searchindex.js

Search.setIndex({docnames:["autograd","cuda","data","ffi","index","legacy","model_zoo","multiprocessing","nn","notes/autograd","notes/cuda","notes/extending","notes/multiprocessing","notes/serialization","optim","storage","tensors","torch","torchvision/datasets","torchvision/models","torchvision/torchvision","torchvision/transforms","torchvision/utils"],envversion:51,filenames:["autograd.rst","cuda.rst","data.rst","ffi.rst","index.rst","legacy.rst","model_zoo.rst","multiprocessing.rst","nn.rst","notes/autograd.rst","notes/cuda.rst","notes/extending.rst","notes/multiprocessing.rst","notes/serialization.rst","optim.rst","storage.rst","tensors.rst","torch.rst","torchvision/datasets.rst","torchvision/models.rst","torchvision/torchvision.rst","torchvision/transforms.rst","torchvision/utils.rst"],objects:{"":{torch:[17,0,0,"-"]},"torch.FloatStorage":{"byte":[15,2,1,""],"char":[15,2,1,""],"double":[15,2,1,""],"float":[15,2,1,""],"int":[15,2,1,""],"long":[15,2,1,""],"new":[15,2,1,""],"short":[15,2,1,""],clone:[15,2,1,""],copy_:[15,2,1,""],cpu:[15,2,1,""],cuda:[15,2,1,""],data_ptr:[15,2,1,""],element_size:[15,2,1,""],fill_:[15,2,1,""],from_buffer:[15,2,1,""],half:[15,2,1,""],is_cuda:[15,3,1,""],is_pinned:[15,2,1,""],is_shared:[15,2,1,""],is_sparse:[15,3,1,""],pin_memory:[15,2,1,""],resize_:[15,2,1,""],share_memory_:[15,2,1,""],size:[15,2,1,""],tolist:[15,2,1,""],type:[15,2,1,""]},"torch.Tensor":{"byte":[16,2,1,""],"char":[16,2,1,""],"double":[16,2,1,""],"float":[16,2,1,""],"int":[16,2,1,""],"long":[16,2,1,""],"new":[16,2,1,""],"short":[16,2,1,""],"var":[16,2,1,""],abs:[16,2,1,""],abs_:[16,2,1,""],acos:[16,2,1,""],acos_:[16,2,1,""],add:[16,2,1,""],add_:[16,2,1,""],addbmm:[16,2,1,""],addbmm_:[16,2,1,""],addcdiv:[16,2,1,""],addcdiv_:[16,2,1,""],addcmul:[16,2,1,""],addcmul_:[16,2,1,""],addmm:[16,2,1,""],addmm_:[16,2,1,""],addmv:[16,2,1,""],addmv_:[16,2,1,""],addr:[16,2,1,""],addr_:[16,2,1,""],apply_:[16,2,1,""],asin:[16,2,1,""],asin_:[16,2,1,""],atan2:[16,2,1,""],atan2_:[16,2,1,""],atan:[16,2,1,""],atan_:[16,2,1,""],baddbmm:[16,2,1,""],baddbmm_:[16,2,1,""],bernoulli:[16,2,1,""],bernoulli_:[16,2,1,""],bmm:[16,2,1,""],cauchy_:[16,2,1,""],ceil:[16,2,1,""],ceil_:[16,2,1,""],chunk:[16,2,1,""],clamp:[16,2,1,""],clamp_:[16,2,1,""],clone:[16,2,1,""],contiguous:[16,2,1,""],copy_:[16,2,1,""],cos:[16,2,1,""],cos_:[16,2,1,""],cosh:[16,2,1,""],cosh_:[16,2,1,""],cpu:[16,2,1,""],cross:[16,2,1,""],cuda:[16,2,1,""],cumprod:[16,2,1,""],cumsum:[16,2,1,""],data_ptr:[16,2,1,""],diag:[16,2,1,""],dim:[16,2,1,""],dist:[16,2,1,""],div:[16,2,1,""],div_:[16,2,1,""],dot:[16,2,1,""],eig:[16,2,1,""],element_size:[16,2,1,""],eq:[16,2,1,""],eq_:[16,2,1,""],equal:[16,2,1,""],exp:[16,2,1,""],exp_:[16,2,1,""],expand:[16,2,1,""],expand_as:[16,2,1,""],exponential_:[16,2,1,""],fill_:[16,2,1,""],floor:[16,2,1,""],floor_:[16,2,1,""],fmod:[16,2,1,""],fmod_:[16,2,1,""],frac:[16,2,1,""],frac_:[16,2,1,""],gather:[16,2,1,""],ge:[16,2,1,""],ge_:[16,2,1,""],gels:[16,2,1,""],geometric_:[16,2,1,""],geqrf:[16,2,1,""],ger:[16,2,1,""],gesv:[16,2,1,""],gt:[16,2,1,""],gt_:[16,2,1,""],half:[16,2,1,""],histc:[16,2,1,""],index:[16,2,1,""],index_add_:[16,2,1,""],index_copy_:[16,2,1,""],index_fill_:[16,2,1,""],index_select:[16,2,1,""],inverse:[16,2,1,""],is_contiguous:[16,2,1,""],is_cuda:[16,3,1,""],is_pinned:[16,2,1,""],is_set_to:[16,2,1,""],is_signed:[16,2,1,""],kthvalue:[16,2,1,""],le:[16,2,1,""],le_:[16,2,1,""],lerp:[16,2,1,""],lerp_:[16,2,1,""],log1p:[16,2,1,""],log1p_:[16,2,1,""],log:[16,2,1,""],log_:[16,2,1,""],log_normal_:[16,2,1,""],lt:[16,2,1,""],lt_:[16,2,1,""],map_:[16,2,1,""],masked_copy_:[16,2,1,""],masked_fill_:[16,2,1,""],masked_select:[16,2,1,""],max:[16,2,1,""],mean:[16,2,1,""],median:[16,2,1,""],min:[16,2,1,""],mm:[16,2,1,""],mode:[16,2,1,""],mul:[16,2,1,""],mul_:[16,2,1,""],multinomial:[16,2,1,""],mv:[16,2,1,""],narrow:[16,2,1,""],ndimension:[16,2,1,""],ne:[16,2,1,""],ne_:[16,2,1,""],neg:[16,2,1,""],neg_:[16,2,1,""],nelement:[16,2,1,""],nonzero:[16,2,1,""],norm:[16,2,1,""],normal_:[16,2,1,""],numel:[16,2,1,""],numpy:[16,2,1,""],orgqr:[16,2,1,""],ormqr:[16,2,1,""],permute:[16,2,1,""],pin_memory:[16,2,1,""],potrf:[16,2,1,""],potri:[16,2,1,""],potrs:[16,2,1,""],pow:[16,2,1,""],pow_:[16,2,1,""],prod:[16,2,1,""],pstrf:[16,2,1,""],qr:[16,2,1,""],random_:[16,2,1,""],reciprocal:[16,2,1,""],reciprocal_:[16,2,1,""],remainder:[16,2,1,""],remainder_:[16,2,1,""],renorm:[16,2,1,""],renorm_:[16,2,1,""],repeat:[16,2,1,""],resize_:[16,2,1,""],resize_as_:[16,2,1,""],round:[16,2,1,""],round_:[16,2,1,""],rsqrt:[16,2,1,""],rsqrt_:[16,2,1,""],scatter_:[16,2,1,""],select:[16,2,1,""],set_:[16,2,1,""],share_memory_:[16,2,1,""],sigmoid:[16,2,1,""],sigmoid_:[16,2,1,""],sign:[16,2,1,""],sign_:[16,2,1,""],sin:[16,2,1,""],sin_:[16,2,1,""],sinh:[16,2,1,""],sinh_:[16,2,1,""],size:[16,2,1,""],sort:[16,2,1,""],split:[16,2,1,""],sqrt:[16,2,1,""],sqrt_:[16,2,1,""],squeeze:[16,2,1,""],squeeze_:[16,2,1,""],std:[16,2,1,""],storage:[16,2,1,""],storage_offset:[16,2,1,""],storage_type:[16,4,1,""],stride:[16,2,1,""],sub:[16,2,1,""],sub_:[16,2,1,""],sum:[16,2,1,""],svd:[16,2,1,""],symeig:[16,2,1,""],t:[16,2,1,""],t_:[16,2,1,""],tan:[16,2,1,""],tan_:[16,2,1,""],tanh:[16,2,1,""],tanh_:[16,2,1,""],tolist:[16,2,1,""],topk:[16,2,1,""],trace:[16,2,1,""],transpose:[16,2,1,""],transpose_:[16,2,1,""],tril:[16,2,1,""],tril_:[16,2,1,""],triu:[16,2,1,""],triu_:[16,2,1,""],trtrs:[16,2,1,""],trunc:[16,2,1,""],trunc_:[16,2,1,""],type:[16,2,1,""],type_as:[16,2,1,""],unfold:[16,2,1,""],uniform_:[16,2,1,""],unsqueeze:[16,2,1,""],unsqueeze_:[16,2,1,""],view:[16,2,1,""],view_as:[16,2,1,""],zero_:[16,2,1,""]},"torch.autograd":{Function:[0,1,1,""],Variable:[0,1,1,""],backward:[0,5,1,""]},"torch.autograd.Function":{backward:[0,2,1,""],forward:[0,2,1,""],mark_dirty:[0,