text: Search.setIndex({docnames:["__config__","amp","autograd","bottleneck","checkpoint","community/contribution_guide","community/governance","community/persons_of_interest","cpp_extension","cuda","cuda_deterministic","cuda_deterministic_backward","cudnn_deterministic","cudnn_persistent_rnn","data","distributed","distributions","dlpack","hub","index","jit","jit_builtin_functions","jit_language_reference","jit_python_reference","jit_unsupported","model_zoo","multiprocessing","name_inference","named_tensor","nn","nn.functional","nn.init","notes/amp_examples","notes/autograd","notes/broadcasting","notes/cpu_threading_torchscript_inference","notes/cuda","notes/ddp","notes/distributed_autograd","notes/extending","notes/faq","notes/large_scale_deployments","notes/multiprocessing","notes/randomness","notes/rref","notes/serialization","notes/windows","onnx","optim","org/pytorch/DType","org/pytorch/IValue","org/pytorch/Module","org/pytorch/Tensor","org/pytorch/Tensor-Tensor_float32","org/pytorch/Tensor-Tensor_float64","org/pytorch/Tensor-Tensor_int32","org/pytorch/Tensor-Tensor_int64","org/pytorch/Tensor-Tensor_int8","org/pytorch/Tensor-Tensor_uint8","org/pytorch/TensorImageUtils","org/pytorch/package-index","org/pytorch/torchvision/package-index","packages","quantization","random","rpc","sparse","storage","tensor_attributes","tensor_view","tensorboard","tensors","torch","torchvision/datasets","torchvision/index","torchvision/io","torchvision/models","torchvision/ops","torchvision/transforms","torchvision/utils","type_info"],envversion:{"sphinx.domains.c":1,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":1,"sphinx.domains.index":1,"sphinx.domains.javascript":1,"sphinx.domains.math":2,"sphinx.domains.python":1,"sphinx.domains.rst":1,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,"sphinx.ext.todo":2,"sphinx.ext.viewcode":1,sphinx:56},filenames:["__config__.rst","amp.rst","autograd.rst","bottleneck.rst","checkpoint.rst","community/contribution_guide.rst","community/governance.rst","community/persons_of_interest.rst","cpp_extension.rst","cuda.rst","cuda_deterministic.rst","cuda_deterministic_backward.rst","cudnn_deterministic.rst","cudnn_persistent_rnn.rst","data.rst","distributed.rst","distributions.rst","dlpack.rst","hub.rst","index.rst","jit.rst","jit_builtin_functions.rst","jit_language_reference.rst","jit_python_reference.rst","jit_unsupported.rst","model_zoo.rst","multiprocessing.rst","name_inference.rst","named_tensor.rst","nn.rst","nn.functional.rst","nn.init.rst","notes/amp_examples.rst","notes/autograd.rst","notes/broadcasting.rst","notes/cpu_threading_torchscript_inference.rst","notes/cuda.rst","notes/ddp.rst","notes/distributed_autograd.rst","notes/extending.rst","notes/faq.rst","notes/large_scale_deployments.rst","notes/multiprocessing.rst","notes/randomness.rst","notes/rref.rst","notes/serialization.rst","notes/windows.rst","onnx.rst","optim.rst","org/pytorch/DType.rst","org/pytorch/IValue.rst","org/pytorch/Module.rst","org/pytorch/Tensor.rst","org/pytorch/Tensor-Tensor_float32.rst","org/pytorch/Tensor-Tensor_float64.rst","org/pytorch/Tensor-Tensor_int32.rst","org/pytorch/Tensor-Tensor_int64.rst","org/pytorch/Tensor-Tensor_int8.rst","org/pytorch/Tensor-Tensor_uint8.rst","org/pytorch/TensorImageUtils.rst","org/pytorch/package-index.rst","org/pytorch/torchvision/package-index.rst","packages.rst","quantization.rst","random.rst","rpc.rst","sparse.rst","storage.rst","tensor_attributes.rst","tensor_view.rst","tensorboard.rst","tensors.rst","torch.rst","torchvision/datasets.rst","torchvision/index.rst","torchvision/io.rst","torchvision/models.rst","torchvision/ops.rst","torchvision/transforms.rst","torchvision/utils.rst","type_info.rst"],objects:{"":{PYTORCH_JIT:[20,10,1,"-"],torch:[72,5,0,"-"],torchvision:[74,5,0,"-"]},"org.pytorch":{DType:[49,1,1,""],IValue:[50,1,1,""],Module:[51,1,1,""],Tensor:[52,1,1,""],torchvision:[61,0,1,""]},"org.pytorch.DType":{FLOAT32:[49,2,1,""],FLOAT64:[49,2,1,""],INT32:[49,2,1,""],INT64:[49,2,1,""],INT8:[49,2,1,""],UINT8:[49,2,1,""],jniCode:[49,2,1,""]},"org.pytorch.IValue":{"dictLongKeyFrom(Map)":[50,3,1,""],"dictStringKeyFrom(Map)":[50,3,1,""],"from(String)":[50,3,1,""],"from(Tensor)":[50,3,1,""],"from(boolean)":[50,3,1,""],"from(double)":[50,3,1,""],"from(long)":[50,3,1,""],"isBool()":[50,3,1,""],"isBoolList()":[50,3,1,""],"isDictLongKey()":[50,3,1,""],"isDictStringKey()":[50,3,1,""],"isDouble()":[50,3,1,""],"isDoubleList()":[50,3,1,""],"isList()":[50,3,1,""],"isLong()":[50,3,1,""],"isLongList()":[50,3,1,""],"isNull()":[50,3,1,""],"isString()":[50,3,1,""],"isTensor()":[50,3,1,""],"isTensorList()":[50,3,1,""],"isTuple()":[50,3,1,""],"listFrom(IValue)":[50,3,1,""],"listFrom(Tensor)":[50,3,1,""],"listFrom(boolean)":[50,3,1,""],"listFrom(double)":[50,3,1,""],"listFrom(long)":[50,3,1,""],"optionalNull()":[50,3,1,""],"toBool()":[50,3,1,""],"toBoolList()":[50,3,1,""],"toDictLongKey()":[50,3,1,""],"toDictStringKey()":[50,3,1,""],"toDouble()":[50,3,1,""],"toDoubleList()":[50,3,1,""],"toList()":[50,3,1,""],"toLong()":[50,3,1,""],"toLongList()":[50,3,1,""],"toStr()":[50,3,1,""],"toTensor()":[50,3,1,""],"toTensorList()":[50,3,1,""],"toTuple()":[50,3,1,""],"tupleFrom(IValue)":[50,3,1,""]},"org.pytorch.Module":{"destroy()":[51,3,1,""],"forward(IValue)":[51,3,1,""],"load(String)":[51,3,1,""],"runMethod(String, IValue)":[51,3,1,""]},"org.pytorch.Tensor":{"allocateByteBuffer(int)":[52,3,1,""],"allocateDoubleBuffer(int)":[52,3,1,""],"allocateFloatBuffer(int)":[52,3,1,""],"allocateIntBuffer(int)":[52,3,1,""],"allocateLongBuffer(int)":[52,3,1,""],"dtype()":[52,3,1,""],"dtypeJniCode()":[52,3,1,""],"fromBlob(ByteBuffer, long[])":[52,3,1,""],"fromBlob(DoubleBuffer, long[])":[52,3,1,""],"fromBlob(FloatBuffer, long[])":[52,3,1,""],"fromBlob(IntBuffer, long[])":[52,3,1,""],"fromBlob(LongBuffer, long[])":[52,3,1,""],"fromBlob(byte[], long[])":[52,3,1,""],"fromBlob(float[], long[])":[52,3,1,""],"fromBlob(int[], long[])":[52,3,1,""],"fromBlob(long[], double[])":[52,3,1,""],"fromBlob(long[], long[])":[52,3,1,""],"fromBlobUnsigned(ByteBuffer, long[])":[52,3,1,""],"fromBlobUnsigned(byte[], long[])":[52,3,1,""],"getDataAsByteArray()":[52,3,1,""],"getDataAsDoubleArray()":[52,3,1,""],"getDataAsFloatArray()":[52,3,1,""],"getDataAsIntArray()":[52,3,1,""],"getDataAsLongArray()":[52,3,1,""],"getDataAsUnsignedByteArray()":[52,3,1,""],"getRawDataBuffer()":[52,3,1,""],"numel()":[52,3,1,""],"numel(long[])":[52,3,1,""],"shape()":[52,3,1,""],Tensor_float32:[53,1,1,""],Tensor_float64:[54,1,1,""],Tensor_int32:[55,1,1,""],Tensor_int64:[56,1,1,""],Tensor_int8:[57,1,1,""],Tensor_uint8:[58,1,1,""]},"org.pytorch.Tensor.Tensor_float32":{"Tensor_float32(FloatBuffer, long[])":[53,4,1,""],"dtype()":[53,3,1,""],"getDataAsFloatArray()":[53,3,1,""],"getRawDataBuffer()":[53,3,1,""],"toString()":[53,3,1,""]},"org.pytorch.Tensor.Tensor_float64":{"dtype()":[54,3,1,""],"getDataAsDoubleArray()":[54,3,1,""],"getRawDataBuffer()":[54,3,1,""],"toString()":[54,3,1,""]},"org.pytorch.Tensor.Tensor_int32":{"dtype()":[55,3,1,""],"getDataAsIntArray()":[55,3,1,""],"getRawDataBuffer()":[55,3,1,""],"toString()":[55,3,1,""]},"org.pytorch.Tensor.Tensor_int64":{"dtype()":[56,3,1,""],"getDataAsLongArray()":[56,3,1,""],"getRawDataBuffer()":[56,3,1,""],"toString()":[56,3,1,""]},"org.pytorch.Tensor.Tensor_int8":{"dtype()":[57,3,1,""],"getDataAsByteArray()":[57,3,1,""],"getRawDataBuffer()":[57,3,1,""],"toString()":[57,3,1,""]},"org.pytorch.Tensor.Tensor_uint8":{"dtype()":[58,3,1,""],"getDataAsUnsignedByteArray()":[58,3,1,""],"getRawDataBuffer()":[58,3,1,""],"toString()":[58,3,1,""]},"org.pytorch.torchvision":{TensorImageUtils:[59,1,1,""]},"org.pytorch.torchvision.TensorImageUtils":{"bitmapToFloat32Tensor(Bitmap, float[], float[])":[59,3,1,""],"bitmapToFloat32Tensor(Bitmap, int, int, int, int, float[], float[])":[59,3,1,""],"bitmapToFloatBuffer(Bitmap, int, int, int, int, float[], float[], FloatBuffer, int)":[59,3,1,""],"imageYUV420CenterCropToFloat32Tensor(Image, int, int, int, float[], float[])":[59,3,1,""],"imageYUV420CenterCropToFloatBuffer(Image, int, int, int, float[], float[], FloatBuffer, int)":[59,3,1,""],TORCHVISION_NORM_MEAN_RGB:[59,2,1,""],TORCHVISION_NORM_STD_RGB:[59,2,1,""]},"torch.BoolTensor":{all:[71,7,1,""],any:[71,7,1,""]},"torch.FloatStorage":{"byte":[67,7,1,""],"char":[67,7,1,""],"double":[67,7,1,""],"float":[67,7,1,""],"int":[67,7,1,""],"long":[67,7,1,""],"new":[67,7,1,""],"short":[67,7,1,""],bfloat16:[67,7,1,""],bool:[67,7,1,""],clone:[67,7,1,""],copy_:[67,7,1,""],cpu:[67,7,1,""],cuda:[67,7,1,""],data_ptr:[67,7,1,""],device:[67,8,1,""],dtype:[67,8,1,""],element_size:[67,7,1,""],fill_:[67,7,1,""],from_buffer:[67,7,1,""],from_file:[67,7,1,""],half:[67,7,1,""],is_cuda:[67,8,1,""],is_pinned:[67,7,1,""],is_shared:[67,7,1,""],is_sparse:[67,8,1,""],pin_memory:[67,7,1,""],resize_:[67,7,1,""],share_memory_:[67,7,1,""],size:[67,7,1,""],tolist:[67,7,1,""],type:[67,7,1,""]},"torch.Tensor":{"byte":[71,7,1,""],"char":[71,7,1,""],"double":[71,7,1,""],"float":[71,7,1,""],"int":[71,7,1,""],"long":[71,7,1,""],"short":[71,7,1,""],"var":[71,7,1,""],T:[71,8,1,""],abs:[71,7,1,""],abs_:[71,7,1,""],acos:[71,7,1,""],acos_:[71,7,1,""],add:[71,7,1,""],add_:[71,7,1,""],addbmm:[71,7,1,""],addbmm_:[71,7,1,""],addcdiv:[71,7,1,""],addcdiv_:[71,7,1,""],addcmul:[71,7,1,""],addcmul_:[71,7,1,""],addmm:[71,7,1,""],addmm_:[71,7,1,""],addmv:[71,7,1,""],addmv_:[71,7,1,""],addr:[71,7,1,""],addr_:[71,7,1,""],align_as:[28,7,1,""],align_to:[28,7,1,""],allclose:[71,7,1,""],angle:[71,7,1,""],apply_:[71,7,1,""],argmax:[71,7,1,""],argmin:[71,7,1,""],argsort:[71,7,1,""],as_strided:[71,7,1,""],asin:[71,7,1,""],asin_:[71,7,1,""],atan2:[71,7,1,""],atan2_:[71,7,1,""],atan:[71,7,1,""],atan_:[71,7,1,""],backward:[2,7,1,""],baddbmm:[71,7,1,""],baddbmm_:[71,7,1,""],bernoulli:[71,7,1,""],bernoulli_:[71,7,1,""],bfloat16:[71,7,1,""],bincount:[71,7,1,""],bitwise_and:[71,7,1,""],bitwise_and_:[71,7,1,""],bitwise_not:[71,7,1,""],bitwise_not_:[71,7,1,""],bitwise_or:[71,7,1,""],bitwise_or_:[71,7,1,""],bitwise_xor:[71,7,1,""],bitwise_xor_:[71,7,1,""],bmm:[71,7,1,""],bool:[71,7,1,""],cauchy_:[71,7,1,""],ceil:[71,7,1,""],ceil_:[71,7,1,""],cholesky:[71,7,1,""],cholesky_inverse:[71,7,1,""],cholesky_solve:[71,7,1,""],chunk:[71,7,1,""],clamp:[71,7,1,""],clamp_:[71,7,1,""],clone:[71,7,1,""],conj:[71,7,1,""],contiguous:[71,7,1,""],copy_:[71,7,1,""],cos:[71,7,1,""],cos_:[71,7,1,""],cosh:[71,7,1,""],cosh_:[71,7,1,""],cpu:[71,7,1,""],cross:[71,7,1,""],cuda:[71,7,1,""],cummax:[71,7,1,""],cummin:[71,7,1,""],cumprod:[71,7,1,""],cumsum:[71,7,1,""],data_ptr:[71,7,1,""],dense_dim:[71,7,1,""],dequantize:[71,7,1,""],det:[71,7,1,""],detach:[2,7,1,""],detach_:[2,7,1,""],device:[71,8,1,""],diag:[71,7,1,""],diag_embed:[71,7,1,""],diagflat:[71,7,1,""],diagonal:[71,7,1,""],digamma:[71,7,1,""],digamma_:[71,7,1,""],dim:[71,7,1,""],dist:[71,7,1,""],div:[71,7,1,""],div_:[71,7,1,""],dot:[71,7,1,""],eig:[71,7,1,""],element_size:[71,7,1,""],eq:[71,7,1,""],eq_:[71,7,1,""],equal:[71,7,1,""],erf:[71,7,1,""],erf_:[71,7,1,""],erfc:[71,7,1,""],erfc_:[71,7,1,""],erfinv:[71,7,1,""],erfinv_:[71,7,1,""],exp:[71,7,1,""],exp_:[71,7,1,""],expand:[71,7,1,""],expand_as:[71,7,1,""],expm1:[71,7,1,""],expm1_:[71,7,1,""],exponential_:[71,7,1,""],fft:[71,7,1,""],fill_:[71,7,1,""],fill_diagonal_:[71,7,1,""],flatten:[71,7,1,""],flip:[71,7,1,""],floor:[71,7,1,""],floor_:[71,7,1,""],fmod:[71,7,1,""],fmod_:[71,7,1,""],frac:[71,7,1,""],frac_:[71,7,1,""],gather:[71,7,1,""],ge:[71,7,1,""],ge_:[71,7,1,""],geometric_:[71,7,1,""],geqrf:[71,7,1,""],ger:[71,7,1,""],get_device:[71,7,1,""],grad:[2,8,1,""],gt:[71,7,1,""],gt_:[71,7,1,""],half:[71,7,1,""],hardshrink:[71,7,1,""],histc:[71,7,1,""],ifft:[71,7,1,""],imag:[71,7,1,""],index_add:[71,7,1,""],index_add_:[71,7,1,""],index_copy:[71,7,1,""],index_copy_:[71,7,1,""],index_fill:[71,7,1,""],index_fill_:[71,7,1,""],index_put:[71,7,1,""],index_put_:[71,7,1,""],index_select:[71,7,1,""],indices:[71,7,1,""],int_repr:[71,7,1,""],inverse:[71,7,1,""],irfft:[71,7,1,""],is_complex:[71,7,1,""],is_contiguous:[71,7,1,""],is_cuda:[71,8,1,""],is_floating_point:[71,7,1,""],is_leaf:[2,8,1,""],is_pinned:[71,7,1,""],is_quantized:[71,8,1,""],is_set_to:[71,7,1,""],is_shared:[71,7,1,""],is_signed:[71,7,1,""],is_sparse:[71,8,1,""],item:[71,7,1,""],kthvalue:[71,7,1,""],le:[71,7,1,""],le_:[71,7,1,""],lerp:[71,7,1,""],lerp_:[71,7,1,""],lgamma:[71,7,1,""],lgamma_:[71,7,1,""],log10:[71,7,1,""],log10_:[71,7,1,""],log1p:[71,7,1,""],log1p_:[71,7,1,""],log2:[71,7,1,""],log2_:[71,7,1,""],log:[71,7,1,""],log_:[71,7,1,""],log_normal_:[71,7,1,""],logdet:[71,7,1,""],logical_and:[71,7,1,""],logical_and_:[71,7,1,""],logical_not:[71,7,1,""],logical_not_:[71,7,1,""],logical_or:[71,7,1,""],logical_or_:[71,7,1,""],logical_xor:[71,7,1,""],logical_xor_:[71,7,1,""],logsumexp:[71,7,1,""],lstsq:[71,7,1,""],lt:[71,7,1,""],lt_:[71,7,1,""],lu:[71,7,1,""],lu_solve:[71,7,1,""],map_:[71,7,1,""],masked_fill:[71,7,1,""],masked_fill_:[71,7,1,""],masked_scatter:[71,7,1,""],masked_scatter_:[71,7,1,""],masked_select:[71,7,1,""],matmul:[71,7,1,""],matrix_power:[71,7,1,""],max:[71,7,1,""],mean:[71,7,1,""],median:[71,7,1,""],min:[71,7,1,""],mm:[71,7,1,""],mode:[71,7,1,""],mul:[71,7,1,""],mul_:[71,7,1,""],multinomial:[71,7,1,""],mv:[71,7,1,""],mvlgamma:[71,7,1,""],mvlgamma_:[71,7,1,""],names:[28,8,1,""],narrow:[71,7,1,""],narrow_copy:[71,7,1,""],ndim:[71,8,1,""],ndimension:[71,7,1,""],ne:[71,7,1,""],ne_:[71,7,1,""],neg:[71,7,1,""],neg_:[71,7,1,""],nelement:[71,7,1,""],new_empty:[71,7,1,""],new_full:[71,7,1,""],new_ones:[71,7,1,""],new_tensor:[71,7,1,""],new_zeros:[71,7,1,""],nonzero:[71,7,1,""],norm:[71,7,1,""],normal_:[71,7,1,""],numel:[71,7,1,""],numpy:[71,7,1,""],orgqr:[71,7,1,""],ormqr:[71,7,1,""],permute:[71,7,1,""],pin_memory:[71,7,1,""],pinverse:[71,7,1,""],polygamma:[71,7,1,""],polygamma_:[71,7,1,""],pow:[71,7,1,""],pow_:[71,7,1,""],prod:[71,7,1,""],put_:[71,7,1,""],q_per_channel_axis:[71,7,1,""],q_per_channel_scales:[71,7,1,""],q_per_channel_zero_points:[71,7,1,""],q_scale:[71,7,1,""],q_zero_point:[71,7,1,""],qr:[71,7,1,""],qscheme:[71,7,1,""],random_:[71,7,1,""],real:[71,7,1,""],reciprocal:[71,7,1,""],reciprocal_:[71,7,1,""],record_stream:[71,7,1,""],refine_names:[28,7,1,""],register_hook:[2,7,1,""],remainder:[71,7,1,""],remainder_:[71,7,1,""],rename:[28,7,1,""],rename_:[28,7,1,""],renorm:[71,7,1,""],renorm_:[71,7,1,""],repeat:[71,7,1,""],repeat_interleave:[71,7,1,""],requires_grad:[2,8,1,""],requires_grad_:[71,7,1,""],reshape:[71,7,1,""],reshape_as:[71,7,1,""],resize_:[71,7,1,""],resize_as_:[71,7,1,""],retain_grad:[2,7,1,""],rfft:[71,7,1,""],roll:[71,7,1,""],rot90:[71,7,1,""],round:[71,7,1,""],round_:[71,7,1,""],rsqrt:[71,7,1,""],rsqrt_:[71,7,1,""],scatter:[71,7,1,""],scatter_:[71,7,1,""],scatter_add:[71,7,1,""],scatter_add_:[71,7,1,""],select:[71,7,1,""],set_:[71,7,1,""],share_memory_:[71,7,1,""],sigmoid:[71,7,1,""],sigmoid_:[71,7,1,""],sign:[71,7,1,""],sign_:[71,7,1,""],sin:[71,7,1,""],sin_:[71,7,1,""],sinh:[71,7,1,""],sinh_:[71,7,1,""],size:[71,7,1,""],slogdet:[71,7,1,""],solve:[71,7,1,""],sort:[71,7,1,""],sparse_dim:[71,7,1,""],sparse_mask:[71,7,1,""],split:[71,7,1,""],sqrt:[71,7,1,""],sqrt_:[71,7,1,""],square:[71,7,1,""],square_:[71,7,1,""],squeeze:[71,7,1,""],squeeze_:[71,7,1,""],std:[71,7,1,""],stft:[71,7,1,""],storage:[71,7,1,""],storage_offset:[71,7,1,""],storage_type:[71,7,1,""],stride:[71,7,1,""],sub:[71,7,1,""],sub_:[71,7,1,""],sum:[71,7,1,""],sum_to_size:[71,7,1,""],svd:[71,7,1,""],symeig:[71,7,1,""],t:[71,7,1,""],t_:[71,7,1,""],take:[71,7,1,""],tan:[71,7,1,""],tan_:[71,7,1,""],tanh:[71,7,1,""],tanh_:[71,7,1,""],to:[71,7,1,""],to_mkldnn:[71,7,1,""],to_sparse:[71,7,1,""],tolist:[71,7,1,""],topk:[71,7,1,""],trace:[71,7,1,""],transpose:[71,7,1,""],transpose_:[71,7,1,""],triangular_solve:[71,7,1,""],tril:[71,7,1,""],tril_:[71,7,1,""],triu:[71,7,1,""],triu_:[71,7,1,""],trunc:[71,7,1,""],trunc_:[71,7,1,""],type:[71,7,1,""],type_as:[71,7,1,""],unbind:[71,7,1,""],unflatten:[28,7,1,""],unfold:[71,7,1,""],uniform_:[71,7,1,""],unique:[71,7,1,""],unique_consecutive:[71,7,1,""],unsqueeze:[71,7,1,""],unsqueeze_:[71,7,1,""],values:[71,7,1,""],view:[71,7,1,""],view_as:[71,7,1,""],where:[71,7,1,""],zero_:[71,7,1,""]},"torch._C":{Generator:[72,6,1,""]},"torch._C.Generator":{device:[72,8,1,""],get_state:[72,7,1,""],initial_seed:[72,7,1,""],manual_seed:[72,7,1,""],seed:[72,7,1,""],set_state:[72,7,1,""]},"torch.