searchindex.js

Search.setIndex({docnames:["autograd","cuda","data","distributed","distributions","ffi","index","legacy","model_zoo","multiprocessing","nn","notes/autograd","notes/broadcasting","notes/cuda","notes/extending","notes/multiprocessing","notes/serialization","onnx","optim","sparse","storage","tensors","torch"],envversion:51,filenames:["autograd.rst","cuda.rst","data.rst","distributed.rst","distributions.rst","ffi.rst","index.rst","legacy.rst","model_zoo.rst","multiprocessing.rst","nn.rst","notes/autograd.rst","notes/broadcasting.rst","notes/cuda.rst","notes/extending.rst","notes/multiprocessing.rst","notes/serialization.rst","onnx.rst","optim.rst","sparse.rst","storage.rst","tensors.rst","torch.rst"],objects:{"":{torch:[22,0,0,"-"]},"torch.ByteTensor":{all:[21,2,1,""],any:[21,2,1,""]},"torch.FloatStorage":{"byte":[20,2,1,""],"char":[20,2,1,""],"double":[20,2,1,""],"float":[20,2,1,""],"int":[20,2,1,""],"long":[20,2,1,""],"new":[20,2,1,""],"short":[20,2,1,""],clone:[20,2,1,""],copy_:[20,2,1,""],cpu:[20,2,1,""],cuda:[20,2,1,""],data_ptr:[20,2,1,""],element_size:[20,2,1,""],fill_:[20,2,1,""],from_buffer:[20,2,1,""],from_file:[20,2,1,""],half:[20,2,1,""],is_cuda:[20,3,1,""],is_pinned:[20,2,1,""],is_shared:[20,2,1,""],is_sparse:[20,3,1,""],pin_memory:[20,2,1,""],resize_:[20,2,1,""],share_memory_:[20,2,1,""],size:[20,2,1,""],tolist:[20,2,1,""],type:[20,2,1,""]},"torch.Tensor":{"byte":[21,2,1,""],"char":[21,2,1,""],"double":[21,2,1,""],"float":[21,2,1,""],"int":[21,2,1,""],"long":[21,2,1,""],"new":[21,2,1,""],"short":[21,2,1,""],"var":[21,2,1,""],abs:[21,2,1,""],abs_:[21,2,1,""],acos:[21,2,1,""],acos_:[21,2,1,""],add:[21,2,1,""],add_:[21,2,1,""],addbmm:[21,2,1,""],addbmm_:[21,2,1,""],addcdiv:[21,2,1,""],addcdiv_:[21,2,1,""],addcmul:[21,2,1,""],addcmul_:[21,2,1,""],addmm:[21,2,1,""],addmm_:[21,2,1,""],addmv:[21,2,1,""],addmv_:[21,2,1,""],addr:[21,2,1,""],addr_:[21,2,1,""],apply_:[21,2,1,""],asin:[21,2,1,""],asin_:[21,2,1,""],atan2:[21,2,1,""],atan2_:[21,2,1,""],atan:[21,2,1,""],atan_:[21,2,1,""],baddbmm:[21,2,1,""],baddbmm_:[21,2,1,""],bernoulli:[21,2,1,""],bernoulli_:[21,2,1,""],bmm:[21,2,1,""],cauchy_:[21,2,1,""],ceil:[21,2,1,""],ceil_:[21,2,1,""],chunk:[21,2,1,""],clamp:[21,2,1,""],clamp_:[21,2,1,""],clone:[21,2,1,""],contiguous:[21,2,1,""],copy_:[21,2,1,""],cos:[21,2,1,""],cos_:[21,2,1,""],cosh:[21,2,1,""],cosh_:[21,2,1,""],cpu:[21,2,1,""],cross:[21,2,1,""],cuda:[21,2,1,""],cumprod:[21,2,1,""],cumsum:[21,2,1,""],data_ptr:[21,2,1,""],diag:[21,2,1,""],dim:[21,2,1,""],dist:[21,2,1,""],div:[21,2,1,""],div_:[21,2,1,""],dot:[21,2,1,""],eig:[21,2,1,""],element_size:[21,2,1,""],eq:[21,2,1,""],eq_:[21,2,1,""],equal:[21,2,1,""],erf:[21,2,1,""],erf_:[21,2,1,""],erfinv:[21,2,1,""],erfinv_:[21,2,1,""],exp:[21,2,1,""],exp_:[21,2,1,""],expand:[21,2,1,""],expand_as:[21,2,1,""],exponential_:[21,2,1,""],fill_:[21,2,1,""],floor:[21,2,1,""],floor_:[21,2,1,""],fmod:[21,2,1,""],fmod_:[21,2,1,""],frac:[21,2,1,""],frac_:[21,2,1,""],gather:[21,2,1,""],ge:[21,2,1,""],ge_:[21,2,1,""],gels:[21,2,1,""],geometric_:[21,2,1,""],geqrf:[21,2,1,""],ger:[21,2,1,""],gesv:[21,2,1,""],gt:[21,2,1,""],gt_:[21,2,1,""],half:[21,2,1,""],histc:[21,2,1,""],index:[21,2,1,""],index_add_:[21,2,1,""],index_copy_:[21,2,1,""],index_fill_:[21,2,1,""],index_select:[21,2,1,""],inverse:[21,2,1,""],is_contiguous:[21,2,1,""],is_cuda:[21,3,1,""],is_pinned:[21,2,1,""],is_set_to:[21,2,1,""],is_signed:[21,2,1,""],kthvalue:[21,2,1,""],le:[21,2,1,""],le_:[21,2,1,""],lerp:[21,2,1,""],lerp_:[21,2,1,""],log1p:[21,2,1,""],log1p_:[21,2,1,""],log:[21,2,1,""],log_:[21,2,1,""],log_normal_:[21,2,1,""],lt:[21,2,1,""],lt_:[21,2,1,""],map_:[21,2,1,""],masked_fill_:[21,2,1,""],masked_scatter_:[21,2,1,""],masked_select:[21,2,1,""],matmul:[21,2,1,""],max:[21,2,1,""],mean:[21,2,1,""],median:[21,2,1,""],min:[21,2,1,""],mm:[21,2,1,""],mode:[21,2,1,""],mul:[21,2,1,""],mul_:[21,2,1,""],multinomial:[21,2,1,""],mv:[21,2,1,""],narrow:[21,2,1,""],ndimension:[21,2,1,""],ne:[21,2,1,""],ne_:[21,2,1,""],neg:[21,2,1,""],neg_:[21,2,1,""],nelement:[21,2,1,""],nonzero:[21,2,1,""],norm:[21,2,1,""],normal_:[21,2,1,""],numel:[21,2,1,""],numpy:[21,2,1,""],orgqr:[21,2,1,""],ormqr:[21,2,1,""],permute:[21,2,1,""],pin_memory:[21,2,1,""],potrf:[21,2,1,""],potri:[21,2,1,""],potrs:[21,2,1,""],pow:[21,2,1,""],pow_:[21,2,1,""],prod:[21,2,1,""],pstrf:[21,2,1,""],put_:[21,2,1,""],qr:[21,2,1,""],random_:[21,2,1,""],reciprocal:[21,2,1,""],reciprocal_:[21,2,1,""],remainder:[21,2,1,""],remainder_:[21,2,1,""],renorm:[21,2,1,""],renorm_:[21,2,1,""],repeat:[21,2,1,""],resize_:[21,2,1,""],resize_as_:[21,2,1,""],round:[21,2,1,""],round_:[21,2,1,""],rsqrt:[21,2,1,""],rsqrt_:[21,2,1,""],scatter_:[21,2,1,""],select:[21,2,1,""],set_:[21,2,1,""],share_memory_:[21,2,1,""],sigmoid:[21,2,1,""],sigmoid_:[21,2,1,""],sign:[21,2,1,""],sign_:[21,2,1,""],sin:[21,2,1,""],sin_:[21,2,1,""],sinh:[21,2,1,""],sinh_:[21,2,1,""],size:[21,2,1,""],sort:[21,2,1,""],split:[21,2,1,""],sqrt:[21,2,1,""],sqrt_:[21,2,1,""],squeeze:[21,2,1,""],squeeze_:[21,2,1,""],std:[21,2,1,""],storage:[21,2,1,""],storage_offset:[21,2,1,""],storage_type:[21,4,1,""],stride:[21,2,1,""],sub:[21,2,1,""],sub_:[21,2,1,""],sum:[21,2,1,""],svd:[21,2,1,""],symeig:[21,2,1,""],t:[21,2,1,""],t_:[21,2,1,""],take:[21,2,1,""],tan:[21,2,1,""],tan_:[21,2,1,""],tanh:[21,2,1,""],tanh_:[21,2,1,""],tolist:[21,2,1,""],topk:[21,2,1,""],trace:[21,2,1,""],transpose:[21,2,1,""],transpose_:[21,2,1,""],tril:[21,2,1,""],tril_:[21,2,1,""],triu:[21,2,1,""],triu_:[21,2,1,""],trtrs:[21,2,1,""],trunc:[21,2,1,""],trunc_:[21,2,1,""],type:[21,2,1,""],type_as:[21,2,1,""],unfold:[21,2,1,""],uniform_:[21,2,1,""],unsqueeze:[21,2,1,""],unsqueeze_:[21,2,1,""],view:[21,2,1,""],view_as:[21,2,1,""],zero_:[21,2,1,""]},"torch.autograd":{Function:[0,1,1,""],Variable:[0,1,1,""],backward:[0,5,1,""],grad:[0,5,1,""]},"torch.autograd.Function":{backward:[0,6,1,""],forward:[0,6,1,""]},"torch.autograd.Variable":{backward:[0,2,1,""],detach:[0,2,1,""],detach_:[0,2,1,""],register_hook:[0,2,1,""],retain_grad:[0,2,1,""]},"torch.autograd.profiler":{emit_nvtx:[0,1,1,""],load_nvprof:[0,5,1,""],profile:[0,1,1,""]},"torch.autograd.profiler.profile":{export_chrome_trace:[0,2,1,""],key_averages:[0,2,1,""],table:[0,2,1,""],total_average:[0,2,1,""]},"torch.cuda":{Event:[1,1,1,""],Stream:[1,1,1,""],current_blas_handle:[1,5,1,""],current_device:[1,5,1,""],current_stream:[1,5,1,""],device:[1,1,1,""],device_count:[1,5,1,""],device_ctx_manager:[1,3,1,""],device_of:[1,1,1,""],empty_cache:[1,5,1,""],get_device_capability:[1,5,1,""],get_device_name:[1,5,1,""],get_rng_state:[1,5,1,""],init:[1,5,1,""],initial_seed:[1,5,1,""],is_available:[1,5,1,""],manual_seed:[1,5,1,""],manual_seed_all:[1,5,1,""],seed:[1,5,1,""],seed_all:[1,5,1,""],set_device:[1,5,1,""],set_rng_state:[1,5,1,""],stream:[1,5,1,""],synchronize:[1,5,1,""]},"torch.cuda.Event":{elapsed_time:[1,2,1,""],ipc_handle:[1,2,1,""],query:[1,2,1,""],record:[1,2,1,""],synchronize:[1,2,1,""],wait:[1,2,1,""]},"torch.cuda.Stream":{query:[1,2,1,""],record_event:[1,2,1,""],synchronize:[1,2,1,""],wait_event:[1,2,1,""],wait_stream:[1,2,1,""]},"torch.cuda.comm":{broadcast:[1,5,1,""],gather:[1,5,1,""],reduce_add:[1,5,1,""],scatter:[1,5,1,""]},"torch.cuda.nvtx":{mark:[1,5,1,""],range_pop:[1,5,1,""],range_push:[1,5,1,""]},"torch.distributed":{all_gather:[3,5,1,""],all_reduce:[3,5,1,""],barrier:[3,5,1,""],broadcast:[3,5,1,""],gather:[3,5,1,""],get_rank:[3,5,1,""],get_world_size:[3,5,1,""],init_process_group:[3,5,1,""],irecv:[3,5,1,""],isend:[3,5,1,""],new_group:[3,5,1,""],recv:[3,5,1,""],reduce:[3,5,1,""],scatter:[3,5,1,""],send:[3,5,1,""]},"torch.distributions":