch.ao.nn.intrinsic.qat
    torch.ao.nn.intrinsic.qat.modules
    torch.ao.nn.intrinsic.qat.modules.conv_fused
    torch.ao.nn.intrinsic.qat.modules.linear_fused
    torch.ao.nn.intrinsic.qat.modules.linear_relu
    torch.ao.nn.intrinsic.quantized
    torch.ao.nn.intrinsic.quantized.dynamic
    torch.ao.nn.intrinsic.quantized.dynamic.modules
    torch.ao.nn.intrinsic.quantized.dynamic.modules.linear_relu
    torch.ao.nn.intrinsic.quantized.modules
    torch.ao.nn.intrinsic.quantized.modules.bn_relu
    torch.ao.nn.intrinsic.quantized.modules.conv_add
    torch.ao.nn.intrinsic.quantized.modules.conv_relu
    torch.ao.nn.intrinsic.quantized.modules.linear_relu
    torch.ao.nn.qat
    torch.ao.nn.qat.dynamic
    torch.ao.nn.qat.dynamic.modules
    torch.ao.nn.qat.dynamic.modules.linear
    torch.ao.nn.qat.modules
    torch.ao.nn.qat.modules.conv
    torch.ao.nn.qat.modules.embedding_ops
    torch.ao.nn.qat.modules.linear
    torch.ao.nn.quantizable
    torch.ao.nn.quantizable.modules
    torch.ao.nn.quantizable.modules.activation
    torch.ao.nn.quantizable.modules.rnn
    torch.ao.nn.quantized
    torch.ao.nn.quantized.dynamic
    torch.ao.nn.quantized.dynamic.modules
    torch.ao.nn.quantized.dynamic.modules.conv
    torch.ao.nn.quantized.dynamic.modules.linear
    torch.ao.nn.quantized.dynamic.modules.rnn
    torch.ao.nn.quantized.functional
    torch.ao.nn.quantized.modules
    torch.ao.nn.quantized.modules.activation
    torch.ao.nn.quantized.modules.batchnorm
    torch.ao.nn.quantized.modules.conv
    torch.ao.nn.quantized.modules.dropout
    torch.ao.nn.quantized.modules.embedding_ops
    torch.ao.nn.quantized.modules.functional_modules
    torch.ao.nn.quantized.modules.linear
    torch.ao.nn.quantized.modules.normalization
    torch.ao.nn.quantized.modules.rnn
    torch.ao.nn.quantized.modules.utils
    torch.ao.nn.quantized.reference
    torch.ao.nn.quantized.reference.modules
    torch.ao.nn.quantized.reference.modules.conv
    torch.ao.nn.quantized.reference.modules.linear
    torch.ao.nn.quantized.reference.modules.rnn
    torch.ao.nn.quantized.reference.modules.sparse
    torch.ao.nn.quantized.reference.modules.utils
    torch.ao.nn.sparse
    torch.ao.nn.sparse.quantized
    torch.ao.nn.sparse.quantized.dynamic
    torch.ao.nn.sparse.quantized.dynamic.linear
    torch.ao.nn.sparse.quantized.linear
    torch.ao.nn.sparse.quantized.utils
    torch.ao.ns
    torch.ao.ns._numeric_suite
    torch.ao.ns._numeric_suite_fx
    torch.ao.ns.fx
    torch.ao.ns.fx.graph_matcher
    torch.ao.ns.fx.graph_passes
    torch.ao.ns.fx.mappings
    torch.ao.ns.fx.n_shadows_utils
    torch.ao.ns.fx.ns_types
    torch.ao.ns.fx.pattern_utils
    torch.ao.ns.fx.qconfig_multi_mapping
    torch.ao.ns.fx.utils
    torch.ao.ns.fx.weight_utils
    torch.ao.pruning
    torch.ao.pruning.scheduler
    torch.ao.pruning.scheduler.base_scheduler
    torch.ao.pruning.scheduler.cubic_scheduler
    torch.ao.pruning.scheduler.lambda_scheduler
    torch.ao.pruning.sparsifier
    torch.ao.pruning.sparsifier.base_sparsifier
    torch.ao.pruning.sparsifier.nearly_diagonal_sparsifier
    torch.ao.pruning.sparsifier.utils
    torch.ao.pruning.sparsifier.weight_norm_sparsifier
    torch.ao.quantization
    torch.ao.quantization.backend_config
    torch.ao.quantization.backend_config.backend_config
    torch.ao.quantization.backend_config.executorch
    torch.ao.quantization.backend_config.fbgemm
    torch.ao.quantization.backend_config.native
    torch.ao.quantization.backend_config.observation_type
    torch.ao.quantization.backend_config.onednn
    torch.ao.quantization.backend_config.qnnpack
    torch.ao.quantization.backend_config.tensorrt
    torch.ao.quantization.backend_config.utils
    torch.ao.quantization.backend_config.x86