2,1,""],mark_non_differentiable:[0,2,1,""],mark_shared_storage:[0,2,1,""],save_for_backward:[0,2,1,""]},"torch.autograd.Variable":{backward:[0,2,1,""],detach:[0,2,1,""],detach_:[0,2,1,""],register_hook:[0,2,1,""],reinforce:[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_of:[1,1,1,""],is_available:[1,5,1,""],set_device:[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.multiprocessing":{get_all_sharing_strategies:[7,5,1,""],get_sharing_strategy:[7,5,1,""],set_sharing_strategy:[7,5,1,""]},"torch.nn":{AdaptiveAvgPool1d:[8,1,1,""],AdaptiveAvgPool2d:[8,1,1,""],AdaptiveMaxPool1d:[8,1,1,""],AdaptiveMaxPool2d:[8,1,1,""],AvgPool1d:[8,1,1,""],AvgPool2d:[8,1,1,""],AvgPool3d:[8,1,1,""],BCELoss:[8,1,1,""],BatchNorm1d:[8,1,1,""],BatchNorm2d:[8,1,1,""],BatchNorm3d:[8,1,1,""],Conv1d:[8,1,1,""],Conv2d:[8,1,1,""],Conv3d:[8,1,1,""],ConvTranspose1d:[8,1,1,""],ConvTranspose2d:[8,1,1,""],ConvTranspose3d:[8,1,1,""],CosineEmbeddingLoss:[8,1,1,""],CrossEntropyLoss:[8,1,1,""],DataParallel:[8,1,1,""],Dropout2d:[8,1,1,""],Dropout3d:[8,1,1,""],Dropout:[8,1,1,""],ELU:[8,1,1,""],Embedding:[8,1,1,""],FractionalMaxPool2d:[8,1,1,""],GRU:[8,1,1,""],GRUCell:[8,1,1,""],Hardtanh:[8,1,1,""],HingeEmbeddingLoss:[8,1,1,""],KLDivLoss:[8,1,1,""],L1Loss:[8,1,1,""],LPPool2d:[8,1,1,""],LSTM:[8,1,1,""],LSTMCell:[8,1,1,""],LeakyReLU:[8,1,1,""],Linear:[8,1,1,""],LogSigmoid:[8,1,1,""],LogSoftmax:[8,1,1,""],MSELoss:[8,1,1,""],MarginRankingLoss:[8,1,1,""],MaxPool1d:[8,1,1,""],MaxPool2d:[8,1,1,""],MaxPool3d:[8,1,1,""],MaxUnpool1d:[8,1,1,""],MaxUnpool2d:[8,1,1,""],MaxUnpool3d:[8,1,1,""],Module:[8,1,1,""],ModuleList:[8,1,1,""],MultiLabelMarginLoss:[8,1,1,""],MultiLabelSoftMarginLoss:[8,1,1,""],MultiMarginLoss:[8,1,1,""],NLLLoss2d:[8,1,1,""],NLLLoss:[8,1,1,""],PReLU:[8,1,1,""],PairwiseDistance:[8,1,1,""],Parameter:[8,1,1,""],ParameterList:[8,1,1,""],PixelShuffle:[8,1,1,""],RNN:[8,1,1,""],RNNCell:[8,1,1,""],ReLU6:[8,1,1,""],ReLU:[8,1,1,""],Sequential:[8,1,1,""],Sigmoid:[8,1,1,""],SmoothL1Loss:[8,1,1,""],SoftMarginLoss:[8,1,1,""],Softmax:[8,1,1,""],Softmin:[8,1,1,""],Softplus:[8,1,1,""],Softshrink:[8,1,1,""],Softsign:[8,1,1,""],Tanh:[8,1,1,""],Tanhshrink:[8,1,1,""],Threshold:[8,1,1,""],UpsamplingBilinear2d:[8,1,1,""],UpsamplingNearest2d:[8,1,1,""]},"torch.nn.Module":{"double":[8,2,1,""],"float":[8,2,1,""],add_module:[8,2,1,""],children:[8,2,1,""],cpu:[8,2,1,""],cuda:[8,2,1,""],eval:[8,2,1,""],forward:[8,2,1,""],half:[8,2,1,""],load_state_dict:[8,2,1,""],modules:[8,2,1,""],named_children:[8,2,1,""],named_modules:[8,2,1,""],parameters:[8,2,1,""],register_backward_hook:[8,2,1,""],register_buffer:[8,2,1,""],register_forward_hook:[8,2,1,""],register_parameter:[8,2,1,""],state_dict:[8,2,1,""],train:[8,2,1,""],zero_grad:[8,2,1,""]},"torch.nn.ModuleList":{append:[8,2,1,""],extend:[8,2,1,""]},"torch.nn.ParameterList":{append:[8,2,1,""],extend:[8,2,1,""]},"torch.nn.functional":{adaptive_avg_pool1d:[8,5,1,""],adaptive_avg_pool2d:[8,5,1,""],adaptive_max_pool1d:[8,5,1,""],adaptive_max_pool2d:[8,5,1,""],avg_pool1d:[8,5,1,""],avg_pool2d:[8,5,1,""],avg_pool3d:[8,5,1,""],batch_norm:[8,5,1,""],binary_cross_entropy:[8,5,1,""],conv1d:[8,5,1,""],conv2d:[8,5,1,""],conv3d:[8,5,1,""],conv_transpose1d:[8,5,1,""],conv_transpose2d:[8,5,1,""],conv_transpose3d:[8,5,1,""],cross_entropy:[8,5,1,""],dropout:[8,5,1,""],elu:[8,5,1,""],hardshrink:[8,5,1,""],hardtanh:[8,5,1,""],kl_div:[8,5,1,""],leaky_relu:[8,5,1,""],linear:[8,5,1,""],log_softmax:[8,5,1,""],logsigmoid:[8,5,1,""],lp_pool2d:[8,5,1,""],max_pool1d:[8,5,1,""],max_pool2d:[8,5,1,""],max_pool3d:[8,5,1,""],max_unpool1d:[8,5,1,""],max_unpool2d:[8,5,1,""],max_unpool3d:[8,5,1,""],nll_loss:[8,5,1,""],pad:[8,5,1,""],pairwise_distance:[8,5,1,""],pixel_shuffle:[8,5,1,""],prelu:[8,5,1,""],relu6:[8,5,1,""],relu:[8,5,1,""],rrelu:[8,5,1,""],sigmoid:[8,5,1,""],smooth_l1_loss:[8,5,1,""],softmax:[8,5,1,""],softmin:[8,5,1,""],softplus:[8,5,1,""],softshrink:[8,5,1,""],softsign:[8,5,1,""],tanh:[8,5,1,""],tanhshrink:[8,5,1,""],threshold:[8,5,1,""]},"torch.nn.init":{constant:[8,5,1,""],kaiming_normal:[8,5,1,""],kaiming_uniform:[8,5,1,""],normal:[8,5,1,""],orthogonal:[8,5,1,""],sparse:[8,5,1,""],uniform:[8,5,1,""],xavier_normal:[8,5,1,""],xavier_uniform:[8,5,1,""]},"torch.nn.utils":{clip_grad_norm:[8,5,1,""]},"torch.nn.utils.rnn":{PackedSequence:[8,5,1,""],pack_padded_sequence:[8,5,1,""],pad_packed_sequence:[8,5,1,""]},"torch.optim":{ASGD:[14,1,1,""],Adadelta:[14,1,1,""],Adagrad:[14,1,1,""],Adam:[14,1,1,""],Adamax:[14,1,1,""],LBFGS:[14,1,1,""],Optimizer:[14,1,1,""],RMSprop:[14,1,1,""],Rprop:[14,1,1,""],SGD:[14,1,1,""]},"torch.optim.ASGD":{step:[14,2,1,""]},"torch.optim.Adadelta":{step:[14,2,1,""]},"torch.optim.Adagrad":{step:[14,2,1,""]},"torch.optim.Adam":{step:[14,2,1,""]},"torch.optim.Adamax":{step:[14,2,1,""]},"torch.optim.LBFGS":{step:[14,2,1,""]},"torch.optim.Optimizer":{load_state_dict:[14,2,1,""],state_dict:[14,2,1,""],step:[14,2,1,""],zero_grad:[14,2,1,""]},"torch.optim.RMSprop":{step:[14,2,1,""]},"torch.optim.Rprop":{step:[14,2,1,""]},"torch.optim.SGD":{step:[14,2,1,""]},"torch.utils":{data:[2,0,0,"-"],model_zoo:[6,0,0,"-"]},"torch.utils.data":{DataLoader:[2,1,1,""],Dataset:[2,1,1,""],TensorDataset:[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:[3,5,1,""]},"torch.utils.model_zoo":{load_url:[6,5,1,""]},"torchvision.models":{alexnet:[19,5,1,""],resnet101:[19,5,1,""],resnet152:[19,5,1,""],resnet18:[19,5,1,""],resnet34:[19,5,1,""],resnet50:[19,5,1,""],vgg11:[19,5,1,""],vgg11_bn:[19,5,1,""],vgg13:[19,5,1,""],vgg13_bn:[19,5,1,""],vgg16:[19,5,1,""],vgg16_bn:[19,5,1,""],vgg19:[19,5,1,""],vgg19_bn:[19,5,1,""]},"torchvision.transforms":{CenterCrop:[21,1,1,""],Compose:[21,1,1,""],Lambda:[21,1,1,""],Normalize:[21,1,1,""],Pad:[21,1,1,""],RandomCrop:[21,1,1,""],RandomHorizontalFlip:[21,1,1,""],RandomSizedCrop