{Bernoulli:[4,1,1,""],Categorical:[4,1,1,""],Distribution:[4,1,1,""],Normal:[4,1,1,""]},"torch.distributions.Distribution":{log_prob:[4,2,1,""],sample:[4,2,1,""],sample_n:[4,2,1,""]},"torch.multiprocessing":{get_all_sharing_strategies:[9,5,1,""],get_sharing_strategy:[9,5,1,""],set_sharing_strategy:[9,5,1,""]},"torch.nn":{AdaptiveAvgPool1d:[10,1,1,""],AdaptiveAvgPool2d:[10,1,1,""],AdaptiveAvgPool3d:[10,1,1,""],AdaptiveMaxPool1d:[10,1,1,""],AdaptiveMaxPool2d:[10,1,1,""],AdaptiveMaxPool3d:[10,1,1,""],AlphaDropout:[10,1,1,""],AvgPool1d:[10,1,1,""],AvgPool2d:[10,1,1,""],AvgPool3d:[10,1,1,""],BCELoss:[10,1,1,""],BCEWithLogitsLoss:[10,1,1,""],BatchNorm1d:[10,1,1,""],BatchNorm2d:[10,1,1,""],BatchNorm3d:[10,1,1,""],Bilinear:[10,1,1,""],ConstantPad2d:[10,1,1,""],Conv1d:[10,1,1,""],Conv2d:[10,1,1,""],Conv3d:[10,1,1,""],ConvTranspose1d:[10,1,1,""],ConvTranspose2d:[10,1,1,""],ConvTranspose3d:[10,1,1,""],CosineEmbeddingLoss:[10,1,1,""],CosineSimilarity:[10,1,1,""],CrossEntropyLoss:[10,1,1,""],DataParallel:[10,1,1,""],Dropout2d:[10,1,1,""],Dropout3d:[10,1,1,""],Dropout:[10,1,1,""],ELU:[10,1,1,""],Embedding:[10,1,1,""],EmbeddingBag:[10,1,1,""],FractionalMaxPool2d:[10,1,1,""],GRU:[10,1,1,""],GRUCell:[10,1,1,""],Hardtanh:[10,1,1,""],HingeEmbeddingLoss:[10,1,1,""],InstanceNorm1d:[10,1,1,""],InstanceNorm2d:[10,1,1,""],InstanceNorm3d:[10,1,1,""],KLDivLoss:[10,1,1,""],L1Loss:[10,1,1,""],LPPool2d:[10,1,1,""],LSTM:[10,1,1,""],LSTMCell:[10,1,1,""],LeakyReLU:[10,1,1,""],Linear:[10,1,1,""],LogSigmoid:[10,1,1,""],LogSoftmax:[10,1,1,""],MSELoss:[10,1,1,""],MarginRankingLoss:[10,1,1,""],MaxPool1d:[10,1,1,""],MaxPool2d:[10,1,1,""],MaxPool3d:[10,1,1,""],MaxUnpool1d:[10,1,1,""],MaxUnpool2d:[10,1,1,""],MaxUnpool3d:[10,1,1,""],Module:[10,1,1,""],ModuleList:[10,1,1,""],MultiLabelMarginLoss:[10,1,1,""],MultiLabelSoftMarginLoss:[10,1,1,""],MultiMarginLoss:[10,1,1,""],NLLLoss2d:[10,1,1,""],NLLLoss:[10,1,1,""],PReLU:[10,1,1,""],PairwiseDistance:[10,1,1,""],Parameter:[10,1,1,""],ParameterList:[10,1,1,""],PixelShuffle:[10,1,1,""],PoissonNLLLoss:[10,1,1,""],RNN:[10,1,1,""],RNNCell:[10,1,1,""],ReLU6:[10,1,1,""],ReLU:[10,1,1,""],ReflectionPad2d:[10,1,1,""],ReplicationPad2d:[10,1,1,""],ReplicationPad3d:[10,1,1,""],SELU:[10,1,1,""],Sequential:[10,1,1,""],Sigmoid:[10,1,1,""],SmoothL1Loss:[10,1,1,""],SoftMarginLoss:[10,1,1,""],Softmax2d:[10,1,1,""],Softmax:[10,1,1,""],Softmin:[10,1,1,""],Softplus:[10,1,1,""],Softshrink:[10,1,1,""],Softsign:[10,1,1,""],Tanh:[10,1,1,""],Tanhshrink:[10,1,1,""],Threshold:[10,1,1,""],TripletMarginLoss:[10,1,1,""],Upsample:[10,1,1,""],UpsamplingBilinear2d:[10,1,1,""],UpsamplingNearest2d:[10,1,1,""],ZeroPad2d:[10,1,1,""]},"torch.nn.Module":{"double":[10,2,1,""],"float":[10,2,1,""],add_module:[10,2,1,""],apply:[10,2,1,""],children:[10,2,1,""],cpu:[10,2,1,""],cuda:[10,2,1,""],eval:[10,2,1,""],forward:[10,2,1,""],half:[10,2,1,""],load_state_dict:[10,2,1,""],modules:[10,2,1,""],named_children:[10,2,1,""],named_modules:[10,2,1,""],named_parameters:[10,2,1,""],parameters:[10,2,1,""],register_backward_hook:[10,2,1,""],register_buffer:[10,2,1,""],register_forward_hook:[10,2,1,""],register_forward_pre_hook:[10,2,1,""],register_parameter:[10,2,1,""],state_dict:[10,2,1,""],train:[10,2,1,""],type:[10,2,1,""],zero_grad:[10,2,1,""]},"torch.nn.ModuleList":{append:[10,2,1,""],extend:[10,2,1,""]},"torch.nn.ParameterList":{append:[10,2,1,""],extend:[10,2,1,""]},"torch.nn.functional":{adaptive_avg_pool1d:[10,5,1,""],adaptive_avg_pool2d:[10,5,1,""],adaptive_avg_pool3d:[10,5,1,""],adaptive_max_pool1d:[10,5,1,""],adaptive_max_pool2d:[10,5,1,""],adaptive_max_pool3d:[10,5,1,""],affine_grid:[10,5,1,""],alpha_dropout:[10,5,1,""],avg_pool1d:[10,5,1,""],avg_pool2d:[10,5,1,""],avg_pool3d:[10,5,1,""],batch_norm:[10,5,1,""],binary_cross_entropy:[10,5,1,""],binary_cross_entropy_with_logits:[10,5,1,""],conv1d:[10,5,1,""],conv2d:[10,5,1,""],conv3d:[10,5,1,""],conv_transpose1d:[10,5,1,""],conv_transpose2d:[10,5,1,""],conv_transpose3d:[10,5,1,""],cosine_embedding_loss:[10,5,1,""],cosine_similarity:[10,5,1,""],cross_entropy:[10,5,1,""],dropout2d:[10,5,1,""],dropout3d:[10,5,1,""],dropout:[10,5,1,""],elu:[10,5,1,""],glu:[10,5,1,""],grid_sample:[10,5,1,""],hardshrink:[10,5,1,""],hardtanh:[10,5,1,""],hinge_embedding_loss:[10,5,1,""],kl_div:[10,5,1,""],l1_loss:[10,5,1,""],leaky_relu:[10,5,1,""],linear:[10,5,1,""],log_softmax:[10,5,1,""],logsigmoid:[10,5,1,""],lp_pool2d:[10,5,1,""],margin_ranking_loss:[10,5,1,""],max_pool1d:[10,5,1,""],max_pool2d:[10,5,1,""],max_pool3d:[10,5,1,""],max_unpool1d:[10,5,1,""],max_unpool2d:[10,5,1,""],max_unpool3d:[10,5,1,""],mse_loss:[10,5,1,""],multi_margin_loss:[10,5,1,""],multilabel_margin_loss:[10,5,1,""],multilabel_soft_margin_loss:[10,5,1,""],nll_loss:[10,5,1,""],normalize:[10,5,1,""],pad:[10,5,1,""],pairwise_distance:[10,5,1,""],pixel_shuffle:[10,5,1,""],poisson_nll_loss:[10,5,1,""],prelu:[10,5,1,""],relu6:[10,5,1,""],relu:[10,5,1,""],rrelu:[10,5,1,""],selu:[10,5,1,""],sigmoid:[10,5,1,""],smooth_l1_loss:[10,5,1,""],soft_margin_loss:[10,5,1,""],softmax:[10,5,1,""],softmin:[10,5,1,""],softplus:[10,5,1,""],softshrink:[10,5,1,""],softsign:[10,5,1,""],tanh:[10,5,1,""],tanhshrink:[10,5,1,""],threshold:[10,5,1,""],triplet_margin_loss:[10,5,1,""],upsample:[10,5,1,""],upsample_bilinear:[10,5,1,""],upsample_nearest:[10,5,1,""]},"torch.nn.init":{calculate_gain:[10,5,1,""],constant:[10,5,1,""],dirac:[10,5,1,""],eye:[10,5,1,""],kaiming_normal:[10,5,1,""],kaiming_uniform:[10,5,1,""],normal:[10,5,1,""],orthogonal:[10,5,1,""],sparse:[10,5,1,""],uniform:[10,5,1,""],xavier_normal:[10,5,1,""],xavier_uniform:[10,5,1,""]},"torch.nn.parallel":{DistributedDataParallel:[10,1,1,""]},"torch.nn.utils":{clip_grad_norm:[10,5,1,""],remove_weight_norm:[10,5,1,""],weight_norm:[10,5,1,""]},"torch.nn.utils.rnn":{PackedSequence:[10,5,1,""],pack_padded_sequence:[10,5,1,""],pad_packed_sequence:[10,5,1,""]},"torch.onnx":{"export":[17,5,1,""]},"torch.optim":{ASGD:[18,1,1,""],Adadelta:[18,1,1,""],Adagrad:[18,1,1,""],Adam:[18,1,1,""],Adamax:[18,1,1,""],LBFGS:[18,1,1,""],Optimizer:[18,1,1,""],RMSprop:[18,1,1,""],Rprop:[18,1,1,""],SGD:[18,1,1,""],SparseAdam:[18,1,1,""]},"torch.optim.ASGD":{step:[18,2,1,""]},"torch.optim.Adadelta":{step:[18,2,1,""]},"torch.optim.Adagrad":{step:[18,2,1,""]},"torch.optim.Adam":{step:[18,2,1,""]},"torch.optim.Adamax":{step:[18,2,1,""]},"torch.optim.LBFGS":{step:[18,2,1,""]},"torch.optim.Optimizer":{add_param_group:[18,2,1,""],load_state_dict:[18,2,1,""],state_dict:[18,2,1,""],step:[18,2,1,""],zero_grad:[18,2,1,""]},"torch.optim.RMSprop":{step:[18,2,1,""]},"torch.optim.Rprop":{step:[18,2,1,""]},"torch.optim.SGD":{step:[18,2,1,""]},"torch.optim.SparseAdam":{step:[18,2,1,""]},"torch.optim.lr_scheduler":{CosineAnnealingLR:[18,1,1,""],ExponentialLR:[18,1,1,""],LambdaLR:[18,1,1,""],MultiStepLR:[18,1,1,""],ReduceLROnPlateau:[18,1,1,""],StepLR:[18,1,1,""]},"torch.sparse":{FloatTensor:[19,1,1,""]},"torch.sparse.FloatTensor":{_indices:[19,2,1,""],_nnz:[19,2,1,""],_values:[19,2,1,""],add:[19,2,1,""],add_:[19,2,1,""],clone:[19,2,1,""],coalesce:[19,2,1,""],dim:[19,2,1,""],div:[19,2,1,""],div_:[19,2,1,""],get_device:[19,2,1,""],hspmm:[19,2,1,""],is_coalesced:[19,2,1,""],mm:[19,2,1,""],mul:[19,2,1,""],mul_:[19,2,1,""],resizeAs_:[19,2,1,""],size:[19,2,1,""],spadd:[19,2,1,""],spmm:[19,2,1,""],sspaddmm:[19,2,1,""],sspmm:[19,2,1,""],sub:[19,2,1,""],sub_:[19,2,1,""],t_:[19,2,1,""],toDense:[19,2,1,""],transpose:[19,2,1,""],transpose_:[19,2,1,""],zero_:[19,2,1,""]},"torch.utils":{data:[2,0,0,"-"],model_zoo:[8,0,0,"-"]},"torch.utils.data":{ConcatDataset:[2,1,1,""],DataLoader:[2,1,1,""],Dataset:[2,1,1,""],TensorDataset:[2,1,1,""