    torch.ao.quantization.fake_quantize
    torch.ao.quantization.fuse_modules
    torch.ao.quantization.fuser_method_mappings
    torch.ao.quantization.fx
    torch.ao.quantization.fx.convert
    torch.ao.quantization.fx.custom_config
    torch.ao.quantization.fx.fuse
    torch.ao.quantization.fx.fuse_handler
    torch.ao.quantization.fx.graph_module
    torch.ao.quantization.fx.lower_to_fbgemm
    torch.ao.quantization.fx.lower_to_qnnpack
    torch.ao.quantization.fx.lstm_utils
    torch.ao.quantization.fx.match_utils
    torch.ao.quantization.fx.pattern_utils
    torch.ao.quantization.fx.prepare
    torch.ao.quantization.fx.qconfig_mapping_utils
    torch.ao.quantization.fx.quantize_handler
    torch.ao.quantization.fx.tracer
    torch.ao.quantization.fx.utils
    torch.ao.quantization.observer
    torch.ao.quantization.pt2e
    torch.ao.quantization.pt2e.duplicate_dq_pass
    torch.ao.quantization.pt2e.export_utils
    torch.ao.quantization.pt2e.graph_utils
    torch.ao.quantization.pt2e.port_metadata_pass
    torch.ao.quantization.pt2e.prepare
    torch.ao.quantization.pt2e.qat_utils
    torch.ao.quantization.pt2e.representation
    torch.ao.quantization.pt2e.representation.rewrite
    torch.ao.quantization.pt2e.utils
    torch.ao.quantization.qconfig
    torch.ao.quantization.qconfig_mapping
    torch.ao.quantization.quant_type
    torch.ao.quantization.quantization_mappings
    torch.ao.quantization.quantize_fx
    torch.ao.quantization.quantize_jit
    torch.ao.quantization.quantize_pt2e
    torch.ao.quantization.quantizer
    torch.ao.quantization.quantizer.composable_quantizer
    torch.ao.quantization.quantizer.embedding_quantizer
    torch.ao.quantization.quantizer.quantizer
    torch.ao.quantization.quantizer.utils
    torch.ao.quantization.quantizer.x86_inductor_quantizer
    torch.ao.quantization.quantizer.xnnpack_quantizer
    torch.ao.quantization.quantizer.xnnpack_quantizer_utils
    torch.ao.quantization.stubs
    torch.ao.quantization.utils
    torch.autograd
    torch.autograd.anomaly_mode
    torch.autograd.forward_ad
    torch.autograd.function
    torch.autograd.functional
    torch.autograd.grad_mode
    torch.autograd.gradcheck
    torch.autograd.graph
    torch.autograd.profiler
    torch.autograd.profiler_legacy
    torch.autograd.profiler_util
    torch.autograd.variable
    torch.backends
    torch.backends.cpu
    torch.backends.cuda
    torch.backends.cudnn
    torch.backends.cudnn.rnn
    torch.backends.cusparselt
    torch.backends.mha
    torch.backends.mkl
    torch.backends.mkldnn
    torch.backends.mps
    torch.backends.nnpack
    torch.backends.openmp
    torch.backends.opt_einsum
    torch.backends.quantized
    torch.backends.xeon
    torch.backends.xeon.run_cpu
    torch.backends.xnnpack
    torch.compiler
    torch.compiler.config
    torch.contrib
    torch.cpu
    torch.cpu.amp
    torch.cpu.amp.autocast_mode
    torch.cpu.amp.grad_scaler
    torch.cuda
    torch.cuda._sanitizer
    torch.cuda.amp
    torch.cuda.amp.autocast_mode
    torch.cuda.amp.common
    torch.cuda.amp.grad_scaler
    torch.cuda.comm
    torch.cuda.error
    torch.cuda.gds
    torch.cuda.graphs
    torch.cuda.jiterator
    torch.cuda.memory
    torch.cuda.nccl
    torch.cuda.nvtx
    torch.cuda.profiler
    torch.cuda.random
    torch.cuda.sparse
    torch.cuda.streams
    torch.cuda.tunable
    torch.distributed
    torch.distributed.algorithms
    torch.distributed.algorithms.ddp_comm_hooks
    torch.distributed.algorithms.ddp_comm_hooks.ddp_zero_hook
    torch.distributed.algorithms.ddp_comm_hooks.debugging_hooks
    torch.distributed.algorithms.ddp_comm_hooks.default_hooks
    torch.distributed.algorithms.ddp_comm_hooks.mixed_precision_hooks