__config__":{parallel_info:[0,9,1,""],show:[0,9,1,""]},"torch.autograd":{Function:[2,6,1,""],backward:[2,9,1,""],detect_anomaly:[2,6,1,""],enable_grad:[2,6,1,""],grad:[2,9,1,""],gradcheck:[2,9,1,""],gradgradcheck:[2,9,1,""],no_grad:[2,6,1,""],set_detect_anomaly:[2,6,1,""],set_grad_enabled:[2,6,1,""]},"torch.autograd.Function":{backward:[2,7,1,""],forward:[2,7,1,""]},"torch.autograd.function":{_ContextMethodMixin:[2,6,1,""]},"torch.autograd.function._ContextMethodMixin":{mark_dirty:[2,7,1,""],mark_non_differentiable:[2,7,1,""],save_for_backward:[2,7,1,""]},"torch.autograd.profiler":{emit_nvtx:[2,6,1,""],load_nvprof:[2,9,1,""],profile:[2,6,1,""],record_function:[2,6,1,""]},"torch.autograd.profiler.profile":{export_chrome_trace:[2,7,1,""],key_averages:[2,7,1,""],self_cpu_time_total:[2,7,1,""],table:[2,7,1,""],total_average:[2,7,1,""]},"torch.cuda":{Event:[9,6,1,""],Stream:[9,6,1,""],amp:[1,5,0,"-"],current_blas_handle:[9,9,1,""],current_device:[9,9,1,""],current_stream:[9,9,1,""],default_stream:[9,9,1,""],device:[9,6,1,""],device_count:[9,9,1,""],device_of:[9,6,1,""],empty_cache:[9,9,1,""],get_device_capability:[9,9,1,""],get_device_name:[9,9,1,""],get_rng_state:[9,9,1,""],get_rng_state_all:[9,9,1,""],init:[9,9,1,""],initial_seed:[9,9,1,""],ipc_collect:[9,9,1,""],is_available:[9,9,1,""],is_initialized:[9,9,1,""],manual_seed:[9,9,1,""],manual_seed_all:[9,9,1,""],max_memory_allocated:[9,9,1,""],max_memory_cached:[9,9,1,""],max_memory_reserved:[9,9,1,""],memory_allocated:[9,9,1,""],memory_cached:[9,9,1,""],memory_reserved:[9,9,1,""],memory_snapshot:[9,9,1,""],memory_stats:[9,9,1,""],memory_summary:[9,9,1,""],reset_max_memory_allocated:[9,9,1,""],reset_max_memory_cached:[9,9,1,""],seed:[9,9,1,""],seed_all:[9,9,1,""],set_device:[9,9,1,""],set_rng_state:[9,9,1,""],set_rng_state_all:[9,9,1,""],stream:[9,9,1,""],synchronize:[9,9,1,""]},"torch.cuda.Event":{elapsed_time:[9,7,1,""],from_ipc_handle:[9,7,1,""],ipc_handle:[9,7,1,""],query:[9,7,1,""],record:[9,7,1,""],synchronize:[9,7,1,""],wait:[9,7,1,""]},"torch.cuda.Stream":{query:[9,7,1,""],record_event:[9,7,1,""],synchronize:[9,7,1,""],wait_event:[9,7,1,""],wait_stream:[9,7,1,""]},"torch.cuda.amp":{GradScaler:[1,6,1,""]},"torch.cuda.amp.GradScaler":{get_backoff_factor:[1,7,1,""],get_growth_factor:[1,7,1,""],get_growth_interval:[1,7,1,""],get_scale:[1,7,1,""],is_enabled:[1,7,1,""],load_state_dict:[1,7,1,""],scale:[1,7,1,""],set_backoff_factor:[1,7,1,""],set_growth_factor:[1,7,1,""],set_growth_interval:[1,7,1,""],state_dict:[1,7,1,""],step:[1,7,1,""],unscale_:[1,7,1,""],update:[1,7,1,""]},"torch.cuda.comm":{broadcast:[9,9,1,""],broadcast_coalesced:[9,9,1,""],gather:[9,9,1,""],reduce_add:[9,9,1,""],scatter:[9,9,1,""]},"torch.cuda.nvtx":{mark:[9,9,1,""],range_pop:[9,9,1,""],range_push:[9,9,1,""]},"torch.distributed":{Backend:[15,6,1,""],ReduceOp:[15,6,1,""],all_gather:[15,9,1,""],all_gather_multigpu:[15,9,1,""],all_reduce:[15,9,1,""],all_reduce_multigpu:[15,9,1,""],autograd:[65,5,0,"-"],barrier:[15,9,1,""],broadcast:[15,9,1,""],broadcast_multigpu:[15,9,1,""],gather:[15,9,1,""],get_backend:[15,9,1,""],get_rank:[15,9,1,""],get_world_size:[15,9,1,""],init_process_group:[15,9,1,""],irecv:[15,9,1,""],is_initialized:[15,9,1,""],is_mpi_available:[15,9,1,""],is_nccl_available:[15,9,1,""],isend:[15,9,1,""],launch:[15,5,0,"-"],new_group:[15,9,1,""],optim:[65,5,0,"-"],recv:[15,9,1,""],reduce:[15,9,1,""],reduce_multigpu:[15,9,1,""],reduce_op:[15,6,1,""],rpc:[65,5,0,"-"],scatter:[15,9,1,""],send:[15,9,1,""]},"torch.distributed.autograd":{backward:[65,9,1,""],context:[65,6,1,""],get_gradients:[65,9,1,""]},"torch.distributed.optim":{DistributedOptimizer:[65,6,1,""]},"torch.distributed.optim.DistributedOptimizer":{step:[65,7,1,""]},"torch.distributed.rpc":{RRef:[65,6,1,""],RpcBackendOptions:[65,6,1,""],WorkerInfo:[65,6,1,""],get_worker_info:[65,9,1,""],init_rpc:[65,9,1,""],remote:[65,9,1,""],rpc_async:[65,9,1,""],rpc_sync:[65,9,1,""],shutdown:[65,9,1,""]},"torch.distributed.rpc.RRef":{is_owner:[65,7,1,""],local_value:[65,7,1,""],owner:[65,7,1,""],to_here:[65,7,1,""]},"torch.distributed.rpc.RpcBackendOptions":{init_method:[65,7,1,""],rpc_timeout:[65,7,1,""]},"torch.distributed.rpc.WorkerInfo":{id:[65,7,1,""],name:[65,7,1,""]},"torch.distributions":{constraint_registry:[16,5,0,"-"],constraints:[16,5,0,"-"],kl:[16,5,0,"-"],transforms:[16,5,0,"-"]},"torch.distributions.bernoulli":{Bernoulli:[16,6,1,""]},"torch.distributions.bernoulli.Bernoulli":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],enumerate_support:[16,7,1,""],expand:[16,7,1,""],has_enumerate_support:[16,8,1,""],log_prob:[16,7,1,""],logits:[16,8,1,""],mean:[16,7,1,""],param_shape:[16,7,1,""],probs:[16,8,1,""],sample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.beta":{Beta:[16,6,1,""]},"torch.distributions.beta.Beta":{arg_constraints:[16,8,1,""],concentration0:[16,7,1,""],concentration1:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.binomial":{Binomial:[16,6,1,""]},"torch.distributions.binomial.Binomial":{arg_constraints:[16,8,1,""],enumerate_support:[16,7,1,""],expand:[16,7,1,""],has_enumerate_support:[16,8,1,""],log_prob:[16,7,1,""],logits:[16,8,1,""],mean:[16,7,1,""],param_shape:[16,7,1,""],probs:[16,8,1,""],sample:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.categorical":{Categorical:[16,6,1,""]},"torch.distributions.categorical.Categorical":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],enumerate_support:[16,7,1,""],expand:[16,7,1,""],has_enumerate_support:[16,8,1,""],log_prob:[16,7,1,""],logits:[16,8,1,""],mean:[16,7,1,""],param_shape:[16,7,1,""],probs:[16,8,1,""],sample:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.cauchy":{Cauchy:[16,6,1,""]},"torch.distributions.cauchy.Cauchy":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.chi2":{Chi2:[16,6,1,""]},"torch.distributions.chi2.Chi2":{arg_constraints:[16,8,1,""],df:[16,7,1,""],expand:[16,7,1,""]},"torch.distributions.constraint_registry":{ConstraintRegistry:[16,6,1,""]},"torch.distributions.constraint_registry.ConstraintRegistry":{register:[16,7,1,""]},"torch.distributions.constraints":{Constraint:[16,6,1,""],cat:[16,8,1,""],dependent_property:[16,8,1,""],greater_than:[16,8,1,""],greater_than_eq:[16,8,1,""],half_open_interval:[16,8,1,""],integer_interval:[16,8,1,""],interval:[16,8,1,""],less_than:[16,8,1,""],stack:[16,8,1,""]},"torch.distributions.constraints.Constraint":{check:[16,7,1,""]},"torch.distributions.dirichlet":{Dirichlet:[16,6,1,""]},"torch.distributions.dirichlet.Dirichlet":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.distribution":{Distribution:[16,6,1,""]},"torch.distributions.distribution.Distribution":{arg_constraints:[16,7,1,""],batch_shape:[16,7,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],enumerate_support:[16,7,1,""],event_shape:[16,7,1,""],expand:[16,7,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],perplexity:[16,7,1,""],rsample:[16,7,1,""],sample:[16,7,1,""],sample_n:[16,7,1,""],stddev:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.exp_family":{ExponentialFamily:[16,6,1,""]},"torch.distributions.exp_family.ExponentialFamily":{entropy:[16,7,1,""]},"torch.distributions.exponential":{Exponential:[16,6,1,""]},"torch.distributions.exponential.Exponential":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],stddev:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.fishersnedecor":{FisherSnedecor:[16,6,1,""]},"torch.distributions.fishersnedecor.FisherSnedecor":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.gamma":{Gamma:[16,6,1,""]},"torch.distributions.gamma.Gamma":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.geometric":{Geometric:[16,6,1,""]},"torch.distributions.geometric.Geometric":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],log_prob:[16,7,1,""],logits:[16,8,1,""],mean:[16,7,1,""],probs:[16,8,1,""],sample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.gumbel":{Gumbel:[16,6,1,""]},"torch.distributions.gumbel.Gumbel":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],stddev:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.half_cauchy":{HalfCauchy:[16,6,1,""]},"torch.distributions.half_cauchy.HalfCauchy":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],scale:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.half_normal":{HalfNormal:[16,6,1,""]},"torch.distributions.half_normal.HalfNormal":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],scale:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.independent":{Independent:[16,6,1,""]},"torch.distributions.independent.Independent":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],enumerate_support:[16,7,1,""],expand:[16,7,1,""],has_enumerate_support:[16,7,1,""],has_rsample:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],sample:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.kl":{kl_divergence:[16,9,1,""],register_kl:[16,9,1,""]},"torch.distributions.laplace":{Laplace:[16,6,1,""]},"torch.distributions.laplace.Laplace":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],stddev:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.log_normal":{LogNormal:[16,6,1,""]},"torch.distributions.log_normal.LogNormal":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],loc:[16,7,1,""],mean:[16,7,1,""],scale:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.lowrank_multivariate_normal":{LowRankMultivariateNormal:[16,6,1,""]},"torch.distributions.lowrank_multivariate_normal.LowRankMultivariateNormal":{arg_constraints:[16,8,1,""],covariance_matrix:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],precision_matrix:[16,8,1,""],rsample:[16,7,1,""],scale_tril:[16,8,1,""],support:[16,8,1,""],variance:[16,8,1,""]},"torch.distributions.mixture_same_family":{MixtureSameFamily:[16,6,1,""]},"torch.distributions.mixture_same_family.MixtureSameFamily":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],component_distribution:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],mixture_distribution:[16,7,1,""],sample:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.multinomial":{Multinomial:[16,6,1,""]},"torch.distributions.multinomial.Multinomial":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],log_prob:[16,7,1,""],logits:[16,7,1,""],mean:[16,7,1,""],param_shape:[16,7,1,""],probs:[16,7,1,""],sample:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.multivariate_normal":{MultivariateNormal:[16,6,1,""]},"torch.distributions.multivariate_normal.MultivariateNormal":{arg_constraints:[16,8,1,""],covariance_matrix:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],precision_matrix:[16,8,1,""],rsample:[16,7,1,""],scale_tril:[16,8,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.negative_binomial":{NegativeBinomial:[16,6,1,""]},"torch.distributions.negative_binomial.NegativeBinomial":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],log_prob:[16,7,1,""],logits:[16,8,1,""],mean:[16,7,1,""],param_shape:[16,7,1,""],probs:[16,8,1,""],sample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.normal":{Normal:[16,6,1,""]},"torch.distributions.normal.Normal":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],sample:[16,7,1,""],stddev:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.one_hot_categorical":{OneHotCategorical:[16,6,1,""]},"torch.distributions.one_hot_categorical.OneHotCategorical":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],enumerate_support:[16,7,1,""],expand:[16,7,1,""],has_enumerate_support:[16,8,1,""],log_prob:[16,7,1,""],logits:[16,7,1,""],mean:[16,7,1,""],param_shape:[16,7,1,""],probs:[16,7,1,""],sample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.pareto":{Pareto:[16,6,1,""]},"torch.distributions.pareto.Pareto":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],mean:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.poisson":{Poisson:[16,6,1,""]},"torch.distributions.poisson.Poisson":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],sample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.relaxed_bernoulli":{LogitRelaxedBernoulli:[16,6,1,""],RelaxedBernoulli:[16,6,1,""]},"torch.distributions.relaxed_bernoulli.LogitRelaxedBernoulli":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],log_prob:[16,7,1,""],logits:[16,8,1,""],param_shape:[16,7,1,""],probs:[16,8,1,""],rsample:[16,7,1,""],support:[16,8,1,""]},"torch.distributions.relaxed_bernoulli.RelaxedBernoulli":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],logits:[16,7,1,""],probs:[16,7,1,""],support:[16,8,1,""],temperature:[16,7,1,""]},"torch.distributions.relaxed_categorical":{RelaxedOneHotCategorical:[16,6,1,""]},"torch.distributions.relaxed_categorical.RelaxedOneHotCategorical":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],logits:[16,7,1,""],probs:[16,7,1,""],support:[16,8,1,""],temperature:[16,7,1,""]},"torch.distributions.studentT":{StudentT:[16,6,1,""]},"torch.distributions.studentT.StudentT":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.distributions.transformed_distribution":{TransformedDistribution:[16,6,1,""]},"torch.distributions.transformed_distribution.TransformedDistribution":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,7,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],rsample:[16,7,1,""],sample:[16,7,1,""],support:[16,7,1,""]},"torch.distributions.transforms":{AbsTransform:[16,6,1,""],AffineTransform:[16,6,1,""],CatTransform:[16,6,1,""],ComposeTransform:[16,6,1,""],ExpTransform:[16,6,1,""],LowerCholeskyTransform:[16,6,1,""],PowerTransform:[16,6,1,""],SigmoidTransform:[16,6,1,""],SoftmaxTransform:[16,6,1,""],StackTransform:[16,6,1,""],StickBreakingTransform:[16,6,1,""],TanhTransform:[16,6,1,""],Transform:[16,6,1,""]},"torch.distributions.transforms.Transform":{inv:[16,7,1,""],log_abs_det_jacobian:[16,7,1,""],sign:[16,7,1,""]},"torch.distributions.uniform":{Uniform:[16,6,1,""]},"torch.distributions.uniform.Uniform":{arg_constraints:[16,8,1,""],cdf:[16,7,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],icdf:[16,7,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],rsample:[16,7,1,""],stddev:[16,7,1,""],support:[16,7,1,""],variance:[16,7,1,""]},"torch.distributions.von_mises":{VonMises:[16,6,1,""]},"torch.distributions.von_mises.VonMises":{arg_constraints:[16,8,1,""],expand:[16,7,1,""],has_rsample:[16,8,1,""],log_prob:[16,7,1,""],mean:[16,7,1,""],sample:[16,7,1,""],support:[16,8,1,""],variance:[16,8,1,""]},"torch.distributions.weibull":{Weibull:[16,6,1,""]},"torch.distributions.weibull.Weibull":{arg_constraints:[16,8,1,""],entropy:[16,7,1,""],expand:[16,7,1,""],mean:[16,7,1,""],support:[16,8,1,""],variance:[16,7,1,""]},"torch.hub":{download_url_to_file:[18,9,1,""],help:[18,9,1,""],list:[18,9,1,""],load:[18,9,1,""],load_state_dict_from_url:[18,9,1,""],set_dir:[18,9,1,""]},"torch.jit":{"export":[20,9,1,""],ScriptFunction:[20,6,1,""],ScriptModule:[20,6,1,""],ignore:[20,9,1,""],load:[20,9,1,""],save:[20,9,1,""],script:[20,9,1,""],trace:[20,9,1,""],trace_module:[20,9,1,""],unsupported_tensor_ops:[24,5,0,"-"],unused:[20,9,1,""]},"torch.jit.ScriptModule":{code:[20,7,1,""],graph:[20,7,1,""],inlined_graph:[20,7,1,""],save:[20,7,1,""]},"torch.multiprocessing":{SpawnContext:[26,6,1,""],get_all_sharing_strategies:[26,9,1,""],get_sharing_strategy:[26,9,1,""],set_sharing_strategy:[26,9,1,""],spawn:[26,9,1,""]},"torch.multiprocessing.SpawnContext":{join:[26,7,1,""]},"torch.nn":{AdaptiveAvgPool1d:[29,6,1,""],AdaptiveAvgPool2d:[29,6,1,""],AdaptiveAvgPool3d:[29,6,1,""],AdaptiveLogSoftmaxWithLoss:[29,6,1,""],AdaptiveMaxPool1d:[29,6,1,""],AdaptiveMaxPool2d:[29,6,1,""],AdaptiveMaxPool3d:[29,6,1,""],AlphaDropout:[29,6,1,""],AvgPool1d:[29,6,1,""],AvgPool2d:[29,6,1,""],AvgPool3d:[29,6,1,""],BCELoss:[29,6,1,""],BCEWithLogitsLoss:[29,6,1,""],BatchNorm1d:[29,6,1,""],BatchNorm2d:[29,6,1,""],BatchNorm3d:[29,6,1,""],Bilinear:[29,6,1,""],CELU:[29,6,1,""],CTCLoss:[29,6,1,""],ConstantPad1d:[29,6,1,""],ConstantPad2d:[29,6,1,""],ConstantPad3d:[29,6,1,""],Conv1d:[29,6,1,""],Conv2d:[29,6,1,""],Conv3d:[29,6,1,""],ConvTranspose1d:[29,6,1,""],ConvTranspose2d:[29,6,1,""],ConvTranspose3d:[29,6,1,""],CosineEmbeddingLoss:[29,6,1,""],CosineSimilarity:[29,6,1,""],CrossEntropyLoss:[29,6,1,""],DataParallel:[29,6,1,""],Dropout2d:[29,6,1,""],Dropout3d:[29,6,1,""],Dropout:[29,6,1,""],ELU:[29,6,1,""],Embedding:[29,6,1,""],EmbeddingBag:[29,6,1,""],Flatten:[29,6,1,""],Fold:[29,6,1,""],FractionalMaxPool2d:[29,6,1,""],GELU:[29,6,1,""],GRU:[29,6,1,""],GRUCell:[29,6,1,""],GroupNorm:[29,6,1,""],Hardshrink:[29,6,1,""],Hardtanh:[29,6,1,""],HingeEmbeddingLoss:[29,6,1,""],Identity:[29,6,1,""],InstanceNorm1d:[29,6,1,""],InstanceNorm2d:[29,6,1,""],InstanceNorm3d:[29,6,1,""],KLDivLoss:[29,6,1,""],L1Loss:[29,6,1,""],LPPool1d:[29,6,1,""],LPPool2d:[29,6,1,""],LSTM:[29,6,1,""],LSTMCell:[29,6,1,""],LayerNorm:[29,6,1,""],LeakyReLU:[29,6,1,""],Linear:[29,6,1,""],LocalResponseNorm:[29,6,1,""],LogSigmoid:[29,6,1,""],LogSoftmax:[29,6,1,""],MSELoss:[29,6,1,""],MarginRankingLoss:[29,6,1,""],MaxPool1d:[29,6,1,""],MaxPool2d:[29,6,1,""],MaxPool3d:[29,6,1,""],MaxUnpool1d:[29,6,1,""],MaxUnpool2d:[29,6,1,""],MaxUnpool3d:[29,6,1,""],Module:[29,6,1,""],ModuleDict:[29,6,1,""],ModuleList:[29,6,1,""],MultiLabelMarginLoss:[29,6,1,""],MultiLabelSoftMarginLoss:[29,6,1,""],MultiMarginLoss:[29,6,1,""],MultiheadAttention:[29,6,1,""],NLLLoss:[29,6,1,""],PReLU:[29,6,1,""],PairwiseDistance:[29,6,1,""],Parameter:[29,6,1,""],ParameterDict:[29,6,1,""],ParameterList:[29,6,1,""],PixelShuffle:[29,6,1,""],PoissonNLLLoss:[29,6,1,""],RNN:[29,6,1,""],RNNBase:[29,6,1,""],RNNCell:[29,6,1,""],RReLU:[29,6,1,""],ReLU6:[29,6,1,""],ReLU:[29,6,1,""],ReflectionPad1d:[29,6,1,""],ReflectionPad2d:[29,6,1,""],ReplicationPad1d:[29,6,1,""],ReplicationPad2d:[29,6,1,""],ReplicationPad3d:[29,6,1,""],SELU:[29,6,1,""],Sequential:[29,6,1,""],Sigmoid:[29,6,1,""],SmoothL1Loss:[29,6,1,""],SoftMarginLoss:[29,6,1,""],Softmax2d:[29,6,1,""],Softmax:[29,6,1,""],Softmin:[29,6,1,""],Softplus:[29,6,1,""],Softshrink:[29,6,1,""],Softsign:[29,6,1,""],SyncBatchNorm:[29,6,1,""],Tanh:[29,6,1,""],Tanhshrink:[29,6,1,""],Threshold:[29,6,1,""],Transformer:[29,6,1,""],TransformerDecoder:[29,6,1,""],TransformerDecoderLayer:[29,6,1,""],TransformerEncoder:[29,6,1,""],TransformerEncoderLayer:[29,6,1,""],TripletMarginLoss:[29,6,1,""],Unfold:[29,6,1,""],Upsample:[29,6,1,""],UpsamplingBilinear2d:[29,6,1,""],UpsamplingNearest2d:[29,6,1,""],ZeroPad2d:[29,6,1,""],intrinsic:[63,5,0,"-"],qat:[63,5,0,"-"],quantized:[63,5,0,"-"]},"torch.nn.AdaptiveLogSoftmaxWithLoss":{log_prob:[29,7,1,""],predict:[29,7,1,""]},"torch.nn.Embedding":{from_pretrained:[29,7,1,""]},"torch.nn.EmbeddingBag":{from_pretrained:[29,7,1,""]},"torch.nn.Module":{"double":[29,7,1,""],"float":[29,7,1,""],add_module:[29,7,1,""],apply:[29,7,1,""],bfloat16:[29,7,1,""],buffers:[29,7,1,""],children:[29,7,1,""],cpu:[29,7,1,""],cuda:[29,7,1,""],dump_patches:[29,8,1,""],eval:[29,7,1,""],extra_repr:[29,7,1,""],forward:[29,7,1,""],half:[29,7,1,""],load_state_dict:[29,7,1,""],modules:[29,7,1,""],named_buffers:[29,7,1,""],named_