:[21,1,1,""],Scale:[21,1,1,""],ToPILImage:[21,1,1,""],ToTensor:[21,1,1,""]},"torchvision.utils":{make_grid:[22,5,1,""],save_image:[22,5,1,""]},torch:{"var":[17,5,1,""],FloatStorage:[15,1,1,""],Tensor:[16,1,1,""],abs:[17,5,1,""],acos:[17,5,1,""],add:[17,5,1,""],addbmm:[17,5,1,""],addcdiv:[17,5,1,""],addcmul:[17,5,1,""],addmm:[17,5,1,""],addmv:[17,5,1,""],addr:[17,5,1,""],arange:[17,5,1,""],asin:[17,5,1,""],atan2:[17,5,1,""],atan:[17,5,1,""],autograd:[0,0,0,"-"],baddbmm:[17,5,1,""],bernoulli:[17,5,1,""],bmm:[17,5,1,""],btrifact:[17,5,1,""],btrisolve:[17,5,1,""],cat:[17,5,1,""],ceil:[17,5,1,""],chunk:[17,5,1,""],clamp:[17,5,1,""],cos:[17,5,1,""],cosh:[17,5,1,""],cross:[17,5,1,""],cuda:[1,0,0,"-"],cumprod:[17,5,1,""],cumsum:[17,5,1,""],default_generator:[17,6,1,""],diag:[17,5,1,""],dist:[17,5,1,""],div:[17,5,1,""],dot:[17,5,1,""],eig:[17,5,1,""],eq:[17,5,1,""],equal:[17,5,1,""],exp:[17,5,1,""],eye:[17,5,1,""],floor:[17,5,1,""],fmod:[17,5,1,""],frac:[17,5,1,""],from_numpy:[17,5,1,""],gather:[17,5,1,""],ge:[17,5,1,""],gels:[17,5,1,""],geqrf:[17,5,1,""],ger:[17,5,1,""],gesv:[17,5,1,""],get_num_threads:[17,5,1,""],get_rng_state:[17,5,1,""],gt:[17,5,1,""],histc:[17,5,1,""],index_select:[17,5,1,""],initial_seed:[17,5,1,""],inverse:[17,5,1,""],is_storage:[17,5,1,""],is_tensor:[17,5,1,""],kthvalue:[17,5,1,""],le:[17,5,1,""],legacy:[5,0,0,"-"],lerp:[17,5,1,""],linspace:[17,5,1,""],load:[17,5,1,""],log1p:[17,5,1,""],log:[17,5,1,""],logspace:[17,5,1,""],lt:[17,5,1,""],manual_seed:[17,5,1,""],masked_select:[17,5,1,""],max:[17,5,1,""],mean:[17,5,1,""],median:[17,5,1,""],min:[17,5,1,""],mm:[17,5,1,""],mode:[17,5,1,""],mul:[17,5,1,""],multinomial:[17,5,1,""],multiprocessing:[7,0,0,"-"],mv:[17,5,1,""],ne:[17,5,1,""],neg:[17,5,1,""],nn:[8,0,0,"-"],nonzero:[17,5,1,""],norm:[17,5,1,""],normal:[17,5,1,""],numel:[17,5,1,""],ones:[17,5,1,""],optim:[14,0,0,"-"],orgqr:[17,5,1,""],ormqr:[17,5,1,""],potrf:[17,5,1,""],potri:[17,5,1,""],potrs:[17,5,1,""],pow:[17,5,1,""],prod:[17,5,1,""],pstrf:[17,5,1,""],qr:[17,5,1,""],rand:[17,5,1,""],randn:[17,5,1,""],randperm:[17,5,1,""],range:[17,5,1,""],reciprocal:[17,5,1,""],remainder:[17,5,1,""],renorm:[17,5,1,""],round:[17,5,1,""],rsqrt:[17,5,1,""],save:[17,5,1,""],set_default_tensor_type:[17,5,1,""],set_num_threads:[17,5,1,""],set_printoptions:[17,5,1,""],set_rng_state:[17,5,1,""],sigmoid:[17,5,1,""],sign:[17,5,1,""],sin:[17,5,1,""],sinh:[17,5,1,""],sort:[17,5,1,""],split:[17,5,1,""],sqrt:[17,5,1,""],squeeze:[17,5,1,""],stack:[17,5,1,""],std:[17,5,1,""],sum:[17,5,1,""],svd:[17,5,1,""],symeig:[17,5,1,""],t:[17,5,1,""],tan:[17,5,1,""],tanh:[17,5,1,""],topk:[17,5,1,""],trace:[17,5,1,""],transpose:[17,5,1,""],tril:[17,5,1,""],triu:[17,5,1,""],trtrs:[17,5,1,""],trunc:[17,5,1,""],unbind:[17,5,1,""],unsqueeze:[17,5,1,""],zeros:[17,5,1,""]},torchvision:{models:[19,0,0,"-"]}},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","data","Python data"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:attribute","4":"py:classmethod","5":"py:function","6":"py:data"},terms:{"0000e":17,"096662789583206e":17,"10x10":17,"13x12":8,"1e6":14,"1x1x2x2":8,"1x1x3":8,"1x1x4x4":8,"1x1x5x5":8,"1x1x8":8,"1x1x9":8,"1x3":17,"1x4":17,"1x4x3":8,"20l":8,"224x224":19,"250057093890353e":17,"2x2":[16,17],"2x3":[16,17],"2x4":[16,17],"2x4x3":8,"2x5":16,"2x8":17,"2x9":17,"3x2":[16,17],"3x3":[16,17],"3x4":[16,17],"3x5":[16,17],"427l":18,"4th":18,"4x1":17,"4x2":17,"4x3":17,"4x4":17,"4x5":17,"4x6":16,"5c106cde":6,"5x5":17,"5x7":8,"640l":18,"664001874625056e":17,"6x2":16,"6x3":17,"6x5":17,"7x7":8,"8x2":17,"934150226306685e":17,"\u03c3":16,"abstract":2,"boolean":[0,1,8,17],"break":[13,17],"byte":[14,15,16],"case":[0,1,8,9,10,12,13,14,17,21],"char":[15,16],"class":[0,1,2,8,11,12,13,14,15,16,18,21],"default":[1,2,3,6,7,8,9,10,11,14,15,16,17,21],"export":[3,7,11,12],"final":17,"float":[8,14,15,16,17,22],"function":[1,2,3,4,9,11,14,16,17,18],"import":[1,7,8,9,11,12,14,17,18,19],"int":[0,1,2,8,14,15,16,17],"long":[7,8,11,12,15,16,17],"new":[0,1,7,8,9,11,12,15,16,17],"return":[0,1,2,6,7,8,10,11,14,15,16,17,18,19],"short":[8,15,16,17],"super":8,"switch":[7,9],"true":[0,1,2,3,8,9,10,11,14,15,16,17,18,19,22],"try":[12,14],"var":[16,17],"while":[9,11,12,14,16,17,21],And:17,For:[0,8,9,11,14,16,17,18,21],Has:17,Its:[9,14],Not:11,One:19,RHS:17,That:17,The:[0,5,6,7,8,10,13,14,15,16,17,18,19,20],Then:[0,9,13,14],There:[9,10,11,12,13],These:[11,18,19],Use:[8,12],Useful:8,Using:[8,9,12],With:[8,14],__call__:11,__file__:3,__getitem__:[2,18],__init__:[8,11],__iter__:2,__len__:[2,18],__main__:12,__name__:12,_cl:8,_handl:1,_random_sampl:8,_train:18,a3c:12,a_lu:17,about:[1,8,12],abov:[8,11,17,18],abruptli:7,abs:[16,17],abs_:16,absolut:[8,9,16,17],acceler:14,accept:[0,8,14],access:[0,7,8,9,10,16],accommod:8,accord:[8,17],accross:[1,9],accumul:[0,16,17],accur:17,achiev:8,aco:[16,17],acos_:16,across:[1,8,10,15,17,18],act:8,activ:[10,11],actual:[0,9,11,12],acycl:9,adadelta:14,adagrad:14,adam:14,adamax:14,adapt:[8,14],add:[1,8,11,16,17],add_:16,add_modul:8,addbmm:[16,17],addbmm_:16,addcdiv:[16,17],addcdiv_:16,addcmul:[16,17],addcmul_:16,addconst:11,added:[8,14,17],adding:[8,11,16],addit:[3,8,9,10,11,12,14,16],addition:17,additionali:0,addmm:[16,17],addmm_:16,addmv:[16,17],addmv_:16,addr:[16,17],addr_:16,address:16,adjac:[8,17],adjust:8,advanc:[9,12],advis:12,affin:[8,9],aforement:12,after:[0,7,8,13,22],afterward:0,again:17,aggress:[0,9],aid:9,alexnet:19,alia:16,all:[0,1,2,7,8,9,10,11,12,14,16,17,18,21,22],alloc:[0,1,7,9,10,12,16],allow:[0,8,9,10,12,14],almost:0,along:[1,2,8,16,17],alpha:[8,14,16,17],alreadi:[6,11,12,14,15,16,17,18],also:[0,7,8,9,10,11,12,14,16,17],altern:8,alwai:[0,1,2,7,8,10,11,17],amazonaw:6,ambigu:8,among:[1,17],amount:[0,8,9],analog:14,angl:8,ani:[0,7,8,9,10,11,12,16,17],annfil:18,annot:18,anonym:22