    torch.distributed.algorithms.ddp_comm_hooks.optimizer_overlap_hooks
    torch.distributed.algorithms.ddp_comm_hooks.post_localSGD_hook
    torch.distributed.algorithms.ddp_comm_hooks.powerSGD_hook
    torch.distributed.algorithms.ddp_comm_hooks.quantization_hooks
    torch.distributed.algorithms.join
    torch.distributed.algorithms.model_averaging
    torch.distributed.algorithms.model_averaging.averagers
    torch.distributed.algorithms.model_averaging.hierarchical_model_averager
    torch.distributed.algorithms.model_averaging.utils
    torch.distributed.argparse_util
    torch.distributed.autograd
    torch.distributed.c10d_logger
    torch.distributed.checkpoint
    torch.distributed.checkpoint.api
    torch.distributed.checkpoint.default_planner
    torch.distributed.checkpoint.filesystem
    torch.distributed.checkpoint.format_utils
    torch.distributed.checkpoint.logger
    torch.distributed.checkpoint.logging_handlers
    torch.distributed.checkpoint.metadata
    torch.distributed.checkpoint.optimizer
    torch.distributed.checkpoint.planner
    torch.distributed.checkpoint.planner_helpers
    torch.distributed.checkpoint.resharding
    torch.distributed.checkpoint.staging
    torch.distributed.checkpoint.state_dict
    torch.distributed.checkpoint.state_dict_loader
    torch.distributed.checkpoint.state_dict_saver
    torch.distributed.checkpoint.stateful
    torch.distributed.checkpoint.storage
    torch.distributed.checkpoint.utils
    torch.distributed.collective_utils
    torch.distributed.constants
    torch.distributed.device_mesh
    torch.distributed.distributed_c10d
    torch.distributed.elastic
    torch.distributed.elastic.agent
    torch.distributed.elastic.agent.server
    torch.distributed.elastic.agent.server.api
    torch.distributed.elastic.agent.server.health_check_server
    torch.distributed.elastic.agent.server.local_elastic_agent
    torch.distributed.elastic.control_plane
    torch.distributed.elastic.events
    torch.distributed.elastic.events.api
    torch.distributed.elastic.events.handlers
    torch.distributed.elastic.metrics
    torch.distributed.elastic.metrics.api
    torch.distributed.elastic.multiprocessing
    torch.distributed.elastic.multiprocessing.api
    torch.distributed.elastic.multiprocessing.errors
    torch.distributed.elastic.multiprocessing.errors.error_handler
    torch.distributed.elastic.multiprocessing.errors.handlers
    torch.distributed.elastic.multiprocessing.redirects
    torch.distributed.elastic.multiprocessing.subprocess_handler
    torch.distributed.elastic.multiprocessing.subprocess_handler.handlers
    torch.distributed.elastic.multiprocessing.subprocess_handler.subprocess_handler
    torch.distributed.elastic.multiprocessing.tail_log
    torch.distributed.elastic.rendezvous
    torch.distributed.elastic.rendezvous.api
    torch.distributed.elastic.rendezvous.c10d_rendezvous_backend
    torch.distributed.elastic.rendezvous.dynamic_rendezvous
    torch.distributed.elastic.rendezvous.etcd_rendezvous
    torch.distributed.elastic.rendezvous.etcd_rendezvous_backend
    torch.distributed.elastic.rendezvous.etcd_server
    torch.distributed.elastic.rendezvous.etcd_store
    torch.distributed.elastic.rendezvous.registry
    torch.distributed.elastic.rendezvous.static_tcp_rendezvous
    torch.distributed.elastic.rendezvous.utils
    torch.distributed.elastic.timer
    torch.distributed.elastic.timer.api
    torch.distributed.elastic.timer.debug_info_logging
    torch.distributed.elastic.timer.file_based_local_timer
    torch.distributed.elastic.timer.local_timer
    torch.distributed.elastic.utils
    torch.distributed.elastic.utils.api
    torch.distributed.elastic.utils.data