children:[29,7,1,""],named_modules:[29,7,1,""],named_parameters:[29,7,1,""],parameters:[29,7,1,""],register_backward_hook:[29,7,1,""],register_buffer:[29,7,1,""],register_forward_hook:[29,7,1,""],register_forward_pre_hook:[29,7,1,""],register_parameter:[29,7,1,""],requires_grad_:[29,7,1,""],state_dict:[29,7,1,""],to:[29,7,1,""],train:[29,7,1,""],type:[29,7,1,""],zero_grad:[29,7,1,""]},"torch.nn.ModuleDict":{clear:[29,7,1,""],items:[29,7,1,""],keys:[29,7,1,""],pop:[29,7,1,""],update:[29,7,1,""],values:[29,7,1,""]},"torch.nn.ModuleList":{append:[29,7,1,""],extend:[29,7,1,""],insert:[29,7,1,""]},"torch.nn.MultiheadAttention":{forward:[29,7,1,""]},"torch.nn.ParameterDict":{clear:[29,7,1,""],items:[29,7,1,""],keys:[29,7,1,""],pop:[29,7,1,""],update:[29,7,1,""],values:[29,7,1,""]},"torch.nn.ParameterList":{append:[29,7,1,""],extend:[29,7,1,""]},"torch.nn.RNNBase":{flatten_parameters:[29,7,1,""]},"torch.nn.SyncBatchNorm":{convert_sync_batchnorm:[29,7,1,""]},"torch.nn.Transformer":{forward:[29,7,1,""],generate_square_subsequent_mask:[29,7,1,""]},"torch.nn.TransformerDecoder":{forward:[29,7,1,""]},"torch.nn.TransformerDecoderLayer":{forward:[29,7,1,""]},"torch.nn.TransformerEncoder":{forward:[29,7,1,""]},"torch.nn.TransformerEncoderLayer":{forward:[29,7,1,""]},"torch.nn.functional":{adaptive_avg_pool1d:[30,9,1,""],adaptive_avg_pool2d:[30,9,1,""],adaptive_avg_pool3d:[30,9,1,""],adaptive_max_pool1d:[30,9,1,""],adaptive_max_pool2d:[30,9,1,""],adaptive_max_pool3d:[30,9,1,""],affine_grid:[30,9,1,""],alpha_dropout:[30,9,1,""],avg_pool1d:[30,9,1,""],avg_pool2d:[30,9,1,""],avg_pool3d:[30,9,1,""],batch_norm:[30,9,1,""],bilinear:[30,9,1,""],binary_cross_entropy:[30,9,1,""],binary_cross_entropy_with_logits:[30,9,1,""],celu:[30,9,1,""],conv1d:[30,9,1,""],conv2d:[30,9,1,""],conv3d:[30,9,1,""],conv_transpose1d:[30,9,1,""],conv_transpose2d:[30,9,1,""],conv_transpose3d:[30,9,1,""],cosine_embedding_loss:[30,9,1,""],cosine_similarity:[30,9,1,""],cross_entropy:[30,9,1,""],ctc_loss:[30,9,1,""],dropout2d:[30,9,1,""],dropout3d:[30,9,1,""],dropout:[30,9,1,""],elu:[30,9,1,""],elu_:[30,9,1,""],embedding:[30,9,1,""],embedding_bag:[30,9,1,""],fold:[30,9,1,""],gelu:[30,9,1,""],glu:[30,9,1,""],grid_sample:[30,9,1,""],gumbel_softmax:[30,9,1,""],hardshrink:[30,9,1,""],hardtanh:[30,9,1,""],hardtanh_:[30,9,1,""],hinge_embedding_loss:[30,9,1,""],instance_norm:[30,9,1,""],interpolate:[30,9,1,""],kl_div:[30,9,1,""],l1_loss:[30,9,1,""],layer_norm:[30,9,1,""],leaky_relu:[30,9,1,""],leaky_relu_:[30,9,1,""],linear:[30,9,1,""],local_response_norm:[30,9,1,""],log_softmax:[30,9,1,""],logsigmoid:[30,9,1,""],lp_pool1d:[30,9,1,""],lp_pool2d:[30,9,1,""],margin_ranking_loss:[30,9,1,""],max_pool1d:[30,9,1,""],max_pool2d:[30,9,1,""],max_pool3d:[30,9,1,""],max_unpool1d:[30,9,1,""],max_unpool2d:[30,9,1,""],max_unpool3d:[30,9,1,""],mse_loss:[30,9,1,""],multi_margin_loss:[30,9,1,""],multilabel_margin_loss:[30,9,1,""],multilabel_soft_margin_loss:[30,9,1,""],nll_loss:[30,9,1,""],normalize:[30,9,1,""],one_hot:[30,9,1,""],pad:[30,9,1,""],pairwise_distance:[30,9,1,""],pdist:[30,9,1,""],pixel_shuffle:[30,9,1,""],poisson_nll_loss:[30,9,1,""],prelu:[30,9,1,""],relu6:[30,9,1,""],relu:[30,9,1,""],relu_:[30,9,1,""],rrelu:[30,9,1,""],rrelu_:[30,9,1,""],selu:[30,9,1,""],sigmoid:[30,9,1,""],smooth_l1_loss:[30,9,1,""],soft_margin_loss:[30,9,1,""],softmax:[30,9,1,""],softmin:[30,9,1,""],softplus:[30,9,1,""],softshrink:[30,9,1,""],softsign:[30,9,1,""],tanh:[30,9,1,""],tanhshrink:[30,9,1,""],threshold:[30,9,1,""],threshold_:[30,9,1,""],triplet_margin_loss:[30,9,1,""],unfold:[30,9,1,""],upsample:[30,9,1,""],upsample_bilinear:[30,9,1,""],upsample_nearest:[30,9,1,""]},"torch.nn.init":{calculate_gain:[31,9,1,""],constant_:[31,9,1,""],dirac_:[31,9,1,""],eye_:[31,9,1,""],kaiming_normal_:[31,9,1,""],kaiming_uniform_:[31,9,1,""],normal_:[31,9,1,""],ones_:[31,9,1,""],orthogonal_:[31,9,1,""],sparse_:[31,9,1,""],uniform_:[31,9,1,""],xavier_normal_:[31,9,1,""],xavier_uniform_:[31,9,1,""],zeros_:[31,9,1,""]},"torch.nn.intrinsic":{ConvBn2d:[63,6,1,""],ConvBnReLU2d:[63,6,1,""],ConvReLU2d:[63,6,1,""],ConvReLU3d:[63,6,1,""],LinearReLU:[63,6,1,""],qat:[63,5,0,"-"],quantized:[63,5,0,"-"]},"torch.nn.intrinsic.qat":{ConvBn2d:[63,6,1,""],ConvBnReLU2d:[63,6,1,""],ConvReLU2d:[63,6,1,""],LinearReLU:[63,6,1,""]},"torch.nn.intrinsic.quantized":{ConvReLU2d:[63,6,1,""],ConvReLU3d:[63,6,1,""],LinearReLU:[63,6,1,""]},"torch.nn.parallel":{DistributedDataParallel:[29,6,1,""],data_parallel:[30,9,1,""]},"torch.nn.parallel.DistributedDataParallel":{no_sync:[29,7,1,""]},"torch.nn.qat":{Conv2d:[63,6,1,""],Linear:[63,6,1,""]},"torch.nn.qat.Conv2d":{from_float:[63,7,1,""]},"torch.nn.qat.Linear":{from_float:[63,7,1,""]},"torch.nn.quantized":{Conv2d:[63,6,1,""],Conv3d:[63,6,1,""],DeQuantize:[63,6,1,""],FloatFunctional:[63,6,1,""],Linear:[63,6,1,""],QFunctional:[63,6,1,""],Quantize:[63,6,1,""],ReLU6:[63,6,1,""],ReLU:[63,6,1,""],dynamic:[63,5,0,"-"],functional:[63,5,0,"-"]},"torch.nn.quantized.Conv2d":{from_float:[63,7,1,""]},"torch.nn.quantized.Conv3d":{from_float:[63,7,1,""]},"torch.nn.quantized.Linear":{from_float:[63,7,1,""]},"torch.nn.quantized.dynamic":{LSTM:[63,6,1,""],Linear:[63,6,1,""]},"torch.nn.quantized.dynamic.Linear":{from_float:[63,7,1,""]},"torch.nn.quantized.functional":{adaptive_avg_pool2d:[63,9,1,""],avg_pool2d:[63,9,1,""],conv2d:[63,9,1,""],conv3d:[63,9,1,""],interpolate:[63,9,1,""],linear:[63,9,1,""],max_pool2d:[63,9,1,""],relu:[63,9,1,""],upsample:[63,9,1,""],upsample_bilinear:[63,9,1,""],upsample_nearest:[63,9,1,""]},"torch.nn.utils":{clip_grad_norm_:[29,9,1,""],clip_grad_value_:[29,9,1,""],parameters_to_vector:[29,9,1,""],remove_spectral_norm:[29,9,1,""],remove_weight_norm:[29,9,1,""],spectral_norm:[29,9,1,""],vector_to_parameters:[29,9,1,""],weight_norm:[29,9,1,""]},"torch.nn.utils.prune":{BasePruningMethod:[29,6,1,""],CustomFromMask:[29,6,1,""],Identity:[29,6,1,""],L1Unstructured:[29,6,1,""],LnStructured:[29,6,1,""],PruningContainer:[29,6,1,""],RandomStructured:[29,6,1,""],RandomUnstructured:[29,6,1,""],custom_from_mask:[29,9,1,""],global_unstructured:[29,9,1,""],identity:[29,9,1,""],is_pruned:[29,9,1,""],l1_unstructured:[29,9,1,""],ln_structured:[29,9,1,""],random_structured:[29,9,1,""],random_unstructured:[29,9,1,""],remove:[29,9,1,""]},"torch.nn.utils.prune.BasePruningMethod":{apply:[29,7,1,""],apply_mask:[29,7,1,""],compute_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.CustomFromMask":{apply:[29,7,1,""],apply_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.Identity":{apply:[29,7,1,""],apply_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.L1Unstructured":{apply:[29,7,1,""],apply_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.LnStructured":{apply:[29,7,1,""],apply_mask:[29,7,1,""],compute_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.PruningContainer":{add_pruning_method:[29,7,1,""],apply:[29,7,1,""],apply_mask:[29,7,1,""],compute_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.RandomStructured":{apply:[29,7,1,""],apply_mask:[29,7,1,""],compute_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.prune.RandomUnstructured":{apply:[29,7,1,""],apply_mask:[29,7,1,""],prune:[29,7,1,""],remove:[29,7,1,""]},"torch.nn.utils.rnn":{PackedSequence:[29,9,1,""],pack_padded_sequence:[29,9,1,""],pack_sequence:[29,9,1,""],pad_packed_sequence:[29,9,1,""],pad_sequence:[29,9,1,""]},"torch.onnx":{"export":[47,9,1,""],is_in_onnx_export:[47,9,1,""],register_custom_op_symbolic:[47,9,1,""],set_training:[47,9,1,""]},"torch.onnx.operators":{shape_as_tensor:[47,9,1,""]},"torch.optim":{ASGD:[48,6,1,""],Adadelta:[48,6,1,""],Adagrad:[48,6,1,""],Adam:[48,6,1,""],AdamW:[48,6,1,""],Adamax:[48,6,1,""],LBFGS:[48,6,1,""],Optimizer:[48,6,1,""],RMSprop:[48,6,1,""],Rprop:[48,6,1,""],SGD:[48,6,1,""],SparseAdam:[48,6,1,""]},"torch.optim.ASGD":{step:[48,7,1,""]},"torch.optim.Adadelta":{step:[48,7,1,""]},"torch.optim.Adagrad":{step:[48,7,1,""]},"torch.optim.Adam":{step:[48,7,1,""]},"torch.optim.AdamW":{step:[48,7,1,""]},"torch.optim.Adamax":{step:[48,7,1,""]},"torch.optim.LBFGS":{step:[48,7,1,""]},"torch.optim.Optimizer":{add_param_group:[48,7,1,""],load_state_dict:[48,7,1,""],state_dict:[48,7,1,""],step:[48,7,1,""],zero_grad:[48,7,1,""]},"torch.optim.RMSprop":{step:[48,7,1,""]},"torch.optim.Rprop":{step:[48,7,1,""]},"torch.optim.SGD":{step:[48,7,1,""]},"torch.optim.SparseAdam":{step:[48,7,1,""]},"torch.optim.lr_scheduler":{CosineAnnealingLR:[48,6,1,""],CosineAnnealingWarmRestarts:[48,6,1,""],CyclicLR:[48,6,1,""],ExponentialLR:[48,6,1,""],LambdaLR:[48,6,1,""],MultiStepLR:[48,6,1,""],MultiplicativeLR:[48,6,1,""],OneCycleLR:[48,6,1,""],ReduceLROnPlateau:[48,6,1,""],StepLR:[48,6,1,""]},"torch.optim.lr_scheduler.CosineAnnealingWarmRestarts":{step:[48,7,1,""]},"torch.optim.lr_scheduler.CyclicLR":{get_lr:[48,7,1,""]},"torch.optim.lr_scheduler.LambdaLR":{load_state_dict:[48,7,1,""],state_dict:[48,7,1,""]},"torch.optim.lr_scheduler.MultiplicativeLR":{load_state_dict:[48,7,1,""],state_dict:[48,7,1,""]},"torch.quantization":{DeQuantStub:[63,6,1,""],FakeQuantize:[63,6,1,""],HistogramObserver:[63,6,1,""],MinMaxObserver:[63,6,1,""],MovingAverageMinMaxObserver:[63,6,1,""],MovingAveragePerChannelMinMaxObserver:[63,6,1,""],NoopObserver:[63,6,1,""],PerChannelMinMaxObserver:[63,6,1,""],QConfig:[63,6,1,""],QConfigDynamic:[63,6,1,""],QuantStub:[63,6,1,""],QuantWrapper:[63,6,1,""],RecordingObserver:[63,6,1,""],add_observer_:[63,9,1,""],add_quant_dequant:[63,9,1,""],convert:[63,9,1,""],default_eval_fn:[63,9,1,""],fuse_modules:[63,9,1,""],get_observer_dict:[63,9,1,""],prepare:[63,9,1,""],prepare_qat:[63,9,1,""],propagate_qconfig_:[63,9,1,""],quantize:[63,9,1,""],quantize_dynamic:[63,9,1,""],quantize_qat:[63,9,1,""],swap_module:[63,9,1,""]},"torch.quasirandom":{SobolEngine:[72,6,1,""]},"torch.quasirandom.SobolEngine":{draw:[72,7,1,""],fast_forward:[72,7,1,""],reset:[72,7,1,""]},"torch.random":{fork_rng:[64,9,1,""],get_rng_state:[64,9,1,""],initial_seed:[64,9,1,""],manual_seed:[64,9,1,""],seed:[64,9,1,""],set_rng_state:[64,9,1,""]},"torch.sparse":{FloatTensor:[66,6,1,""],addmm:[66,9,1,""],mm:[66,9,1,""],sum:[66,9,1,""]},"torch.sparse.FloatTensor":{_indices:[66,7,1,""],_nnz:[66,7,1,""],_values:[66,7,1,""],add:[66,7,1,""],add_:[66,7,1,""],clone:[66,7,1,""],coalesce:[66,7,1,""],dim:[66,7,1,""],div:[66,7,1,""],div_:[66,7,1,""],get_device:[66,7,1,""],hspmm:[66,7,1,""],is_coalesced:[66,7,1,""],mm:[66,7,1,""],mul:[66,7,1,""],mul_:[66,7,1,""],narrow_copy:[66,7,1,""],resizeAs_:[66,7,1,""],size:[66,7,1,""],spadd:[66,7,1,""],spmm:[66,7,1,""],sspaddmm:[66,7,1,""],sspmm:[66,7,1,""],sub:[66,7,1,""],sub_:[66,7,1,""],t_:[66,7,1,""],to_dense:[66,7,1,""],transpose:[66,7,1,""],transpose_:[66,7,1,""],zero_:[66,7,1,""]},"torch.torch":{default_generator:[72,8,1,""],device:[68,6,1,""],dtype:[68,6,1,""],finfo:[80,6,1,""],iinfo:[80,6,1,""],layout:[68,6,1,""]},"torch.utils":{data:[14,5,0,"-"],model_zoo:[25,5,0,"-"]},"torch.utils.checkpoint":{checkpoint:[4,9,1,""],checkpoint_sequential:[4,9,1,""]},"torch.utils.cpp_extension":{BuildExtension:[8,9,1,""],CUDAExtension:[8,9,1,""],CppExtension:[8,9,1,""],check_compiler_abi_compatibility:[8,9,1,""],include_paths:[8,9,1,""],load:[8,9,1,""],load_inline:[8,9,1,""],verify_ninja_availability:[8,9,1,""]},"torch.utils.data":{BatchSampler:[14,6,1,""],ChainDataset:[14,6,1,""],ConcatDataset:[14,6,1,""],DataLoader:[14,6,1,""],Dataset:[14,6,1,""],IterableDataset:[14,6,1,""],RandomSampler:[14,6,1,""],Sampler:[14,6,1,""],SequentialSampler:[14,6,1,""],Subset:[14,6,1,""],SubsetRandomSampler:[14,6,1,""],TensorDataset:[14,6,1,""],WeightedRandomSampler:[14,6,1,""],get_worker_info:[14,9,1,""],random_split:[14,9,1,""]},"torch.utils.data.distributed":{DistributedSampler:[14,6,1,""]},"torch.utils.dlpack":{from_dlpack:[17,9,1,""],to_dlpack:[17,9,1,""]},"torch.utils.model_zoo":{load_url:[25,9,1,""]},"torch.utils.tensorboard.writer":{SummaryWriter:[70,6,1,""]},"torch.utils.tensorboard.writer.SummaryWriter":{__init__:[70,7,1,""],add_audio:[70,7,1,""],add_custom_scalars:[70,7,1,""],add_embedding:[70,7,1,""],add_figure:[70,7,1,""],add_graph:[70,7,1,""],add_histogram:[70,7,1,""],add_hparams:[70,7,1,""],add_image:[70,7,1,""],add_images:[70,7,1,""],add_mesh:[70,7,1,""],add_pr_curve:[70,7,1,""],add_scalar:[70,7,1,""],add_scalars:[70,7,1,""],add_text:[70,7,1,""],add_video:[70,7,1,""],close:[70,7,1,""],flush:[70,7,1,""]},"torchvision.datasets":{CIFAR100:[73,6,1,""],CIFAR10:[73,6,1,""],Cityscapes:[73,6,1,""],CocoCaptions:[73,6,1,""],CocoDetection:[73,6,1,""],DatasetFolder:[73,6,1,""],EMNIST:[73,6,1,""],FakeData:[73,6,1,""],FashionMNIST:[73,6,1,""],Flickr30k:[73,6,1,""],Flickr8k:[73,6,1,""],HMDB51:[73,6,1,""],ImageFolder:[73,6,1,""],ImageNet:[73,6,1,""],KMNIST:[73,6,1,""],Kinetics400:[73,6,1,""],LSUN:[73,6,1,""],MNIST:[73,6,1,""],PhotoTour:[73,6,1,""],QMNIST:[73,6,1,""],SBDataset:[73,6,1,""],SBU:[73,6,1,""],STL10:[73,6,1,""],SVHN:[73,6,1,""],UCF101:[73,6,1,""],USPS:[73,6,1,""],VOCDetection:[73,6,1,""],VOCSegmentation:[73,6,1,""]},"torchvision.datasets.CIFAR10":{__getitem__:[73,7,1,""]},"torchvision.datasets.Cityscapes":{__getitem__:[73,7,1,""]},"torchvision.datasets.CocoCaptions":{__getitem__:[73,7,1,""]},"torchvision.datasets.CocoDetection":{__getitem__:[73,7,1,""]},"torchvision.datasets.DatasetFolder":{__getitem__:[73,7,1,""]},"torchvision.datasets.Flickr30k":{__getitem__:[73,7,1,""]},"torchvision.datasets.Flickr8k":{__getitem__:[73,7,1,""]},"torchvision.datasets.ImageFolder":{__getitem__:[73,7,1,""]},"torchvision.datasets.LSUN":{__getitem__:[73,7,1,""]},"torchvision.datasets.PhotoTour":{__getitem__:[73,7,1,""]},"torchvision.datasets.SBU":{__getitem__:[73,7,1,""]},"torchvision.datasets.STL10":{__getitem__:[73,7,1,""]},"torchvision.datasets.SVHN":{__getitem__:[73,7,1,""]},"torchvision.datasets.USPS":{__getitem__:[73,7,1,""]},"torchvision.datasets.VOCDetection":{__getitem__:[73,7,1,""]},"torchvision.datasets.VOCSegmentation":{__getitem__:[73,7,1,""]},"torchvision.io":{read_video:[75,9,1,""],read_video_timestamps:[75,9,1,""],write_video:[75,9,1,""]},"torchvision.models":{alexnet:[76,9,1,""],densenet121:[76,9,1,""],densenet161:[76,9,1,""],densenet169:[76,9,1,""],densenet201:[76,9,1,""],googlenet:[76,9,1,""],inception_v3:[76,9,1,""],mnasnet0_5:[76,9,1,""],mnasnet0_75:[76,9,1,""],mnasnet1_0:[76,9,1,""],mnasnet1_3:[76,9,1,""],mobilenet_v2:[76,9,1,""],resnet101:[76,9,1,""],resnet152:[76,9,1,""],resnet18:[76,9,1,""],resnet34:[76,9,1,""],resnet50:[76,9,1,""],resnext101_32x8d:[76,9,1,""],resnext50_32x4d:[76,9,1,""],shufflenet_v2_x0_5:[76,9,1,""],shufflenet_v2_x1_0:[76,9,1,""],shufflenet_v2_x1_5:[76,9,1,""],shufflenet_v2_x2_0:[76,9,1,""],squeezenet1_0:[76,9,1,""],squeezenet1_1:[76,9,1,""],vgg11:[76,9,1,""],vgg11_bn:[76,9,1,""],vgg13:[76,9,1,""],vgg13_bn:[76,9,1,""],vgg16:[76,9,1,""],vgg16_bn:[76,9,1,""],vgg19:[76,9,1,""],vgg19_bn:[76,9,1,""],wide_resnet101_2:[76,9,1,""],wide_resnet50_2:[76,9,1,""]},"torchvision.models.detection":{fasterrcnn_resnet50_fpn:[76,9,1,""],keypointrcnn_resnet50_fpn:[76,9,1,""],maskrcnn_resnet50_fpn:[76,9,1,""]},"torchvision.models.segmentation":{deeplabv3_resnet101:[76,9,1,""],deeplabv3_resnet50:[76,9,1,""],fcn_resnet101:[76,9,1,""],fcn_resnet50:[76,9,1,""]},"torchvision.models.video":{mc3_18:[76,9,1,""],r2plus1d_18:[76,9,1,""],r3d_18:[76,9,1,""]},"torchvision.ops":{RoIAlign:[77,6,1,""],RoIPool:[77,6,1,""],nms:[77,9,1,""],roi_align:[77,9,1,""],roi_pool:[77,9,1,""]},"torchvision.transforms":{CenterCrop:[78,6,1,""],ColorJitter:[78,6,1,""],Compose:[78,6,1,""],FiveCrop:[78,6,1,""],Grayscale:[78,6,1,""],Lambda:[78,6,1,""],LinearTransformation:[78,6,1,""],Normalize:[78,6,1,""],Pad:[78,6,1,""],RandomAffine:[78,6,1,""],RandomApply:[78,6,1,""],RandomChoice:[78,6,1,""],RandomCrop:[78,6,1,""],RandomErasing:[78,6,1,""],RandomGrayscale:[78,6,1,""],RandomHorizontalFlip:[78,6,1,""],RandomOrder:[78,6,1,""],RandomPerspective:[78,6,1,""],RandomResizedCrop:[78,6,1,""],RandomRotation:[78,6,1,""],RandomSizedCrop:[78,6,1,""],RandomVerticalFlip:[78,6,1,""],Resize:[78,6,1,""],Scale:[78,6,1,""],TenCrop:[78,6,1,""],ToPILImage:[78,6,1,""],ToTensor:[78,6,1,""],functional:[78,5,0,"-"]},"torchvision.transforms.Normalize":{__call__:[78,7,1,""]},"torchvision.transforms.ToPILImage":{__call__:[78,7,1,""]},"torchvision.transforms.ToTensor":{__call__:[78,7,1,""]},"torchvision.transforms.functional":{adjust_brightness:[78,9,1,""],adjust_contrast:[78,9,1,""],adjust_gamma:[78,9,1,""],adjust_hue:[78,9,1,""],adjust_saturation:[78,9,1,""],affine:[78,9,1,""],center_crop:[78,9,1,""],crop:[78,9,1,""],erase:[78,9,1,""],five_crop:[78,9,1,""],hflip:[78,9,1,""],normalize:[78,9,1,""],pad:[78,9,1,""],perspective:[78,9,1,""],resize:[78,9,1,""],resized_crop:[78,9,1,""],rotate:[78,9,1,""],ten_crop:[78,9,1,""],to_grayscale:[78,9,1,""],to_pil_image:[78,9,1,""],to_tensor:[78,9,1,""],vflip:[78,9,1,""]},"torchvision.utils":{make_grid:[79,9,1,""],save_image:[79,9,1,""]},org:{pytorch:[60,0,1,""]},torch:{"var":[72,9,1,""],BoolTensor:[71,6,1,""],FloatStorage:[67,6,1,""],Tensor:[71,6,1,""],__config__:[0,5,0,"-"],abs:[72,9,1,""],acos:[72,9,1,""],add:[72,9,1,""],addbmm:[72,9,1,""],addcdiv:[72,9,1,""],addcmul:[72,9,1,""],addmm:[72,9,1,""],addmv:[72,9,1,""],addr:[72,9,1,""],allclose:[72,9,1,""],angle:[72,9,1,""],arange:[72,9,1,""],argmax:[72,9,1,""],argmin:[72,9,1,""],argsort:[72,9,1,""],as_strided:[72,9,1,""],as_tensor:[72,9,1,""],asin:[72,9,1,""],atan2:[72,9,1,""],atan:[72,9,1,""],autograd:[2,5,0,"-"],baddbmm:[72,9,1,""],bartlett_window:[72,9,1,""],bernoulli:[72,9,1,""],bincount:[72,9,1,""],bitwise_and:[72,9,1,""],bitwise_not:[72,9,1,""],bitwise_or:[72,9,1,""],bitwise_xor:[72,9,1,""],blackman_window:[72,9,1,""],bmm:[72,9,1,""],broadcast_tensors:[72,9,1,""],can_cast:[72,9,1,""],cartesian_prod