,anoth:[1,8,12],anyth:18,api:[3,5,7,12,16,18],appear:[8,11,14],append:[8,12,16],appli:[0,7,8,11,12,14,16,17,21],applic:[8,9],apply_:16,approach:17,approxim:[8,11,14],arang:[16,17],arbitrari:[0,8,9,16,17],arccosin:17,architectur:[19,20],arcsin:17,arctang:17,arg:[0,8,12,13,16,17,18],argument:[0,1,2,3,8,10,11,14,15,16,17],around:[0,1,7],arrai:[15,17],arrang:18,ascend:17,asd932_:18,asgd:14,asin:[16,17],asin_:16,aspect:21,assign:[8,11],associ:16,assum:[8,11],async:[10,15,16],asynchron:[10,15,16],atan2:[16,17],atan2_:16,atan:[16,17],atan_:16,atol:11,attempt:10,attr:17,attribut:[0,8,9,11],auto:8,autograd:[4,8],automat:[8,9,11],avail:[1,18],averag:[8,14],avoid:8,axi:[16,17],b_hh:8,b_ho:8,b_if:8,b_ig:8,b_ih:8,b_ii:8,b_in:8,b_io:8,b_ir:8,back:12,backend:0,background:[12,18],backpropag:14,backward:[0,8,11,12,14],baddbmm:[16,17],baddbmm_:16,base:[2,8,9,14,17],batch1:[16,17],batch2:[16,17],batch:[2,8,10,12,17,18,19,22],batch_first:8,batch_siz:[2,8,18],batchnorm:8,batchsiz:18,batchwis:8,becaus:[0,7,8],becom:8,bedroom:18,been:[0,1,8,14,17],befor:[0,1,9,14,16],begin:17,behavior:10,behind:18,being:[8,9,11,12,16,17],belong:14,below:[8,10,11,12,17,18],ben:8,benefit:7,bengio:8,bernoulli:[16,17],bernoulli_:16,best:[3,4,17],beta:[8,14,16,17],better:1,between:[1,7,8,9,12,14,16,17],bf16430f7750c023141c562f3e9f2a91:22,bfg:14,bia:[8,11],bias_hh:8,bias_hh_l:8,bias_ih:8,bias_ih_l:8,bidirect:8,bilinear:[8,21],bin:[16,17],binari:[8,16,17],bit:16,block:[1,8],blue:18,bmm:[16,17],bool:[0,1,2,3,8,14,15,16,17,19],both:[1,2,8,9,11,12,16,17],bound:[8,13,16,17],brace:11,brief:7,bright:18,broadcast:[1,8],btrifact:17,btrisolv:17,buffer:[0,8,9,11,17],bug:12,build:3,built:12,bxtx:8,bytetensor:[16,17],c_0:8,c_1:8,c_n:8,cach:[7,8],calcul:[8,17],call:[0,1,7,8,9,10,11,12,14,17,19,22],callabl:[2,14,16,17],can:[0,1,3,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21],cannot:[15,16,17],cap:18,capabl:17,care:[7,10,12],cast:[8,15,16],cat:[17,18],categori:18,cauchi:16,cauchy_:16,caus:12,caveat:[7,10],ceil:[8,16,17],ceil_:16,ceil_mod:8,cell:8,center:[14,21],centercrop:21,certain:8,cffi:3,chain:0,chang:[0,1,7,9,10,14,16,17],channel:[8,21],charact:17,chartensor:16,check:[1,11],child:8,children:[7,8],choos:8,chosen:17,chunk:[1,8,16,17],chunk_siz:1,church:18,cifar100:18,cifar10:18,clamp:[16,17],clamp_:16,class_to_idx:18,classif:[8,18],classifi:[9,14],classmethod:16,classnllloss:8,clean:7,cleaner:9,clear:14,clip:8,clone:[15,16],close:11,closest:17,cnn:[8,9],coco_cap:18,cococapt:18,cocodetect:18,code:[0,5,11,12,16],coeffici:[8,14],collate_fn:2,column:[8,17],com:[6,22],combin:[2,8],come:[8,11],comm:1,comment:11,common:[12,18,20],commonli:14,compar:[11,17],compat:7,compil:3,complet:1,complex:12,compos:[8,18,21],comput:[0,1,8,9,10,11,14,16,17,20,22],concaten:[1,8,17],conclud:0,concret:12,condit:11,configur:[3,19],conjug:14,connect:[7,8,9],consid:[8,14,17],consist:[9,14,20],constant:[8,14],constrain:8,constraint:17,constrast:14,construct:[9,12,16,17,19],constructor:[8,10,16,18,19],conta:8,contain:[0,1,2,3,5,9,11,14,15,16,17,19],containig:14,containin:0,content:[0,6,7,14,16,17],context:[1,10],contigu:[15,16],continu:8,contrail:18,control:[8,9,12,17],conv1:8,conv2:8,conv4:8,conv5:8,conv:8,conveni:11,convent:6,convers:9,convert:[8,11,21],convolv:8,cope:12,copi:[1,7,8,10,12,15,16],copy_:[10,15,16],correc:0,correct:[15,16],correl:8,correspond:[0,1,8,11,15,17,18],corrupt:[8,12],cos:[8,16,17],cos_:16,cosh:[16,17],cosh_:16,cosin:[8,17],count_include_pad:8,counter:[7,9],counterpart:17,coupl:0,cours:14,cover:[11,18],cpu:[1,4,7,8,10,12,15,16,17],crash:7,creat:[0,3,5,7,8,9,10,11,12,16,17],create_extens:3,creation:7,creator:[0,9],criterion:8,crop:[19,21],cross:[8,10,16,17],cubla:[1,17],cublashandle_t:1,cuda:[3,4,8,11,15,16,17],cuda_visible_devic:1,cumprod:[16,17],cumsum:[16,17],cumul:17,current:[0,1,5,7,8,10,14,15,16,17],current_blas_handl:1,current_devic:1,current_stream:1,custom:7,daemon:7,dag:[0,9],dampen:14,dart:18,data:[0,4,7,8,9,10,11,12,13,15,16,17,18],data_load:12,data_ptr:[15,16],data_sourc:2,data_tensor:2,databas:18,dataload:[2,10,18],dataparallel:12,dataset:[2,4,14,20],datatyp:8,db_path:18,dealloc:7,debug:9,decai:[8,14],declar:3,decomposit:17,deconvolut:8,decreas:[8,14],decreasingli:8,deep:[4,8,14],def:[8,11,12,14,16],default_col:2,default_gener:17,defeat:9,defin:[0,2,8,14,16,17],definit:19,degre:8,delet:7,delta:14,delv:8,denomin:[8,14,17],denot:[0,14],densenet:19,densenet_161:19,depend:[0,8,17],deprec:17,depth:8,deriv:[0,11],descend:[8,16,17],descent:14,describ:[8,16,18],descript:11,descriptor:17,deseri:17,deseriali:6,desir:[15,16,17],destin:[1,8,15,16,17],destructor:7,detach:0,detach_:0,detail:[0,1,3,8,17,22],detect:0,determin:[1,8,9],develop:10,deviat:[8,16,17],devic:[0,1,8,10,14,15,16,17],device_count:1,device_id:[8,17],device_of:1,dgetrf:17,diag:[16,17],diagon:[16,17],dict:[8,14,17],dictionari:8,did:0,didn:[9,11,14],differ:[1,7,8,9,10,11,12,14,16,17,18],differenti:[9,11],difficulti:8,digit:[6,17],dilat:8,dim0:[16,17],dim1:[16,17],dim:[1,8,16,17],dimens:[1,2,8,11,16,17],dimension:[8,15,16,17],diment:17,dir:18,direct:[8,9],directli:[8,17],directori:[6,13,18],dirti:9,disabl:8,discourag:[0,1,9],discret:[8,16],disk:17,dissimilar:8,dist:[16,17],distanc:18,distinct:0,distribut:[8,16,17],div:[16,17],div_:16,diverg:8,divid:[1,8,17,22],dividend:17,divis:[2,8,17],divisor:[16,17],doc:[0,7,11],document:[0,7,17,22],doe:[8,16,17],doesn:[0,7,8,9,11,12,14,18],dog:18,don:[0,7,9,11,12,17],done:[7,12,17],dot:[16,17],doubl:[0,8,11,15,16],doubletensor:[16,17],down:12,download:[6,18],downsampl:8,draw:[2,17],drawn:[8,16,17],drop:[2,12],drop_last:2,dset:18,dst1:1,dst2:1,duplic:8,dure:8,dynam:[8,17],each:[0,1,2,8,9,11,12,14,16,17,18,21,22],earli:8,eas:5,easi:[0,12],easier:[8,9,11],easili:[8,14],edg:[0,9,21],edgeitem:17,effect:[8,15,16],effici:[