    torch.distributed.elastic.utils.data.cycling_iterator
    torch.distributed.elastic.utils.data.elastic_distributed_sampler
    torch.distributed.elastic.utils.distributed
    torch.distributed.elastic.utils.log_level
    torch.distributed.elastic.utils.logging
    torch.distributed.elastic.utils.store
    torch.distributed.fsdp
    torch.distributed.fsdp.api
    torch.distributed.fsdp.fully_sharded_data_parallel
    torch.distributed.fsdp.sharded_grad_scaler
    torch.distributed.fsdp.wrap
    torch.distributed.launch
    torch.distributed.launcher
    torch.distributed.launcher.api
    torch.distributed.logging_handlers
    torch.distributed.nn
    torch.distributed.nn.api
    torch.distributed.nn.api.remote_module
    torch.distributed.nn.functional
    torch.distributed.nn.jit
    torch.distributed.nn.jit.instantiator
    torch.distributed.nn.jit.templates
    torch.distributed.nn.jit.templates.remote_module_template
    torch.distributed.optim
    torch.distributed.optim.apply_optimizer_in_backward
    torch.distributed.optim.functional_adadelta
    torch.distributed.optim.functional_adagrad
    torch.distributed.optim.functional_adam
    torch.distributed.optim.functional_adamax
    torch.distributed.optim.functional_adamw
    torch.distributed.optim.functional_rmsprop
    torch.distributed.optim.functional_rprop
    torch.distributed.optim.functional_sgd
    torch.distributed.optim.named_optimizer
    torch.distributed.optim.optimizer
    torch.distributed.optim.post_localSGD_optimizer
    torch.distributed.optim.utils
    torch.distributed.optim.zero_redundancy_optimizer
    torch.distributed.pipelining
    torch.distributed.pipelining.microbatch
    torch.distributed.pipelining.schedules
    torch.distributed.pipelining.stage
    torch.distributed.remote_device
    torch.distributed.rendezvous
    torch.distributed.rpc
    torch.distributed.rpc.api
    torch.distributed.rpc.backend_registry
    torch.distributed.rpc.constants
    torch.distributed.rpc.functions
    torch.distributed.rpc.internal
    torch.distributed.rpc.options
    torch.distributed.rpc.rref_proxy
    torch.distributed.rpc.server_process_global_profiler
    torch.distributed.run
    torch.distributed.tensor
    torch.distributed.tensor.debug
    torch.distributed.tensor.device_mesh
    torch.distributed.tensor.experimental
    torch.distributed.tensor.parallel
    torch.distributed.tensor.parallel.api
    torch.distributed.tensor.parallel.ddp
    torch.distributed.tensor.parallel.fsdp
    torch.distributed.tensor.parallel.input_reshard
    torch.distributed.tensor.parallel.loss
    torch.distributed.tensor.parallel.style
    torch.distributed.tensor.placement_types
    torch.distributed.utils
    torch.distributions
    torch.distributions.bernoulli
    torch.distributions.beta
    torch.distributions.binomial
    torch.distributions.categorical
    torch.distributions.cauchy
    torch.distributions.chi2
    torch.distributions.constraint_registry
    torch.distributions.constraints
    torch.distributions.continuous_bernoulli
    torch.distributions.dirichlet
    torch.distributions.distribution
    torch.distributions.exp_family
    torch.distributions.exponential
    torch.distributions.fishersnedecor
    torch.distributions.gamma
    torch.distributions.geometric
    torch.distributions.gumbel
    torch.distributions.half_cauchy
    torch.distributions.half_normal
    torch.distributions.independent
    torch.distributions.inverse_gamma
    torch.distributions.kl
    torch.distributions.kumaraswamy
    torch.distributions.laplace
    torch.distributions.lkj_cholesky
    torch.distributions.log_normal
    torch.distributions.logistic_normal
    torch.distributions.lowrank_multivariate_normal
    torch.distributions.mixture_same_family