]},"torch.utils.data.distributed":{DistributedSampler:[2,1,1,""]},"torch.utils.data.sampler":{RandomSampler:[2,1,1,""],Sampler:[2,1,1,""],SequentialSampler:[2,1,1,""],SubsetRandomSampler:[2,1,1,""],WeightedRandomSampler:[2,1,1,""]},"torch.utils.ffi":{create_extension:[5,5,1,""]},"torch.utils.model_zoo":{load_url:[8,5,1,""]},torch:{"var":[22,5,1,""],ByteTensor:[21,1,1,""],FloatStorage:[20,1,1,""],Tensor:[21,1,1,""],abs:[22,5,1,""],acos:[22,5,1,""],add:[22,5,1,""],addbmm:[22,5,1,""],addcdiv:[22,5,1,""],addcmul:[22,5,1,""],addmm:[22,5,1,""],addmv:[22,5,1,""],addr:[22,5,1,""],arange:[22,5,1,""],asin:[22,5,1,""],atan2:[22,5,1,""],atan:[22,5,1,""],autograd:[0,0,0,"-"],baddbmm:[22,5,1,""],bernoulli:[22,5,1,""],bmm:[22,5,1,""],btrifact:[22,5,1,""],btrisolve:[22,5,1,""],cat:[22,5,1,""],ceil:[22,5,1,""],chunk:[22,5,1,""],clamp:[22,5,1,""],cos:[22,5,1,""],cosh:[22,5,1,""],cross:[22,5,1,""],cuda:[1,0,0,"-"],cumprod:[22,5,1,""],cumsum:[22,5,1,""],default_generator:[22,7,1,""],diag:[22,5,1,""],dist:[22,5,1,""],distributed:[3,0,0,"-"],distributions:[4,0,0,"-"],div:[22,5,1,""],dot:[22,5,1,""],eig:[22,5,1,""],eq:[22,5,1,""],equal:[22,5,1,""],erf:[22,5,1,""],erfinv:[22,5,1,""],exp:[22,5,1,""],eye:[22,5,1,""],floor:[22,5,1,""],fmod:[22,5,1,""],frac:[22,5,1,""],from_numpy:[22,5,1,""],gather:[22,5,1,""],ge:[22,5,1,""],gels:[22,5,1,""],geqrf:[22,5,1,""],ger:[22,5,1,""],gesv:[22,5,1,""],get_num_threads:[22,5,1,""],get_rng_state:[22,5,1,""],gt:[22,5,1,""],histc:[22,5,1,""],index_select:[22,5,1,""],initial_seed:[22,5,1,""],inverse:[22,5,1,""],is_storage:[22,5,1,""],is_tensor:[22,5,1,""],kthvalue:[22,5,1,""],le:[22,5,1,""],legacy:[7,0,0,"-"],lerp:[22,5,1,""],linspace:[22,5,1,""],load:[22,5,1,""],log1p:[22,5,1,""],log:[22,5,1,""],logspace:[22,5,1,""],lt:[22,5,1,""],manual_seed:[22,5,1,""],masked_select:[22,5,1,""],matmul:[22,5,1,""],max:[22,5,1,""],mean:[22,5,1,""],median:[22,5,1,""],min:[22,5,1,""],mm:[22,5,1,""],mode:[22,5,1,""],mul:[22,5,1,""],multinomial:[22,5,1,""],multiprocessing:[9,0,0,"-"],mv:[22,5,1,""],ne:[22,5,1,""],neg:[22,5,1,""],nn:[10,0,0,"-"],nonzero:[22,5,1,""],norm:[22,5,1,""],normal:[22,5,1,""],numel:[22,5,1,""],ones:[22,5,1,""],ones_like:[22,5,1,""],onnx:[17,0,0,"-"],optim:[18,0,0,"-"],orgqr:[22,5,1,""],ormqr:[22,5,1,""],potrf:[22,5,1,""],potri:[22,5,1,""],potrs:[22,5,1,""],pow:[22,5,1,""],prod:[22,5,1,""],pstrf:[22,5,1,""],qr:[22,5,1,""],rand:[22,5,1,""],randn:[22,5,1,""],randperm:[22,5,1,""],range:[22,5,1,""],reciprocal:[22,5,1,""],remainder:[22,5,1,""],renorm:[22,5,1,""],round:[22,5,1,""],rsqrt:[22,5,1,""],save:[22,5,1,""],set_default_tensor_type:[22,5,1,""],set_num_threads:[22,5,1,""],set_printoptions:[22,5,1,""],set_rng_state:[22,5,1,""],sigmoid:[22,5,1,""],sign:[22,5,1,""],sin:[22,5,1,""],sinh:[22,5,1,""],sort:[22,5,1,""],split:[22,5,1,""],sqrt:[22,5,1,""],squeeze:[22,5,1,""],stack:[22,5,1,""],std:[22,5,1,""],sum:[22,5,1,""],svd:[22,5,1,""],symeig:[22,5,1,""],t:[22,5,1,""],take:[22,5,1,""],tan:[22,5,1,""],tanh:[22,5,1,""],topk:[22,5,1,""],trace:[22,5,1,""],transpose:[22,5,1,""],tril:[22,5,1,""],triu:[22,5,1,""],trtrs:[22,5,1,""],trunc:[22,5,1,""],unbind:[22,5,1,""],unsqueeze:[22,5,1,""],zeros:[22,5,1,""],zeros_like:[22,5,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"],"3":["py","attribute","Python attribute"],"4":["py","classmethod","Python class method"],"5":["py","function","Python function"],"6":["py","staticmethod","Python static method"],"7":["py","data","Python data"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:attribute","4":"py:classmethod","5":"py:function","6":"py:staticmethod","7":"py:data"},terms:{"0000e":22,"000u":0,"036u":0,"088u":0,"096662789583206e":22,"10x10":22,"10x7":10,"13x12":10,"154u":0,"1e18":3,"1e6":18,"1st":12,"1x1x2x2":10,"1x1x3":10,"1x1x4x4":10,"1x1x5x5":10,"1x1x8":10,"1x1x9":10,"1x3":22,"1x4":22,"1x4x3":10,"20l":10,"228u":0,"250057093890353e":22,"288u":0,"2nd":[10,12],"2x2":[10,21,22],"2x3":[10,19,21,22],"2x4":[21,22],"2x4x3":10,"2x5":21,"2x8":22,"2x9":22,"3rd":12,"3x2":[21,22],"3x3":[21,22],"3x4":[21,22],"3x5":[21,22],"439u":0,"4cf0":3,"4th":12,"4x1":22,"4x2":22,"4x3":22,"4x4":22,"4x5":22,"4x6":21,"524u":0,"53ba":3,"5c106cde":8,"5d4c":3,"5x2":19,"5x3":21,"5x5":22,"5x7":10,"5x7x9":10,"664001874625056e":22,"6x2":21,"6x3":22,"6x5":22,"790u":0,"7x7":10,"7x7x7":10,"7x9x8":10,"8x2":22,"934150226306685e":22,"\u03c3":21,"abstract":[2,4],"boolean":[0,1,10,22],"break":[16,22],"byte":[18,20,21],"case":[0,1,2,3,10,11,12,13,15,16,17,18,19,21,22],"char":[20,21],"class":[0,1,2,3,4,10,14,15,16,17,18,19,20,21],"default":[0,1,2,3,5,8,9,10,11,13,14,17,18,20,21,22],"enum":3,"export":[0,5,9,14,15,17],"final":[3,17,22],"float":[4,10,17,18,20,21,22],"function":[1,2,4,5,6,8,11,12,13,14,18,21,22],"import":[1,3,9,10,11,13,14,15,17,18,22],"int":[1,2,3,10,18,20,21,22],"long":[1,2,3,9,10,12,14,15,20,21,22],"new":[0,1,3,9,10,11,13,14,15,18,20,21,22],"return":[0,1,2,3,4,8,9,10,13,14,17,18,20,21,22],"short":[10,12,20,21,22],"static":0,"super":[10,14],"switch":[9,10,11],"true":[0,1,2,3,5,10,11,12,13,14,17,18,20,21,22],"try":[15,18],"var":[21,22],"while":[3,10,11,15,18,21,22],And:22,For:[3,10,11,12,13,14,17,18,19,21,22],Has:[10,22],Its:[11,18],NFS:3,NOT:[10,19,22],Not:14,One:[3,10,12,18],RHS:22,That:22,The:[0,1,3,4,7,8,9,10,12,13,16,17,18,20,21,22],Then:[0,12,16,17,18],There:[0,3,11,13,14,15,16,22],These:[10,14,17,19],Use:[3,10,15],Useful:10,Uses:10,Using:[10,11,15],Will:3,With:[4,10,13,18],__file__:5,__getitem__:2,__init__:[10,14],__iter__:2,__len__:2,__main__:[12,15],__name__:15,_cl:10,_handl:1,_indic:19,_nnz:19,_random_sampl:10,_sparse_mask:19,_stacklevel:10,_valu:19,a3c:15,a_lu:22,about:[1,10,15],abov:[4,10,12,13,14,17,22],abruptli:9,abs:[10,18,21,22],abs_:21,absolut:[10,11,21,22],acceler:18,accept:[0,10,14,18,21],access:[2,9,10,11,13,21],accommod:10,accord:[10,22],account:10,accumul:[0,10,21,22],accur:[17,22],achiev:10,aco:[21,22],acos_:21,across:[1,3,10,11,13,20,22],act:[10,13],action:[4,13],activ:[0,13,14],actual:[0,10,11,13,14,15,17],acycl:11,adadelta:18,adagrad:[10,18],adam:18,adamax:18,adapt:[10,18],add:[1,10,12,14,17,18,19,21,22],add_:[12,19,21],add_argu:13,add_modul:10,add_param_group:18,addbmm:[21,22],addbmm_:21,addcdiv:[21,22],addcdiv_:21,addcmul:[21,22],addcmul_:21,added:[10,18,21,22],adding:[10,14,21],addit:[5,10,11,13,14,15,18,19,21],addition:[0,3,22],addmm:[17,21,22],addmm_:21,addmv:[21,22],addmv_:21,addr:[21,22],addr_:21,address:[3,21],adjac:[10,22],adjust:10,admit:13,advanc:[11,15],advantag:[3,10],adventur:17,advis:15,affect:[1,10,20],affin:[10,11],aforement:15,after:[2,3,9,10,13,16,18,22],afterward:[0,10],again:[2,22],aggress:[0,11],aid:11,ala:17,algorithm:10,alia:[1,21],alias:14,all:[0,1,2,3,9,10,11,13,14,15,17,18,19,20,21,22],all_gath:3,all_reduc:3,alloc:[0,1,9,11,13,15,21],allow:[0,3,10,11,12,13,15,17,18],allow_unus:0,along:[1,2,3,10,12,18,21,22],alpha:[10,17,18,21,22],alreadi:[1,3,8,10,14,15,17,18,20,21,22],also:[0,3,4,9,10,11,13,14,15,17,18,19,21,22],altern:[3,10,13,22],although:10,alwai:[0,1,2,3,9,10,12,13,14,22],amazonaw:8,ambigu:10,among:[1,17,22],amount:[0,10,11],anaconda3:22,analog:18,anchor:10,angl:10,ani:[0,3,9,10,11,13,14,15,17,21,22],anneal:18,annot:[0,17],anoth:[1,3,10,13,15],anymor:10,api:[1,5,7,9,15,17,19,21],appear:[0,3,10,14,18,22],append:[10,15,21,22],appli:[0,4,9,10,11,14,15,18,21,22],applic:[1,10,11,13],apply_:21,approach:[3,22],appropri:3,approxim:[10,14,18],approximis:10,arang:[21,22],arbitrari:[0,3,10,11,21,22],arccosin:22,arcsin:22,arctang:22,arg:[0,3,10,13,15,16,17,18,21,22],argmax:22,argmin:22,argpars:13,argument:[0,1,3,5,10,12,13,14,17,18,20,21,22],argumentpars:13,ari:17,around:[0,1,3,9,13],arrai:[20,22],arxiv:10,ascend:22,ascent:4,ascii:1,asgd:18,asin:[21,22],asin_:21,assembl:2,assign:[3,10,14],associ:[1,10,21,22],assum:[2,3,4,10,14,18,22],astyp:17,async:[13,20,21],asynchron:[3,20,21],atan2:[21,22],atan2_:21,atan:[21,22],atan_:21,aten:17,atol:14,attempt:13,attr:22,attribut:[0,10,11,14,17],auto:10,autograd:[6,10,17],automat:[1,3,10,11,12,13,14],avail:[1,3,10,13],averag:[0,3,10,18],avg_pool2d:17,avoid:10,axi:[17,21,22],b0a7:3,b659:3,b_hf:10,b_hg:10,b_hh:10,b_hi:10,b_hn:10,b_ho:10,b_hr:10,b_hz:10,b_if:10,b_ig:10,b_ih:10,b_ii:10,b_in:10,b_io:10,b_ir:10,b_iz:10,back:[10,15,22],backcompat:12,backend:[3,10,17],background:15,backpropag:18,backward:[0,4,10,14,15,18],backwrad:10,baddbmm:[21,22],baddbmm_:21,bag:10,balnta:10,barrier:3,base:[0,1,2,4,10,11,17,18,22],base_se:2,basic:[4,10],batch1:[21,22],batch2:[21,22],batch:[2,4,10,13,15,22],batch_first:10,batch_sampl:2,batch_siz:[2,10],batchnorm:[10,17],batchwis:10,becaus:[0,4,9,10,12,13,22],becom:[10,17],been:[0,1,3,10,18],befor:[0,1,2,3,10,11,13,14,17,18,19,21,22],begin:[10,22],behavior:[10,12,13,17,21,22],behaviour:10,being:[10,14,15,17,21,22],belong:[1,3,13,18],below:[3,10,13,14,15,22],ben:10,benefit:[3,9,18],bengio:10,bernoulli:[10,21,22],bernoulli_:[21,22],bessel:22,best:[5,6,18,22],beta:[10,18,21,22],better:[1,10],between:[1,3,9,10,13,15,18,20,21,22],bfg:18,bia:[10,14],bias:22,bias_hh:10,bias_hh_l:10,bias_ih:10,bias_ih_l:10,bidirect:10,bin:[21,22],binari:[4,10,17,21,22],bind:1,bit:21,bitwis:3,block:[1,3,10],bmm:[21,22],bool:[0,1,2,5,10,17,18,20,21,22],border:10,both:[0,1,2,3,10,11,12,14,15,17,21,22],bottom:10,bound:[10,16,18,21,22],boundari:10,breviti:[0,17],brief:9,broadcast:[1,3,6,10,17,21,22],broadcast_warn:12,btrifact:22,btrisolv:22,buffer:[0,10,11,14,22],bug:15,build:[3,5,10,11],built:[3,15],builtin:22,bxn:10,bxtx:10,bypass:13,bytetensor:[1,21,22],c_0:10,c_1:10,c_n:10,cach:[1,9,10,13],calcul:[10,12,22],calculate_gain:10,call:[0,1,2,3,4,9,10,11,13,14,15,17,18,22],callabl:[2,18,21,22],caller:13,can:[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22],cannot:[2,10,19,20,21,22],capabl:[1,3,22],care:[9,10,13,15,19],carri:12,cast:[10,13,20,21],cat:[17,22],cauchi:[21,22],cauchy_:[21,22],caus:[12,15,17],caveat:[9,13],ceil:[10,21,22],ceil_:21,ceil_mod:[10,17],cell:10,center:18,certain:[3,10,12,19,21,22],cffi:5,chain:[0,10,11],chanc:4,chang:[0,1,9,11,12,13,17,18,19,20,21,22],channel:[10,17],charact:22,chartensor:21,check:[1,14,17],check_model:17,checker:17,checkpoint:0,child:10,children:[9,10],choleski:22,choos:10,chosen:22,chrome:0,chunk:[1,10,21,22],chunk_siz:1,clamp:[21,22],clamp_:21,classif:10,classifi:[11,18],classmethod:21,classnllloss:10,clean:9,cleaner:11,clear:18,click:22,clip:10,clone:[19,20,21,22],close:14,closest:22,cnn:[10,11],coalesc:19,code:[0,4,7,10,12,14,15,17,19,21],coeffici:[18,22],collate_fn:2,collect:[0,2],column:[0,10,22],com:8,combin:[2,10,13,21],come:[3,10,14],comm:1,command:0,comment:14,common:[10,13,15],commonli:18,compar:[14,22],compat:9,compil:5,complet:[1,3,11],complex:15,complic:12,compon:3,compos:10,comput:[0,1,3,10,11,13,14,18,19,21,22],concatdataset:2,concaten:[1,2,10,22],conceptu:11,concret:15,concurr:13,conda:17,condit:14,configur:[3,5,10],conjug:18,conjunct:[2,10],connect:[3,9,10,11],consecut:3,consid:[10,12,14,18,22],consist:[17,18],constant:[2,10,14,17,18],constantpadnd:17,constrain:10,constraint:[10,22],construct:[0,4,10,11,15,19,21,22],constructor:[10,13,19,21],contain:[0,1,2,3,4,5,7,11,14,17,18,20,21,22],content:[8,9,18,21,22],context:[0,1,13,14],contigu:[20,21],continu:[10,17],contrast:18,contribut:10,control:[10,11,13,15,22],conv1:10,conv2:10,conv4:10,conv5:10,conv:[10,17],conveni:[13,14],convent:[8,17],convers:11,convert:[0,10,14,17,22],convolv:10,coo:19,cooldown:18,coordin:19,cope:15,copi:[1,2,3,9,10,12,13,15,20,21],copy_:[13,20,21],correct:[20,21,22],correctli:[3,10],correl:10,correspond:[0,1,10,14,20,21,22],corrupt:[10,15],cos:[10,18,21,22],cos_:21,cosh:[21,22],cosh_:21,cosin:[10,18,22],cosineannealinglr:18,cost:0,count:0,count_include_pad:10,counter:[9,11],counterpart:22,coupl:0,cours:18,cover:14,cpu:[0,1,3,6,9,10,13,15,17,20,21,22],cpu_tim:0,cpu_time_tot:0,crash:9,creat:[0,3,4,5,7,9,10,11,13,15,20,21,22],create_extens:5,create_graph:0,creation:[9,10],creator:11,criterion:10,cross:[10,13,21,22],ctx:[0,14],cube:10,cubla:[1,22],cublashandle_t:1,cuda:[0,2,3,5,6,10,14,17,18,20,21,22],cuda_launch_block:13,cuda_tim:0,cuda_time_tot:0,cuda_visible_devic:[1,13],cudastreamsynchron:1,cudastreamwaitev:1,cumprod:[21,22],cumsum:[10,21,22],cumul:22,cur:18,current:[0,1,2,3,7,9,10,13,17,18,19,20,21],current_blas_handl:1,current_devic:1,current_stream:1,custom:[3,9],d02d:3,d_out:10,daemon:9,dag:0,dampen:18,data:[0,3,6,9,10,11,12,13,14,15,16,17,20,21,22],data_load:15,data_ptr:[20,21],data_sourc:2,data_tensor:2,dataload:[2,13],dataparallel:[3,15],dataset:[2,18],datatyp:[10,13],dcgan:17,dealloc:[9,13],debug:[11,17],decai:[10,18],declar:5,decomposit:22,deconvolut:10,decoupl:10,decreas:[10,18],decreasingli:10,deep:[6,10,17,18],def:[0,10,14,15,18,21],default_col:2,default_gener:22,defeat:11,defin:[0,2,10,13,17,18,19,21,22],definit:[10,17,22],degre:10,delet:9,delta:[10,18],delv:10,demand:1,denomin:[10,18,22],denot:[0,10,18],dens:[10,19],densenet:17,densiti:4,depend:[0,3,10,13,17,19,22],deprec:[10,12,22],depth:[1,10],depthwis:10,deriv:[0,14],descend:[10,21,22],descent:[4,18],describ:[1,10,21],descript:[3,13,14,17],descriptor:[10,17,22],deseri:[8,22],desir:[1,3,10,13,20,21,22],destin:[1,3,10,20,21,22],destructor:9,detach:0,detach_:0,detail:[0,1,3,5,10,19,21,22],detect:0,detector:10,determin:[1,10,11,13,22],develop:13,deviat:[4,10,21,22],devic:[1,3,10,17,18,20,21,22],device_count:1,device_ctx_manag:1,device_id:[10,22],device_of:1,dgetrf:22,diag:[21,22],diagon:[21,22],dict:[8,10,14,18,22],dictionari:10,did:0,didn:[11,14,18],differ:[0,1,2,3,9,10,11,12,13,14,15,17,18,19,21,22],differenti:[4,10,11],difficulti:10,digit:[8,22],dilat:[10,17],dim0:[21,22],dim1:[21,22],dim:[1,10,19,21,22],dimens:[1,2,10,12,19,21,22],dimension:[10,12,20,21,22],dirac:10,direct:[10,11,14],directli:[10,17,19,22],directori:[3,8,16],dirti:11,disabl:[10,13],disable_cuda:13,discourag:[0,1,11],discret:[10,21,22],disk:[0,22],dissimilar:10,dist:[3,21,22],distanc:21,distribut:[2,6,19,21,22],distributeddataparallel:[2,3],distributedsampl:2,div:[17,19,21,22],div_:[19,21],diverg:[10,17],divid:[1,10,22],dividend:22,divis:[2,10,22],divisor:[21,22],doc:[0,3,9,14],document:[0,1,9,17,22],doe:[1,3,10,12,13,17,21,22],doesn:[0,9,10,11,12,14,15,18,22],doing:10,don:[0,9,11,14,15,17,22],done:[2,9,10,15,22],dot:[21,22],doubl:[0,10,14,20,21],doubletensor:[21,22],down:15,download:8,downsampl:10,draw:[2,22],drawn:[2,10,21,22],drive:3,drop:[2,10,15],drop_last:2,dropout:17,dst1:1,dst2:1,dst:3,dst_type:10,dtype:13,due:13,dummy_input:17,duplic:[10,19,21],dure:[0,10,13,17],dynam:[10,17,18,22],dynamic_threshold:18,each:[0,1,2,3,4,10,11,12,13,14,15,18,21,22],eagerli:1,earli:10,eas:7,easi:15,easier:[10,11,12,14],easili:[10,18],edg:0,edgeitem:22,effect:[10,13,20,21],effici:[0,10,11,14,19,22],eig:[21,22],eigenvalu:22,eigenvector:[21,22],eight:[8,21],either:[0,3,10,12,13,14,15,22],elaps:1,elapsed_tim:1,eleg:15,elem:10,element:[0,1,2,3,4,10,12,19,20,21,22],element_s:[20,21],elementari:22,elementwis:[1,10],elimin:[3,17],elman:10,els:[14,20,21],elsewher:22,elu:17,embed:17,embedding_dim:10,embedding_sum:10,emit:0,emit_nvtx:0,emploi:18,empti:[19,21,22],empty_cach:[1,13],enabl:[0,3,12,13,18,22],enable_tim:1,encod:[10,14,17],encount:10,end:[1,10,21,22],end_ev:1,enforc:10,enough:[9,11,14,18],enqueu:[1,13],ensur:[0,8,9,10,11,13,15,21],enter:3,entir:[10,16],entri:[0,11,18,19,22