0,8,9,11,17],eig:[16,17],eigenvalu:17,eigenvector:[16,17],eight:[6,16],either:[0,8,11,12,17],elaps:1,elapsed_tim:1,eleg:12,elem:8,element:[0,1,2,8,15,16,17,21],element_s:[15,16],elementari:17,elementwis:[1,8],elman:8,els:11,elsewher:17,embedding_dim:8,emit:18,emploi:14,empti:[16,17],enabl:[10,14,17],enable_tim:1,encod:[8,11],encount:8,end:[8,16,17],end_ev:1,enough:[7,9,11,14],enqueu:1,ensur:[0,6,7,9,12],entir:13,entri:[0,9,14,17],entropi:8,enumer:8,environ:6,environment:1,epoch:2,eps:[8,11,14],eq_:16,equal:[1,8,16,17],equat:17,equival:[8,16,17],error:[0,8,9,10,11,16,17,19],especi:9,estim:[8,14],eta:14,etaminu:14,etapli:14,etc:[8,11,12,14,18],euclidean:17,eval:8,evalu:[8,9,11,14],even:[9,10,11,12],ever:0,everi:[0,2,8,9,11,15,17],exact:[8,12,13],exactli:[0,5,8,9,10,16,21],exampl:[0,6,8,9,10,11,12,14,16,17,18,21,22],except:[0,7,8,10,17],exclud:[0,8],exclus:[2,9,17],execut:12,exist:[0,5,7,16,18],exit:7,exp:[8,16,17],exp_:16,expand:16,expand_a:[11,16],expect:[8,17],explan:11,explicit:17,explod:8,expon:[16,17],exponenti:[16,17],exponential_:16,expos:10,express:16,ext:[3,6],extend:[0,4,8,12],extens:[3,17],extra:8,extract:8,eye:17,fact:11,factor:[8,14,17],fail:[7,12],failur:7,fall:8,fals:[0,1,2,3,8,9,14,15,16,17,18,19,22],familiar:9,fan_in:8,fan_out:8,fast:8,faster:[8,10],fatal:7,favor:[1,17],featur:[8,11],feedforward:8,few:[0,9],ffi:4,field:8,file:[3,6,17,18,22],filenam:[6,22],fileno:17,fill:[8,16,17,21],fill_:[15,16,17],filter:8,find:[5,7,10,11,12],fine:[0,9],finetun:9,finit:11,first:[1,2,6,8,11,12,13,14,16,17],fit:[14,16],fix:[8,12],flag:[0,9],flatten:8,flip:21,floatstorag:15,floattensor:[0,8,10,16,17,21],floor:[8,16,17],floor_:16,flow:9,fly:18,fmod:[16,17],fmod_:16,folder:18,follow:[0,6,8,9,18,19],forget:8,fork:[7,12],forkserv:[7,12],form:[0,8,11,14],format:8,formul:[8,17],formula:[0,9,11,14,17],forum:12,forward:[0,8,9,11],found:[12,17],frac:[16,17],frac_:16,fraction:[8,17],fractiona:8,framework:[0,14],free:[0,9,12],freed:[0,7],freez:9,frequenc:8,from:[0,1,2,5,7,8,10,11,12,14,16,17,18,19],from_buff:15,from_numpi:17,front:16,frozen:9,full:[8,17],fulli:[8,9,10,11],further:[12,17],futur:[0,1,14],gain:8,gamma:8,gap:17,gate:8,gather:[1,16,17],ge_:16,gel:[16,17],gener:[8,14,16,17,18],geometr:16,geometric_:16,geqrf:[16,17],ger:[16,17],gesv:[16,17],get:[8,9,11,17],get_all_sharing_strategi:7,get_devic:10,get_num_thread:17,get_rng_stat:17,get_sharing_strategi:7,gil:10,girshick:8,gist:22,github:[11,22],give:[8,10,14,17],given:[0,1,2,6,7,8,11,16,17,21,22],global:12,glorot:8,going:[0,7,9,12],good:[7,8],gpu:[1,4,10,15,16,17],grad:[0,12],grad_bia:11,grad_input:[8,11],grad_output:[0,8,11],grad_vari:0,grad_weight:11,gradcheck:11,gradchek:11,gradient:[0,8,9,11,14],graham:8,grain:9,graph:[0,9],greater:[9,17],grid:22,group:[7,8,14],gt_:16,guard:12,h_0:8,h_1:8,h_k:8,h_n:8,h_out:8,h_t:8,half:[8,15,16],halftensor:16,hand:17,handl:[0,1,7,8,10,12],happen:[0,7,11,12,16],hard:[0,9],harder:8,has:[0,1,2,7,8,9,11,12,14,15,16,17,18],hash:6,have:[0,1,2,7,8,9,10,11,12,14,16,17,18,21],header:3,heavi:[0,9],heavili:11,height:[8,21],help:[8,9],helper:11,henc:[8,17,18],here:[8,11,18],hidden:8,hidden_s:8,high:[7,16],higher:[1,8],hing:8,hinton:14,his:14,histc:[16,17],histogram:17,histori:[0,11,14],history_s:14,hold:[0,8,11,12,14,16],home:17,hook:[0,8],horizont:21,host:[10,15,16,17],hotspot:0,how:[2,7,11,17],howev:[8,10,12,13],http:[6,22],huber:8,human:8,hyperbol:17,identifi:7,idx:[1,8],ignor:[0,2,11,17],iid:8,imag:[8,18,20,22],imagenet:[8,19],img:18,immedi:8,implement:[0,1,7,8,9,11,12,14,17,18],impli:17,implicit:8,implicitli:8,improv:[11,14],in_channel:8,in_featur:8,incept:[19,21],includ:8,inclus:[16,17],incom:[7,8],incomplet:2,incorrect:10,incorrectli:8,increas:[0,8,9,14],increment:9,incur:12,independ:8,index:[0,1,2,4,8,9,16,18],index_add_:16,index_copy_:16,index_fill_:16,index_select:[16,17],indic:[0,1,2,8,16,17,18,21],individu:16,inf:[8,17],infer:[0,9,16],infin:[8,14],info:17,inform:[8,17],inherit:[11,12],init:4,initi:[1,8,11,14,17],initial_se:17,inner:17,inp:8,inplac:8,input1:[8,17],input2:[8,16,17],input3:16,input:[0,1,8,9,10,11,14,16,17,21],input_arg:0,input_featur:11,input_s:8,input_var:8,insert:17,insid:[0,8],instal:[3,18],instanc:8,instanti:[8,9,11],instead:[8,12,14,17],integ:[2,8,16,17,21],integr:14,intens:14,interact:0,interfac:[11,14],intermedi:9,intern:8,internet:18,interpol:[17,21],interpret:7,interprocess:1,interrupt:7,interv:17,introduc:8,inttensor:[16,17],invers:[8,9,16,17],invert:8,invok:11,involv:10,ipc:1,ipc_handl:1,irrelev:17,irrespect:[10,17],is_avail:1,is_contigu:16,is_cuda:[15,16],is_pin:[15,16],is_set_to:16,is_shar:15,is_sign:16,is_spars:15,is_storag:17,is_tensor:17,isol:7,issu:[10,12],item:17,iter:[1,2,7,8,9,14],its:[0,1,7,8,9,10,14,16,19],itself:[7,8],jenkin:17,join:12,json:18,just:[0,7,8,10],kaiming_norm:8,kaiming_uniform:8,keep:[0,7,8,9,10,11,14,17],kei:[8,14],kept:8,kernel:[1,8,11],kernel_s:8,keyword:[0,8,14,18],khxkw:8,kill:7,kind:[7,8,11,12],know:9,known:[7,8,10],kth:17,kthvalu:[16,17],kullback:8,kwarg:[3,8,13,16,19],label:[2,8,12,18],lambd:[8,14,16,21],lambda:[0,8,17,21],larg:[7,10,17],larger:[8,16,17],largest:[16,17],last:[2,8,9,17],later:[0,8,13],latter:12,launch:[9,10],layer:[9,11,14,19],lazili:[0,1],lbfg:14,le_:16,leaf:[0,9],leak:7,learn:[4,8,14],learnabl:8,least:[8,16,17],leav:[0,9,17,18],left:[16,17],legaci:4,leibler:8,len:[2,18],length:[0,1,2,8,16,17],lerp:[16,17],lerp_:16,less:[8,11,12,17],lesser:8,let:[11,12],level:[8,17],lib:17,librari:[4,11,12,17],lie:8,like:[1,8,10,11,12,17,18],likehood:8,likelihood:8,limit:[7,9],line:17,line_search_fn:14,linear:[9,11,17],linewidth:17,link:8,linspac:17,list:[2,3,8,11,14,15,16,18,21,22],littl:11,load:[2,6,13,14,17,18],load_state_dict:[8,13,14],load_url:6,loader:[2,18],loc:17,local:8,locat:[0,1,8,17,21],lock:[10,12],log1p:[16,17],log1