    torch.distributions.multinomial
    torch.distributions.multivariate_normal
    torch.distributions.negative_binomial
    torch.distributions.normal
    torch.distributions.one_hot_categorical
    torch.distributions.pareto
    torch.distributions.poisson
    torch.distributions.relaxed_bernoulli
    torch.distributions.relaxed_categorical
    torch.distributions.studentT
    torch.distributions.transformed_distribution
    torch.distributions.transforms
    torch.distributions.uniform
    torch.distributions.utils
    torch.distributions.von_mises
    torch.distributions.weibull
    torch.distributions.wishart
    torch.export
    torch.export.custom_obj
    torch.export.decomp_utils
    torch.export.dynamic_shapes
    torch.export.experimental
    torch.export.exported_program
    torch.export.graph_signature
    torch.export.passes
    torch.export.unflatten
    torch.fft
    torch.func
    torch.functional
    torch.futures
    torch.fx
    torch.fx.annotate
    torch.fx.config
    torch.fx.experimental
    torch.fx.experimental.accelerator_partitioner
    torch.fx.experimental.const_fold
    torch.fx.experimental.debug
    torch.fx.experimental.graph_gradual_typechecker
    torch.fx.experimental.merge_matmul
    torch.fx.experimental.meta_tracer
    torch.fx.experimental.migrate_gradual_types
    torch.fx.experimental.migrate_gradual_types.constraint
    torch.fx.experimental.migrate_gradual_types.constraint_generator
    torch.fx.experimental.migrate_gradual_types.constraint_transformation
    torch.fx.experimental.migrate_gradual_types.operation
    torch.fx.experimental.migrate_gradual_types.transform_to_z3
    torch.fx.experimental.migrate_gradual_types.util
    torch.fx.experimental.migrate_gradual_types.z3_types
    torch.fx.experimental.normalize
    torch.fx.experimental.optimization
    torch.fx.experimental.partitioner_utils
    torch.fx.experimental.proxy_tensor
    torch.fx.experimental.recording
    torch.fx.experimental.refinement_types
    torch.fx.experimental.rewriter
    torch.fx.experimental.schema_type_annotation
    torch.fx.experimental.sym_node
    torch.fx.experimental.symbolic_shapes
    torch.fx.experimental.unification
    torch.fx.experimental.unification.core
    torch.fx.experimental.unification.dispatch
    torch.fx.experimental.unification.match
    torch.fx.experimental.unification.more
    torch.fx.experimental.unification.multipledispatch
    torch.fx.experimental.unification.multipledispatch.conflict
    torch.fx.experimental.unification.multipledispatch.core
    torch.fx.experimental.unification.multipledispatch.dispatcher
    torch.fx.experimental.unification.multipledispatch.utils
    torch.fx.experimental.unification.multipledispatch.variadic
    torch.fx.experimental.unification.unification_tools
    torch.fx.experimental.unification.utils
    torch.fx.experimental.unification.variable
    torch.fx.experimental.unify_refinements
    torch.fx.experimental.validator
    torch.fx.graph
    torch.fx.graph_module
    torch.fx.immutable_collections
    torch.fx.interpreter
    torch.fx.node
    torch.fx.operator_schemas
    torch.fx.passes
    torch.fx.passes.annotate_getitem_nodes
    torch.fx.passes.backends
    torch.fx.passes.backends.cudagraphs
    torch.fx.passes.dialect
    torch.fx.passes.dialect.common
    torch.fx.passes.dialect.common.cse_pass
    torch.fx.passes.fake_tensor_prop
    torch.fx.passes.graph_drawer
    torch.fx.passes.graph_manipulation
    torch.fx.passes.graph_transform_observer
    torch.fx.passes.infra
    torch.fx.passes.infra.partitioner
    torch.fx.passes.infra.pass_base
    torch.fx.passes.infra.pass_manager
    torch.fx.passes.net_min_base
    torch.fx.passes.operator_support