],entropi:10,enumer:[10,13],env:[3,4],environ:[4,8,13],environment:1,epoch:[2,18],eps:[10,14,18],epsilon:10,eq_:21,equal:[1,4,10,12,21,22],equat:22,equival:[4,10,17,21,22],erf:[21,22],erf_:21,erfinv:[21,22],erfinv_:21,error:[0,10,11,13,14,21,22],especi:[2,3,11,17],estim:[10,18,22],eta:18,eta_:18,eta_min:18,etaminu:18,etapli:18,etc:[10,14,15,17,18,21],euclidean:[10,22],eval:10,evalu:[4,10,11,14,18],even:[3,11,13,14,15],event:[0,4],eventlist:0,ever:0,everi:[0,2,3,10,11,13,14,17,18,20,21,22],exact:[10,15,16],exactli:[3,7,10,11,13],examin:17,exampl:[0,4,8,10,11,12,13,14,15,18,19,21,22],except:[0,3,9,10,13,22],exchang:3,exclud:[0,10],exclus:[2,11,22],execut:[1,3,10,11,12,15,17],exist:[0,2,3,7,9,12,21],exit:[0,9],exp:[0,10,21,22],exp_:21,expand:[12,17,21],expand_a:[14,21],expect:[10,22],experiment:[17,19],explain:13,explan:14,explicit:[13,17,22],explicitli:[1,3,13,17,19],explod:10,expon:[10,21,22],exponenti:[21,22],exponential_:[21,22],exponentiallr:18,export_chrome_trac:0,export_param:17,expos:13,express:[11,21],ext:[5,8],extend:[0,6,10,15],extens:[5,22],extra:[3,10],extract:10,eye:[10,22],facil:22,fact:14,factor:[10,18,22],fail:[9,15,22],failur:9,fall:[10,22],fals:[0,1,2,5,10,11,17,18,20,21,22],familiar:11,fan_in:10,fan_out:10,fast:[10,13],faster:[10,13],fatal:9,favor:[1,10,22],fcntl:3,featur:[10,14],featuredropout:17,feedforward:10,few:[0,3,11,22],fewer:[12,22],ff15:3,ffi:6,field:10,file:[0,5,8,17,20,22],filenam:[8,20],fileno:[17,22],fill:[3,10,13,21,22],fill_:[10,13,20,21,22],filter:10,find:[7,9,13,14,15,22],fine:[0,3,11,18],finetun:11,finish:[3,13],finit:14,first:[0,1,2,3,8,10,13,15,16,17,18,19,21,22],fit:[18,21],fix:[10,15],flag:[0,11,13],flatten:10,float32:17,floatstorag:20,floattensor:[0,4,10,12,13,19,21,22],floor:[10,21,22],floor_:21,flow:[10,11],flush:0,fly:2,fmod:[21,22],fmod_:21,focu:18,follow:[0,4,8,10,12,13,17,21,22],forc:[0,10,13],forg:17,forget:10,fork:[9,15],forkserv:[9,15],form:[0,2,10,14,17,18,22],format:[0,10,17,19],former:10,formul:[10,22],formula:[0,10,11,14,18,22],forum:[3,15],forward:[0,10,11,13,14],found:[10,15,22],frac:[21,22],frac_:21,fraction:[10,22],fractiona:10,framework:[17,18],free:[0,3,10,11,15],freed:[0,9],freez:11,frequenc:10,from:[0,1,2,3,4,7,9,10,13,14,15,18,19,21,22],from_buff:20,from_fil:20,from_numpi:22,front:21,frozen:[11,18],full:[10,22],fulli:[3,10,11,13,14],func:10,functioneventavg:0,further:[15,22],furthermor:10,futur:[1,17,18,19],gain:10,gamma:[10,18],gap:22,gate:10,gather:[1,3,21,22],gather_list:3,gaussian:4,ge_:21,gel:[21,22],gener:[2,3,4,10,13,17,18,19,21,22],geometr:[21,22],geometric_:[21,22],geqrf:[21,22],ger:[21,22],gesv:[21,22],get:[1,3,10,11,14,17,18,22],get_all_sharing_strategi:9,get_devic:[13,19],get_device_cap:1,get_device_nam:1,get_num_thread:22,get_rank:3,get_rng_stat:[1,22],get_sharing_strategi:9,get_world_s:3,gil:[3,13],girshick:10,github:14,give:[10,11,13,14,17,18,22],given:[0,1,2,3,4,8,9,10,14,18,19,21,22],global:15,gloo:[3,10],glorot:10,glu:17,goe:10,going:[3,9,11,15],good:[9,10],gpu:[0,1,3,6,13,18,20,21,22],grad:[0,10,15],grad_bia:14,grad_fn:[0,11],grad_input:[10,14],grad_output:[0,10,14],grad_vari:0,grad_weight:14,gradcheck:14,gradchek:14,gradient:[0,3,4,10,11,14,18],graham:10,grain:[3,11],graph:[0,11,14,17],greater:[10,11,22],grid:10,group:[9,10,17,18],group_nam:3,grow:19,gt_:21,guarante:3,guard:15,h_0:10,h_1:10,h_k:10,h_n:10,h_out:10,h_t:10,half:[10,20,21],halftensor:21,hand:[10,22],handi:13,handl:[0,1,3,9,10,13,15],happen:[0,9,14,15,21],hard:[0,10,11,17],harder:10,has:[0,1,2,3,9,10,11,12,14,15,17,18,20,21,22],hash:8,have:[0,1,2,3,9,10,11,12,13,14,15,17,18,19,21,22],header:5,heavi:[0,3,11],heavili:14,height:10,held:1,help:[10,11,12,13,17],helper:[13,17],henc:[10,13,22],here:[0,3,10,14,17],hessian:10,hidden:[10,13],hidden_s:10,high:[9,21],higher:[0,1,10],highli:17,hing:10,hinton:18,his:18,histc:[21,22],histogram:22,histori:[0,14,18],history_s:18,hold:[0,10,12,14,15,18,21],home:22,hook:[0,10],hope:17,host:[13,20,21],how:[2,3,8,9,14,22],howev:[3,10,13,15,16,19,21,22],hspmm:19,htm:3,http:[3,8,10],huber:10,human:[10,17],hybrid:19,hyperbol:22,ident:[3,10,19],identifi:[3,9,12,22],idx:[1,10],ignor:[1,10,14,18,22],ignore_index:10,iid:10,illeg:1,imag:10,imagenet:10,immedi:10,implement:[0,1,3,4,9,10,11,14,15,17,18,19,22],impli:22,implicit:10,implicitli:10,improv:[10,14,18],in1_featur:10,in2_featur:10,in_channel:10,in_featur:10,incept:17,includ:[0,3,10,13,21],inclus:[21,22],incom:[9,10],incompat:12,incomplet:2,incorrect:13,increas:[10,11,18],increment:11,incur:15,independ:[1,3,10],index:[1,2,4,6,10,11,17,18,19,21],index_add_:21,index_copy_:21,index_fill_:21,index_select:[21,22],indic:[0,1,2,10,17,18,19,21,22],individu:21,inf:[10,22],infer:[0,11,17,19,21],infin:[10,18],info:[1,22],inform:[3,10,14,17,22],inherit:[14,15],init:[1,3,6],init_method:[3,10],init_process_group:[3,10],init_weight:10,initi:[1,10,13,14,18,22],initial_se:[1,2,22],initialis:10,inner:22,inp:10,inplac:10,input1:[10,22],input2:[10,21,22],input3:[10,21],input:[0,1,2,3,10,11,13,14,17,18,19,21,22],input_featur:14,input_s:10,input_var:10,insert:22,insid:[0,13],inspect:0,instal:[5,17],instanc:[2,10],instancenorm:10,instantan:1,instanti:[10,14],instead:[10,15,18,22],instruct:17,insuffici:1,integ:[2,3,4,10,17,18,21,22],integr:[17,18],intens:18,interact:[0,1],interfac:[3,14,17,18],intermedi:[10,11],intern:[10,11,13,19],interpol:[10,22],interpret:[3,9,10,19],interprocess:1,interrupt:9,interv:22,introduc:[10,12],introduct:12,inttensor:[21,22],inv:22,invers:[10,11,21,22],invert:[10,22],invis:13,invoc:17,invok:10,involv:13,ipc:1,ipc_handl:1,irecv:3,irrespect:[13,22],is_avail:[1,13],is_coalesc:19,is_complet:3,is_contigu:21,is_cuda:[20,21],is_leaf:0,is_pin:[20,21],is_set_to:21,is_shar:20,is_sign:21,is_spars:20,is_storag:22,is_tensor:22,isend:3,isn:13,isol:9,issu:[10,13,15],item:22,iter:[1,2,3,9,10,11,12,18],its:[0,1,2,3,4,9,10,11,12,13,14,17,18,19,21,22],itself:[9,10],job:3,join:[3,15],jump:21,just:[0,9,10,13],kaiming_norm:10,kaiming_uniform:10,keep:[0,9,10,11,13,18,22],keep_var:10,keepdim:[21,22],kei:[0,10,18,22],kept:10,kernel:[1,10,14,17],kernel_s:10,key_averag:0,keyword:[0,10,17,18,22],khxkw:10,kill:9,kind:[3,9,10,14,15],know:11,known:[3,9,10,13,17],kth:22,kthvalu:[21,22],kullback:10,kwarg:[0,3,5,10,16,21],label:[2,10,15],lambd:[10,18,21],lambda1:18,lambda2:18,lambda:[0,2,10,18,22],lambdalr:18,languag:10,larg:[2,9,13,19,22],larger:[10,21,22],largest:[21,22],last:[2,10,11,17,18,22],last_epoch:18,later:[0,10,13,16,17],latter:[10,15],launch:[3,11,13],layer:[3,11,14,18],lazi:18,lazili:[0,1],lbfg:18,le_:21,leaf:[0,11],leak:9,leaky_relu:17,learn:[4,6,10,17],learnabl:10,least:[0,10,12,20,21,22],leav:[0,11,22],left:[10,21,22],legaci:6,leibler:10,len:[2,10],length:[0,1,2,4,10,12,21,22],lerp:[21,22],lerp_:21,less:[10,14,15,22],lesser:10,let:[0,13,14,15],level:[10,22],lib:22,librari:[6,14,15,17,22],lie:10,like:[1,2,3,10,13,14,15,17,22],likehood:10,likelihood:10,limit:[9,10,11],line:[12,22],line_search_fn:18,linear:[1,11,13,14,22],linearfunct:14,linewidth:22,link:10,linspac:22,list:[0,2,3,5,10,14,18,19,20,21],literatur:10,littl:14,live:[10,18],load:[0,2,8,16,17,18,22],load_nvprof:0,load_state_dict:[10,16,18],load_url:8,loader:2,loc:22,local:[3,10],locat:[0,1,8,10,18,19,22],lock:[3,13,15],log1p:[21,22],log1p_:21,log:[4,10,21,22],log_:[11,21],log_input:10,log_normal_:[21,22],log_prob:4,log_softmax:17,logarithm:[10,22],logic:14,logist:10,logit:10,logspac:22,longest:10,longtensor:[4,10,13,19,21,22],look:[10,15,17],lookup:10,loss:[4,18],loss_fn:[15,18],lost:[10,22],lot:[9,15],low:[9,22],lower:[0,1,10,11,18,22],lr_decai:18,lr_lambda:18,lr_schedul:18,lt_:21,lu_data:22,lu_pivot:22,lua:7,machin:[3,10],maco:9,made:18,magnitud:[10,22],mai:[0,1,2,3,10,12,13,17,19,21,22],main:[2,3,9,11,16,22],maintain:[3,10],major:[1,17,19],make:[0,1,3,7,9,10,11,12,13,14,15,17,18,22],manag:0,mani:[0,2,3,10,11,12,14,21,22],manner:[2,12,21],mantissa:21,manual:[3,9,10,13],manual_se:[1,22],manual_seed_al:1,map:[10,20,22],map_:21,map_loc:[8,22],margin:10,mark:[1,11,21],marten:10,mask:[10,21,22],masked_fill_:21,masked_scatter_:21,masked_select:[21,22],mass:4,master_addr:3,master_port:3,mat1:[21,22],mat2:[21,22],mat:[21,22],match:[0,1,7,10,12,18,21,22],mathemat:[10,22],matmul:[21,22],matric:[10,22],matrici:22,matrix:[10,21,22],matter:[0,11],max:[10,12,18,21,22],max_ev:18,max_indic:22,max_it:18,max_norm:10,max_val:10,max_valu:10,maxim:[10,18,22],maximum:[10,18,22],maxnorm:[21,22],maxpool1d:17,maxpool2d:17,maxpool3d:17,maxpool:[10,17],mean:[1,2,3,4,9,10,17,18,21,22],meant:[0,5,10],measur:[1,10,18],mechan:[6,9],median:[21,22],meet:13,member:3,memo:10,memori:[0,2,9,10,11,15,18,20,21,22],mention:13,merg:2,messag:[1,3,18],metadata:22,method:[0,1,2,3,4,9,10,13,14,15,18,21,22],metric:18,might:[0,10,11,13],mileston:18,min:[18,21,22],min_indic:22,min_lr:18,min_val:10,min_valu:10,mind:10,mini:[2,10],minibatch:[10,22],minim:[0,11,15,18,22],minimum:[10,18,22],minor:1,miss:10,mmap:9,mnt:3,mode:[0,5,10,11,17,18,21,22],model:[0,1,3,7,8,9,10,11,13,15,17,18,22],model_dir:8,model_zoo:6,modif:[0,22],modifi:[0,10,11,18,21],modul:[0,5,6,9,11,13,15,17,22],moment:[0,9,17,18],momentum:[10,11,18],monitor:18,more:[0,1,3,8,10,11,13,14,17,18,19,21,22],moreov:21,most:[0,1,3,9,11,13,15,18,19],move:[9,10,13,15,18,20,21,22],mpi22:3,mpi:3,msg:1,much:[0,10,11,13],mul:[0,17,19,21,22],mul_:[19,21],mulconst:[0,14],multi:[1,2,3,21,22],multicast:3,multinomi:[4,21,22],multipl:[1,2,3,10,13,14,15,18,19,22],multipli:[10,22],multiplicand:22,multiprocess:[3,6,10],multisteplr:18,must:[0,2,3,10,12,14,18,20,21,22],mutat:21,mutual:2,my_lib:5,mymodel:15,mymodul:10,n5torch8autograd14accumulategrad:0,n5torch8autograd5clone:0,n5torch8autograd9graphroot:0,n_chunk:21,name:[0,1,3,5,8,9,10,17,20,22],named_children:10,named_modul:10,named_paramet:10,nan:22,narrow:21,nativ:9,natur:22,nbatch:10,nchannel:10,ndarrai:[17,21,22],ndimens:21,ne_:21,nearest:10,nearli:[0,15],necessari:[2,9,11,12,13,15,21,22],necessarili:13,need:[0,1,3,9,10,11,13,14,15,17,18,19,20,22],needs_input_grad:14,neg:[1,2,4,10,17,21,22],neg_:21,negat:17,negative_slop:10,neglig:17,neighbor:10,neighbour:10,nelement:[10,21],nest:[1,5,10,21],nesterov:18,net:[10,13],network:[3,4,10,11,13,17,18],neural:[10,13,18],neuron:10,never:[0,3,10,11,14],new_group:3,new_lr:18,new_stat:[1,22],new_strategi:9,new_typ:[20,21],newli:11,next:[0,10,15,21],next_stat:4,nfs:3,nice:[0,10],nll:10,node54:3,node:[3,10],non:[0,2,3,11,12,13,14,17,21,22],none:[0,1,2,3,8,10,11,14,18,20,21,22],nonlinear:10,nonzero:[17,21,22],nor:10,norm:[10,18,21,22],norm_typ:10,normal:[0,13,18,21,22],normal_:[13,21,22],notat:21,note:[0,1,4,6,9,10,11,12,14,15,17,18,19,21,22],noth:1,now:[12,14,18],num_direct:10,num_embed:10,num_featur:10,num_lay:10,num_paramet:10,num_process:15,num_replica:2,num_sampl:[2,21,22],num_work:2,number:[0,2,3,9,10,12,13,14,18,20,21,22],numel:[21,22],numer:[2,10,11,14,17,18,21,22],numpi:[2,12,17,21,22],nvidia:[0,13,22],nvprof:0,nvtx:0,nvvp:0,obj:[1,22],object:[0,1,2,3,5,8,9,10,11,13,14,15,17,18,20,21,22],observ:10,obtain:[3,9,10],obviou:19,occas:[0,11],occasion:19,occur:[1,13,17,21,22],off:[0,1],offset:[10,21],often:[0,10,11,17,18],old:[11,18],omit:[10,17],onc:[0,3,9,10,11,13,14,17,18,22],one:[0,1,2,3,9,10,12,13,14,15,17,18,20,21,22],ones:[0,12,13,14,18,21,22],ones_lik:[13,22],onli:[0,1,3,5,9,10,11,13,14,15,16,17,18,19,21,22],onlin:18,only_input:0,onnx:6,onnx_caffe2:17,onto:[1,9,22],opaqu:3,open:[0,9],openmp:22,oper:[1,2,3,10,12,13,14,15,18,19,21],ops:[0,13,14],optim:[3,6,7,10,11,15],optimis:4,optimum:18,option:[0,1,2,3,5,8,10,14,17,21,22],order:[0,2,3,10,12,13,17,18,21,22],ordereddict:10,ordinari:1,org:[3,10],orgqr:[21,22],orient:17,origin:[0,2,9,10,11,13,20,21,22],ormqr:[21,22],orthog:22,orthogon:[10,22],orthonorm:22,other:[0,1,2,3,9,10,11,12,13,14,15,16,17,18,21],otherwis:[0,3,10,15,20,21,22],our:[14,15,19],out:[9,10,11,12,15,17,22],out_channel:10,out_featur:10,out_padh:10,out_padt:10,out_padw:10,outer:22,outlier:10,output:[0,1,3,4,5,10,11,14,17,18,21,22],output_devic:10,output_featur:14,output_pad:10,output_ratio:10,output_s:10,outsid:[10,13],over:[0,2,3,9,10,12,15,17,19,21,22],overal:[11,15],overhead:3,overlap:13,overrid:[2,18,22],overriden:[0,8,10],overtak:3,overview:[9,11],overwrit:[0,11],own:[3,10,13,22],p1d:10,p2d:10,p3d:10,pack:10,packag:[1,4,5,6,10,18,22],pad:17,pad_b:10,pad_l:10,pad_r:10,pad_t:10,padding_idx:10,padding_mod:10,padding_valu:10,paddingback:10,paddingbottom:10,paddingfront:10,paddingleft:10,paddingright:10,paddingtop:10,padh:10,padt:10,padw:10,page:13,pair:[18,19,22],pairwis:10,paper:10,parallel:[2,3,10,13],param:[10,11,18,21],param_byt:18,param_group:18,paramet:[0,1,2,3,4,5,8,9,11,14,15,16,17,20,21,22],parameter:[4,21],parameteriz:4,parametr:14,pars:0,parse_arg:13,parser:13,part:[0,3,8,10,11,18,19,22],partial:10,particip:[2,3],particular:[13,21,22],particularli:10,pass:[0,2,5,9,10,11,13,17,18,19,21,22],path:[0,3,5,11,16],patienc:18,pattern:[3,13,14],pback:10,pbottom:10,pdist:10,peer:13,penalti:18,per:[1,2,10,22],perform:[0,3,10,11,13,14,18,19,20,21,22],period:[15,18],permit:19,permut:[21,22],persist:10,pfront:10,pickl:22,pickle_modul:22,pickle_protocol:22,pin:[2,20,21],pin_memori:[2,13,20,21],pip:[5,17],piv:22,pivot:22,pixel:10,place:[1,3,10,13,21],plai:3,plain:10,plan:17,plane:10,platform:22,pleas:[14,17,18],pleft:10,poi:10,point:[1,10,11,18,21,22],pointer:1,pointwis:12,poisson:10,polici:4,policy_network:4,pool:[14,15],pop:1,port:[3,7],portion:[10,18,22],posit:[2,10,21,22],possibl:[2,7,9,10,11,14,15,22],potr:[21,22],potrf:[21,22],potri:[21,22],pow:[21,22],pow_:21,powconst:0,powconstantbackward:0,power:[10,18,22],practic:[4,6],pre:[0,10,18],precis:[10,17,21,22],predict_net:17,prefer:10,prefix:[10,19],prelu:17,prepar:17,prepend:[12,22],present:[8,11],preserv:[10,13,21],pressur:[0,11],pretrain:[11,17],pretti:22,prevent:[10,19],previou:10,previous:[12,13],pright:10,primit:[3,10],print:[0,5,10,13,14,17,18,21,22],printable_graph:17,prior:12,prioriti:1,privat:22,prob:4,probabilti:4,probabl:[2,9,10,14,17,22],problem:[9,10,15,22],proce:13,process:[0,1,2,3,9,10,13,15,19,20],prod:[21,22],produc:[10,12,19,22],product:[0,21,22],prof:0,profil:22,program:[0,3,11,13],progress:18,project:16,promot:10,prone:[9,15],propag:11,proper:[10,13],properli:[10,15],properti:10,propos:18,proto:17,protobuf:17,protocol:22,prove:9,proven:10,provid:[0,2,3,9,10,13,17,18,19,20,21,22],pstrf:[21,22],pth:8,ptop:10,pure:[11,17],puropos:21,purpos:[0,2,11,22],push:1,put:[13,15,22],put_:21,python3:22,python:[0,1,3,9,10,11,12,13,14,15,17,21,22],pytorch:[1,2,3,5,8,12,13,15,22],quantiti:18,queri:1,queu:[1,13],queue:9,rac:18,rais:[0,9,11,13,21,22],rand:[21,22],randn:[0,10,11,12,13,14,17,21,22],random:[10,17],random_:[10,21,22],randomli:[2,10],randomsampl:2,randperm:22,rang:[0,1,2,3,10,15,18,21,22],range_pop:1,range_push:1,rank:[2,3,10,15,22],rate:[4,10],rather:[10,12,17,22],ratio:10,rdinat:19,reach:[15,18],reachabl:3,read:[3,12,13,18],readabl:17,real:[10,21,22],realli:11,realloc:22,rearrang:10,reason:[11,17],reassign:0,recal:14,receiv:[3,9,15],recip:10,reciproc:[21,22],reciprocal_:21,recommend:[0,9,10,11,13,14,15,17,22],recomput:[10,18],reconstruct:[10,22],record:[0,1,11],record_ev:1,recreat:11,rectifi:10,recurr:[3,13,18],recurs:10,recv:3,reduc:[3,9,10,18,22],reduce_add:1,reduce_op:3,reducelronplateau:18,reduct:3,redund:3,reevalu:18,refactor:16,refer:[0,5,6,9,11,14,21,22],referenc:[11,22],reflect:[10,21,22],reflector:22,regard:10,region:[9,10,13,22],regist:[0,9,10,14,22],register_backward_hook:10,register_buff:[10,14],register_forward_hook:10,register_forward_pre_hook:10,register_hook:0,register_packag:22,register_paramet:[10,14],regress:10,regular:[0,10],regular_input:11,reinforc:4,rel:[4,10,13,18],relative_to:5,releas:[1,13,17],relu1:10,relu2:10,relu:17,remain:[0,9,15,22],remaind:[21,22],remainder_:21,remap:[8,22],rememb:15,remov:[0,10,21,22],removablehandl:10,renorm:[10,21,22],renorm_:21,rep:17,reparameter:10,repeat:[10,21],repeatedli:19,repl:0,replac:[0,2,10,11,15,21,22],replic:10,replica:[3,10],report:[3,13],repositori:15,repr:22,repres:[1,2,11,14,19,22],represen:21,represent:[17,21],request:[3,11,13],requir:[0,3,5,9,10,11,13,14,15,17,18,21],require_grad:0,requires_grad:[0,10,14],res:22,rescal:10,reset:10,reshuffl:2,resid:[21,22],residu:22,resili:18,resiz:[20,21,22],resize_:[20,21,22],resize_as_:21,resizeas_:19,resnet18:[8,11],resnet:17,resolut:10,resourc:9,respect:[0,4,10,18,20,21,22],respons:13,rest:19,restart:[9,18],restor:16,restrict:[2,9,10,15],result:[0,1,3,10,11,12,13,14,17,21,22],resum:18,retain:[0,22],retain_grad:0,retain_graph:0,retain_vari:0,retrac:0,retriev:[0,2,10],return_indic:10,reus:[0,11],reveal:19,revers:[11,21],revert:10,reward:4,rewrit:11,rho:18,riba:10,right:[9,10,18,22],rmsprop:18,rng:[1,2],rnn:17,robust:9,root:[11,19,22],ross:10,round:[17,21,22],round_:21,row:[2,21,22],rprop:18,rsqrt:[21,22],rsqrt_:21,rule:[0,4,11,12,22],run:[0,3,10,11,13,17,18,22],running_mean:10,running_var:10,runtim:[3,9,15],runtimeerror:12,safe:[0,1],safest:19,same:[0,1,2,3,9,10,11,12,13,15,20,21,22],sampl:[2,4,10,21],sample_n:4,sampler:2,sane:22,satur:13,save:[0,3,8,11,17,22],save_for_backward:[0,14],saved_tensor:[11,14],saved_vari:[0,14],sax:10,scalar:[0,10,18,19,21,22],scale:[2,10,18,21,22],scale_factor:10,scale_grad_by_freq:10,scatter:[1,3,10,21],scatter_:21,scatter_list:3,scenario:13,schedul:18,scope:[9,15],score:10,scratch:11,script:[3,17],second:[10,16,19,22],section:[9,10,14,21],see:[0,1,3,4,5,8,9,10,14,15,17,21,22],seed:[1,2,22],seed_al:1,seek:22,seen:[0,10,18,22],select:[1,9,13,21],self:[0,2,10,11,12,14,20,21],semant:[1,6],semi:10,semidefinit:22,send:[3,9,15],sender:3,sensit:[10,17],sent:[3,9,13,15,22],separ:[3,10,18,22],seq:[10,22],seq_len:10,sequenc:[0,1,10,13,18,21,22],sequenti:2,sequentialsampl:2,serial:[6,8,13,15],seriou:[9,16],set:[0,1,2,3,5,9,10,11,12,13,17,18,21,22],set_:21,set_default_tensor_typ:22,set_devic:1,set_num_thread:22,set_printopt:22,set_rng_stat:[1,22],set_sharing_strategi:9,seven:21,sever:[3,10,13,18],sgd:[10,11,18],sgdr:18,sha256:8,shallow:10,shamelessli:22,shape:[1,10,11,12,21,22],share:[1,17,20,21,22],share_memori:15,share_memory_:[9,20,21],shared_memori:9,sharedfil:3,shi:10,shift:10,shm_open:9,shortest:10,shorttensor:21,should:[0,1,2,3,7,8,9,10,13,14,15,17,18,19,21,22],shouldn:[9,15,19],shout:17,show:[3,13,18],showcas:[10,13,15],shown:14,shrinkag:10,shuffl:2,side:[10,22],sigma:21,sigmoid:[17,21,22],sigmoid_:21,sign:[21,22],sign_:21,signal:[9,10],signatur:[0,10,21],signific:[0,11,13,18],silent:[1,10,22],similar:[9,10,14,22],similarli:17,simpl:[10,14,17],simplequeu:15,simpler:14,simplest:10,simpli:[10,11],simplifi:[10,18],simultan:11,sin:[21,22],sin_:21,sinc:[0,3,10,14,18,19,22],sine:22,singl:[2,3,4,10,11,13,14,15,17,18,20,21,22],singleton:[12,21,22],singular:22,sinh:[21,22],sinh_:21,site:17,situat:15,size:[0,1,2,3,4,10,11,12,13,14,17,18,19,20,21,22],size_averag:10,sizeaverag:10,sizedim:21,sizeof:20,skip:14,slice:[10,21],slope:10,slow:15,slower:10,small:[3,10,13,14,22],smaller:[2,18,21,22],smallest:22,smart:14,smi:[1,13],smooth:[10,17,18],socket:9,soft:10,softmax:17,softshrinkag:10,solut:[10,15,22],solv:22,solver:22,some:[0,1,3,10,11,14,15,16,17,18,19,21,22],sometim:[9,10,15,17],soon:14,sophist:18,sort:[0,10,21,22],sort_bi:0,sorted_indic:22,sorted_tensor:22,soumith:22,sourc:[0,1,2,3,4,5,8,9,10,17,18,19,20,21,22],space:[10,22],spadd:19,span:1,spars:[6,18],sparseadam:[10,18],sparsefloattensor:19,sparsiti:10,spatia:10,spatial:10,spatio:10,spawn:[2,9,15],speak:19,special:[10,14,22],specif:[1,13,16,17,18,22],specifi:[0,1,2,3,8,10,14,17,18,19,20,21,22],speed:13,spent:3,split:[10,17,21,22],split_siz:[21,22],spmm:19,spread:[1,11,13],sqrt:[19,21,22],sqrt_:21,squar:[10,18,19,22],squeez:[14,17,21,22],squeeze_:21,src:[1,3,21,22],sspaddmm:19,sspmm:19,stabil:[10,18],stabl:10,stack:[1,13,22],stagnat:18,stai:10,standard:[4,10,21,22],start:[0,1,2,3,9,10,12,13,15,18,21,22],stash:14,stat:10,state:[0,1,4,10,11,13,15,18,22],state_dict:[8,10,15,16,17,18],statement:[11,13,14,15,17],staticmethod:[0,14],statist:10,std:[4,10,21,22],stddev:4,stdout:18,stdv:21,step:[3,4,10,13,15,21,22],step_siz:18,steplr:18,still:[0,3,9,10,13,18],stirl:10,stochast:[10,18],stop:18,storag:[1,6,8,9,11,13,15,21,22],storage_offset:21,storage_typ:21,store:[0,3,10,19,21,22],store_tru:13,str:[0,3,5,9,10,18,20],strategi:2,strict:10,strictli:[10,11],stride:[10,17,21,22],string:[0,1,8,10,17,20,21,22],strongli:10,structur:[10,13,14,15,16,17,22],sub:[10,17,19,21,22],sub_:[19,21],subclass:[0,2,10,14,21],subgradi:18,subgraph:[0,10],submit:1,submodul:10,subprocess:[2,9,15],subsequ:10,subset:[2,3],subsetrandomsampl:2,subtensor:10,subtli:18,subtract:21,succeed:22,suffici:17,suffix:21,suggest:10,suitabl:18,sum:[0,1,2,10,13,14,19,21,22],sum_i:10,sum_ij:10,sum_j:10,summar:22,summari:[0,22],superresolut:17,supervis:10,support:[0,1,2,3,9,10,11,12,15,18,19,22],suppos:[19,22],sure:[0,11,17,18,22],surpass:10,sutskev:18,svd:[21,22],swap:[10,22],symeig:[21,22],symmetr:22,synchron:[1,3,10,13,15],system:[1,10,11,13,22],t4d:10,t_max:18,tabl:[0,3,10],tag:22,take:[1,4,10,14,17,21,22],taken:[13,22],tan:[21,22],tan_:21,tangent:22,tanh:[17,21,22],tanh_:21,target:[2,10,15,18],target_tensor:2,tau:22,techniqu:10,tempor:10,temporari:10,tensor1:[21,22],tensor2:[21,22],tensor:[0,1,2,3,4,6,10,11,12,13,14,17,18,19,20],tensor_list:3,tensordataset:2,term:[10,18,21],termin:18,terminolog:10,test:[9,13,14,22],than:[0,1,10,11,12,13,14,15,17,18,21,22],thank:14,the_model:16,thei:[0,1,2,3,4,9,10,11,13,14,15,17,18,19,22],them:[0,2,9,10,11,12,14,15,18,19],themodelclass:16,themselv:22,therefor:0,theta:10,thi:[0,1,2,3,4,5,7,9,10,11,13,14,15,16,17,18,19,20,21,22],thin:[0,22],thing:[11,15,17],third:10,those:[1,10,13,18],though:15,thrash:3,thread:[3,15,22],three:[3,10,17],threshold:[17,18,22],threshold_mod:18,through:[9,10,22],thtensor:21,thu:[3,22],time:[0,1,2,3,9,10,11,15,18,21,22],timelin:0,timeout:2,to_dens:19,todens:19,togeth:[3,10],tol:21,toler:18,tolerance_chang:18,tolerance_grad:18,tolist:[20,21],too:[0,10,15,19],tool:0,top:[10,14,22],topk:[21,22],topolog:0,torch:[6,11,12,13,15,16],torch_hom:8,torch_model_zoo:8,torch_shm_manag:9,torchvis:[11,17],total:[10,22],total_averag:0,toward:17,trace:[0,11,13,17,21,22],trace_nam:0,track:[0,9,13],trail:[10,12,14],train:[2,3,10,11,17,18],train_load:13,trainabl:18,transfer:[3,9,13],transform:[10,11],transit:7,transpos:[10,11,17,19,21,22],transpose_:[19,21],travers:14,treat:[4,10,21,22],tree:10,triangular:22,trick:10,tricki:11,trigger:[0,22],tril:[21,22],tril_:21,trilinear:10,tripl:10,triplet:10,triplet_loss:10,triu:[21,22],triu_:21,trou:10,trtr:[21,22],trunc:[21,22],trunc_:21,truncat:22,tune:18,tupl:[1,10,14,17,18,19,21,22],two:[0,3,10,11,12,13,14,16,18,19,21,22],txbx:10,type:[0,1,3,10,13,17,20,21,22],type_a:21,typic:10,unbalanc:10,unbias:[21,22],unbind:22,unchang:22,uncoalesc:19,undefin:[13,21],under:[0,11,13,22],underli:[10,21,22],underscor:[19,21],understand:[10,11],understood:22,undocu:17,unequ:10,unfold:[17,21],unfortun:0,uniform:[10,21,22],uniform_:[14,21,22],uniniti:21,uniqu:[3,8,21],unit:[10,22],unitriangular:[21,22],unix:9,unknown_typ:17,unless:[0,10,11,13],unlik:[10,21],unnecessari:13,unoccupi:1,unpack:14,unpickl:[2,22],unpool:10,unpooled_output:10,unsign:21,unspecifi:[3,21],unsqueez:[14,21,22],unsqueeze_:21,unstabl:[10,11],until:[1,3,9,11,13],untrain:17,unus:13,updat:[15,18,21],upper:[10,21,22],upsample_trilinear:10,upscal:10,upscale_factor:10,url:[0,3,8],usag:[0,1,11],use:[0,1,2,3,4,5,9,10,11,13,14,15,17,21,22],use_running_stat:10,used:[0,1,2,3,4,8,9,10,13,14,15,16,17,18,19,21,22],useful:[0,2,10,11,14,18,22],user:[0,1,3,7,10,13,15,17,22],userwarn:12,uses:[0,10,13,14,17,18,22],using:[0,2,3,4,6,9,10,11,13,14,15,17,18,21,22],usual:[10,21],util:[1,6,12,13,14,22],val:[10,21],val_loss:18,valid:[0,3,9,10,15,17,18,21,22],valu:[0,2,3,4,8,9,10,11,14,17,18,19,21,22],var1:18,var2:18,vararg:22,vari:18,variabl:[1,4,8,10,13,14,15,17,18],varianc:[10,18,22],variant:[18,22],variou:[9,15,16,18],vec1:[21,22],vec2:[21,22],vec:[21,22],vector:[4,10,21,22],veloc:18,verbos:[5,17,18],veri:[0,9,10,11,14,15,18],verifi:[8,14,17],versa:[10,20,21,22],version:[10,11,12,13,14,18,21,22],versu:10,vgg:17,via:[1,9,10,18,22],vice:[10,20,21,22],video:10,view:[9,10,12,17,21,22],view_a:21,visibl:[1,3,10],visual:[0,10],volatil:[0,10,14],volatile_input:11,volumetr:10,w_hf:10,w_hg:10,w_hi:10,w_hn:10,w_ho:10,w_hr:10,w_hz:10,w_if:10,w_ig:10,w_ii:10,w_in:10,w_io:10,w_ir:10,w_iz:10,w_out:10,wai:[0,2,3,9,10,14,15,16,18,19],wait:[0,1,3,9,18],wait_ev:1,wait_stream:[1,13],want:[10,11,13,14,17,18,19,22],warm:18,warmup:0,warn:[12,17],wasn:22,weight:[2,10,11,14,17,18,21,22],weight_decai:18,weight_g:10,weight_hh:10,weight_hh_l:10,weight_ih:10,weight_ih_l:10,weight_v:10,weightedrandomsampl:2,well:[3,10,11,15,17,19,22],were:[0,10,14,17,19,21,22],what:[4,10,11,14,18,19],whatev:22,when:[0,2,3,4,5,9,10,11,12,13,14,15,16,17,18,21,22],whenev:[9,10],where:[0,2,3,4,8,9,10,11,12,13,18,19,21,22],whether:[0,10,13,19,20,21,22],which:[0,1,2,3,8,10,11,12,13,17,18,19,20,21,22],whilst:[4,13],who:22,whole:[0,3,10,15],whose:[11,22],why:[11,17],width:[10,22],window:10,wise:[3,10,22],with_cuda:5,within:[1,2,3,10,13],without:[1,2,9,10,12,13,21,22],won:[0,10,11,14,17],word:10,word_language_model:17,work:[0,1,7,9,10,11,13,15,19,21],worker:2,worker_id:2,worker_init_fn:2,workload:3,workspac:17,world:3,world_siz:[3,10],would:[0,4,10,12,13,19,22],wrap:[0,2,18],wrapper:[0,1,3,9,14],write:[11,13,19,21],written:[0,10,17,18,20],wrong:15,x_cpu:13,x_cpu_long:13,x_gpu:13,x_i:10,xavier_norm:10,xavier_uniform:10,y_cpu:13,y_cpu_long:13,y_gpu:13,y_i:10,yet:22,yield:10,you:[0,1,2,3,7,9,10,11,12,13,14,15,17,18,19,22],your:[0,1,9,10,11,12,13,14,17,18,19,22],yourself:15,zero:[0,1,10,13,17,19,21,22],zero_:[19,21],zero_grad:[10,15,18],zeros_lik:[13,22]},titles:["Automatic differentiation package - torch.autograd","torch.cuda","torch.utils.data","Distributed communication package - torch.distributed","Probability distributions - torch.distributions","torch.utils.ffi","PyTorch documentation","Legacy package - torch.legacy","torch.utils.model_zoo","Multiprocessing package - torch.multiprocessing","torch.nn","Autograd mechanics","Broadcasting semantics","CUDA semantics","Extending PyTorch","Multiprocessing best practices","Serialization semantics","torch.onnx","torch.optim","torch.sparse","torch.Storage","torch.Tensor","torch"],titleterms:{"function":[0,3,10,17],Adding:14,Ops:22,Use:13,activ:10,adaptive_avg_pool1d:10,adaptive_avg_pool2d:10,adaptive_avg_pool3d:10,adaptive_max_pool1d:10,adaptive_max_pool2d:10,adaptive_max_pool3d:10,adaptiveavgpool1d:10,adaptiveavgpool2d:10,adaptiveavgpool3d:10,adaptivemaxpool1d:10,adaptivemaxpool2d:10,adaptivemaxpool3d:10,adjust:18,affine_grid:10,agnost:13,alexnet:17,algorithm:18,alpha_dropout:10,alphadropout:10,api:0,approach:16,asynchron:[13,15],autograd:[0,11,14],automat:0,avg_pool1d:10,avg_pool2d:10,avg_pool3d:10,avgpool1d:10,avgpool2d:10,avgpool3d:10,avoid:15,backward:[11,12],basic:3,batch_norm:10,batchnorm1d:10,batchnorm2d:10,batchnorm3d:10,bceloss:10,bcewithlogitsloss:10,bernoulli:4,best:[13,15,16],bilinear:10,binary_cross_entropi:10,binary_cross_entropy_with_logit:10,bla:22,broadcast:12,buffer:[13,15],caffe2:17,categor:4,check:[0,11],clip_grad_norm:10,closur:18,code:13,collect:[1,3],commun:[1,3],comparison:22,compat:[0,12],constantpad2d:10,construct:18,contain:10,conv1d:10,conv2d:10,conv3d:10,conv_transpose1d:10,conv_transpose2d:10,conv_transpose3d:10,convolut:10,convtranspose1d:10,convtranspose2d:10,convtranspose3d:10,correct:[0,11],cosine_embedding_loss:10,cosine_similar:10,cosineembeddingloss:10,cosinesimilar:10,creation:22,cross_entropi:10,crossentropyloss:10,cuda:[1,9,13,15],custom:14,data:2,dataparallel:[10,13],deadlock:15,descriptor:9,devic:13,differenti:0,distanc:10,distribut:[3,4,10],distributeddataparallel:10,document:6,dropout2d:10,dropout3d:10,dropout:10,elu:10,embed:10,embeddingbag:10,encod:11,end:17,environ:3,event:1,exampl:17,exclud:11,execut:13,extend:14,extens:[1,14],ffi:5,fight:15,file:[3,9],file_descriptor:9,file_system:9,fractionalmaxpool2d:10,from:[11,17],gener:[1,12],glu:10,gpu:10,grid_sampl:10,group:3,gru:10,grucel:10,hardshrink:10,hardtanh:10,hinge_embedding_loss:10,hingeembeddingloss:10,histori:11,hogwild:15,how:[11,18],index:22,indic:6,init:10,initi:3,instancenorm1d:10,instancenorm2d:10,instancenorm3d:10,instead:13,join:22,kl_div:10,kldivloss:10,l1_loss:10,l1loss:10,lapack:22,layer:10,leaky_relu:10,leakyrelu:10,learn:18,legaci:7,limit:17,linear:10,log_softmax:10,logsigmoid:10,logsoftmax:10,loss:10,lp_pool2d:10,lppool2d:10,lstm:10,lstmcell:10,manag:[1,9,13],margin_ranking_loss:10,marginrankingloss:10,math:22,max_pool1d:10,max_pool2d:10,max_pool3d:10,max_unpool1d:10,max_unpool2d:10,max_unpool3d:10,maxpool1d:10,maxpool2d:10,maxpool3d:10,maxunpool1d:10,maxunpool2d:10,maxunpool3d:10,mechan:11,memori:[1,13],model:16,model_zoo:8,modul:[10,14],modulelist:10,mse_loss:10,mseloss:10,multi:10,multi_margin_loss:10,multilabel_margin_loss:10,multilabel_soft_margin_loss:10,multilabelmarginloss:10,multilabelsoftmarginloss:10,multimarginloss:10,multiprocess:[9,13,15],mutat:22,nll_loss:10,nllloss2d:10,nllloss:10,non:10,normal:[4,10],number:1,nvidia:1,nvtx:1,onnx:17,oper:[0,11,17,22],optim:18,option:18,other:22,pack_padded_sequ:10,packag:[0,3,7,9],packedsequ:10,pad:10,pad_packed_sequ:10,pairwise_dist:10,pairwisedist:10,parallel:22,paramet:[10,18],parameterlist:10,pass:15,per:18,pin:13,pixel_shuffl:10,pixelshuffl:10,place:[0,11,12,22],point:3,pointwis:22,poisson_nll_loss:10,poissonnllloss:10,pool:10,practic:[13,15,16],prelu:10,probabl:4,profil:0,pytorch:[6,14,17],queue:15,random:[1,22],rate:18,recommend:16,recurr:10,reduct:22,reflectionpad2d:10,relu6:10,relu:10,remove_weight_norm:10,replicationpad2d:10,replicationpad3d:10,requires_grad:11,reus:15,rnn:10,rnncell:10,rrelu:10,sampl:22,save:16,selu:10,semant:[12,13,16],sequenti:10,serial:[16,22],share:[3,9,15],sigmoid:10,slice:22,smooth_l1_loss:10,smoothl1loss:10,soft_margin_loss:10,softmarginloss:10,softmax2d:10,softmax:10,softmin:10,softplu:10,softshrink:10,softsign:10,spars:[10,19],step:18,storag:20,strategi:9,stream:[1,13],subgraph:11,support:17,system:[3,9],tabl:6,take:18,tanh:10,tanhshrink:10,tcp:3,tensor:[9,15,21,22],threshold:10,through:15,tip:15,tool:1,torch:[0,1,2,3,4,5,7,8,9,10,14,17,18,19,20,21,22],train:15,triplet_margin_loss:10,tripletmarginloss:10,upsampl:10,upsample_bilinear:10,upsample_nearest:10,upsamplingbilinear2d:10,upsamplingnearest2d:10,use:18,util:[2,5,8,10],variabl:[0,3,11],vision:10,volatil:11,weight_norm:10,write:14,zeropad2d:10}})