p_:16,log:[8,16,17],log_:[9,16],log_normal_:16,logarithm:17,logic:0,logist:8,logspac:17,longest:8,longtensor:[8,16,17],look:[8,12],lookup:8,loss:14,loss_fn:[12,14],lost:[8,17],lot:[7,12],low:[7,17],lower:[0,1,8,9,17],lr_decai:14,lt_:16,lu_data:17,lu_pivot:17,lua:5,machin:8,maco:7,made:0,magnitud:[8,17],mai:[0,8,16,17],main:[2,7,9,13,17],make:[0,1,5,7,8,9,10,11,12,17,22],make_grid:22,manag:[1,10],mani:[0,2,8,9,11,16,17],manner:16,manual:[7,8],manual_se:17,map:[8,17],map_:16,map_loc:17,margin:8,mark:[0,9,16,18],mark_dirti:0,mark_non_differenti:0,mark_shared_storag:0,mask:[16,17],masked_copy_:16,masked_fill_:16,masked_select:[16,17],mat1:[16,17],mat2:[16,17],mat:[16,17],match:[0,1,5,8,14,16,17],math:8,mathemat:17,matric:17,matrici:17,matrix:[8,16,17],matter:[0,9,17],max:[0,8,16,17,22],max_ev:14,max_i:8,max_indic:17,max_it:14,max_norm:8,max_val:8,max_valu:8,maxim:[8,14,17],maximum:[8,17,22],maxnorm:[16,17],maxpool:8,mean:[1,2,7,8,14,16,17,21],meant:[0,3,8],measur:[1,8],mechan:[4,7],median:[16,17],meet:10,member:18,memo:8,memori:[0,7,8,9,12,14,15,16,17],metadata:17,method:[0,2,7,8,9,10,11,12,14,16,17],might:[0,8,9,10],min:[8,16,17,22],min_indic:17,min_val:8,min_valu:8,mind:11,mini:[8,22],minibatch:[8,17],miniconda:17,minim:[0,9,12,14,17],minimum:[8,17,22],miss:[8,18],mmap:7,mode:[0,3,8,9,16,17],model:[4,5,6,7,8,9,10,12,14,17,20],model_dir:6,model_zoo:[4,19],modif:[0,17],modifi:[0,8,9,14,16],modul:[0,3,4,7,9,12,17],moment:7,momentum:[8,9,14],more:[0,1,6,8,9,10,11,14,17,22],most:[0,1,7,9,10,12,14],mountain:18,move:[0,7,8,12,15,16,17],much:[0,9,10],mul:[16,17],mul_:16,multi:[2,16,17,18],multinomi:[16,17],multipl:[0,1,8,10,11,12,14,17],multipli:[8,17],multiplicand:17,multiprocess:[4,8,18],must:[8,16,17],mutat:16,my_lib:3,mymodel:12,mymodul:8,n_chunk:16,name:[3,6,7,8,17,18],named_children:8,named_modul:8,nan:17,narrow:16,nativ:7,natur:17,nbatch:8,nchannel:8,nclass:8,ndarrai:[16,17,21],ndimens:16,ne_:16,nearest:8,nearli:[0,12],necessari:[0,2,7,9,12],need:[0,7,8,9,11,12,14,15,17,18],needs_input_grad:[0,11],neg:[1,8,16,17],neg_:16,negative_slop:8,neighbor:8,nelement:[8,16],nest:[3,8,16],nesterov:14,net:8,network:[8,9,14,19,21],neural:[8,14],never:[0,8,9,11],new_stat:17,new_strategi:7,new_typ:[15,16],newli:9,next:[0,8,12],nice:8,nll:8,node:[0,9],non:[0,9,11,17],none:[0,1,2,6,8,9,11,14,15,16,17,18,22],nonlinear:8,nonzero:[16,17],norm:[8,14,16,17],norm_typ:8,normal:[0,14,16,17,19,21,22],normal_:16,notat:16,note:[1,4,7,8,9,11,12,16,17],notebook:22,now:[11,14],nrow:22,nsdf3:18,nthread:18,num_direct:8,num_embed:8,num_featur:8,num_input:0,num_lay:8,num_output:0,num_paramet:8,num_process:12,num_sampl:[2,16,17],num_work:[2,18],number:[0,1,2,7,8,10,11,14,16,17,18,21,22],numel:[16,17],numer:[8,9,11,14,16,17],numpi:[16,17,21],nvidia:17,obj:[1,17],object:[0,1,3,6,7,8,9,10,11,12,14,15,16,17],observ:8,obtain:[0,7,8],occas:[0,9],occur:[16,17],offset:16,often:[8,9],old:9,onc:[0,7,8,9,10,11,14],one:[0,1,2,7,8,10,11,12,14,15,16,17],ones:[11,14,16,17],onli:[0,3,7,8,9,10,11,12,13,14,16,17],onlin:14,onto:[7,17],open:7,openmp:17,oper:[8,10,11,12,16],ops:[0,10,11],optim:[0,4,5,8,9,12],option:[0,1,2,3,6,8,11,16,17,22],order:[0,2,8,14,16,17,21],ordereddict:8,orgqr:[16,17],origin:[0,7,8,9,10,15,16,17,21],ormqr:[16,17],orthogon:[8,17],other:[2,7,8,9,12,13,14,16],otherwis:[0,8,12,15,16,17],our:[0,11,12],out:[7,8,9,12,17],out_channel:8,out_featur:8,outer:17,outlier:8,output:[0,1,3,8,9,11,14,17,18],output_arg:0,output_devic:8,output_featur:11,output_pad:8,output_ratio:8,output_s:8,over:[2,7,8,12,16,17,18,22],overal:[9,12],overhead:0,overheard:18,overlap:10,overrid:[2,14,17],overriden:[0,6,8],overview:[7,9],overwrit:[0,9],own:17,pack:8,packag:[1,3,4,14,17,20],pad:[21,22],pad_b:8,pad_l:8,pad_r:8,pad_t:8,pad_valu:22,padding_idx:8,padh:8,padw:8,page:10,pair:[0,14,17],pairwis:8,paper:[8,19],parallel:8,param:[2,8,9,14,16],param_byt:14,param_group:14,paramet:[0,1,2,3,6,7,9,11,12,13,15,16,17,19,21],parameter:16,parametr:11,part:[6,8,9,17],partial:8,particularli:8,pass:[0,3,7,8,10,11,14,19,22],path:[3,9,13,18],pattern:11,pback:8,pbottom:8,pdist:8,peer:10,penalti:14,per:[0,2,8,17],perform:[0,8,9,11,14,15,16,17],period:12,permut:[16,17],persist:8,pfront:8,pickl:17,pickle_modul:17,pickle_protocol:17,pin:[15,16],pin_memori:[2,10,15,16],pip:3,pivot:17,pixel:[8,22],place:[1,8,10,16,17,18],plane:[8,18],platform:17,pleas:11,pleft:8,plume:18,png:18,point:[8,9,14,16,17],pointer:1,pool:[11,12],popular:20,popularli:21,port:5,portion:[8,17],posit:[8,16,17],possibl:[5,7,9,11,12,17],potr:[16,17],potrf:[16,17],potri:[16,17],pow:[16,17],pow_:16,power:[8,14,17],practic:4,pre:19,precis:[8,16,17],prefer:8,prefix:8,preprocess:18,present:[6,9],preserv:[8,16,21],pressur:[0,9],pretrain:[9,19],pretti:17,prevent:8,previou:[0,8],previous_funct:0,pright:8,primarili:0,primit:8,print:[3,8,11,16,17,18],prioriti:1,probabl:[2,7,8,11,17,21],problem:[7,8,12,17],process:[0,1,2,7,8,10,12,15,18],prod:[16,17],produc:[8,17],product:[8,17],profil:17,program:[9,10],project:13,promot:8,prone:[7,12],proov:7,propag:9,proper:8,properli:[8,12],properti:8,propos:14,protocol:17,provid:[0,2,7,8,16,17,19],pstrf:[16,17],pth:6,ptop:8,pure:9,purpos:[0,9,17],put:[10,12,18],python3:17,python:[7,8,9,10,12,16,17,18],pytorch:[3,6,12,17,19],queri:1,queu:1,queue:7,rais:[0,9,10,16],rand:[16,17],randn:[8,9,10,11,16,17],random:[8,19,21],random_:[8,16],randomcrop:[18,21],randomhorizontalflip:21,randomli:[2,8,21],randomsampl:2,randomsizedcrop:21,randperm:17,rang:[2,8,12,17,21,22],rank:[8,12,17],rate:[8,14,19],rather:[17,22],ratio:[8,21],reach:12,read:0,real:[8,17],rearrang:8,reason:9,reassign:0,recal:11,receiv:[7,12],reciproc:[16,17],reciprocal_:16,recommend:[0,7,9,11,12,17],recomput:14,reconstruct:[8,9],record:[0,1,9],record_ev:1,recreat:9,rectifi:8,recurr:14,reduc:[7,14,17],reduce_add:1,reevalu:14,refactor:13,refer:[0,3,4,7,8,9,11,16,22],referenc:9,reflect:[8,16,17],reflector:17,region:[7,8,10,17,21],regist:[0,7,8,11,17],register_backward_hook:8,register_buff:[8,11],register_forward_hook:8,register_hook:0,register_packag:17,register_paramet:[8,11],regress:8,regular:[0,8],regular_input:9,reinforc:0,relative_to:3,relu1:8,relu2:8,remain:[0,7,12,17],remaind:[16,17],remainder_:16,remap:17,rememb:12,remov:[0,8,16,17],renorm:[8,16,17],renorm_:16,repeat:[8,16],replac:[0,2,8,9,12,16,17],replic:8,replica:8,repositori:12,repr:17,repres:[1,2,9,11,17],represen:16,represent:8,requir:[0,3,7,8,9,10,11,12,14,16,18],requires_grad:[0,8,11],res:17,rescal:[8,21],reset:8,reshuffl:2,resid:16,residu:17,resili:14,resiz:[15,16,17],resize_:[15,16],resize_as_:16,resnet101:19,resnet152:19,resnet18:[6,9,19],resnet34:19,resnet50:19,resnet:19,resolut:8,resolv:17,resourc:7,respect:[0,8,14,15,16,17],restart:7,restor:13,restrict:[7,8,12],result:[0,1,8,10,11,16,17],retain:0,retain_vari:0,retrac:0,retriev:[2,8],return_indic:8,reus:[0,9],revers:8,revert:8,reward:0,rewrit:9,rho:14,right:[7,14,17],rise:7,rmsprop:14,robust:7,root:[17,18],ross:8,round:[16,17],round_:16,row:[8,16,17],rprop:14,rsqrt:[16,17],rsqrt_:16,rule:0,run:[8,9,14,17],running_mean:8,running_var:8,runtim:[7,12],safe:0,same:[0,1,2,7,8,9,10,12,15,16,17,22],sampl:[2,8,16,18],sampler:2,sane:17,satur:10,save:[0,6,9,17,22],save_for_backward:[0,11],save_imag:22,saved_tensor:[0,9,11],sax:8,scalar:[0,11,16,17],scale:[8,14,16,17,21,22],scale_each:22,scale_factor:8,scale_grad_by_freq:8,scatter:[1,8,16],scatter_:16,scope:[7,12],score:8,scratch:9,script:0,second:[8,11,13,17],section:[7,8,11,16,18],see:[0,3,7,8,11,12,16,17,18],seed:17,seek:17,seen:[0,8,17],seing:0,select:[1,7,10,16],self:[0,2,8,9,11,15,16,18],semant:[1,4],semi:8,send:[7,12],sensit:8,sent:[7,12],separ:[8,14,17,22],seq:8,seq_len:8,sequenc:[0,8,9,14,16,17],sequenti:2,sequentialsampl:2,serial:[4,6,12],seriou:[7,13],set:[1,2,3,7,8,9,16,17,18,22],set_:16,set_default_tensor_typ:17,set_devic:1,set_num_thread:17,set_printopt:17,set_rng_stat:17,set_sharing_strategi:7,seven:16,sever:[8,21],sgd:[9,14],sha256:6,shallow:8,shamelessli:17,shape:[0,1,8,9,16,17,21,22],share:[0,1,15,16,17],share_memori:12,share_memory_:[7,15,16],shared_memori:7,shi:8,shift:[8,22],shm_open:7,shortest:8,shorttensor:16,should:[0,1,2,5,6,7,8,10,11,12,14,16,17],shouldn:[7,12],showcas:[8,10,12],shown:11,shrinkag:8,shuffl:[2,18],side:[8,17,21],sigma:16,sigmoid:[16,17],sigmoid_:16,sign:[16,17],sign_:16,signal:[7,8],signatur:[0,8,16],signific:[0,9,10],similar:[7,8,11,17],simpl:[8,11],simplequeu:12,simpler:11,simplest:8,simpli:[9,18],simplifi:[8,14],sin:[16,17],sin_:16,sinc:[0,8,11,17],sine:17,singl:[2,8,9,10,11,12,14,15,16,17],singleton:[16,17],singular:17,sinh:[16,17],sinh_:16,situat:12,size:[0,1,2,8,9,11,14,15,16,17,18,21,22],size_averag:8,sizeaverag:8,sizedim:16,skip:11,sky:18,slice:16,slightli:18,slope:8,slow:12,small:[8,10,11,17],smaller:[2,16,17,21],smallest:17,smart:11,smoke:18,smooth:[8,14],snow:18,snowi:18,socket:7,soft:8,softshrinkag:8,solut:[8,12,17],solv:17,some:[0,8,9,11,12,13,14,16,17],sometim:[7,8,12],soon:11,sophist:14,sort:[8,16,17],sorted_indic:17,sorted_tensor:17,sourc:[0,1,2,3,6,7,8,14,15,16,17],space:[8,17],sparsiti:8,spatial:8,spawn:[7,12],special:[8,11],specif:[13,14,17],specifi:[0,1,2,8,11,14,15,16,17],split:[8,16,17,18],split_siz:[16,17],spread:[1,9,10],sqequenc:17,sqrt:[8,16,17],sqrt_:16,squar:[8,14,17,21],squeez:[11,16,17],squeeze_:16,squeezenet1_0:19,squeezenet:19,src:[1,16],stabil:[8,14],stack:17,standard:[8,16,17,18],start:[0,7,12,14,16,17],state:[8,9,12,14,17],state_dict:[6,8,12,13,14],statement:[9,11,12],std:[8,16,17,21],stdv:16,step:[8,12,16,17],step_siz:14,still:[0,7,8,14],stl10_binari:18,stochast:[0,8,14],storag:[0,1,4,7,9,10,12,16,17],storage_offset:16,storage_typ:16,store:[8,16,17],str:[3,7],strategi:2,stream:18,strictli:9,stride:[8,16,17],string:[6,15,16,17,18],strongli:8,structur:[8,12,13,17],stuff:18,sub:[8,16,17],sub_:16,subclass:[0,2,8,11,16,18],subgradi:14,subgraph:[0,8],submit:1,submodul:8,subpackag:19,subprocess:[2,7,12],subsequ:8,subsetrandomsampl:2,subtli:14,subtract:[16,22],succeed:17,suffix:16,suggest:8,sum:[0,1,2,8,11,16,17],sum_i:8,sum_ij:8,sum_j:8,summar:17,summari:17,supervis:8,support:[0,1,2,7,8,9,12,14],suppos:17,sure:[0,9,17],surpass:8,sutskev:14,svd:[16,17],swap:[11,17],symeig:[16,17],symmetr:17,synchron:[1,12],system:[1,17],tabl:8,tag:17,take:[0,8,11,17,18],taken:[10,17],tan:[16,17],tan_:16,tangent:17,tanh:[16,17],tanh_:16,target:[2,8,12,14,18,21],target_height:21,target_tensor:2,target_transform:18,target_width:21,temporari:8,tensor1:[16,17],tensor2:[16,17],tensor:[0,1,2,4,8,9,10,11,15,18,22],tensordataset:2,term:[8,14,16],termin:14,test:[7,10,11,17,18],teturn:17,than:[0,1,8,9,10,11,12,16,17,22],thank:11,the_model:13,thei:[0,1,7,8,9,10,11,12,14,17,18],them:[0,7,8,9,11,12,14],themodelclass:13,themselv:17,thi:[0,1,3,5,7,8,9,10,11,12,13,14,15,16,17,18,21,22],thin:[0,17],thing:[9,12],third:8,though:12,thread:[12,17,18],three:8,threshold:17,through:[0,7,8,22],thtensor:16,time:[0,1,7,8,9,12,14,16],togeth:[8,18,21],tol:16,toler:14,tolerance_chang:14,tolerance_grad:14,tolist:[15,16],too:[0,8,12],top:[11,17,18,19],topilimag:21,topk:[16,17],topolog:0,torch:[4,9,10,12,13,18,19],torch_hom:6,torch_model_zoo:6,torch_shm_manag:7,torchvis:[4,9],total:[8,17],totensor:[18,21],trace:[16,17],track:[0,7,10],trail:[8,11],train:[8,9,18,19,21],tranpos:17,transfer:[7,10],transform:[4,8,9,18,20],transit:5,transpos:[0,8,9,11,16,17],transpose_:16,treat:17,tree:8,triangular:17,trick:19,tricki:9,trigger:[0,17],tril:[16,17],tril_:16,triu:[16,17],triu_:16,trtr:[16,17],trunc:[16,17],trunc_:16,truncat:17,tupl:[0,1,8,11,14,16,17,18,21],two:[8,9,11,13,14,16,17],txbx:8,type:[0,1,2,8,15