    torch.fx.passes.param_fetch
    torch.fx.passes.pass_manager
    torch.fx.passes.reinplace
    torch.fx.passes.runtime_assert
    torch.fx.passes.shape_prop
    torch.fx.passes.split_module
    torch.fx.passes.split_utils
    torch.fx.passes.splitter_base
    torch.fx.passes.tests
    torch.fx.passes.tests.test_pass_manager
    torch.fx.passes.tools_common
    torch.fx.passes.utils
    torch.fx.passes.utils.common
    torch.fx.passes.utils.fuser_utils
    torch.fx.passes.utils.matcher_utils
    torch.fx.passes.utils.matcher_with_name_node_map_utils
    torch.fx.passes.utils.source_matcher_utils
    torch.fx.proxy
    torch.fx.subgraph_rewriter
    torch.fx.tensor_type
    torch.fx.traceback
    torch.hub
    torch.jit
    torch.jit.annotations
    torch.jit.frontend
    torch.jit.generate_bytecode
    torch.jit.mobile
    torch.jit.quantized
    torch.jit.supported_ops
    torch.jit.unsupported_tensor_ops
    torch.library
    torch.linalg
    torch.masked
    torch.masked.maskedtensor
    torch.masked.maskedtensor.binary
    torch.masked.maskedtensor.core
    torch.masked.maskedtensor.creation
    torch.masked.maskedtensor.passthrough
    torch.masked.maskedtensor.reductions
    torch.masked.maskedtensor.unary
    torch.monitor
    torch.mps
    torch.mps.event
    torch.mps.profiler
    torch.mtia
    torch.multiprocessing
    torch.multiprocessing.pool
    torch.multiprocessing.queue
    torch.multiprocessing.reductions
    torch.multiprocessing.spawn
    torch.nested
    torch.nn
    torch.nn.attention
    torch.nn.attention.bias
    torch.nn.attention.experimental
    torch.nn.attention.flex_attention
    torch.nn.backends
    torch.nn.backends.thnn
    torch.nn.common_types
    torch.nn.cpp
    torch.nn.functional
    torch.nn.grad
    torch.nn.init
    torch.nn.intrinsic
    torch.nn.intrinsic.modules
    torch.nn.intrinsic.modules.fused
    torch.nn.intrinsic.qat
    torch.nn.intrinsic.qat.modules
    torch.nn.intrinsic.qat.modules.conv_fused
    torch.nn.intrinsic.qat.modules.linear_fused
    torch.nn.intrinsic.qat.modules.linear_relu
    torch.nn.intrinsic.quantized
    torch.nn.intrinsic.quantized.dynamic
    torch.nn.intrinsic.quantized.dynamic.modules
    torch.nn.intrinsic.quantized.dynamic.modules.linear_relu
    torch.nn.intrinsic.quantized.modules
    torch.nn.intrinsic.quantized.modules.bn_relu
    torch.nn.intrinsic.quantized.modules.conv_relu
    torch.nn.intrinsic.quantized.modules.linear_relu
    torch.nn.modules
    torch.nn.modules.activation
    torch.nn.modules.adaptive
    torch.nn.modules.batchnorm
    torch.nn.modules.channelshuffle
    torch.nn.modules.container
    torch.nn.modules.conv
    torch.nn.modules.distance
    torch.nn.modules.dropout
    torch.nn.modules.flatten
    torch.nn.modules.fold
    torch.nn.modules.instancenorm
    torch.nn.modules.lazy
    torch.nn.modules.linear
    torch.nn.modules.loss
    torch.nn.modules.module
    torch.nn.modules.normalization
    torch.nn.modules.padding
    torch.nn.modules.pixelshuffle
    torch.nn.modules.pooling
    torch.nn.modules.rnn
    torch.nn.modules.sparse
    torch.nn.modules.transformer
    torch.nn.modules.upsampling
    torch.nn.modules.utils
    torch.nn.parallel
    torch.nn.parallel.comm
    torch.nn.parallel.distributed
    torch.nn.parallel.parallel_apply
    torch.nn.parallel.replicate
    torch.nn.parallel.scatter_gather
    torch.nn.parameter
    torch.nn.qat
    torch.nn.qat.dynamic
    torch.nn.qat.dynamic.modules
    torch.nn.qat.dynamic.modules.linear
    torch.nn.qat.modules
    torch.nn.qat.modules.conv
    torch.nn.qat.modules.embedding_ops
    torch.nn.qat.modules.linear
    torch.nn.quantizable
    torch.nn.quantizable.modules
    torch.nn.quantizable.modules.activation
    torch.nn.quantizable.modules.rnn
    torch.nn.quantized
    torch.nn.quantized.dynamic
    torch.nn.quantized.dynamic.modules
    torch.nn.quantized.dynamic.modules.conv
    torch.nn.quantized.dynamic.modules.linear
    torch.nn.quantized.dynamic.modules.rnn
    torch.nn.quantized.functional
    torch.nn.quantized.modules
    torch.nn.quantized.modules.activation
    torch.nn.quantized.modules.batchnorm
    torch.nn.quantized.modules.conv
    torch.nn.quantized.modules.dropout
    torch.nn.quantized.modules.embedding_ops
    torch.nn.quantized.modules.functional_modules
    torch.nn.quantized.modules.linear
    torch.nn.quantized.modules.normalization
    torch.nn.quantized.modules.rnn
    torch.nn.quantized.modules.utils
    torch.nn.utils
    torch.nn.utils.clip_grad
    torch.nn.utils.convert_parameters
    torch.nn.utils.fusion
    torch.nn.utils.init
    torch.nn.utils.memory_format
    torch.nn.utils.parametrizations
    torch.nn.utils.parametrize
    torch.nn.utils.prune
    torch.nn.utils.rnn
    torch.nn.utils.stateless
    torch.onnx
    torch.onnx.errors
    torch.onnx.operators
    torch.onnx.symbolic_caffe2
    torch.onnx.symbolic_helper
    torch.onnx.symbolic_opset10
    torch.onnx.symbolic_opset11
    torch.onnx.symbolic_opset12
    torch.onnx.symbolic_opset13
    torch.onnx.symbolic_opset14
    torch.onnx.symbolic_opset15
    torch.onnx.symbolic_opset16
    torch.onnx.symbolic_opset17
    torch.onnx.symbolic_opset18
    torch.onnx.symbolic_opset19
    torch.onnx.symbolic_opset20
    torch.onnx.symbolic_opset7
    torch.onnx.symbolic_opset8
    torch.onnx.symbolic_opset9
    torch.onnx.utils
    torch.onnx.verification
    torch.optim
    torch.optim.adadelta
    torch.optim.adagrad
    torch.optim.adam
    torch.optim.adamax
    torch.optim.adamw
    torch.optim.asgd
    torch.optim.lbfgs
    torch.optim.lr_scheduler
    torch.optim.nadam
    torch.optim.optimizer
    torch.optim.radam
    torch.optim.rmsprop
    torch.optim.rprop
    torch.optim.sgd
    torch.optim.sparse_adam
    torch.optim.swa_utils
    torch.overrides
    torch.package
    torch.package.analyze
    torch.package.analyze.find_first_use_of_broken_modules
    torch.package.analyze.is_from_package
    torch.package.analyze.trace_dependencies
    torch.package.file_structure_representation
    torch.package.find_file_dependencies
    torch.package.glob_group
    torch.package.importer
    torch.package.package_exporter
    torch.package.package_importer
    torch.profiler
    torch.profiler.itt
    torch.profiler.profiler
    torch.profiler.python_tracer
    torch.quantization
    torch.quantization.fake_quantize
    torch.quantization.fuse_modules
    torch.quantization.fuser_method_mappings
    torch.quantization.fx
    torch.quantization.fx.convert
    torch.quantization.fx.fuse
    torch.quantization.fx.fusion_patterns
    torch.quantization.fx.graph_module
    torch.quantization.fx.match_utils
    torch.quantization.fx.pattern_utils
    torch.quantization.fx.prepare
    torch.quantization.fx.quantization_patterns
    torch.quantization.fx.quantization_types
    torch.quantization.fx.utils
    torch.quantization.observer
    torch.quantization.qconfig
    torch.quantization.quant_type
    torch.quantization.quantization_mappings
    torch.quantization.quantize
    torch.quantization.quantize_fx
    torch.quantization.quantize_jit
    torch.quantization.stubs
    torch.quantization.utils
    torch.quasirandom
    torch.random
    torch.return_types
    torch.serialization
    torch.signal
    torch.signal.windows
    torch.signal.windows.windows
    torch.sparse
    torch.sparse.semi_structured
    torch.special
    torch.storage
    torch.testing
    torch.torch_version
    torch.types