,16,17],type_a:16,typic:8,unbalanc:8,unbind:17,unchang:17,undefin:10,under:[0,9,10,17],underli:[16,17],underscor:16,understand:[8,9],understood:17,unequ:8,unfold:16,uniform:[8,16,17],uniform_:[11,16,17],uniniti:16,uniqu:[6,16],unit:8,unitriangular:16,unix:7,unlabel:18,unless:[0,9,10],unlik:[8,16],unpack:11,unpickl:17,unpool:8,unpooled_output:8,unsign:16,unsqueez:[11,16,17],unsqueeze_:16,unstabl:9,until:[1,7,9],updat:[12,14],upper:[8,16,17],upsampl:8,upscale_factor:8,url:6,usag:[0,1,9,22],use:[0,1,2,3,7,8,9,10,11,12,16,17],used:[0,6,7,8,10,12,13,14,16,17,21,22],useful:[8,9,11,14,17],user:[0,5,8,12,17],uses:[0,8,11],using:[0,4,7,8,9,10,11,12,14,16,17,18,19],usual:8,util:[1,4,10,11,17,18,19],val:[8,16,18],valid:[7,8,12,17,18],valu:[0,6,7,8,9,11,14,16,17,21,22],var1:14,var2:14,vararg:17,vari:14,variabl:[1,6,8,11,12,14],varianc:[8,14,17],variant:[14,19],variou:[7,12,13,14],vec1:[16,17],vec2:[16,17],vec:[16,17],vector:[8,17],veloc:14,verbos:3,veri:[0,7,8,9,11,12,14],verifi:[6,11],versa:[8,15,16,17],version:[9,10,11,14,16,17,18],versu:8,vgg11:19,vgg11_bn:19,vgg13:19,vgg13_bn:19,vgg16:19,vgg16_bn:19,vgg19:19,vgg19_bn:19,vgg:19,via:[7,17],vice:[8,15,16,17],video:8,view:[7,8,16,17,18],view_a:16,visibl:8,vision:20,visual:8,volatil:[0,8,11],volatile_input:9,w_hf:8,w_hg:8,w_hi:8,w_hn:8,w_ho:8,w_hr:8,w_if:8,w_ig:8,w_ii:8,w_in:8,w_io:8,w_ir:8,w_out:8,wai:[0,2,7,8,11,12,13,14,18],wait:[1,7],wait_ev:1,wait_stream:1,want:[0,8,9,11,14,17],weight:[2,8,9,11,14,16,17,19],weight_decai:14,weight_hh:8,weight_hh_l:8,weight_ih:8,weight_ih_l:8,weightedrandomsampl:2,weird:19,well:[8,9,12],were:[0,8,11],weren:0,what:[8,9,11,14],when:[0,3,7,8,9,10,11,12,13,14,17],whenev:[7,8],where:[6,7,8,9,14,16,17,18,22],wheter:0,whether:[0,8,17],which:[0,1,2,6,8,9,11,14,15,16,17,21],who:17,whole:[0,8,12],why:9,width:[8,17,21],window:8,wise:[8,17],with_cuda:3,within:[1,8,10],without:[2,7,8,16,17],won:[0,9,11],word:[8,17,18],work:[0,1,5,7,8,9,12,16],would:[0,8,17],wrap:[0,2,11],wrapper:[0,1,7,11],write:[9,16],written:[8,14],wrong:12,x_i:[8,17],xavier_norm:8,xavier_uniform:8,xxx:18,xxy:18,xxz:18,y_i:[8,17],yet:17,yield:8,you:[0,1,5,7,8,9,10,11,12,14,17,19],your:[0,1,7,8,9,10,11,14,17],yourself:12,zero:[0,8,16,17],zero_:16,zero_grad:[8,12,14]},titles:["Automatic differentiation package - torch.autograd","torch.cuda","torch.utils.data","torch.utils.ffi","PyTorch documentation","Legacy package - torch.legacy","torch.utils.model_zoo","Multiprocessing package - torch.multiprocessing","torch.nn","Autograd mechanics","CUDA semantics","Extending PyTorch","Multiprocessing best practices","Serialization semantics","torch.optim","torch.Storage","torch.Tensor","torch","torchvision.datasets","torchvision.models","torchvision","torchvision.transforms","torchvision.utils"],titleterms:{"function":[0,8],Adding:11,Ops:17,Use:10,activ:8,adaptive_avg_pool1d:8,adaptive_avg_pool2d:8,adaptive_max_pool1d:8,adaptive_max_pool2d:8,adaptiveavgpool1d:8,adaptiveavgpool2d:8,adaptivemaxpool1d:8,adaptivemaxpool2d:8,algorithm:14,api:0,approach:13,asynchron:12,autograd:[0,9,11],automat:0,avg_pool1d:8,avg_pool2d:8,avg_pool3d:8,avgpool1d:8,avgpool2d:8,avgpool3d:8,avoid:12,backward:9,batch_norm:8,batchnorm1d:8,batchnorm2d:8,batchnorm3d:8,bceloss:8,best:[10,12,13],binary_cross_entropi:8,bla:17,buffer:[10,12],caption:18,check:[0,9],cifar:18,clip_grad_norm:8,closur:14,coco:18,collect:1,commun:1,comparison:17,compat:0,construct:14,contain:8,conv1d:8,conv2d:8,conv3d:8,conv_transpose1d:8,conv_transpose2d:8,conv_transpose3d:8,convers:21,convolut:8,convtranspose1d:8,convtranspose2d:8,convtranspose3d:8,correct:[0,9],cosineembeddingloss:8,creation:17,cross_entropi:8,crossentropyloss:8,cuda:[1,7,10,12],custom:11,data:2,dataparallel:[8,10],dataset:18,deadlock:12,descriptor:7,detect:18,differenti:0,distanc:8,document:4,dropout2d:8,dropout3d:8,dropout:8,elu:8,embed:8,encod:9,event:1,exclud:9,extend:11,extens:11,ffi:3,fight:12,file:7,file_descriptor:7,file_system:7,fractionalmaxpool2d:8,from:9,gener:21,gpu:8,gru:8,grucel:8,hardshrink:8,hardtanh:8,hingeembeddingloss:8,histori:9,hogwild:12,how:[9,14],imag:21,imagefold:18,imagenet:18,index:17,indic:4,init:8,instead:10,join:17,kl_div:8,kldivloss:8,l1loss:8,lapack:17,layer:8,leaky_relu:8,leakyrelu:8,legaci:5,linear:8,log_softmax:8,logsigmoid:8,logsoftmax:8,loss:8,lp_pool2d:8,lppool2d:8,lstm:8,lstmcell:8,lsun:18,manag:7,marginrankingloss:8,math:17,max_pool1d:8,max_pool2d:8,max_pool3d:8,max_unpool1d:8,max_unpool2d:8,max_unpool3d:8,maxpool1d:8,maxpool2d:8,maxpool3d:8,maxunpool1d:8,maxunpool2d:8,maxunpool3d:8,mechan:9,memori:10,mnist:18,model:[13,19],model_zoo:6,modul:[8,11],modulelist:8,mseloss:8,multi:8,multilabelmarginloss:8,multilabelsoftmarginloss:8,multimarginloss:8,multiprocess:[7,10,12],mutat:17,nll_loss:8,nllloss2d:8,nllloss:8,non:8,normal:8,oper:[0,9,17],optim:14,option:14,other:17,pack_padded_sequ:8,packag:[0,5,7],packedsequ:8,pad:8,pad_packed_sequ:8,pairwise_dist:8,pairwisedist:8,parallel:17,paramet:[8,14],parameterlist:8,pass:12,per:14,pil:21,pin:10,pixel_shuffl:8,pixelshuffl:8,place:[0,9],pointwis:17,pool:8,practic:[10,12,13],prelu:8,pytorch:[4,11],queue:12,random:17,recommend:13,recurr:8,reduct:17,relu6:8,relu:8,requires_grad:9,reus:12,rnn:8,rnncell:8,rrelu:8,sampl:17,save:13,semant:[10,13],sequenti:8,serial:[13,17],share:[7,12],sigmoid:8,slice:17,smooth_l1_loss:8,smoothl1loss:8,softmarginloss:8,softmax:8,softmin:8,softplu:8,softshrink:8,softsign:8,spars:8,step:14,stl10:18,storag:15,strategi:7,stream:1,subgraph:9,system:7,tabl:4,take:14,tanh:8,tanhshrink:8,tensor:[7,12,16,17,21],threshold:8,through:12,tip:12,torch:[0,1,2,3,5,6,7,8,11,14,15,16,17,21],torchvis:[18,19,20,21,22],train:12,transform:21,upsamplingbilinear2d:8,upsamplingnearest2d:8,use:14,util:[2,3,6,8,22],variabl:[0,9],vision:8,volatil:9,write:11}})