    torch.utils
    torch.utils.backcompat
    torch.utils.backend_registration
    torch.utils.benchmark
    torch.utils.benchmark.examples
    torch.utils.benchmark.examples.blas_compare_setup
    torch.utils.benchmark.examples.compare
    torch.utils.benchmark.examples.fuzzer
    torch.utils.benchmark.examples.op_benchmark
    torch.utils.benchmark.examples.simple_timeit
    torch.utils.benchmark.examples.spectral_ops_fuzz_test
    torch.utils.benchmark.op_fuzzers
    torch.utils.benchmark.op_fuzzers.binary
    torch.utils.benchmark.op_fuzzers.sparse_binary
    torch.utils.benchmark.op_fuzzers.sparse_unary
    torch.utils.benchmark.op_fuzzers.spectral
    torch.utils.benchmark.op_fuzzers.unary
    torch.utils.benchmark.utils
    torch.utils.benchmark.utils.common
    torch.utils.benchmark.utils.compare
    torch.utils.benchmark.utils.compile
    torch.utils.benchmark.utils.cpp_jit
    torch.utils.benchmark.utils.fuzzer
    torch.utils.benchmark.utils.sparse_fuzzer
    torch.utils.benchmark.utils.timer
    torch.utils.benchmark.utils.valgrind_wrapper
    torch.utils.benchmark.utils.valgrind_wrapper.timer_interface
    torch.utils.bottleneck
    torch.utils.bundled_inputs
    torch.utils.checkpoint
    torch.utils.collect_env
    torch.utils.cpp_backtrace
    torch.utils.cpp_extension
    torch.utils.data
    torch.utils.data.backward_compatibility
    torch.utils.data.dataloader
    torch.utils.data.datapipes
    torch.utils.data.datapipes.dataframe
    torch.utils.data.datapipes.dataframe.dataframe_wrapper
    torch.utils.data.datapipes.dataframe.dataframes
    torch.utils.data.datapipes.dataframe.datapipes
    torch.utils.data.datapipes.dataframe.structures
    torch.utils.data.datapipes.datapipe
    torch.utils.data.datapipes.gen_pyi
    torch.utils.data.datapipes.iter
    torch.utils.data.datapipes.iter.callable
    torch.utils.data.datapipes.iter.combinatorics
    torch.utils.data.datapipes.iter.combining
    torch.utils.data.datapipes.iter.filelister
    torch.utils.data.datapipes.iter.fileopener
    torch.utils.data.datapipes.iter.grouping
    torch.utils.data.datapipes.iter.routeddecoder
    torch.utils.data.datapipes.iter.selecting
    torch.utils.data.datapipes.iter.sharding
    torch.utils.data.datapipes.iter.streamreader
    torch.utils.data.datapipes.iter.utils
    torch.utils.data.datapipes.map
    torch.utils.data.datapipes.map.callable
    torch.utils.data.datapipes.map.combinatorics
    torch.utils.data.datapipes.map.combining
    torch.utils.data.datapipes.map.grouping
    torch.utils.data.datapipes.map.utils
    torch.utils.data.datapipes.utils
    torch.utils.data.datapipes.utils.common
    torch.utils.data.datapipes.utils.decoder
    torch.utils.data.datapipes.utils.snapshot
    torch.utils.data.dataset
    torch.utils.data.distributed
    torch.utils.data.graph
    torch.utils.data.graph_settings
    torch.utils.data.sampler
    torch.utils.deterministic
    torch.utils.dlpack
    torch.utils.file_baton
    torch.utils.flop_counter
    torch.utils.hipify
    torch.utils.hipify.constants
    torch.utils.hipify.cuda_to_hip_mappings
    torch.utils.hipify.hipify_python
    torch.utils.hipify.version
    torch.utils.hooks
    torch.utils.jit
    torch.utils.jit.log_extract
    torch.utils.mkldnn
    torch.utils.mobile_optimizer
    torch.utils.model_dump
    torch.utils.model_zoo
    torch.utils.module_tracker
    torch.utils.show_pickle
    torch.utils.tensorboard
    torch.utils.tensorboard.summary
    torch.utils.tensorboard.writer
    torch.utils.throughput_benchmark
    torch.utils.viz
    torch.utils.weak
    torch.version
    torch.xpu
    torch.xpu.memory
    torch.xpu.random
    torch.xpu.streams

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