:[72,9,1,""],cat:[72,9,1,""],cdist:[72,9,1,""],ceil:[72,9,1,""],chain_matmul:[72,9,1,""],cholesky:[72,9,1,""],cholesky_inverse:[72,9,1,""],cholesky_solve:[72,9,1,""],chunk:[72,9,1,""],clamp:[72,9,1,""],combinations:[72,9,1,""],compiled_with_cxx11_abi:[72,9,1,""],conj:[72,9,1,""],cos:[72,9,1,""],cosh:[72,9,1,""],cross:[72,9,1,""],cuda:[9,5,0,"-"],cummax:[72,9,1,""],cummin:[72,9,1,""],cumprod:[72,9,1,""],cumsum:[72,9,1,""],det:[72,9,1,""],diag:[72,9,1,""],diag_embed:[72,9,1,""],diagflat:[72,9,1,""],diagonal:[72,9,1,""],digamma:[72,9,1,""],dist:[72,9,1,""],distributed:[15,5,0,"-"],distributions:[16,5,0,"-"],div:[72,9,1,""],dot:[72,9,1,""],eig:[72,9,1,""],einsum:[72,9,1,""],empty:[72,9,1,""],empty_like:[72,9,1,""],empty_strided:[72,9,1,""],enable_grad:[72,9,1,""],eq:[72,9,1,""],equal:[72,9,1,""],erf:[72,9,1,""],erfc:[72,9,1,""],erfinv:[72,9,1,""],exp:[72,9,1,""],expm1:[72,9,1,""],eye:[72,9,1,""],fft:[72,9,1,""],flatten:[72,9,1,""],flip:[72,9,1,""],floor:[72,9,1,""],floor_divide:[72,9,1,""],fmod:[72,9,1,""],frac:[72,9,1,""],from_numpy:[72,9,1,""],full:[72,9,1,""],full_like:[72,9,1,""],gather:[72,9,1,""],ge:[72,9,1,""],geqrf:[72,9,1,""],ger:[72,9,1,""],get_default_dtype:[72,9,1,""],get_num_interop_threads:[72,9,1,""],get_num_threads:[72,9,1,""],get_rng_state:[72,9,1,""],gt:[72,9,1,""],hamming_window:[72,9,1,""],hann_window:[72,9,1,""],histc:[72,9,1,""],hub:[18,5,0,"-"],ifft:[72,9,1,""],imag:[72,9,1,""],index_select:[72,9,1,""],initial_seed:[72,9,1,""],inverse:[72,9,1,""],irfft:[72,9,1,""],is_complex:[72,9,1,""],is_floating_point:[72,9,1,""],is_storage:[72,9,1,""],is_tensor:[72,9,1,""],isfinite:[72,9,1,""],isinf:[72,9,1,""],isnan:[72,9,1,""],jit:[20,5,0,"-"],kthvalue:[72,9,1,""],le:[72,9,1,""],lerp:[72,9,1,""],lgamma:[72,9,1,""],linspace:[72,9,1,""],load:[72,9,1,""],log10:[72,9,1,""],log1p:[72,9,1,""],log2:[72,9,1,""],log:[72,9,1,""],logdet:[72,9,1,""],logical_and:[72,9,1,""],logical_not:[72,9,1,""],logical_or:[72,9,1,""],logical_xor:[72,9,1,""],logspace:[72,9,1,""],logsumexp:[72,9,1,""],lstsq:[72,9,1,""],lt:[72,9,1,""],lu:[72,9,1,""],lu_solve:[72,9,1,""],lu_unpack:[72,9,1,""],manual_seed:[72,9,1,""],masked_select:[72,9,1,""],matmul:[72,9,1,""],matrix_power:[72,9,1,""],matrix_rank:[72,9,1,""],max:[72,9,1,""],mean:[72,9,1,""],median:[72,9,1,""],meshgrid:[72,9,1,""],min:[72,9,1,""],mm:[72,9,1,""],mode:[72,9,1,""],mul:[72,9,1,""],multinomial:[72,9,1,""],multiprocessing:[26,5,0,"-"],mv:[72,9,1,""],mvlgamma:[72,9,1,""],narrow:[72,9,1,""],ne:[72,9,1,""],neg:[72,9,1,""],nn:[29,5,0,"-"],no_grad:[72,9,1,""],nonzero:[72,9,1,""],norm:[72,9,1,""],normal:[72,9,1,""],numel:[72,9,1,""],ones:[72,9,1,""],ones_like:[72,9,1,""],onnx:[47,5,0,"-"],optim:[48,5,0,"-"],orgqr:[72,9,1,""],ormqr:[72,9,1,""],pinverse:[72,9,1,""],poisson:[72,9,1,""],polygamma:[72,9,1,""],pow:[72,9,1,""],prod:[72,9,1,""],promote_types:[72,9,1,""],qr:[72,9,1,""],quantization:[63,5,0,"-"],quantize_per_channel:[72,9,1,""],quantize_per_tensor:[72,9,1,""],rand:[72,9,1,""],rand_like:[72,9,1,""],randint:[72,9,1,""],randint_like:[72,9,1,""],randn:[72,9,1,""],randn_like:[72,9,1,""],random:[64,5,0,"-"],randperm:[72,9,1,""],range:[72,9,1,""],real:[72,9,1,""],reciprocal:[72,9,1,""],remainder:[72,9,1,""],renorm:[72,9,1,""],repeat_interleave:[72,9,1,""],reshape:[72,9,1,""],result_type:[72,9,1,""],rfft:[72,9,1,""],roll:[72,9,1,""],rot90:[72,9,1,""],round:[72,9,1,""],rsqrt:[72,9,1,""],save:[72,9,1,""],seed:[72,9,1,""],set_default_dtype:[72,9,1,""],set_default_tensor_type:[72,9,1,""],set_flush_denormal:[72,9,1,""],set_grad_enabled:[72,9,1,""],set_num_interop_threads:[72,9,1,""],set_num_threads:[72,9,1,""],set_printoptions:[72,9,1,""],set_rng_state:[72,9,1,""],sigmoid:[72,9,1,""],sign:[72,9,1,""],sin:[72,9,1,""],sinh:[72,9,1,""],slogdet:[72,9,1,""],solve:[72,9,1,""],sort:[72,9,1,""],sparse_coo_tensor:[72,9,1,""],split:[72,9,1,""],sqrt:[72,9,1,""],square:[72,9,1,""],squeeze:[72,9,1,""],stack:[72,9,1,""],std:[72,9,1,""],std_mean:[72,9,1,""],stft:[72,9,1,""],sum:[72,9,1,""],svd:[72,9,1,""],symeig:[72,9,1,""],t:[72,9,1,""],take:[72,9,1,""],tan:[72,9,1,""],tanh:[72,9,1,""],tensor:[72,9,1,""],tensordot:[72,9,1,""],topk:[72,9,1,""],trace:[72,9,1,""],transpose:[72,9,1,""],trapz:[72,9,1,""],triangular_solve:[72,9,1,""],tril:[72,9,1,""],tril_indices:[72,9,1,""],triu:[72,9,1,""],triu_indices:[72,9,1,""],trunc:[72,9,1,""],unbind:[72,9,1,""],unique:[72,9,1,""],unique_consecutive:[72,9,1,""],unsqueeze:[72,9,1,""],var_mean:[72,9,1,""],where:[72,9,1,""],zeros:[72,9,1,""],zeros_like:[72,9,1,""]},torchvision:{get_image_backend:[74,9,1,""],set_image_backend:[74,9,1,""],set_video_backend:[74,9,1,""]}},objnames:{"0":["java","package","Java package"],"1":["java","type","Java type"],"10":["std","envvar","environment variable"],"2":["java","field","Java field"],"3":["java","method","Java method"],"4":["java","constructor","Java constructor"],"5":["py","module","Python module"],"6":["py","class","Python class"],"7":["py","method","Python method"],"8":["py","attribute","Python attribute"],"9":["py","function","Python function"]},objtypes:{"0":"java:package","1":"java:type","10":"std:envvar","2":"java:field","3":"java:method","4":"java:constructor","5":"py:module","6":"py:class","7":"py:method","8":"py:attribute","9":"py:function"},terms:{"00000e":72,"0000e":[71,72],"000u":2,"041m":2,"048m":2,"0545e":71,"0705e":72,"0949e":71,"10k":73,"10x7":29,"1239e":72,"13x12":29,"1428e":72,"148m":2,"1548e":72,"16x112x112":76,"1921e":72,"1_batch_16":70,"1cycl":48,"1e4":48,"1e6":48,"1hr":5,"1mb":9,"1st":[16,34],"1x1":76,"20l":29,"224x224":76,"2352e":72,"2gb":18,"2nd":[16,29,30,34,71],"2x3":[29,66],"3121e":72,"324u":2,"32x4d":76,"32x8d":76,"344u":2,"3493e":72,"3842e":72,"3rd":[34,48,71,74],"3x4":29,"3xhxw":70,"4064e":72,"421u":2,"427l":73,"465u":2,"470u":2,"483m":2,"4842e":[71,72],"4901e":72,"4th":[34,73],"4us":2,"503u":2,"50k":73,"50x":76,"5390e":72,"54_":70,"5751e":72,"5765e":71,"5955e":72,"5c106cde":[18,25],"5mb":76,"5x2":66,"5x7":29,"5x7x9":29,"60k":73,"6391e":72,"640l":73,"6503e":72,"6531e":72,"727m":2,"7567e":72,"7x7":29,"7x7x7":29,"7x9x8":29,"8000e":72,"816u":2,"8182e":71,"88131e":72,"891u":2,"8b3f7e2e7a0f2aba0e629e23d89f07c7fc0e6a5":47,"9073e":[29,72],"9407e":72,"9683e":72,"9802e":72,"abstract":[14,16,29,37,52,63],"boolean":[2,9,16,22,23,29,30,39,48,50,68,71,72,73,78],"break":[5,16,23,45,48,72],"byte":[9,16,20,22,23,27,48,52,57,58,67,71,72],"case":[1,2,3,8,9,14,15,18,26,27,28,29,30,31,33,34,35,36,38,39,40,42,44,45,47,48,63,64,65,66,69,70,71,72,73,78,80],"catch":20,"char":[27,67,71],"ciss\u00e9":29,"class":[1,2,9,14,15,16,23,26,28,29,30,38,39,40,42,43,45,47,48,50,51,52,53,54,55,56,57,58,59,63,65,66,67,68,70,71,72,73,76,77,78,80],"const":[41,47],"default":[1,2,4,8,9,15,18,20,25,26,29,30,31,33,35,36,37,39,40,46,47,48,63,64,65,66,67,70,71,72,73,75,76,77,78,79,80],"enum":[15,47,65],"export":[2,9,15,17,20,22,29,39,47,65,76],"final":[15,16,20,22,23,27,29,38,39,44,49,59,63,72,76,78,79],"float":[1,2,14,16,20,22,23,26,27,29,30,39,40,43,47,48,50,52,53,59,63,67,68,70,71,72,75,77,78,79,80],"function":[4,5,8,9,14,18,19,21,23,25,26,28,31,33,34,36,37,38,39,40,41,43,44,48,59,64,65,68,70,71,72,73,74,75,76],"herv\u00e9":29,"import":[2,5,6,8,9,14,15,20,22,23,26,29,33,35,36,37,38,39,40,41,42,43,44,47,48,63,65,70,71,72,73,76,78],"int":[1,9,14,15,16,20,22,23,26,27,29,30,46,47,48,49,50,52,55,59,63,64,65,66,67,68,70,71,72,73,75,77,78,79,80],"j\u00e9gou":29,"long":[5,6,14,26,27,28,29,30,34,39,40,42,47,50,52,53,56,63,64,67,68,70,71,72],"new":[1,2,4,6,9,14,15,16,18,20,22,26,27,28,29,30,33,36,39,41,42,44,46,48,50,51,52,59,63,67,69,70,71,72],"public":[49,50,51,52,53,54,55,56,57,58,59],"return":[0,1,2,4,8,9,14,15,16,17,18,20,23,25,26,28,29,30,31,35,36,38,39,41,46,47,48,50,51,52,59,63,64,65,66,67,68,69,71,72,73,75,76,77,78,80],"short":[22,27,29,30,34,63,65,67,68,71,72,78],"static":[2,20,22,41,47,49,50,51,52,53,54,55,56,57,58,59,63,67],"super":[14,20,22,23,29,39,47,48],"switch":[10,11,14,26,30,33,71,72,76],"throw":[29,50,52,65,71,72],"transient":44,"true":[1,2,4,8,9,12,14,15,16,18,20,22,25,26,27,28,29,30,32,33,34,36,37,38,39,40,41,43,47,48,63,64,65,66,67,68,69,70,71,72,73,76,78,79],"try":[1,3,5,12,15,18,20,23,29,30,39,40,42,47,48,65],"var":[2,27,29,71,72],"void":[41,51,59,72],"while":[6,14,15,16,20,23,28,29,30,32,33,40,42,44,48,63,69,70,71,72,78],AND:72,Abs:47,And:[29,46,72,78],But:[2,5,20,39,69,71],For:[2,3,4,5,6,8,9,14,15,16,18,20,24,27,28,29,30,32,33,34,35,36,38,39,40,42,44,47,48,63,65,66,67,68,69,70,71,72,73,76,78],Going:76,Has:[29,30,63,72],IDs:64,Its:[29,37,48],NFS:15,NMS:77,NOT:[20,29,44,47,66,72],Not:[20,22,23,39,63],One:[8,15,20,28,29,30,34,35,39,41,43,44,48,70,72,73,76],Ops:[3,36,71],PRs:[5,6],RHS:72,Such:[8,14,72],That:[39,72,78],The:[1,2,4,6,8,9,14,15,16,17,18,20,22,23,24,25,26,27,28,29,30,31,32,34,35,36,37,38,39,40,41,42,44,45,46,47,48,52,63,64,65,67,68,70,71,72,73,74,75,76,78,79,80],Then:[2,29,34,37,38,39,45,47,48,65,78],There:[2,5,6,15,18,20,22,28,29,33,36,39,40,41,42,43,44,45,46,47,63,65,71,72],These:[1,8,14,15,16,20,22,27,28,29,37,38,39,47,65,66,68,72,73,76],Use:[2,9,14,15,20,27,28,29,30,38,42,63,65,70,71,72,78],Used:[14,63,72],Useful:[9,29],Uses:[9,23],Using:[14,16,20,29,39,42,48],WITH:47,Will:[7,15,22,28,63,72,78],With:[14,16,20,23,29,30,36,39,47,48,63,65,70],Yes:47,__annotations__:[20,22],__array_function__:39,__background__:76,__bytes__:23,__call__:78,__config__:[19,35],__constants__:[20,22],__del__:23,__dict__:48,__file__:[18,46],__format__:23,__getitem__:[14,73],__hash__:23,__init__:[2,14,16,20,22,29,39,40,47,70,78],__iter__:[14,23],__len__:[14,73],__main__:[14,34,37,38,42,46],__name__:[14,37,38,39,42,46],__new__:[22,23],__r:23,__repr__:39,__slots__:23,_audio_channel:73,_audio_sampl:73,_back:[29,30],_bottom:[29,30],_call:16,_caller:64,_cat:16,_channel:[29,30,63],_class:29,_contextmethodmixin:2,_dependentproperti:16,_devices_kw:64,_dim:29,_direct:29,_ext:46,_extra_fil:[20,41],_factor:29,_featur:[29,30,63],_fft:72,_fork:35,_formatt:72,_forward_cl:2,_front:[29,30],_glibcxx_use_cxx11_abi:72,_greaterthan:16,_greaterthaneq:16,_growth_track:1,_halfopeninterv:16,_if_scalar_type_a:47,_in:31,_index:29,_indic:[66,72],_instanc:16,_integerinterv:16,_interv:16,_invers:16,_key_padding_mask:29,_layer:29,_left:[29,30],_length:[29,72],_lessthan:16,_like:71,_load_from_state_dict:29,_log_api_usage_onc:41,_mask:29,_metadata:[29,39],_mode:31,_nnz:66,_onnx_master_opset:47,_onnx_stable_opset:47,_orig:29,_out:31,_overrid:39,_pad:29,_precomputed_metadata:73,_random_sampl:29,_resnet18:18,_retain_param_nam:47,_right:[29,30],_run_process:38,_safe_foo:8,_sampl:72,_scalar:47,_shape:29,_size:29,_slope:[29,30,31],_stack:16,_stacklevel:30,_sync_param:37,_tensor:71,_top:[29,30],_use_new_zipfile_seri:72,_valu:[29,39,66,72],_video_height:73,_video_min_dimens:73,_video_width:73,_wait:35,_weight:29,a3c:42,a_big:72,a_dict:22,a_i:29,a_l:72,a_lu:72,a_tupl:22,a_u:72,aaa:70,abbrevi:9,abc:29,abi:8,abil:[6,41],abl:[5,20,27,29,39,47,63,72],abnorm:[26,42],about:[2,6,9,14,18,20,22,29,35,38,39,40,41,42,44,47,65,69,71,78],abov:[2,16,18,20,22,29,34,35,36,38,39,44,47,48,72,73,78],abridg:40,abruptli:26,abs:[16,27,28,29,30,47,48,71,72,76],abs_:[27,71],absent:37,absolut:[2,6,8,29,30,71,72,78],abstransform:16,acc:76,acceler:[5,29,48],accept:[2,5,6,15,28,29,39,47,48,63,65,68,70,71,72],access:[2,6,14,15,20,21,23,26,28,29,33,36,40,41,52,65,68,69,71,80],accident:5,accimag:74,accommod:29,accompani:5,accomplish:5,accord:[28,29,31,44,46,47,48,72,73,76,77],accordingli:[65,71,73,76],account:[3,29,35],accumul:[1,2,20,29,32,37,38,40,65,71,72],accumulategrad:2,accur:[9,36,38,47,72],accuraci:[63,70,76],achiev:[14,16,29,30,41,44,47],ack:44,acknowledg:44,aco:[27,47,71,72],acos_:[27,71],acquaint:5,acquir:44,across:[2,9,14,15,20,27,29,30,36,37,38,40,41,42,43,63,65,67,70,71,72,73],act:[16,29,63,78],action:[6,16,36,44,73,76],activ:[2,4,5,9,26,36,39,63],activation_post_process:63,active_byt:9,actual:[2,18,20,22,27,29,33,36,37,39,42,46,47,48,63],actual_input_1:47,acycl:33,adadelta:48,adagrad:[29,48,65],adam:[6,7,16,48],adamax:48,adamw:48,adapt:[29,30,48,63,72,77],adaptive_avg_pool1d:[39,47],adaptive_avg_pool2d:[39,47,63],adaptive_avg_pool3d:[39,47],adaptive_max_pool1d:[39,47],adaptive_max_pool1d_with_indic:39,adaptive_max_pool2d:47,adaptive_max_pool3d:47,adaptiveavgpool1d:30,adaptiveavgpool2d:[30,63],adaptiveavgpool3d:30,adaptivelogsoftmaxwithloss:24,adaptivemaxpool1d:30,adaptivemaxpool2d:30,adaptivemaxpool3d:30,add:[2,5,9,18,20,22,27,29,30,32,34,35,38,39,41,44,47,48,63,65,66,68,69,70,71,72,76],add_:[2,27,34,66,71],add_argu:36,add_audio:70,add_bias_kv:29,add_custom_scalar:70,add_embed:70,add_figur:70,add_graph:70,add_histogram:70,add_hparam:70,add_imag:70,add_mesh:70,add_modul:29,add_observer_:63,add_param_group:48,add_pr_curv:70,add_pruning_method:29,add_quant_dequ:63,add_relu:63,add_scalar:[63,70],add_text:70,add_video:70,add_zero_attn:29,addbmm:[71,72],addbmm_:71,addcdiv:[71,72],addcdiv_:71,addcmul:[71,72],addcmul_:71,added:[5,8,20,22,29,30,41,47,48,63,66,70,71,72],adding:[14,15,18,20,22,28,29,32,39,47,48,63,71,72],addit:[2,5,6,8,9,16,20,22,27,28,29,30,35,36,38,39,41,42,43,44,46,48,63,66,69,71,72],addition:[2,14,15,16,29,40,71,72,78],addmm:[27,47,66,71,72],addmm_:[27,71],addmv:[27,71,72],addmv_:[27,71],addr:[71,72],addr_:71,address:[2,14,15,26,38,71,76],adequ:63,adher:6,adjac:[29,72],adjust:[29,35,78],adjust_bright:78,adjust_contrast:78,adjust_gamma:78,adjust_hu:78,adjust_satur:78,admit:36,adopt:[6,63],advanc:[4,28,29,33,36,42,47,69,70,72],advantag:[15,29,40],adventur:47,adversari:29,advic:5,advis:[42,72],advisori:5,aeroplan:76,affect:[2,5,9,29,30,63,67,72],affin:[16,29,30,33,71,78],affinetransform:16,aforement:42,afram:75,after:[1,2,5,8,9,14,15,18,22,26,29,30,31,32,36,37,38,40,41,42,44,45,48,52,63,68,70,71,72,77,78],afterward:[2,29],again:[4,14,15,72,73],against:[2,3,15,20,63,72,78],agent:65,aggreg:[29,30,76],aggress:[2,33],agnost:[28,30],agre:44,ahead:[5,63],aid:[5,33],aidan:29,ail:7,ailzhang:7,aim:[5,28,44],airplan:76,aka:2,akin:41,alban:7,alband:7,alex:7,alfredo:7,algebra:7,algorithm:[5,12,13,16,29,30,63,65,72],alia:[16,71],alias:[22,39],alican:7,alicanb:7,align:[27,29,30,48,63,77],align_a:[27,28],align_corn:[29,30,63],align_to:[24,27,28],aliv:[38,40,42,44,65],all:[1,2,4,5,6,8,9,14,15,16,18,20,22,26,27,28,29,30,32,33,35,36,37,38,39,40,42,43,44,46,47,48,50,63,64,65,66,67,68,70,71,72,73,76,77,78,79],all_gath:15,all_gather_multigpu:15,all_reduc:15,all_reduce_multigpu:15,allclos:[2,47,71,72],alloc:[2,3,9,16,26,33,36,37,40,52,68,71,72],allocated_byt:9,allow:[2,5,6,8,14,15,16,18,20,22,27,28,29,33,34,35,36,37,39,41,42,47,48,63,65,68,69,70,71,72,73],allow_unreach:2,allow_unus:2,allreduc:37,almost:[46,72,73],alon:22,along:[8,9,14,15,16,18,22,29,30,34,39,40,41,48,63,71,72],alpha:[16,29,30,39,47,48,66,71,72],alpha_f:47,alphabet:[30,65,72,73],alphadropout:30,alreadi:[9,14,15,18,20,25,27,28,29,32,38,39,42,44,47,48,63,67,69,71,72,73],also:[2,4,5,6,8,9,14,15,16,18,20,22,26,27,28,29,30,31,32,33,35,36,37,38,39,40,41,42,43,46,47,48,63,65,66,69,70,71,72,73,78],altern:[14,18,20,23,29,30,46,63,72],although:[5,16,29,32,39],alwai:[2,9,14,15,20,26,29,34,35,36,37,39,41,44,47,52,64,65,66,68,71,72,79],amazonaw:[18,25,46],ambigu:[16,29],among:[9,14,15,16,29,47,72],amount:[2,3,5,9,28,29,33,35,36,40,78,79],amp:[19,32],amplitud:48,amsgrad:48,an_error:22,anaconda:46,analog:[48,72],analysi:23,analyt:[2,16],analyz:[37,39],ancestor:44,anchor:[29,30],android:59,angl:[16,29,59,71,72,78],ani:[1,2,3,4,5,6,9,14,15,16,20,22,26,27,28,29,30,32,33,35,36,38,39,41,42,43,44,47,48,63,65,70,71,72,78],anm:72,ann_fil:73,anneal:48,anneal_strategi:48,annfil:73,annot:[2,20,22,23,65,73],annotation_path:73,anoth:[5,9,14,15,20,22,29,32,35,36,38,39,42,44,46,47,71,72,77],another_forward:20,another_input:29,answer:[5,6,29],anticip:4,anymor:[2,15,29,71],anyon:6,anystr:22,anyth:[4,5,15,20,63],aoa:46,apaszk:[6,7],api:[2,6,9,18,19,26,27,36,37,38,44,47,65,66,70,71,73,74],aplli:78,appear:[1,3,15,16,20,27,28,29,39,48,72],append:[2,15,22,29,35,42,46,47,70,71,72,76],appl:76,appli:[1,2,4,16,20,26,28,29,30,32,33,38,39,47,48,63,65,71,72,78],applic:[9,15,16,29,33,35,36,37,38,39,41,44,63,65,71,78],apply_:[24,71],apply_mask:29,apprear:72,appreci:5,approach:[15,20,26,29,63,72],appropri:[1,5,15,16,20,23,28,29,38,44,65,72,76],approv:6,approxim:[1,2,29,30,37,39,48],arang:[14,29,30,47,70,71,72],arbitrari:[2,15,29,30,33,41,47,71,72],arbitrarili:30,arccosin:72,architectur:[29,72,74,76],archiv:41,arcsin:72,arctang:72,area:[5,6,30,59,78],aren:[27,38],arg0:2,arg1:2,arg:[1,2,3,4,8,15,16,18,23,26,28,29,30,36,37,38,39,42,44,45,47,63,65,67,71,72,73,78],arg_constraint:16,argmax:[29,47,71,72],argmin:[47,71,72],argpars:36,argsort:[71,72],argument:[1,2,3,4,8,9,14,15,16,18,20,22,24,26,27,28,29,30,34,36,37,39,40,41,47,48,51,63,64,65,67,68,70,71,72,73,79,80],argumentpars:36,ari:47,aris:16,arithmet:[23,27,28,63,68,72],arm:63,armand:29,around:[2,5,6,9,15,20,26,36,65,71,78],arr:47,arrai:[14,20,23,29,30,47,50,52,63,67,70,71,72,73],arrang:73,array_lik:[71,72],arriv:44,arrow:44,art:72,articul:6,artifact:41,artifici:2,arxiv:[29,63,76,78],as_strid:[63,69,71,72],as_tensor:[39,70,71,72],as_tupl:72,asap:26,ascend:72,ascent:16,ascii:[9,72],asd932_:73,asgd:48,ashish:29,asin:[27,47,71,72],asin_:[27,71],ask:[5,15,19],aspect:[5,39,78],assembl:14,assert:[14,16,22,23,47],assert_allclos:20,assign:[1,2,5,14,15,20,23,29,32,38,39,40,44,47,63,69,70,73],assign_x:22,assist:37,associ:[2,9,20,27,28,29,30,38,47,65,68,71,72],assum:[14,15,16,20,22,27,29,30,38,39,41,44,47,48,65,72,76,78],assumpt:[29,37,38,78],ast_1:[29,30],ast_2:[29,30],astyp:47,asuhan:7,asymmetr:[29,63],async:[15,23,41,67,71],async_op:15,asynchron:[3,23,29,35,37,65,67,70,71],atan2:[27,71,72],atan2_:[27,71],atan:[27,47,71,72],atan_:[27,71],aten:[20,35,46,72],aten_thread:35,atol:[2,20,39,71,72],atom:[23,43],atomicadd:43,attach:[18,20,22,27,38,39,63],attempt:[8,20,27,28,32,36,46,72],attend:29,attent:[5,29,46,69],attn:29,attn_mask:29,attn_output:29,attn_output_weight:29,attr1:47,attr1_f:47,attr2:47,attr2_i:47,attr:[16,29,30,47,72],attribut:[1,2,14,15,19,23,29,32,33,36,39,47,63,71,80],attributeerror:39,audio:[70,73,75],audio_fp:75,aug_add_x:22,augment:[23,78],auto:[15,29,70],autoencod:16,autograd:[3,4,5,16,19,24,29,30,32,37,40,41,47,71,72],autograd_context_id:38,autograd_hook:37,autograd_message_id:38,autograd_tensor:2,autom:[20,47],automat:[8,9,15,18,19,22,25,27,28,29,33,34,36,39,42,47,63,65,70,71,72],aux_logit:76,aux_loss:76,auxiliari:[18,41,76],avail:[2,8,9,14,15,18,22,26,29,30,36,39,46,47,63,65,72,73,78],averag:[2,15,29,30,37,48,63],averaging_const:63,avg:[2,78],avg_pool1d:47,avg_pool2d:[47,63],avg_pool3d:47,avgpool1d:30,avgpool2d:[30,63],avgpool3d:30,avi:73,avmgithub:7,avoid:[1,6,14,16,28,29,30,35,38,40,43,52,63,65,69,70,71,72,78],avx2:63,awai:[28,30],await:[23,65],awar:[5,28,38,63,71,76],axbc:29,axes:47,axi:[47,63,71,72,78],b_hf:29,b_hg:29,b_hh:29,b_hi:29,b_hn:29,b_ho:29,b_hr:29,b_hz:29,b_if:29,b_ig:29,b_ih:29,b_ii:29,b_in:29,b_io:29,b_ir:29,b_iz:29,back:[18,20,42,47,65,66,72,78],backbon:76,backcompat:34,backend:[2,8,10,11,12,20,22,29,30,35,36,43,47,63,65,71,72,74],backend_str:15,backendtyp:65,background:[10,11,12,29,30,42,71,72,73],backoff:1,backoff_factor:1,backpack:76,backprop:72,backpropag:[2,16,40,48],backward:[1,2,4,6,11,16,28,29,30,31,32,37,39,40,41,42,43,48,63,65,66,71,72],bad:26,baddbmm:[47,71,72],baddbmm_:71,bag:[29,30],bai:7,balanc:[72,73],ball:76,balnta:29,banana:76,band:[15,78],bandwidth:63,bao:7,bar:[5,18,20,22,25,76],bare:8,barrier:15,bartlett:72,bartlett_window:[24,72],base:[2,5,6,8,9,14,16,22,29,30,33,35,37,38,39,47,48,63,65,69,70,71,72,73,78],base_distribut:16,base_lr:48,base_momentum:48,base_se:14,basebal:76,basedistribut:16,basep:16,baseq:16,basi:[16,41,48,63],basic:[5,23,29,38,48,63,69,70],bat:76,batch1:[71,72],batch2:[71,72],batch:[16,27,28,29,30,36,40,42,43,47,48,63,70,72,73,76,77,78,79],batch_first:[29,40],batch_ndx:14,batch_sampl:14,batch_shap:16,batch_siz:[14,16,29,70,73],batchmean:[29,30],batchnorm1d:30,batchnorm2d:[30,63],batchnorm3d:30,batchnorm:[29,47,63],batchnormnd:29,batchsampl:14,batchsiz:[29,30],batchwis:29,bbb:70,bceloss:30,bcewithlogitsloss:30,bckenstler:48,bddppq:7,beam:20,bear:76,becaus:[2,3,5,14,16,20,24,26,27,28,29,34,36,37,40,41,44,46,47,48,63,70,71,72,76],becom:[1,2,5,6,14,16,29,30,37,47,48,63,65,71,72],bed:76,bedroom_train:73,been:[1,2,9,15,16,26,27,28,29,30,32,35,42,44,46,48,70,72,76,77],befor:[1,2,5,9,14,15,16,20,22,26,29,30,32,33,36,37,38,39,41,44,46,47,48,63,65,66,70,71,72],beforehand:5,begin:[1,5,9,29,32,39,41,47,48,63,71,72],behav:[8,20,22,63,71],behavior:[5,8,15,18,20,23,24,27,29,30,34,36,47,48,52,63,69,71,72,76,78],behaviour:[2,10,11,30,71,72],behind:[38,73],being:[2,6,14,16,20,27,28,29,30,32,38,39,42,47,63,65,71,72,78],belair:7,belong:[4,9,15,16,36,48,78],below:[2,8,14,15,16,20,22,24,26,27,29,30,36,37,38,39,42,44,46,47,63,65,69,72,78],ben:29,bench:76,benchmark:[36,43],benefit:[5,15,26,48],bengio:31,bernoulli:[27,29,30,71,72],bernoulli_:[27,71,72],bert:29,besid:[37,70],bessel:72,best:[2,5,14,15,16,19,20,22,26,39,40,48,72],beta:[29,30,47,48,66,71,72],better:[5,6,9,14,20,29,30,35,46,47,63,70,72],between:[1,2,5,9,15,16,20,22,23,26,29,30,32,35,36,42,43,44,48,52,63,67,70,71,72,73,76,78],bewar:5,beyond:[6,40,44,48,72],bfg:48,bfloat16:[24,27,29,67,71],bia:[6,29,30,39,63,70],bias:[29,72],bias_:63,bias_hh:29,bias_hh_l:29,bias_ih:29,bias_ih_l:29,bias_mask:29,bicub:[29,30,78],bicycl:76,bidirect:[29,47],big:[5,72],bij:72,biject:16,biject_to:16,bik:72,bilenear:63,bilinear:[63,72,78],bin:[63,70,71,72,77],binari:[16,23,27,28,29,30,41,47,70,71,72,73,76],bincount:[43,71,72],bind:[8,9,19,23,47,74],bird:76,bit:[5,46,63,64,68,71,72,80],bitmap:59,bitshift:47,bitwidth:[29,63],bitwis:[15,23,72],bitwise_and:[71,72],bitwise_and_:71,bitwise_not:[27,71,72],bitwise_not_:[27,71],bitwise_or:[71,72],bitwise_or_:71,bitwise_xor:[71,72],bitwise_xor_:71,bivari:16,bjk:72,bl_flip:78,bla:35,black:78,blackman:72,blackman_window:[24,72],blank:[23,29,30],blob:[41,47,70],blobnam:70,block0:[20,47],block1:20,block:[2,5,9,14,15,20,22,26,29,30,37,47,65,76],blog:5,blogpost:69,blow:40,blue:73,bmm:[27,71,72],bn1:63,bnmodul:63,board:6,boat:76,bodi:[20,22,23],boil:5,book:76,bool:[1,2,4,8,9,14,15,16,18,20,22,24,25,26,27,28,29,30,47,48,50,63,64,65,67,68,70,71,72,73,76,78,79],bool_tensor:68,booltensor:[68,71,72],bootcamp:5,bootstrap:46,bor:15,border:[30,78],both:[2,9,14,15,16,20,22,27,28,29,30,34,39,43,44,47,48,63,65,66,71,72,73,75,76,78],bottl:76,bottleneck:[19,76],bottom:[2,30,78],bound:[3,23,29,30,31,45,48,71,72],boundari:[29,30,48,63,65,73],bowen:7,bowenbao:7,bowl:76,box:[28,37,76,77,78],bozkurt:7,bptt:40,br_flip:78,bracket:38,branch:[5,18,22,76],brand:15,bregman:16,breviti:[2,47],brief:26,bright:[73,78],brightness_factor:78,bring:30,broadcast:[9,15,16,19,27,28,29,37,47,71,72],broadcast_buff:29,broadcast_coalesc:9,broadcast_multigpu:15,broadcast_tensor:72,broadcast_warn:34,broader:[6,41,72],broccoli:76,broken:[5,9],brokenpipeerror:46,bsize:70,bucket0:37,bucket1:37,bucket:[29,37],bucket_cap_mb:[29,37],buf:29,buffer:[2,3,9,14,20,22,29,33,37,39,52,53,54,55,56,57,58,59,72],buffer_s:9,bug:[6,42,72],bugfix:5,build:[8,15,16,20,29,30,33,38,63,70,78],build_directori:8,build_ext:8,buildextens:8,built:[5,15,35,42,48,72],builtin:[20,22,23,44,65,72],bulk:14,bump:29,bundl:41,bus:76,bxor:15,byclass:73,bymerg:73,bypass:36,byte_arrai:72,bytebuff:52,bytecod:14,bytesio:[20,72],bytesliter:23,bytetensor:[9,29,64,68,71,72],bz2:73,c10:41,c10_log_api_usage_onc:41,c10d:37,c99:46,c_0:29,c_1:29,c_j:29,c_n:29,c_t:29,cach:[9,16,25,26,29,40,71,72,76],cache_s:16,caffe2:[47,70],cake:76,calcul:[2,4,14,29,30,34,37,46,48,52,63,72],calculate_gain:[24,31],calculate_qparam:63,calib_data:63,calibr:[1,63],call:[1,2,8,9,14,15,16,18,20,23,26,28,29,30,32,35,36,37,38,39,40,41,42,44,46,47,48,50,51,52,63,65,68,69,70,71,72,76,79,80],callabl:[14,16,18,20,22,23,48,63,65,71,72,73],callback:41,calle:44,caller:[36,44,65],camera:[41,70],can:[1,2,3,4,5,6,8,9,12,13,14,15,16,17,18,20,22,26,27,28,29,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,50,51,52,63,65,66,68,69,70,71,72,73,75,76,78,80],can_cast:72,candid:2,cannot:[2,14,16,18,20,22,23,24,28,29,30,37,39,44,46,65,66,67,68,71,72],cap:73,capabl:[9,15,36,41,72],capac:[36,52],capacit:16,captur:[9,20,23,36,39,47],car:76,card:46,cardin:16,care:[5,8,16,26,29,35,36,37,39,40,42,66,72],carefulli:47,carlo:16,carri:[1,34,63],carrier:16,carrot:76,cartesian:[16,72],cartesian_prod:72,cast:[2,20,29,30,47,67,68,71,72],castabl:72,cat:[16,20,27,29,47,63,66,71,72,73,76],categor:[5,23,30,65],categori:[16,24,68,72,73,76],categorynam:70,cattransform:16,cauchi:[71,72],cauchy_:[27,71,72],caught:26,caus:[1,2,4,8,14,15,20,26,30,34,40,42,44,46,47,63,71,72],caveat:[26,36],ccc:70,cdf:16,cdist:72,cdot:[29,30,72],ceil:[14,27,29,30,47,63,71,72,77],ceil_:[27,71],ceil_mod:[29,30,63],cell:[29,76],center:[30,48,59,63,70,71,72,78],center_crop:78,center_flip:78,centercrop:78,central:[41,78],cerr:41,certain:[9,14,15,20,28,29,30,34,38,41,66,72],certainli:72,ch_axi:63,chain:[2,14,16,29,33,71,72,78],chain_matmul:72,chainabl:48,chaindataset:14,chair:76,challeng:[5,38],chanan:[6,7],chanc:[5,16],chang:[2,5,9,16,20,26,27,28,29,30,33,34,35,36,38,39,44,46,47,48,52,63,65,66,67,69,70,71,72,76,78],channel:[6,14,28,29,30,31,47,59,63,70,71,72,73,75,76,78],channels_last:29,charact:[20,28,30,65,72],chart:70,chartensor:[68,71],chartnam:70,cheap:[16,29],cheaper:14,check:[1,3,8,9,14,15,16,18,22,23,27,28,29,32,39,40,41,47,48,70,71,72,73],check_compiler_abi_compat:8,check_hash:[18,25],check_input:20,check_model:47,check_reduct:29,check_sparse_nnz:2,check_toler:20,check_trac:20,checker:[20,47],checkout:47,checkpoint:[1,2,18,19,25,29,44,72],checkpoint_sequenti:4,cher:7,cherniavskii:7,child:[14,26,29,44,46,63],children:[26,29,44,63],chintala:[6,7],choic:[20,29,35,47,78],choleski:[16,71,72],cholesky_invers:[71,72],cholesky_solv:[71,72],choos:[2,29,31,32,35,70],chosen:[47,63,72,78],christian:7,chrome:2,chunk:[4,9,14,20,27,29,69,71,72],chunk_siz:9,church_train:73,chw:70,cifar100:73,cifar10:73,cifar:74,circleci:5,circular:[16,29,30],circumst:[12,29,30],cityscap:74,claim:5,clamp:[27,29,30,47,63,71,72],clamp_:[27,71],clamp_max:47,clamp_min:47,class_i:73,class_index:[14,73],class_x:73,classif:[29,30,31,73,74],classifi:[33,47,48,70],classmethod:[9,23,29,63],classvar:22,clean:[9,15,18,26],cleaner:33,clear:[18,29,36,48],click:72,client:65,clip:[1,29,73,76],clip_grad_norm_:[1,32],clip_grad_value_:32,clip_valu:29,clock:76,clockwis:[59,78],clone:[2,14,26,30,63,66,67,71,72],cloned_coeffici:72,close:[9,39,70],closest:[30,72],closur:1,cloud:70,clr:[48,72],cluster:[29,70],clutter:70,cmake:46,cmake_gener:46,cmake_include_path:46,cmdclass:8,cmyk:78,cnn:[29,33,63,77],coalesc:[9,37,66,71],coars:73,coco:[74,76],coco_instance_category_nam:76,coco_person_keypoint_nam:76,coco_util:76,cococapt:73,cocodetect:73,code:[2,3,6,8,14,15,16,18,22,28,29,32,34,37,38,39,40,41,42,43,44,46,47,48,49,64,65,66,68,69,71,72,76],codebas:6,codec:72,codomain:16,coeffici:[48,72],coexist:28,cohes:6,col2im:29,col:[72,73],colesburi:[6,7],collaps:27,collat:14,collate_wrapp:14,collect:[2,5,14,22,37,44,48,51,63,65,70,72,73],collector:63,color:[29,70,73,78],colorjitt:78,colors_tensor:70,column:[2,29,30,31,71,72,77,78],columns_prun:29,com:[5,6,18,25,29,46,47,51,63],combin:[9,14,20,22,29,30,32,36,47,63,72],combinations_with_replac:72,come:[5,14,16,29,41,44,72,73],comm:[9,37],comma:[15,72],command:[2,3,38,46],comment:[5,22,23,39,70],commit:[5,6,18,43],committ:6,common:[14,28,29,36,39,40,42,63,69,72,73,74,78],commonli:[15,16,24,48,63,68],commun:[5,6,19,37,38,65],comp:16,compact:[39,63],compani:6,compar:[2,4,8,14,29,39,46,63,70,72],comparison:[23,39],compat:[8,14,16,20,22,26,27,39,67,71,72,73],compil:[8,20,22,23,24,35,41,46],compiled_with_cxx11_abi:72,complementari:[72,78],complet:[5,9,15,20,22,23,26,30,33,36,38,43,65,71,72,78],complex64:72,complex:[1,5,23,29,42,68,71,72,78],complic:[3,28,34,44,65],compon:[5,15,16,23,29,37,41,72,78],component_distribut:16,compos:[16,20,27,29,30,47,63,70,72,78],composetransform:16,composit:[16,20,37],compound:23,comprehens:[23,28,36],compris:4,comput:[4,5,9,14,15,16,20,27,28,29,30,32,33,35,36,39,40,43,47,48,63,65,66,71,74,76,77,78,79],compute_mask:29,compute_mod:72,compute_uv:[71,72],compute_z:35,concat:[29,47],concatdataset:14,concaten:[8,9,14,23,29,30,72],concentr:16,concentrarion:16,concentration0:16,concentration1:16,concept:[5,47,68],conceptu:[2,33,44],concern:[14,26],concis:65,concret:[16,20,29,30,39,42,63],concurr:[35,36,38,65],cond:47,conda:[46,47,72],condit:[2,13,20,22,23,29,39,47,70,71,72],condition:[2,72],condsid:30,conduct:[6,29,65],confer:6,confid:[5,70],config:46,config_dict:70,configur:[0,5,14,15,29,36,37,46,63,65,70,72,76],confirm:[5,20,39,44,47],conform:29,conj:[71,72],conjug:[48,72],conjunct:[14,30],connect:[15,26,29,33,63,76],connectionist:[29,30],conquer:72,consecut:[1,15,28,71,72],consensu:5,consequ:36,consid:[18,20,29,30,34,38,39,40,44,48,63,68,71,72,73],consider:[5,29,35,72],consist:[14,16,20,28,47,48,63,72,74],constant:[14,29,30,39,47,48,63,72,78],constant_:31,constantpad2d:30,constantpadnd:47,constrain:[16,29],constraint:29,constraint_registri:16,constraintregistri:16,construct:[2,14,16,20,29,33,37,42,44,50,52,63,65,66,68,70,71,72,76],construct_transform:16,constructor:[8,14,20,23,29,36,37,50,65,66,71,76,80],consum:[14,17,26,42,70],consumpt:[2,70,72],contain:[1,2,4,8,9,14,15,16,20,22,23,28,30,32,33,37,39,40,41,44,47,48,50,51,52,59,63,65,67,68,70,71,72,73,75,76,77,78],content:[2,5,18,20,25,26,48,52,59,69,70,71,72],contenti:6,context:[9,23,26,29,36,39,41,42,44,47,64,65,72],context_id:[38,65],contigu:[28,29,30,67,69,71,72],continu:[14,16,23,29,47,63,71,72],continuum:46,contract:[28,72],contrail:73,contrari:[5,35],contrast:[16,48,76,78],contrast_factor:78,contribut:[2,6,19,29,30,72],contributor:[5,6],control:[8,14,20,29,33,35,36,37,42,44,47,63,72,78],conv1:[20,29,63,70],conv2:[20,29],conv2d:[20,47,70],conv4:29,conv5:29,conv:[20,29,31,47,63],convbnmodul:63,conveni:[1,5,8,18,22,32,36,39,41,64],convent:[2,18,25,29,47,71,72],conver:63,converg:[32,48],convers:[5,23,33,47,63,71,72,74],convert:[2,14,20,22,29,39,47,63,70,71,72,78],convert_sync_batchnorm:29,convmodul:63,convolut:[1,31,35,63],convolv:[29,30,63],convtranspos:29,convtranspose1d:30,convtranspose2d:30,convtranspose3d:30,coo:[66,68,71,72],cooldown:48,coordin:[5,16,59,66,70,71,72,77,78],cope:42,copi:[5,9,14,15,20,26,29,34,36,39,42,47,52,63,65,67,69,71,72],copy_:[2,20,27,29,36,63,67,71],core:[5,9,35,37,47],corner:[29,30,59,63,78],coroutin:23,corpor:[5,6],correct:[3,5,15,16,20,22,27,28,29,67,71,72,78],correctli:[4,14,15,20,22,28,29,30,32,39,42,47,65,71],correl:[2,16,29],correspond:[1,2,5,9,14,16,18,20,27,28,29,30,37,38,39,41,47,48,63,65,67,70,71,72,76,77,78],corrupt:[1,29,42,73],cos:[27,29,47,48,70,71,72],cos_:[27,71],cosh:[27,71,72],cosh_:[27,71],cosin:[29,30,48,72],cosineannealinglr:48,cosineannealingwarmrestart:48,cosineembeddingloss:30,cost:[2,3,12,29,30,38,72],couch:76,could:[3,5,9,14,16,22,26,37,38,44,46,48,69,72],couldn:[46,47],count:[2,9,16,44,65,72],count_include_pad:[29,30,63],counter:[2,9,26,29,33,78],counterpart:[63,72],coupl:[38,41,43],cours:[3,18,37,39,48],courtesi:16,cov_diag:16,cov_factor:16,covari:[16,29,78],covariance_matrix:16,cover:[24,28,39,41,63,73],coverag:[5,19,20,24,28],cow:76,cpp:[5,6,8,37,72],cpp_extens:[19,39],cpp_sourc:8,cppdoc:5,cppextens:8,cprofil:3,cpu:[1,2,3,8,9,15,19,20,26,27,29,30,36,42,43,46,47,63,64,65,67,68,71,72],cpu_model:20,cpu_tim:2,cpu_time_tot:2,cpuhrsch:7,crack:5,crash:[26,44,65,70],creat:[1,2,4,5,8,9,14,15,16,23,26,29,32,33,36,37,38,39,42,44,47,50,52,59,63,65,67,69,70,71,72,73,80],create_extens:46,create_graph:[2,32,71],creation:[2,9,14,20,23,26,29,36,44,59,63,71,73],creator:[33,44,65],crelu:29,criterion:[29,30,40,48],critic:[29,35,63],crop:[59,76,77,78],cross:[5,16,29,30,36,46,71,72],crossentropyloss:30,csr:29,csrc:[46,47],ctc_loss:[29,43],ctcloss:30,ctx:[2,39],cube:[29,72],cubla:9,cublashandle_t:9,cuda0:[36,71],cuda1:68,cuda2:36,cuda92:46,cuda:[2,3,4,8,10,11,12,14,15,19,27,29,30,32,39,43,47,48,63,64,67,68,71,72,76],cuda_extens:8,cuda_hom:8,cuda_launch_block:36,cuda_prefix:46,cuda_runtim:8,cuda_sourc:8,cuda_tim:2,cuda_time_tot:2,cuda_visible_devic:[9,36],cudaev:2,cudaeventsynchron:9,cudaextens:8,cudamalloc:9,cudart:[8,46],cudastreamsynchron:9,cudastreamwaitev:9,cudnn:[12,13,29,30,76],cufft:72,cufft_plan_cach:36,cuh:8,cultur:6,cummax:[71,72],cummin:[71,72],cumprod:[27,71,72],cumsum:[27,47,71,72],cumul:[16,29,30,72],cup:76,cur:48,curl:46,current:[1,2,4,6,8,9,14,15,20,22,23,24,26,29,30,36,38,41,43,46,47,48,63,65,66,67,68,71,72,73,75,77],current_blas_handl:9,current_datetime_hostnam:70,current_devic:[9,68],current_stream:9,curv:70,custom:[8,14,15,23,26,27,29,41,46,48,63,71,74,78],custom_decod:29,custom_encod:29,custom_loop:47,custom_op:47,custom_opset:47,customiz:23,cut:[5,63],cutoff:[29,72],cxx:8,cycl:[48,71],cycle_momentum:48,cyclic:[48,78],cycliclr:48,d_1:[29,30],d_2:[29,30],d_k:[29,30],d_model:29,daemon:26,dag:2,dai:5,damania:7,dampen:48,danger:44,dark:78,darker:78,dart:73,dash:[44,65],data1:73,data2:73,data:[1,2,5,13,15,16,19,20,23,26,29,30,32,33,34,36,39,41,42,44,45,46,47,48,49,50,52,53,59,63,65,66,67,68,69,70,71,72,73,78],data_load:[42,48,73],data_parallel:40,data_ptr:[24,27,67,69,71],data_sourc:14,data_typ:63,databas:[14,73],dataformat:70,dataload:[14,29,36,40,46,48,70,71,73],dataparallel:[15,40,42],dataset:[19,29,40,41,46,48,63,70,74,76,78],dataset_it:14,datasetfold:74,datatyp:[1,29,47,72],datetim:[15,65],datset:73,david:[7,29],dcgan:47,ddp:[29,37],ddp_model:37,ddp_sync_bn_network:29,deactiv:78,deadlock:[15,29],deal:[5,26,40,72,78],dealloc:[26,36,40],debug:[2,3,14,15,22,33,35,41,46,47],debug_info:41,debugg:20,decai:[29,48],decemb:72,decent:14,decid:[3,5,29,73],decis:[20,32],declar:[2,8,14,22,23,47],decod:[17,29,72,74,75],decoder_lay:29,decomposit:[16,72],decompress:[18,25],deconvolut:[29,30],decor:[2,16,20,22,39,72],decoupl:[29,48],decreas:[9,16,29,48,72,77],deep:[5,6,19,29,31,48,63,76],deeper:76,deeplabv3_resnet101:76,deeplabv3_resnet50:76,def:[2,14,16,18,20,22,28,29,35,37,38,39,40,42,44,46,47,48,65,71,72,78],default_dynamic_qconfig:63,default_eval_fn:63,default_fake_qu:63,default_gener:72,default_load:73,default_mask:29,default_observ:63,default_qat_qconfig:63,default_qconfig:63,default_stream:9,default_weight_fake_qu:63,default_weight_observ:63,defin:[2,8,14,16,18,20,24,26,27,29,30,37,46,47,48,63,66,71,72,73,78],define_macro:46,definit:[5,14,16,18,20,22,23,29,30,39,47,63,70,72,76],degrad:[35,39],degre:[16,29,72,78],del:[23,26,40],delai:44,delet:[15,18,26,44,64],delimit:23,deliv:6,deliveri:44,delta:[16,29,31,48],delv:31,demand:[9,22,41],demonstr:29,denomin:[29,48,72],denorm:72,denot:[2,16,29,38,48,78],dens:[29,66,68,71,72,76],dense_dim:[66,71,72],densenet121:76,densenet161:76,densenet169:76,densenet201:76,densenet:47,densiti:16,depend:[2,3,4,14,15,16,18,20,22,26,29,30,35,36,43,47,48,50,63,65,66,71,72,76],dependent_properti:16,deploi:[5,41],deploy:19,deprec:[9,15,20,24,26,29,30,34,47,63,67,71,72,78],depth:[9,29,30,63,76,78],depthwis:29,dequant:71,dequantstub:63,deriv:[2,6,22,29,39,63,71,72],derivedp:16,derivedq:16,descend:[29,71,72],descent:[16,48],describ:[4,5,9,14,20,22,29,30,31,37,38,40,41,44,47,48,63,71,72,76,77],descript:[0,5,8,22,30,36,39,41,47,80],descriptor:[14,23,29,47,73],deseri:[18,25,72],design:[2,5,6,14,16,18,19,25,39,65,76],desir:[9,14,15,16,27,28,29,30,36,47,64,66,67,68,71,72,78],desmaison:7,despit:20,destin:[9,15,29,38,65,67,71,72],destroi:[29,65],destruct:[44,65],destructor:[26,44],det:[16,47,71,72],detach:[2,20,27,29,30,40,71,72],detach_:[2,27,71],detail:[0,2,5,9,14,16,20,22,29,30,37,38,39,40,41,44,47,48,63,65,66,69,70,71,72,76,78],detect:[4,8,15,26,47,74],detect_anomali:2,detector:29,determin:[2,6,8,9,14,16,23,28,29,30,36,37,43,44,48,63,68,70,72,78,79],determinist:[4,12,16,20,29,30,43,48,64,72],dev:6,dev_idx:15,develop:[22,36,39,41,47,63],deviat:[16,29,31,59,71,72,78],devic:[2,4,9,15,19,20,22,24,27,29,30,37,40,43,47,48,63,64,65,67,71,72],device_count:[9,15],device_id:[29,30,37,72],device_of:9,devito:7,df1:16,df2:16,dfrac:[29,30,71],diag:[16,71,72],diag_emb:[71,72],diagflat:[71,72],diagn:16,diagnost:20,diagon:[16,30,39,69,71,72],diagonaltensor:39,diagram:44,dict:[1,16,18,20,23,25,29,38,39,47,48,50,63,65,70,72,75,76],dictat:29,dictionari:[8,9,14,16,20,22,23,29,30,39,47,48,63,65,70,73,76],did:[2,5,22],didn:[33,39,46,48],dies:26,dieterich:7,diff:[5,20],differ:[2,4,8,9,14,15,16,18,20,22,24,26,27,29,30,34,35,36,37,39,42,43,44,46,47,48,63,65,66,68,70,71,72,73,76],differenti:[16,29,30,33,39,40,65,71],difficult:[2,5],difficulti:[5,31],digamma:[27,71,72],digamma_:[27,71],digit:[18,25,41,72,73],dilat:[29,30,47,63],dim0:[71,72],dim1:[71,72],dim2:[71,72],dim:[9,16,20,28,29,30,40,47,63,66,68,71,72],dim_arang:47,dim_feedforward:29,dimems:71,dimens:[2,9,14,16,22,29,30,31,34,40,63,66,68,70,71,72],dimension:[2,16,29,30,31,34,67,68,71,72],dims_i:47,dine:76,diningt:76,dir:[18,47,73],dirac:31,dirac_:[24,31],direct:[5,6,29,33,39,52,63,72,78],directli:[1,5,6,8,14,15,16,20,22,29,30,36,37,41,42,47,52,63,65,66,70,72],directori:[8,15,18,25,41,45,70,73,76],dirnam:18,dirti:33,disabl:[1,22,29,35,36,64],disable_cuda:36,disable_jit_exampl:20,disadvantag:20,disallow:68,disappear:27,discard:[18,22,77],discourag:[2,9,33],discov:[15,65],discrep:72,discret:[16,29,30,71,72],discrimin:29,discuss:[6,16,44,65],disjoint:20,disk:[2,14,51,70,72],dispatch:[15,20,39,47],displai:[9,18,23,25,30,47,70,76,79],displaystyl:72,dissimilar:29,dist:[15,16,37,44,71,72],dist_autograd:[38,65],dist_autograd_simpl:38,dist_optim:[38,65],distanc:[48,72,73],distinct:[38,39,65,72],distort:78,distortion_scal:78,distribut:[14,19,28,31,44,63,66,70,71,72],distributed_test:15,distributeddataparallel:[14,15],distributedoptim:[38,65],distributedsampl:14,distutil:8,div:[27,29,47,66,68,71,72],div_:[27,66,71],div_factor:48,div_valu:29,dive:37,diverg:[20,29,30,47],divid:[1,4,9,29,30,72],dividend:72,divis:[14,29,30,32,63,72],divisor:[29,30,63,71,72],divisor_overrid:[29,30,63],dlibenzi:7,dll:46,dlpack:19,dltensor:17,dmytro:[6,7],dnn:35,do_constant_fold:47,doc:[3,23,26,29,39,47,50,63,65,70],doc_str:47,docstr:[8,18],document:[9,14,15,18,22,26,27,28,29,39,40,47,63,69,72,79],doe:[1,2,3,4,5,6,9,15,16,18,20,22,24,26,27,28,29,30,32,34,35,36,37,39,42,44,47,63,65,66,68,71,72,74,78],doesn:[2,4,5,9,14,15,20,23,27,29,30,34,38,39,41,42,46,47,48,63,72],dog:[73,76],doing:[5,14,20,30,39,46,59,63],domain:[6,16,47],domin:63,don:[1,2,3,5,15,18,20,23,26,27,28,29,30,33,38,39,40,42,46,47,48,63,71,72,78],done:[14,16,20,26,29,35,37,40,43,44,47,63,65,71,72,78],donot_use_mm_for_euclid_dist:72,donut:76,dot:[27,29,71,72,78],doubl:[2,27,29,30,39,50,52,54,63,67,68,71,72],double_tensor:68,doublebuff:52,doubler:[2,72],doubletensor:[68,71,72],dow:70,down:[2,5,9,14,16,30,41,42,44,63,65,70,72],download:[25,46,70,73,76],download_url_to_fil:18,downsampl:[29,30],doxygen:5,dp_m:40,dpotri:72,dpython:72,dqm:63,draw:[14,70,71,72],drawn:[14,31,71,72],drier:76,drive:[6,15],driven:6,driver:65,drop:[14,20,28,29,42,73],drop_last:14,dropout:[4,28,47],dset:73,dst1:9,dst2:9,dst:[15,18],dst_name:38,dst_rank:38,dst_tensor:15,dst_type:29,dtype:[13,14,20,22,24,28,29,30,36,39,47,60,62,66,67,70,71,72,78,80],dtype_filt:63,dtype_input:63,duck:39,due:[3,4,5,16,20,29,30,36,43,44,71,72],dummi:[14,39],dummy_add:39,dummy_input1:47,dummy_input2:47,dummy_input:47,dump:46,dump_patch:29,duplic:[14,29,40,66,71,72],dure:[1,2,4,8,9,15,20,27,29,30,35,36,37,41,44,47,63,65,66,71,72,76],dynam:[1,8,14,20,22,23,31,47,48,72],dynamic_ax:47,dynamic_threshold:48,dzhulgakov:[6,7],each:[1,2,4,8,9,14,15,16,17,18,20,22,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,44,47,48,63,65,66,68,70,71,72,73,75,76,77,78,79],eager:72,eagerli:9,earli:29,earlier:[1,2,40,41,47],earliest:37,eas:[2,35,39],easi:[14,20,38,40,41,42,47,63,65],easier:[5,14,20,22,28,29,34,39,72],easili:[5,10,11,15,29,30,44,48,64,70,71,72],ecosystem:41,edg:[2,30,38,63,78],edgeitem:72,edit:69,edouard:29,edu:29,edward:[6,7],effect:[2,5,8,14,18,20,29,30,36,48,63,67,70,71,72],effici:[2,14,16,20,29,33,37,38,39,63,65,66,68,69,71,72,76],eig:[71,72],eigenvalu:72,eigenvector:[71,72],eight:[18,25],einstein:72,einsum:72,either:[2,8,14,15,16,18,20,22,24,28,29,30,31,34,36,38,39,41,42,44,47,48,63,65,69,71,72,75,80],elaps:9,elapsed_tim:[9,36],elapsed_time_m:36,eleg:42,element:[2,9,14,15,16,29,30,31,34,35,50,52,63,66,67,68,69,70,71,72,73,77,78],element_s:[27,67,71],elementari:72,elementwis:[9,29,30,72],elementwise_affin:29,eleph:76,elf:40,elif:22,elig:44,elimin:[15,71,72],ell:29,ell_c:29,ellips:72,ellipsi:[23,28,72],elman:29,els:[5,8,14,16,20,22,23,24,26,29,30,36,39,67,71,72,73,78],elsewher:[18,72],elu:47,elu_:30,embed:[35,47,63,65,70],embed_dim:29,embedding_bag:43,embedding_dim:[29,30],embedding_matrix:30,embedding_sum:29,embeddingbag:30,emerg:46,emit:[2,8,20,64,73],emit_nvtx:[2,3],emnist:74,empir:29,emploi:48,employe:6,empti:[1,15,20,22,24,27,28,29,30,31,34,36,47,66,71,72],empty_cach:[9,36],empty_lik:[24,27,47,72],empty_strid:[24,72],emptydatastructur:22,emul:[23,39,63],enabl:[1,2,13,14,15,29,32,34,35,36,38,41,46,48,64,71,72],enable_grad:[2,24,72],enable_onnx_check:47,enable_tim:[9,36],encapsul:65,encod:[15,20,23,29,38,39,72],encoder_lay:29,encount:[15,20,24,29,30,35],encourag:6,end:[1,5,6,9,14,15,20,22,26,29,30,37,40,46,48,63,71,72,75],end_dim:[29,71,72],end_ev:[9,36],end_pt:75,endl:41,endpoint:78,enforc:[29,69],enforce_sort:29,engin:[2,37,38,39,63,65,71,72],enhanc:78,enough:[20,22,26,33,39,46,48,68,72,78],enqueu:[9,36,38],ensur:[2,3,5,6,14,15,18,20,22,25,26,29,33,36,38,39,42,43,47,63,71,72,76],ensure_tensor:39,enter:15,entir:[4,5,8,14,29,30,39,40,41,44,45,63,65,78],entiti:73,entranc:5,entri:[1,2,15,16,20,23,29,33,37,39,48,63,66,70,72,73],entropi:[16,29,30],entrypoint:26,entrypoint_nam:18,enumer:[14,16,22,29,36,46,48,70],enumerate_support:16,env:[15,16,65],environ:[5,8,16,18,20,25,35,36,46,65,76],environment:9,epoch:[1,14,32,48,70],eps:[2,29,30,39,48,63,72,80],epsilon:[29,30,48,72],eq_:71,equal:[9,15,16,23,27,28,29,30,34,59,63,70,71,72],equal_nan:[71,72],equat:[29,72,78],equival:[4,14,16,20,22,29,30,47,63,68,71,72],eras:78,erf:[27,47,71,72],erf_:[27,71],erfc:[27,71,72],erfc_:[27,71],erfinv:[27,71,72],erfinv_:[27,71],errno:46,error:[2,5,8,9,14,16,20,22,26,27,28,29,30,33,36,39,47,63,65,71,72,76],especi:[6,14,15,30,33,47,65,71,72],essenti:[14,28,46],estim:[1,16,29,48,72],eta:48,eta_:48,eta_min:48,eta_t:48,etaminu:48,etapli:48,etc:[14,15,16,22,29,39,40,42,47,48,63,65,70,72],eth0:15,eth1:15,eth2:15,eth3:15,ethernet:15,euclidean:[30,72],eval:[20,29,47,76],evalu:[3,16,23,29,30,33,39,48,63,72,73,76],even:[2,14,15,20,30,36,39,40,42,43,44,68,71,72],event:[2,16,20,26,36,70],event_dim:16,event_file_writ:70,event_nam:41,event_shap:16,eventfilewrit:70,eventlist:2,eventu:[2,5],ever:20,everi:[1,2,14,15,16,29,30,32,33,36,37,38,39,44,47,48,63,65,67,70,71,72,73,76],everyon:5,everyth:[5,14,16,20,26],everywher:[30,72],evid:5,evolv:[37,47],exact:[2,29,31,37,42,45,66,72],exactli:[2,8,15,16,27,29,30,33,36,37,39,47,72,73,77],examin:47,exampl:[1,2,4,5,8,9,14,15,16,18,19,20,22,23,25,27,28,29,30,31,33,34,35,36,39,40,41,42,44,46,48,63,65,66,68,69,70,71,72,73,76,78,79],example_forward_input:20,example_input:20,example_method2_input:20,example_output:47,example_weight:20,except:[2,4,5,9,15,16,20,22,23,24,26,29,30,36,39,44,46,47,65,66,68,71,72,76,78],exchang:[15,72],exclud:[29,30,38,72,73],exclus:[14,15,16,33,72],execut:[2,3,4,5,8,9,14,15,20,22,23,29,33,34,35,38,40,41,42,43,46,47,63,65,72],exist:[2,5,6,8,14,15,16,18,20,26,27,29,34,39,41,44,47,65,69,71,72,73],exit:[2,3,26,29,42,44,47],exp1:70,exp2:70,exp:[2,16,27,29,30,47,71,72],exp_:[27,71],exp_famili:16,exp_rang:48,expand:[2,6,16,18,27,28,34,47,63,69,71,72,78],expand_a:[39,47,71,72],expans:78,expect:[2,5,14,15,20,24,29,30,37,40,48,70,72,73,76,77,78],expens:[3,14,16,41,65],experi:[29,39,70],experiment:[20,22,27,28,38,44,46,47,65,66,68],expert:6,explain:[18,32,36],explan:39,explicilti:22,explicit:[23,27,32,36,39,47,63,69,72],explicitli:[1,9,15,20,22,23,30,36,39,41,47,48,51,63,64,65,66,72],explitili:22,explod:[29,70],explor:18,expm1:[27,71,72],expm1_:[27,71],expon:[16,29,30,71,72],exponenti:[29,71,72],exponential_:[27,71,72],exponentiallr:48,export_chrome_trac:2,export_param:47,export_raw_ir:47,expos:[2,36,41,65],express:[23,33,39,71,72],exptransform:16,ext:[18,25,73],ext_modul:8,extend:[2,16,19,29,41,42,47,53,54,55,56,57,58],extens:[8,16,72,73,79],extension_kernel:8,extent:35,extern:[20,35,46,47],external_data_format:47,extra:[5,15,20,28,29,35,37,39,40,41,72,73],extra_cflag:8,extra_compile_arg:[8,46],extra_cuda_cflag:8,extra_fil:20,extra_include_path:8,extra_ldflag:8,extra_repr:[29,39],extract:[29,30,50],extrafilesmap:[20,41],extrem:[3,70],extrema:30,extrud:40,eye:[16,24,39,72],eye_:[24,31],eyes:5,ezyang:[6,7,69],f_add:63,f_t:29,face:[39,70],facebook:[6,51],faces_tensor:70,facil:[26,72],facilit:[16,18,20,72],fact:[2,20,38,39,71,72],factor:[1,16,29,30,31,48,63,72,77,78],factori:[2,16,28,36],fail:[2,5,9,16,20,24,26,42,46,47,72],failur:[2,6,15,16,20,26,29,44],fake:[63,73],fake_quant_en:63,fakedata:74,fakequant:63,fall:[5,29,30,47,72],fallback:[8,15],fals:[1,2,4,8,9,14,15,16,18,20,22,25,26,28,29,30,33,40,43,47,48,63,64,65,67,69,70,71,72,73,76,78,79],famili:16,familiar:[9,20,33,38,44],fan:31,fan_in:31,fan_out:31,fang:7,faq:[14,19,29],far:30,fashion:[5,15,20,29,71,74],fashionmnist:73,fast:[5,14,29,35,36,39,48,65,68,69,72,77],fast_forward:72,faster:[1,14,29,30,36,63,74],faster_rcnn:76,fasterrcnn_resnet50_fpn:76,fastest:[29,72],fatal:[26,42],favor:[9,29,30,63,72,78],fbgemm:63,fcn:76,fcn_resnet101:76,fcn_resnet50:76,fcntl:15,featur:[6,19,20,22,23,28,29,30,39,40,47,63,65,70],featuredropout:47,fedyunin:7,feed:[20,40,65],feedback:5,feedforward:[29,31],feel:5,feng:7,fetch:[14,29,65],few:[1,2,5,18,33,40,46,69,71,72],fewer:[16,34,66,71,72,76],ffi:46,ffmpeg:74,fft:[36,71,72],field:[5,15,29,30,37,38,42,47,48,75,76],figur:[5,35,37,44,47,70],file:[2,5,6,8,9,14,18,20,23,24,25,27,28,32,38,41,46,47,51,67,70,72,73,75,79],filenam:[8,18,20,25,67,70,75,79],filename_suffix:70,fileno:47,filesytem:[18,25],fill:[15,28,29,30,31,36,71,72,78],fill_:[27,29,67,71,72],fill_diagonal_:71,fill_row_zero:20,fill_valu:[29,36,71,72],fillcolor:78,filter:[29,30,63,71,72,78],final_div_factor:48,financi:6,find:[2,5,6,8,15,18,26,28,29,35,36,37,39,40,42,47,68,70,72],find_unused_paramet:[29,37],fine:[8,15,18,20,26,29,33,39,48,63,73,78],finetun:[29,33],finish:[15,36,37,44,46,65],finit:[2,3,16,29,39,72],fire:[37,41,76],first:[1,2,3,4,5,6,8,9,14,15,16,18,20,22,25,26,27,29,30,32,36,38,39,40,42,44,45,46,47,48,63,66,70,71,72,73,77,78],fisher:16,fit:[2,48,71,72],five:1,five_crop:78,fivecrop:78,fix:[20,29,30,40,42,43,46,47,72,73,76],flag:[2,8,20,26,29,33,36,70,71,72,78],flat:[47,72],flat_img:28,flatten:[27,28,31,47,63,71,72,78],flatten_paramet:29,flexibl:39,flickr30k:73,flickr8k:73,flickr:74,flip:[71,72,78],float128:72,float16:[1,13,29,63,68,71,72,80],float16_dynamic_qconfig:63,float32:[1,14,29,30,47,52,63,68,71,72,80],float64:[29,52,68,71,72,80],float_tensor:68,floatbuff:[52,53,59],floatstorag:67,floattensor:[1,2,15,29,66,68,71,72,76,78],floor:[27,29,30,47,63,71,72],floor_:[27,71],floor_divid:[47,72],flow:[1,20,30,33,44,47,63],flush:[1,2,9,20,70,72],flush_sec:70,fly:[14,29,73],fmod:[71,72],fmod_:71,focu:48,focus:22,fold:[47,63,73],fold_param:29,folder:[5,8,14,18,70,73],folk:5,follow:[1,2,5,6,9,13,14,15,16,18,20,22,23,24,25,26,27,28,29,30,31,32,34,35,36,38,40,42,44,46,47,63,65,66,68,69,71,72,73,76,78,80],followup:44,foo:[8,18,20,22,47],foo_forward:47,foomodel:47,foomodul:47,foral:71,forc:[2,8,9,18,20,36,70],force_reload:18,forev:[26,37],forg:[46,47],forget:[22,29],forgotten:46,fork:[14,26,29,35,40,41,42,44,46,64,76],fork_rng:64,forkid:44,forkingpickl:46,forkserv:[26,29,42],form:[2,5,6,14,16,20,23,29,30,39,43,47,48,63,70,72],formal:28,format:[2,13,18,20,23,29,38,39,47,63,66,68,70,71,72,73,75,76,77,79],former:29,formul:[29,30],formula:[2,16,29,30,39,48,63,72],forth:[18,48],fortun:40,forum:[5,6,40,42],forward:[1,2,4,8,20,22,26,28,29,30,31,33,35,36,37,39,40,41,43,47,63,65,66,72],forward_hook:63,forward_pre_hook:29,found:[1,20,29,39,42,47,63,70,72,76],four:[44,65,78],fourier:72,fp16:29,fp32:[29,63],fpn:76,fps:[70,75],frac:[16,27,29,30,31,48,63,71,72,78],frac_:[27,71],fraction:[14,29,31,72,75,78],fragment:9,frame:[70,72,73,75,76],frame_r:73,frames_per_clip:73,framework:[5,6,16,19,38,44,47,48],frank:16,free:[2,5,15,16,20,31,33,40,42,46,51],freed:[2,9,26,36,65,71],freedom:16,freez:[29,33],freeze_bn:63,freeze_support:46,frequenc:[29,30,48,72],frequent:[5,19,29],fresh:[18,52],frisbe:76,fritz:7,fritzo:7,fro:[29,71,72],frobeniu:72,frobenius_norm:47,from:[1,2,5,6,8,9,14,15,16,20,22,24,26,28,29,30,31,36,37,38,39,40,41,42,44,48,51,52,59,63,65,66,68,70,71,72,73,75,76,77,78,79],from_buff:67,from_dlpack:17,from_fil:67,from_float:63,from_ipc_handl:9,from_numpi:[71,72],from_pretrain:29,front:[28,29,71],frozen:[23,33,46,48],full:[14,15,16,18,20,21,22,24,28,29,30,38,39,47,59,63,65,69,72,73],full_lik:[24,47,72],fulli:[14,15,29,33,36,39,63],func:[2,20,39,44,65],func_dict:39,functioneventavg:2,functool:[39,63],functor:16,fundament:[5,22],further:[2,6,8,15,29,42,43,44,70,72],furthermor:[8,27,28,29,43,63],fuse:[27,63,78],fuse_known_modul:63,fuse_modul:63,fused_m:63,fuser_func:63,fusion:[20,63],fut1:65,fut2:65,fut:[35,65],futur:[2,9,20,22,23,28,30,35,39,47,48,63,65,66,71],g_cpu:72,g_cpu_oth:72,g_cuda:72,g_t:29,gain:[6,31,78],galleri:5,gamma:[29,48,72,78],gamma_:72,gan:29,gap:72,garbag:[14,44,51],gate:[29,30],gather:[9,15,39,40,41,47,71,72],gather_list:15,gaussian:[16,29,30],gchanan:[6,7],ge_:71,gelu:47,gemm:[35,47],gen_non_contig_grad_output:2,gener:[2,5,8,14,15,16,20,22,23,24,27,29,30,31,36,38,39,40,41,43,46,47,48,63,65,66,68,70,71,73,74,76],generate_square_subsequent_mask:29,gentl:20,geometr:[30,63,71,72],geometri:[36,72],geometric_:[71,72],geq:[29,30,31,72],geqrf:[71,72],ger:[71,72],gesdd:72,gesvd:72,get:[2,8,9,14,15,20,26,27,29,33,36,39,40,41,44,47,48,63,65,69,70,71,72,73,74],get_all_sharing_strategi:26,get_backend:15,get_backoff_factor:1,get_context:42,get_default_dtyp:[68,72,80],get_default_qat_qconfig:63,get_default_qconfig:63,get_devic:[27,66,68,71],get_device_cap:9,get_device_nam:9,get_gradi:[38,65],get_growth_factor:1,get_growth_interv:1,get_ignored_funct:39,get_image_backend:74,get_info:[71,72],get_input:47,get_lr:48,get_num_interop_thread:[35,72],get_num_thread:[35,72],get_observer_dict:63,get_overridable_funct:39,get_rank:15,get_rng_stat:[9,64,72],get_rng_state_al:9,get_scal:[1,32],get_sharing_strategi:26,get_stat:72,get_testing_overrid:39,get_worker_info:[14,65],get_world_s:15,getdataa:52,getenv:41,getsourc:41,getthreadlocaldebuginfo:41,gil:[14,15,36],gimelshein:7,giraff:76,girshick:29,github:[5,6,18,24,29,39,47,48,63],give:[2,3,5,14,18,20,26,28,29,33,36,39,47,48,72,73,78],given:[1,2,5,6,8,9,14,15,16,18,20,25,26,29,30,31,32,35,37,38,39,41,47,48,63,65,66,70,71,72,73,78,79],glass:76,global:[4,14,15,16,20,23,29,32,38,39,41,42,44,65,70,72,76],global_step:70,globalcontext:46,gloo:[15,29,37,65],gloo_socket_ifnam:15,glorot:31,glove:76,glu:47,gmm:16,goal:44,goe:[29,40],going:[2,5,15,26,33,35,41,46,70],gomez:29,good:[5,8,18,26,29,39,41,72],got:39,govern:[5,19],gpu1:29,gpu:[1,2,3,5,9,13,14,19,20,36,43,46,48,67,71,72,76],gpu_model:20,gpudirect:15,grace:65,grad0:37,grad1:37,grad:[1,2,4,16,20,27,28,29,32,37,38,42,48,65,66,71,72],grad_bia:39,grad_fn:[2,33,66,71],grad_input:[29,39,46],grad_loss:28,grad_norm:32,grad_output:[2,29,39,46],grad_param:32,grad_tensor:2,grad_vari:2,grad_weight:39,gradcheck:[2,39,72],gradgradcheck:2,gradient:[4,14,15,16,20,28,29,30,33,37,38,39,40,48,65,66,71],gradscal:[1,32],graham:29,grai:78,grain:[15,33,63,78],grangier:29,grant:6,graph:[2,4,16,29,33,37,38,39,44,47,65,70,71,72],graphic:[46,59],graphroot:2,grave:29,grayscal:[70,78],great:5,greater:[3,29,30,33,47,63,72,77],greater_than:16,greater_than_eq:16,greaterthan:16,greaterthaneq:16,greatli:8,greedili:28,greg:[6,7],gregori:7,grep:40,grid:[30,70,72,77,79],grid_i:72,grid_x:72,gross:[6,7],ground:[5,70,76],group:[2,6,18,25,26,29,30,31,37,47,48,63,65,70,71,72],group_by_input_shap:2,group_nam:15,group_norm:47,grow:[5,66],growth:1,growth_factor:1,growth_interv:1,gt_:71,gtcoars:73,gtfine:73,guarante:[4,14,15,16,29,35,43,44,51,65],guard:42,guid:[2,14,19,20],guidanc:5,guidelin:[6,29,76],gumbel:30,h_0:29,h_1:29,h_i:29,h_n:29,h_t:29,hack:5,had:[5,20],hadamard:29,haidar:7,hair:76,half:[1,16,27,29,30,48,67,68,71,72],half_cauchi:16,half_norm:16,half_open_interv:16,halfopeninterv:16,halftensor:[68,71],ham:[30,72],hamiltonian:16,hamming_window:[24,72],hand:[2,3,20,22,29,47,72],handbag:76,handi:36,handl:[2,4,8,9,14,15,18,26,28,29,30,36,39,40,42,44,47,63,65,71,73],handled_funct:39,handler:[29,41],hang:[29,37],hann:72,hann_window:[24,72],happen:[2,5,6,15,16,26,29,37,39,40,42,46,47,48,63,69,71],happi:5,hard:[2,5,20,22,29,30,33,47],harder:29,hardshrink:71,hardtanh:47,hardtanh_:30,hardwar:63,has:[1,2,4,5,6,9,13,14,15,16,20,22,26,27,28,29,30,32,33,34,35,37,38,39,41,42,44,46,47,48,63,64,65,66,67,68,70,71,72,73,76,78],has_enumerate_support:16,has_nam:27,has_rsampl:16,hasattr:39,hash:[18,25],hash_prefix:18,hasn:48,hat:29,have:[1,2,4,5,6,9,14,15,16,18,20,22,24,26,27,28,29,30,31,32,33,34,36,37,38,39,40,41,42,43,44,46,47,48,50,63,64,65,66,68,69,70,71,72,73,76,77,78],hdr:7,head:29,head_1:29,head_bia:29,head_h:29,head_i:29,header:[2,8,46],health:6,healthi:[5,6],heard:38,heart:14,heavi:[2,15,33,46],heavili:[3,35,39,48],hei:5,height:[28,29,30,47,59,63,77,78],held:[9,32],hello:22,help:[1,2,3,5,6,9,14,18,27,28,29,32,33,34,36,37,38,47,65,72],helper:[4,15,18,22,29,36,37,47,52,63],henc:[29,36,37,44,65,72,73],here:[2,5,6,14,15,16,18,20,22,24,27,28,29,30,32,36,39,40,41,46,47,48,69,70,71,72,73,76,79],hessian:31,heurist:[8,14],hflip:78,hidden:[4,29,36,70],hidden_s:29,hierarch:70,hierarchi:[23,63],high:[3,5,16,26,29,63,70,71,72],higher:[2,5,9,15,29,39,41,63,65,68,71,77],highest:[29,72],highli:[6,18,29,47],highlight:63,hing:29,hingeembeddingloss:30,hint:[20,22],hinton:48,his:48,histc:[71,72],histogram:[63,70,72],histogramobserv:63,histor:[9,35],histori:[2,38,39,40,48],history_s:48,hit:[4,18],hmc:16,hmdb51:74,hold:[2,29,34,38,39,40,41,42,44,48,65,68,71,72,78],holist:5,hong:7,hood:[2,26,37,42,44],hook:[2,29,37,41,63,71],hop:72,hop_length:[71,72],horizont:78,horizontal:78,hors:76,host:[14,15,29,36,38,67,71],hot:[16,30,76],houseroad:7,how:[4,5,6,14,15,20,22,25,26,27,28,29,30,32,35,37,38,39,40,42,44,47,63,65,70,72,76,78],howev:[1,3,4,5,6,9,14,15,16,22,29,32,36,39,42,43,44,45,46,47,51,65,66,71,72,73],hparam:70,hparam_dict:70,hpp:37,hspmm:66,hsv:78,html:[3,5,48,50,63,70],http:[3,5,18,23,25,29,46,47,48,50,63,70,76,78],hub:[19,25],hub_dir:18,hubconf:18,huber:29,hue:78,hue_factor:78,human:[0,9,31,47],hundr:[1,32,41],hurt:37,hwc:70,hybrid:66,hybriddata:51,hydrant:76,hyper:[22,70],hyperbol:72,hyperparamet:70,i_0:72,i_d:72,i_n:72,i_t:29,icdf:16,icml_2006:29,idea:[5,29,38,41],ideal:[20,28],idempot:44,ident:[2,8,14,15,16,23,30,31,43,63,66,71,72],identifi:[5,15,23,26,29,34,38,41,44,65,70,72],identity_transform:16,idiom:46,ids:[29,30],idx:[14,28,29],iff:16,ifft:[71,72],ifs:23,ignor:[5,9,20,28,29,30,39,47,48,63,71,72],ignore_index:[29,30],ilia:7,ill:30,illegalstateexcept:[50,52],illia:29,illustr:39,im2col:[29,47],imag:[14,28,29,30,59,70,71,72,73,74,76,79],image_s:73,image_set:73,imagefold:74,imagenet:[15,31,74,76],imagenet_data:73,imagenet_root:73,imagin:65,imaginari:[23,72],imagnumb:23,imbalanc:29,img:[28,70,73,78],img_batch:70,img_height:78,img_hwc:70,img_tensor:70,img_width:78,immedi:[5,6,29,44,65],impact:[43,63,69],imped:32,imper:15,implement:[2,4,9,14,15,16,20,22,23,26,29,30,32,33,35,38,39,40,41,42,46,47,48,50,63,65,66,69,71,72,73,74,76,77],impli:[26,65],implic:[20,65],implicit:[23,29,30,47,63,69],implicit_cast:47,implicitcasttyp:47,implicitli:[5,20,22,29,72],implicitly_compiled_method:20,importerror:46,impos:[26,32],improb:14,improv:[6,13,15,29,37,39,47,48,63,76],in1:[29,30],in1_featur:29,in2:[29,30],in2_featur:29,in_channel:[29,63],in_featur:[29,63],inaccuraci:2,inact:9,inactive_split:9,inactive_split_byt:9,inappropri:50,inc:22,incas:71,incept:[47,78],inception_v3:76,incid:44,includ:[2,3,4,5,6,8,14,15,18,20,22,26,29,30,35,36,40,41,43,44,63,71,72,73,74,76],include_last_offset:[29,30],include_path:8,inclus:[16,71,72],incom:[26,29,30,63],incompat:[6,8,34],incomplet:[14,24],inconsist:[39,72],incorpor:63,incorrect:[3,20,30,36,71,72],increas:[1,2,5,9,12,16,29,30,33,35,36,48,78],increment:[2,20,22,29,33],incur:[1,4,42,72],inde:[20,44],indent:23,independ:[6,9,14,15,20,29,30,32,63,71],index:[9,14,16,19,20,26,27,28,29,30,33,36,37,44,47,48,63,66,68,69,70,71,73,77],index_add:71,index_add_:[43,71],index_copi:[47,71],index_copy_:71,index_fil:[27,47,71],index_fill_:[27,71],index_put:[47,71],index_put_:71,index_select:[47,71,72],indexerror:29,indic:[1,2,9,14,15,16,20,27,28,29,30,39,47,48,65,66,69,70,71,72,77],individu:[5,6,14,27,29,32,39,41,43,63,71,72,75],induc:[10,11,30,71,72],ineffici:63,inf:[1,16,29,32,72],infer:[2,19,20,22,27,30,47,48,63,66,71,72,76],inferencesess:47,infin:[29,48],infiniband:[15,29],infinit:[14,29,30],influenc:6,info:[9,15,19,72,75],inform:[2,3,5,14,15,20,29,35,39,41,47,65,68,70,71,72,73,76,78],infrastructur:6,infti:[29,30,72],ingredi:29,inher:27,inherit:[20,22,29,39,42],init:[9,15,19,24,29,41],init_method:[15,29,65],init_process_group:[15,29,37,65],init_rpc:[38,65],init_scal:1,init_weight:29,initi:[1,3,9,14,22,29,30,31,36,37,38,39,41,46,47,48,63,64,65,71,72,76],initial_accumulator_valu:48,initial_lr:48,initial_se:[9,14,64,72],inject:41,inlin:[8,20,35],inline_extens:8,inlined_graph:20,inner:[47,72],innermost:16,inp:[2,14,29],inp_unf:29,inplac:[29,30,39,47,63,78],inplace_assign:47,inplaceindexedassign:47,input1:[29,30,46,47],input2:[29,30,46,47,71,72],input3:[71,72],input:[1,2,4,6,9,13,14,15,16,20,22,23,24,28,29,30,31,32,33,35,36,37,38,39,40,41,47,48,51,59,63,66,68,69,71,72,73,76,77,78],input_1:47,input_2:47,input_3x3:29,input_data:47,input_featur:39,input_length:[29,30,40],input_nam:47,input_on:29,input_s:29,input_tensor_list:15,input_to_model:70,input_tupl:20,input_var:[4,29],ins:20,insecur:72,insensit:29,insert:[16,20,29,63,72],insid:[2,5,20,22,36,41],insight:5,inspect:[1,2,32,39,41,68],inspir:[39,48],inst:73,instal:[2,8,15,18,20,47,70,72,73],instanc:[1,14,16,20,22,23,26,28,29,30,32,37,38,39,40,44,52,63,65,72,73,74],instance_norm:47,instancenorm1d:30,instancenorm2d:30,instancenorm3d:30,instancenorm:29,instantan:9,instanti:[2,18,20,22,29,30,39,63,65,72],instead:[2,4,6,8,14,15,16,20,22,28,29,30,32,37,38,39,40,42,46,47,48,63,66,71,72,78,79],instruct:[3,20,47],instrument:41,insuffici:9,int16:[68,71,72,80],int32:[29,52,63,68,71,72,80],int64:[29,30,36,47,52,68,71,72,77,80],int64tensor:76,int8:[52,63,68,71,72,80],int_:72,int_a:72,int_b:72,int_repr:[63,71,72],int_tensor:68,int_zerodim:68,intbuff:52,integ:[9,14,15,16,22,23,27,29,30,47,48,63,68,71,72,78,80],integer_interv:16,integergreaterthan:16,integr:[14,29,41,47,48,68,71,72],intel:[46,74],intel_openmp:46,intend:30,intens:[48,78],intent:5,inter:[35,37,65,72],interact:[2,6,9,14,23,47,70],interchang:[16,22,48],interconnect:15,interest:[5,6,19,63,73,77],interfac:[39,41,47,48,70],interfer:1,interleav:48,intermedi:[4,20,29,30,33,40,47],intermediari:[8,16],intern:[1,6,9,14,16,20,23,29,32,33,35,36,38,44,47,50,52,65,66,69,72,73,76],internet:[5,73],interop:72,interpol:[29,47,63,72,77,78],interpret:[9,14,15,16,22,26,30,35,63,66,69,72,75],interprocess:9,interrupt:26,intersect:77,interv:[1,16,72,78],intra:[35,37],intraop:72,introduc:[16,18,29,34,37,47,71,72],introduct:[20,23,27,34,70],inttensor:[68,71,72],intuit:47,inv:[16,72],inv_scal:32,invalid:[32,72],invari:[16,29,44,66,72,78],invers:[16,29,30,48,71,72],inverse_indic:72,invert:[16,29,72,76],invest:6,investig:5,invis:36,invoc:[4,20,39,41,44,47,63,65],invok:[1,20,23,29,35,37,38,39,41,48,65],involv:[5,6,14,27,36,37,38,40,43,44,65],iotamudelta:7,iou:[76,77],iou_threshold:77,ipc:9,ipc_collect:9,ipc_handl:9,ipp:74,irecv:15,irfft:[71,72],irrelev:[2,23],irrespect:[36,72],is_avail:[9,36,72],is_coalesc:66,is_complet:15,is_complex:[71,72],is_contigu:[27,69,71],is_cuda:[27,67,71],is_distribut:14,is_en:1,is_floating_point:[27,68,71,72],is_in_onnx_export:47,is_initi:[9,15],is_leaf:[2,27,71],is_mpi_avail:15,is_nccl_avail:15,is_own:65,is_pin:[14,27,67,71],is_python_modul:8,is_quant:71,is_set_to:71,is_shar:[24,27,67,71],is_sign:[27,71],is_spars:[27,67,71],is_storag:72,is_tensor:[27,72],is_train:[2,72],is_valid_fil:73,isend:15,isfinit:72,isinf:72,isinst:[16,39],isn:[5,14,36,39],isnan:[47,72],isol:26,issu:[6,8,24,26,27,28,29,30,32,36,39,42,46,72],itch:5,item:[14,18,20,22,27,29,43,63,70,71,72,73],iter:[1,5,9,15,16,23,26,28,29,32,33,34,37,39,48,64,70,77],iter_end:14,iter_start:14,iterabledataset:[14,41],itertool:[16,72],its:[1,2,3,5,6,8,9,11,14,15,16,20,22,26,29,30,32,33,34,36,37,38,39,40,44,46,47,48,52,63,65,66,68,69,71,72,73,76,78],itself:[4,5,20,26,29,30,47,63,65,69],ivalu:[41,51,60,62],jacobian:[2,16,72],jakob:29,jang:16,java:[50,51,52,59],javadoc:19,jit:[8,19,22,24,28,35,41,47,50,51,65,72],jitter:78,jni:51,job:[15,29,41,48,70],johann:7,johnson:7,join:[5,15,18,23,26,37,42],jointli:[16,29],jone:29,joulin:29,journal:72,jpeg:41,json:[41,73],juggl:4,jump:[68,71],junji:7,just:[2,5,8,16,18,20,26,29,36,38,39,41,47,63,69,71,72],k_0:72,kaiming_normal_:[24,31],kaiming_uniform_:31,kaiser:29,karl:7,kdim:29,keep:[2,5,14,18,20,26,28,29,30,33,36,37,38,40,42,44,47,48,65,70,72,77,78],keep_initializers_as_input:47,keep_var:29,keepdim:[27,29,30,71,72],kei:[2,14,15,20,22,29,38,39,41,47,48,50,63,65,67,70,71,72],kept:[26,29,30,63,77],kernel:[3,8,9,29,30,39,47,63],kernel_s:[29,30,63,70],kernel_shap:47,key_averag:2,key_padding_mask:29,keyboard:76,keypoint:74,keypoint_rcnn:76,keypointrcnn_resnet50_fpn:76,keyword:[1,2,18,20,23,28,29,39,47,48,65,70,72],kick:[37,38,65],kickoff:38,kill:[26,40],kind:[15,29,39,42,68,72],kinet:[74,76],kinetics400:73,kite:76,kl_diverg:16,kl_normal_norm:16,kl_version1:16,kl_version2:16,kldivloss:30,kmnist:74,knife:76,know:[4,5,20,32,33,38,44,47,71],knowledg:44,known:[5,15,20,24,26,29,31,35,36,44,47,72,78],knuth:5,kostmo:7,kth:72,kthvalu:[27,71,72],kullback:[16,29,30],kuzushiji:73,kw_i:29,kwarg:[1,2,4,8,18,20,23,29,30,39,45,47,63,65,67,71,72,73,76,78,79],kwlist:70,l1loss:30,l2norm:63,l423:47,l_1:29,l_c:29,l_n:29,l_p:30,label:[2,5,14,29,30,37,42,48,70,73,76],label_img:70,labori:39,lambd:[29,30,48,71,78],lambda1:48,lambda2:48,lambda:[2,14,16,23,29,30,39,48,71,72,78],lambdalr:48,langl:16,languag:[8,19,29,30,40,47],laptop:76,lara:7,larg:[1,5,9,14,19,26,28,29,30,35,36,40,48,63,66,68,71,72,76,78],large_pool:9,larger:[1,2,6,29,30,40,41,70,71,72,76,78],largest:[1,22,30,63,71,72,80],last:[2,4,14,22,27,29,30,33,48,72,76,78],last_epoch:48,latenc:35,later:[2,5,20,29,35,36,37,38,39,44,45,63,72],latest:[5,15,16,18,29,47,65],latin1:72,latter:[29,42,63],launch:[3,14,29,33,35,36,37,65],law:[29,78],layer:[1,15,30,31,33,39,40,41,48,63,76],layer_count:47,layer_norm:47,layernorm:30,layout:[18,20,22,24,25,66,70,71,72],lazi:48,lazili:[9,20],lbfg:48,lbrace:72,lceil:72,ldot:[16,29,72],le_:71,lead:[2,5,28,35,37,46,71,72],leadership:6,leaf:[2,32,63,71,72],leak:26,leaki:[29,30,31],leaky_relu:[31,47],leaky_relu_:30,leakyrelu:30,learn:[1,5,16,19,29,31,44,63,73,76],learnabl:[29,30,63],learned_0:47,learned_14:47,learned_15:47,learned_1:47,learned_2:47,learned_3:47,learned_:47,least:[16,18,28,29,31,34,40,44,67,71,72,76],leav:[2,20,22,33,71,72,73],left:[20,29,30,39,47,48,59,63,71,72,78],left_ankl:76,left_ear:76,left_elbow:76,left_ey:76,left_hip:76,left_kne:76,left_should:76,left_wrist:76,leftimg8bit:73,legaci:[30,68],legitim:29,leibler:[16,29,30],lemma:16,len:[14,15,20,29,30,47,48,66,70,72,73,76],length:[2,9,14,15,16,20,28,29,30,34,40,59,63,71,72,76,78],lens_unpack:29,leq:[29,30,72],lerp:[71,72],lerp_:71,less:[2,5,9,14,16,18,29,39,42,63,72,74,76],less_than:16,lesser:[35,63],let:[2,5,14,16,27,28,36,37,38,39,42,44,46,70,71],letter:[72,73],level:[2,5,14,20,23,26,29,31,35,39,65,70,71,72,76],lexic:23,lexicograph:72,lfloor:[29,30,72],lgamma:[71,72],lgamma_:71,lib64:8,lib:[46,72],libenzi:7,librari:[3,6,8,14,19,35,37,39,40,41,42,43,46,47,63,72,74],libx264:75,lie:[29,30,70],lies:73,life:71,lifetim:5,lift:28,light:[70,76],lighter:78,like:[1,2,3,4,5,6,8,9,14,15,16,18,20,22,26,27,28,29,30,36,38,40,41,42,46,47,63,65,71,72,78],likelihood:[16,29,30],likewis:77,lim_:29,limit:[14,26,28,29,33,37,38,63],line:[2,3,20,23,29,30,34,39,46,47,72],line_search_fn:48,linear:[1,7,9,20,31,33,36,37,39,40,47,48,71,72,76],linearfunct:39,linearli:[29,30,40,63],lineartransform:78,liner:29,linewidth:72,link:[8,16,28,29,30,41,47],linker:8,linspac:[24,72],linux:[15,18,25],list:[1,2,4,5,6,8,14,15,16,18,20,23,24,27,28,29,30,38,39,46,47,48,50,63,65,66,67,68,69,70,71,72,73,75,76,77,78,79],listconstruct:20,listloopmodel:47,listofproperti:70,liter:[23,28],literatur:29,littl:[39,44],live:[20,29,40,44,48,65],llion:29,lmbda:48,load:[1,2,8,20,25,28,29,41,45,46,47,48,63,72,73,74,76],load_inlin:8,load_nvprof:2,load_state_dict:[1,18,29,45,48,72],load_state_dict_from_url:[18,25],load_url:[25,76],loadabl:18,loadann:73,loaded_weight:71,loader:[14,73],loc:[16,72],local:[15,18,22,26,29,30,37,38,40,44,65,70,73],local_rank:29,local_valu:65,localhost:[38,65],locallr_0:70,localresponsenorm:30,locat:[2,8,9,16,18,20,25,29,30,44,47,48,66,70,71,72,73,76,78],lock:[5,14,15,16,36,38,42],log10:[27,71,72],log10_:[27,71],log1p:[27,47,71,72],log1p_:[27,71],log2:[27,47,71,72],log2_:[27,71],log:[8,14,16,27,29,30,47,70,71,72],log_:[27,71,72],log_abs_det_jacobian:16,log_dir:70,log_input:[29,30],log_norm:16,log_normal_:[27,71,72],log_pob:29,log_prob:[16,29,30],log_sigmoid:47,log_softmax:[28,29,47],logabsdet:72,logarithm:[29,30,72],logdet:[47,71,72],logdir:70,logic:[4,14,23,39,72],logical_and:[71,72],logical_and_:71,logical_not:[27,71,72],logical_not_:[27,71],logical_or:[71,72],logical_or_:71,logical_xor:[71,72],logical_xor_:71,logist:[16,29],logit:[16,29,30],logsoftmax:30,logspac:[24,72],logsumexp:[27,47,71,72],long_tensor:68,long_zerodim:68,longbuff:52,longer:[2,44,65],longest:[29,40],longtensor:[29,30,66,68,71,72],look:[3,5,6,16,20,22,27,29,30,32,38,41,42,46,47,72],lookup:[16,20,23,29,30,35,38,47],loop:[9,20,35,40,47,63,70,78],loop_and_list:47,loop_count:47,loop_in_traced_fn:20,loop_rang:47,loopmodel2:47,loopmodel:47,loos:41,lorentz:16,lose:28,loss0:32,loss1:32,loss:[1,16,28,37,38,40,48,63,65,70,73,76],loss_fn:[1,32,37,42,48],loss_func:65,lost:[1,29,72],lot:[5,26,38,42,64,70],low:[5,16,26,29,71,72],lower:[2,9,15,16,20,29,30,31,33,43,47,48,63,72,77],lower_bound:16,lower_choleski:16,lower_triangular:16,lowercas:15,lowercholeski:16,lowercholeskytransform:16,lowest:[29,72],lowrank_multivariate_norm:16,lppool1d:30,lppool2d:30,lr_0:70,lr_decai:48,lr_lambda:48,lr_schedul:48,lrelu:29,lrn:29,lru:[36,72],lstm:[4,47,70],lstsq:[71,72],lsun:74,lt_:71,lu_data:[71,72],lu_pivot:[71,72],lu_solv:[71,72],lu_unpack:72,lukasz:29,lvert:[29,30,72],macbook:70,machin:[15,29,38,41,64,65],machineri:39,maco:26,macro:8,maddison:16,made:[2,6,22,29,44,46,48,70,78],mae:29,magic:23,magma:[46,72],magma_2:46,magma_hom:46,magnitud:[1,29,31,32,72],mai:[1,2,3,5,8,9,10,11,12,14,15,16,20,22,28,29,30,32,34,35,36,39,40,44,46,47,48,50,52,65,66,67,71,72,78],main:[14,15,16,20,26,28,30,33,37,38,39,45,46,65,70,71,72],main_tag:70,mainli:[16,29,30,63],mainta:78,maintain:[5,15,16,29],major:[5,9,29,30,47,66],make:[2,3,4,8,9,12,14,15,16,18,20,22,26,27,28,29,30,32,33,34,36,37,38,39,40,42,43,44,46,47,48,63,65,68,70,71,72,73,78,79],make_dict:20,make_grid:[70,79],malici:72,manag:[2,5,16,23,29,40,41,47,64,65,71,72],mandat:39,mandatorili:14,mani:[2,5,6,8,14,15,20,22,27,29,31,33,34,35,39,41,43,44,63,68,70,71,72,74],manipul:[32,40,63],manner:[4,28,34,37,71],mantissa:71,manual:[14,15,20,26,29,30,36,39,40,43,46,47,65,70],manual_se:[9,27,43,64,72],manual_seed_al:9,map:[8,16,20,23,28,29,30,37,38,39,44,46,47,50,63,65,67,72,77],map_:[24,71],map_loc:[18,20,25,29,72],margin:[29,30,70],marginrankingloss:30,mark:[2,9,20,22,29,33,37,38,39,71],mark_dirti:[2,39],mark_non_differenti:[2,39],marker:9,market:[5,6],marten:31,mask:[27,28,29,71,72,77],mask_rcnn:76,masked_fil:[27,47,71],masked_fill_:[27,28,71],masked_scatt:71,masked_scatter_:71,masked_select:[27,71,72],maskrcnn_resnet50_fpn:76,mass:16,master:[5,18,29,47,65],master_addr:[15,38],master_address:65,master_port:[15,38,65],mat1:[66,71,72],mat2:[66,71,72],mat:[66,70,71,72,73],match:[1,2,9,15,16,20,27,29,30,34,39,47,48,63,68,71,72,73,78],math:[14,20,22,29,30],mathbb:29,mathbf:[16,29],mathbin:72,mathcal:[29,31,72],mathemat:[29,30,72],mathrm:[16,29,72],matmul:[27,29,71,72],matplotlib:70,matric:[16,27,30,66,71,72],matrix:[16,27,28,29,30,31,35,63,66,70,71,72,78],matrix_pow:[71,72],matrix_rank:72,matter:[2,3,6,20,33,72],max:[2,14,15,20,29,30,34,40,47,48,63,71,72,78,79,80],max_:29,max_bin:70,max_ev:48,max_indic:72,max_it:48,max_job:8,max_lr:48,max_memory_alloc:[9,36],max_memory_cach:9,max_memory_reserv:[9,36],max_momentum:48,max_norm:[1,29,30,32],max_pool2d:63,max_queu:70,max_siz:36,max_val:[29,30],max_valu:29,maxim:[29,48,72],maximum:[9,16,29,30,32,36,48,63,72,77,78],maxnorm:[71,72],maxpool1d:[30,47],maxpool2d:[30,47,63],maxpool3d:[30,47],maxpool:[29,47],maxunpool1d:30,maxunpool2d:30,maxunpool3d:30,may04_22:70,mayb:5,mc3:76,mc3_18:76,mean:[2,4,5,9,14,15,16,20,22,26,27,28,29,30,31,37,38,39,40,43,44,46,47,48,59,63,65,71,72,76,78],mean_vector:78,meant:[29,32,65],meantim:[29,30],measur:[9,16,29,30,36,41,48],mechan:[19,26,38,39,41,63,65],media:59,median:[16,27,71,72],medium:5,meet:36,megabyt:29,member:[5,6,14,15,20,22,29,40],membership:[6,23],memo:29,memoiz:16,memori:[2,4,16,17,20,26,28,29,30,33,42,48,51,63,67,68,69,70,71,72,76],memory_alloc:[9,36],memory_cach:9,memory_effici:[20,76],memory_format:29,memory_key_padding_mask:29,memory_mask:29,memory_reserv:[9,36],memory_snapshot:[9,36],memory_stat:[9,36],memory_summari:9,mendoza:7,mention:[18,22,28,36,69],mere:5,merg:[5,6,14,29],mesh:70,meshgrid:72,messag:[5,9,18,20,23,40,44,47,48,65],messmer:7,meta:[65,70],metaclass:23,metadata:[38,39,65,70,72,75],metadata_head:70,metadatatensor:39,meter:76,meth:[65,72],method2:20,method:[1,5,8,9,14,15,16,18,20,21,23,26,27,28,29,30,31,36,39,40,42,44,47,48,63,65,66,68,70,71,72,73,76],methodnam:51,metric:[9,48,70],metric_dict:70,michael:7,microwav:76,middl:47,might:[2,3,6,8,16,18,20,29,33,35,36,37,38,39,41,44,65,69,71,72,73],mileston:48,millisecond:9,min:[14,15,27,29,30,47,48,63,65,71,72,78,79,80],min_indic:72,min_lr:48,min_siz:76,min_val:[29,30],min_valu:29,min_x:72,mind:[29,47],minfunc:48,mingzh:7,mingzhe09088:7,mini:[14,29,30,63,76,79],minibatch:[14,29,30,63,72],minim:[1,2,5,18,42,48,63,72],minimum:[8,29,48,63,68,72,76],ministri:39,minkowski:[30,72],minlength:[71,72],minmax:63,minmaxobserv:63,minor:[6,9],minu:72,minut:[5,15,70],misalign:27,mise:16,mismatch:[22,37,39,40,72,78],miss:[29,46,47],missing_kei:29,mistak:40,mix:[8,16,19,29,35,47],mixtur:16,mixture_distribut:16,mixture_same_famili:16,mkl:[35,46,72],mkl_2018:46,mkl_2020:46,mkl_fft:46,mkl_num_thread:35,mkl_thread:35,mkldnn:71,mkldnn_thread:35,mmap:26,mnasnet0_5:76,mnasnet0_75:76,mnasnet1_0:76,mnasnet1_3:76,mnist:[70,74],mnist_train:70,mnt:15,mobil:[63,76],mobilenet_v2:76,mobilenetv2:76,mod:[20,22,63],mode:[2,3,14,15,16,20,27,29,30,31,37,40,43,47,48,63,65,71,72,73,76,78],model0:32,model1:32,model:[1,2,3,4,9,15,16,19,20,22,23,25,29,30,32,33,35,36,37,38,42,43,47,48,65,70,72,74,78],model_dir:[18,25],model_zoo:[19,76],modelpath:51,moder:4,modif:[2,63,71,72],modifi:[1,2,14,20,27,29,30,32,33,36,39,47,48,52,63,65,69,71],modl:16,modul:[2,4,8,18,19,23,26,28,30,33,35,36,37,40,41,42,46,47,52,60,62,63,65,71,72,76,78],module_kwarg:30,moduledict:22,modules_to_fus:63,modulo:16,modulu:72,momemtum:29,moment:[2,26,47,48,63],momentum:[29,30,33,48,63],monitor:[9,36,48,72],monoton:16,mont:16,moor:72,more:[1,2,3,6,8,9,14,15,16,18,20,22,25,26,27,28,29,30,31,33,35,36,38,39,40,41,44,47,48,51,63,65,66,68,69,70,71,72,73,76,78],more_img:28,moreov:[71,72],most:[2,3,5,9,14,15,16,18,20,22,24,26,28,29,30,33,36,38,39,42,44,48,52,63,66,68,70,71,72],mostli:[5,16],motiv:[5,38],motorbik:76,motorcycl:76,mountain:73,mous:76,moustapha:29,move:[4,20,22,25,26,28,29,30,36,42,48,63,65,67,71,72],movement:69,moviepi:70,movingaverageminmaxobserv:63,movingaverageperchannelminmaxobserv:63,mpi:15,mro:23,mrshenli:7,mseloss:[30,37],msg:9,msys2:46,much:[1,2,3,5,6,14,20,29,36,38,48,65,71,78],mul:[2,20,27,38,39,47,63,66,68,71,72],mul_:[27,66,71],mul_scalar:63,mulconst:39,mult:14,multi:[3,9,20,35,47,65,68,71,72],multicast:15,multidimension:29,multihead:29,multihead_attn:29,multilabelmarginloss:30,multilabelsoftmarginloss:30,multilay:29,multilin:70,multilinear:72,multimarginloss:30,multinomi:[47,71,72],multipi:29,multipl:[1,9,14,15,16,18,20,22,26,27,28,29,30,35,36,37,38,41,42,44,46,48,63,65,66,72,73,78],multipli:[1,27,29,30,48,63,66,72,76,78],multiplicand:72,multiplicativelr:48,multiprocess:[14,15,19,28,29,37,38,73],multiprocessing_context:14,multisteplr:48,multivari:[16,72],multivariate_norm:16,must:[1,2,8,9,14,15,16,20,22,26,27,28,29,30,31,32,34,37,38,39,42,43,44,47,48,50,59,63,65,67,71,72,78],mutabl:20,mutat:[63,71,78],mute:18,mutual:[14,15],mvlgamma:[71,72],mvlgamma_:71,mvn:16,my_add:38,my_api:41,my_const:20,my_constraint:16,my_dict:[20,22],my_experi:70,my_factori:16,my_imag:70,my_image_batch:70,my_image_hwc:70,my_int:[20,22],my_lib:46,my_lib_add_backward_cuda:46,my_lib_add_forward_cuda:46,my_list:22,my_lstm:40,my_mesh:70,my_model:20,my_modul:20,my_module_inst:20,my_paramet:22,my_qconfig:63,my_registri:16,my_script_add:65,my_script_modul:[20,22],my_scripted_model:20,my_segmentation_transform:78,my_submodul:22,my_transform:16,my_variable_nam:22,myconstraint:16,myconstraintclass:16,myfunc:2,myiterabledataset:14,mymodel:[42,63],mymodul:[20,22,29,40],mypi:22,myrotationtransform:78,myscriptmodul:20,mytransform:16,n_0:30,n_1:72,n_2:72,n_class:29,n_d:72,n_epoch:14,n_fft:[71,72],n_i:[29,72],n_iter:70,n_k:[30,72],n_power_iter:29,n_t:29,naiv:14,name:[2,8,9,15,16,18,19,20,23,24,25,26,29,31,37,38,39,41,47,51,63,65,67,70,72,73,74,80],named_buff:29,named_children:29,named_flat_img:28,named_img:28,named_modul:29,named_paramet:29,named_tensor:28,namedshap:28,namedtupl:[14,20,22,29,72],namespac:[20,23,39,63],nan:[1,2,16,32,72],narrow:[27,47,69,71,72],narrow_copi:[66,71],nasdaq:70,natalia:7,nativ:[20,26,51,52,74],natur:[2,3,5,16,29,43,72],nbatch:29,nccl2:29,nccl:29,nccl_blocking_wait:15,nccl_debug:15,nccl_debug_subsi:15,nccl_socket_ifnam:15,nchannel:29,nchw:70,ncrop:78,ndarrai:[47,71,72,78],ndata:39,ndim:[27,71],ndimens:[24,27,71],ne_:71,nearest:[29,30,59,63,72,78],nearli:[2,42,65,71],necessari:[2,8,14,20,28,29,33,34,36,37,38,44,46,63,65,68,71,72],necessarili:[15,16,29,36,39,47,72],need:[1,2,5,6,9,14,15,16,20,22,26,28,29,30,32,33,35,36,38,39,40,41,42,43,44,46,47,48,59,63,65,66,67,68,71,72,73],need_weight:29,needs_input:41,needs_input_grad:[2,39],neeraj:7,neerajprad:7,neg:[8,9,14,16,20,27,29,30,31,47,71,72,78],neg_:[27,71],negative_binomi:16,negative_slop:[29,30,31],neglig:[2,47],negoti:6,neighbor:[29,63,72],neighborhood:29,neighbour:[29,30,63],neither:[14,15,65],nelement:[24,29,71],nep:39,neq:[29,48,72],nest:[2,9,20,29,65,71],nesterov:48,net:[20,22,29,36,48,70],netlifi:5,network:[1,5,16,20,22,29,30,31,32,33,36,38,44,47,48,63,78],neural:[5,20,22,29,31,36,48,76],neuron:29,never:[2,4,5,15,29,33,65,71,72],nevertheless:44,new_:[36,71],new_data:47,new_empti:71,new_factor:1,new_ful:[36,71],new_group:[15,29],new_interv:1,new_lr:48,new_on:[24,71],new_scal:1,new_stat:[9,64,72],new_strategi:26,new_tensor:[24,36,71],new_zero:71,newer:[35,36],newli:[5,33,72],newtyp:22,next:[1,2,14,15,16,26,29,30,32,35,38,42,47,68,70,71,73],next_stat:16,nfs:15,ngimel:7,nhead:29,nhwc:70,nice:[2,28,29],nichola:16,niederreit:72,nielsen:16,niki:29,nine:[68,71],ninja:[8,46],nio:[52,59],nist:73,nll:29,nllloss:30,nlp:29,nms:77,nn_func:39,nn_module_inst:20,nnq:63,nnz:[2,66,71,72],no_grad:[2,4,24,29,47,72],no_sync:29,noam:29,noarch:46,nock:16,node:[15,29,38,44,47,65],nomin:22,non:[2,4,8,9,15,16,20,22,24,26,31,34,36,39,40,43,44,52,63,64,65,68,69,70,71,72,77,78],non_block:[29,36,67,71],noncontigu:2,nondet_tol:2,nondetermin:2,nondeterminist:[10,11,12,29,30,71,72],none:[1,2,8,9,14,15,16,18,20,22,25,26,27,28,29,30,31,36,39,42,47,48,63,64,65,66,67,70,71,72,73,75,76,78,79],nonexist:22,nonlinear:31,nonlinearli:5,nonloc:23,nonmask:29,nonneg:16,nonnegative_integ:16,nonzero:[2,47,71,72],noopobserv:63,noordhui:7,noplot:5,nor:[14,15,29,72],noreturn:22,norm:[24,29,30,32,47,48,63,71,72],norm_typ:[29,30],normal:[2,18,20,24,27,31,36,48,59,70,71,72,76,78,79],normal_:[27,31,36,71,72],normalized_shap:[29,30],normmeanrgb:59,normstdrgb:59,nose:76,notabl:78,notat:[23,71,72],note:[2,8,9,10,11,12,14,15,16,17,18,19,20,23,26,29,30,33,34,35,37,38,39,41,42,44,47,48,50,63,65,66,69,70,71,72,73,75,76,78],notebook:[5,79],noth:[5,8,9,20,22,44],notic:[20,29,48,72],notifi:[6,44],notimpl:[23,39],notimplementederror:16,notion:[14,29],now:[2,4,9,20,27,28,29,34,36,37,38,39,44,47,48,71,72,76],nproc:[26,37,38],nrow:79,nsdf3:73,nthread:73,nuanc:5,nuc:[29,72],nuclear:72,num:[29,72],num_alloc_retri:9,num_channel:[28,29],num_class:[30,73,76],num_decoder_lay:29,num_direct:29,num_embed:[29,30],num_encoder_lay:29,num_featur:[29,30],num_group:29,num_head:29,num_keypoint:76,num_lay:[29,47],num_lin:73,num_oom:9,num_output_channel:78,num_paramet:29,num_process:42,num_replica:14,num_sampl:[14,71,72],num_send_recv_thread:65,num_threshold:70,num_work:[14,46,73],number:[1,2,3,4,5,8,14,15,16,20,22,23,24,26,29,30,31,34,36,38,39,43,47,48,52,63,65,66,67,70,71,72,73,75,76,77,78,79,80],number_of_vertic:70,numel:[27,71,72],numer:[14,16,20,23,29,30,39,47,48,71,72,80],numpi:[14,24,34,39,40,46,47,68,69,70,71,72,73,78,80],nvcc:8,nvidia:[2,15,36,40,46,72],nvprof:[2,3],nvtx:[2,3],nvvp:2,o_ort:47,o_t:29,obermey:7,obj:[9,20,46,72],object:[1,2,9,14,15,16,17,18,20,22,23,25,26,29,33,35,36,39,40,42,44,46,47,48,50,51,52,64,65,67,68,70,71,72,73,74,78,79,80],obscur:8,observ:[29,30,32],observer_en:63,observer_kwarg:63,obtain:[2,14,15,16,26,27,29,30,35,63,71,72,76],obviou:[40,44,66],obvious:5,occas:[2,5,33],occasion:66,occupi:[9,29,30,36,80],occur:[1,9,14,22,28,29,30,32,36,40,44,47,69,71],occurr:72,octob:9,odd:16,odict_kei:29,odot:29,off:[2,5,9,10,11,29,30,35,37,38,41,63,65,71,72],offer:36,offici:[6,15,29,46,76],offlin:[20,78],offset:[29,30,59,63,71,72,73,78],often:[1,2,3,5,8,14,15,16,20,29,30,40,41,47,48,65,70,71,72],old:[20,33,46,48,72],older:36,omagma:46,omega:72,omega_1:72,omega_d:72,omega_i:72,omit:[4,8,15,29,46,47,72,78,79],omkl:46,omp:35,omp_num_thread:35,onc:[1,2,5,14,15,17,20,26,29,32,33,35,36,39,41,47,48,70,72],one:[2,3,4,5,8,9,14,15,16,20,26,27,28,29,30,32,34,35,36,37,39,41,42,43,44,46,47,48,50,63,65,67,68,70,71,72,73,74,75,76,77,78],one_hot_categor:16,onecyclelr:48,ones:[2,15,16,20,24,27,28,29,30,34,36,39,44,47,48,65,68,71,72,76],ones_:31,ones_lik:[36,47,72],onesid:[71,72],onfunctionent:41,onfunctionexit:41,onli:[1,2,3,4,5,6,9,14,15,16,17,20,22,26,27,28,29,30,31,32,33,37,39,40,41,42,44,45,46,47,48,63,65,66,68,69,70,71,72,76,78],onlin:48,only_input:2,onnx:[19,28,29,76],onnx_aten:47,onnx_aten_fallback:47,onnx_model:47,onnxruntim:47,onto:[9,20,26,40,72],opaqu:15,open:[2,6,16,20,26,46,72],openbla:46,openmp:[35,46],oper:[1,3,4,5,6,9,10,11,12,14,16,19,20,23,29,30,32,34,35,36,37,38,40,42,43,48,64,66,68,69,71,74,75,77,78],operand:[23,39,68,72],operatiton:63,operator_export_typ:47,operatorexporttyp:47,operatornam:[29,72],opinion:5,opnam:47,opportun:[20,38],oppos:78,ops:[1,2,15,19,20,24,27,28,35,36,39,47,63,69,71,72,74],opset:47,opset_vers:[47,76],opt:[20,72],optim:[1,2,5,8,15,16,19,20,22,28,29,31,33,35,37,40,42,47,63],optimiz:[20,47],optimizer0:32,optimizer1:32,optimizer2:32,optimizer_class:65,optimum:48,option:[1,2,4,8,9,14,15,16,18,20,24,25,29,30,31,39,40,43,47,50,59,63,65,66,68,70,71,72,73,75,76,78,79],orang:76,ord:72,order:[2,4,5,15,16,18,20,23,26,27,28,29,30,34,36,37,38,39,43,44,47,48,52,59,63,65,71,72,76,77,78],ordereddict:29,ordin:[68,71],ordinari:[9,32],org:[3,5,18,23,29,46,50,51,59,62,63,70,76,78],organ:[5,6,37,41],orgqr:[71,72],orient:47,origin:[2,14,20,26,28,29,36,39,41,42,47,48,63,67,71,72,78],orign:78,ormqr:[71,72],ort:47,ort_sess:47,orthogon:[31,72],orthogonal_:[24,31],orthonorm:72,ossci:46,ostmo:7,other:[1,2,3,5,6,8,9,14,16,20,22,23,24,26,27,28,30,32,33,34,35,36,37,38,39,40,42,43,44,45,47,48,63,65,70,71,76,78,79],other_help:22,otherwis:[1,2,5,6,8,14,15,27,29,30,32,39,42,44,48,63,65,67,69,70,71,72,73,76],otim:[30,72],our:[2,5,22,29,38,39,42,47,66],out:[1,2,5,6,9,18,20,26,28,29,30,32,33,34,37,38,39,42,44,47,63,65,66,68,70,71,72,78],out_channel:[29,63],out_dim:28,out_featur:[29,63],out_j:29,out_ort:47,out_padh:30,out_padt:30,out_padw:30,out_unf:29,outbuff:59,outbufferoffset:59,outer:[72,76],outlier:29,outlin:38,output0:32,output1:[29,32,47],output2:29,output:[1,2,3,4,5,9,14,15,16,20,27,28,29,30,32,33,35,37,38,39,40,46,47,48,59,63,66,68,69,70,71,72,73,76,77,78],output_2d:29,output_4d:29,output_devic:[29,30],output_featur:39,output_nam:47,output_pad:[29,30],output_ratio:29,output_s:[29,30,63,77,78],output_tensor_list:15,outsid:[6,14,22,30,36,48,78],outstand:65,oven:76,over:[1,2,6,14,15,16,20,26,27,28,29,30,34,35,37,38,39,42,47,48,63,65,66,71,72,73,77,78,79],overal:[6,15,33,35,42,78],overall_end:14,overall_start:14,overflow:[1,30,72],overhead:[2,3,15,35,37,38,41,63,71],overheard:73,overlap:[2,14,29,36,77],overload:22,overparameter:16,overrid:[8,15,16,29,30,47,48,70,72],overridden:[2,8,29],override_dict:39,overriden:39,overshoot:30,oversubscript:35,overview:[26,33],overwhelm:5,overwrit:[14,29,33],overwritten:63,overwrritten:63,owen:72,own:[1,5,6,15,16,29,32,36,44,47,51,63,65,72],owner:[18,38,39,65],ownerrref:44,ownership:[5,6],p1d:30,p2d:30,p3d:30,p_c:29,p_i:29,p_tensor:71,pace:5,pack:[29,40,46,63,72],pack_padded_sequ:40,packag:[5,9,16,18,29,48,70,72,74,75],packagesnotfounderror:46,packed_input:40,packed_output:40,packedsequ:13,pad:[14,40,43,47,63,70,72,78,79],pad_if_need:78,pad_mod:[71,72],pad_packed_sequ:40,pad_valu:79,padd:63,padded_input:40,padding_idx:[29,30],padding_input:40,padding_mod:[29,30,63,78],padding_valu:29,padh:[30,63],padt:30,padw:[30,63],page:[5,14,29,36,37],pai:[46,69],pair:[22,27,29,30,38,44,48,66,70,72],pairwis:[16,29],pairwisedist:30,paper:[5,16,29,48,76],parallel:[0,14,15,19,29,30,35,36,43,44,46,65,78],parallel_info:[0,35],parallelli:73,param1:16,param2:16,param:[1,2,16,29,31,32,33,37,48,63,76],param_byt:48,param_group:48,param_shap:16,paramet:[1,2,4,8,9,14,15,16,17,18,20,24,25,26,28,30,31,32,33,37,38,39,41,42,45,47,51,52,59,63,64,65,66,67,70,71,72,73,74,75,76,77,78,79],parameter:[16,71],parameteriz:16,parameters_to_prun:29,parameterserver2:65,parametr:[16,29,39],params_rref:65,paramter:63,parent:[26,44,46,63,70],parenthes:23,parenthesi:[2,72],park:76,parmar:29,pars:[2,15],parse_arg:[36,47],parser:36,part:[1,3,4,5,6,8,15,16,18,20,22,25,29,33,38,39,40,44,47,48,63,65,66,72,73],parti:[6,18,20,74],partial:[16,23,28,29,30,44,47,63,72],particip:[14,15,29],particular:[1,5,14,20,22,29,36,40,41,43,47,71,72,73],particularli:[14,20,29],partit:[29,38,44],partli:6,partner:5,pascal:[73,76],pass:[1,2,4,5,8,11,14,15,16,18,20,23,26,27,28,29,30,31,32,33,35,36,37,39,41,44,47,48,50,51,52,63,65,66,70,71,72,73,76,77,78],past:[15,40,76],paszk:[6,7],patch:[5,29],path:[2,3,8,15,18,22,29,33,39,45,51,73,75],path_importer_cach:18,path_to_hub_dir:18,patienc:48,pattern:[15,20,29,36,39,40,63],pct_start:48,pdb:[20,22],pdf:[29,63,78],pdist:29,peak:[9,48],peer:[5,15,36],penalti:[1,48,63],pend:70,penros:72,peopl:5,pep:[20,22],per:[1,8,9,14,15,28,29,30,32,35,37,38,41,43,63,70,71,72,75,76],per_channel_affin:[63,72],per_channel_symmetr:63,per_index_weight:29,per_sample_weight:[29,30],per_tensor_affin:[63,72],per_tensor_symmetr:63,per_work:14,percentag:48,perchannelminmaxobserv:63,perform:[1,2,4,12,13,14,15,16,20,26,27,28,29,30,31,32,33,35,36,37,38,39,43,44,48,63,65,66,67,68,69,70,71,72,75,77,78],perhap:74,period:[9,42,48,72],perman:[29,44],permiss:39,permit:66,permut:[14,28,47,69,71,72],perplex:16,persist:[4,5,13,29,46],person:[5,6,19,74],perspect:[37,38,78],perturb:[2,72],peter:7,peterjc123:[7,46],phase:46,phenomenon:40,phi:[29,30],phone:76,photo:73,phototour:74,phy:72,physic:[23,35],pic:78,pick:78,pickl:[14,26,29,72],pickle_load_arg:72,pickle_modul:72,pickle_protocol:72,pid:40,piec:[5,38],pieter:7,pietern:7,pil:[73,74],pillow:[70,78],pin:[29,67,71,72],pin_memori:[14,20,36,67,71,72],pinvers:[71,72],pip:[46,70],pipelin:78,pivot:[71,72],pixel:[29,30,63,73,78,79],pixel_shuffl:[29,47],pixelshuffl:30,pixelwis:76,pizza:76,pkg:46,place:[5,9,14,15,20,22,28,29,30,32,36,38,41,47,63,65,67,69,71,78],placehold:[29,63],plai:15,plain:[8,29],plan:[5,15,29,72],plane:[29,30,63,72,73],plant:76,platform:[8,43,63,72,76],pleas:[2,3,5,6,10,11,12,15,16,20,24,27,28,29,30,32,39,46,47,48,63,69,70,71,72,73],plenti:40,plot:[35,70],plu:78,plugin:70,plume:73,pmf:16,png:73,point:[2,5,6,9,14,20,22,23,29,30,33,37,38,43,48,63,68,70,71,72,73,75,77,80],pointer:[9,29,37,41,44,65],pointwis:[16,27,34],poisson:[29,30,72],poissonnllloss:30,polar:16,poli:73,polici:[16,48],policy_network:16,polosukhin:29,polyfil:20,polygamma:[71,72],polygamma_:71,polygon:73,polymorph:22,pool:[9,35,39,42,43,63,77],pooled_w:77,poor:32,pop:[9,29],popul:[2,16,71],popular:74,popularli:78,port:15,portion:[29,30,48,72],pos_weight:[29,30],pose:38,posit:[2,14,16,18,27,28,29,30,39,47,59,63,71,72,78,80],position:[27,28],positive_definit:16,positive_integ:16,positivedefinit:16,possess:6,possibl:[6,8,14,16,20,22,26,27,29,30,31,33,35,37,39,42,44,46,63,68,71,72,73],post:[5,40,46,63,76,78],postprocess:76,pot:76,potenti:[12,15,22,26,29,30,33,47,69],potential_energi:16,pottedpl:76,pow:[2,27,32,47,71,72],pow_:[27,71],powbackward0:2,power:[23,29,30,48,72,78],powertransform:16,pr_curv:70,practic:[14,16,19,20,26,28,39,76],pradhan:7,pre:[2,18,20,29,35,47,48,63,71,73,76],preced:[23,35,48],precis:[2,8,16,19,29,30,36,47,63,70,72,76],precision_matrix:16,precompil:41,pred:65,predict:[29,70,76],predict_net:47,preemptiv:[29,63],prefer:[6,14,20,29,72],prefix:[18,29,63,66],prelu:47,prepar:[23,47],prepare_for_backward:37,prepare_qat:63,prepend:[8,14,29,34,72],preprocess:[20,71,76],prerequisit:37,presenc:6,present:[6,15,18,25,26,27,28,29,33,38,39,68,72,73,75,76],preserv:[14,20,27,29,30,31,36,63,71,78],preserve_rng_st:4,pressur:[2,33],pretrain:[18,29,33,47,76],pretrained_backbon:76,pretti:[20,72],prevent:[1,5,9,14,15,26,29,30,32,37,44,66,72],previou:[15,20,29,44,46,71,72],previous:[2,20,34,36,64,71],prim:20,primari:[6,23],primarili:[16,63,71],primit:[15,20,22,23,35,65],print:[2,14,18,20,29,30,35,36,39,47,48,63,65,71,72,73],printable_graph:47,printer:20,printout:9,prior:[5,6,29,34,48,63],prioriti:[5,9,22],pritam:7,pritamdamania87:7,privat:39,pro:[46,70],proactiv:51,prob:16,probabl:[14,26,29,30,39,46,47,70,71,72,78],problem:[5,15,26,29,30,40,42,43,44,46,72],problemat:[5,20],proce:[32,36,65],procedur:[20,65,73],proceed:[9,38,44],process:[2,8,9,15,16,18,20,26,27,28,29,30,35,36,37,39,41,42,43,44,46,63,65,66,67,73,76],process_group:[29,65],process_id:29,processcontext:26,processgroup:[15,65],processgroupgloo:37,processgroupmpi:37,processgroupnccl:37,processgrouproundrobin:37,prod:[27,29,47,71,72],prod_:[29,72],prod_d:29,produc:[1,5,8,9,14,20,22,26,27,29,30,32,34,36,41,46,63,66,69,72],producer_info:41,product:[2,15,16,20,27,29,30,41,71,72,78],prof:2,profil:[3,72],program:[2,3,9,14,15,20,22,23,33,36,40,41,42,46,70],programm:22,progress:[9,18,25,48,76],project:[5,18,45],projector:70,promot:[29,68,72],promote_typ:72,prompt:46,prone:[26,42],propag:[16,26,27,39,41,47,63,66,71],propagate_qconfig_:63,proper:[22,29,36,46,52],properli:[5,29,39,42,52,65,68,72],properti:[2,14,16,20,22,29,30,36,48,65,68,80],proport:[29,78],proportion:[29,30,63],propos:[6,7,48],proto:47,protobuf:47,protocol:[14,19,39,46,65,72],prototyp:68,prove:26,proven:[5,29],provid:[1,2,5,6,8,9,14,15,16,18,20,22,26,27,28,29,30,36,37,38,39,44,47,48,52,63,65,66,67,68,70,71,72,75,76,78,80],prune:29,pruned_tensor:29,pruning_method:29,pruning_typ:29,pseudo:72,pseudoinvers:16,pseudorandom:[43,72],psi:72,pth:[18,20,25],pts:75,pts_unit:75,publish:5,puhrsch:7,pull:6,purchas:6,pure:20,purg:70,purge_step:70,purpos:[15,29,38,71,72],push:[5,6,9],pushcallback:41,put:[5,14,18,26,29,36,38,42,44,48,71,72,73],put_:71,pyav:74,pybind11:[8,22],pybind:8,pyc:41,pycapsul:17,pyplot:70,python2:15,python3:[15,72],python:[1,2,3,6,8,9,14,15,18,19,26,28,29,30,33,34,35,36,37,38,39,40,41,42,44,47,63,64,65,66,71,72,74,78],python_only_fn:20,pytorch:[0,2,3,8,9,14,16,18,22,25,28,29,34,35,36,38,40,41,42,46,48,50,51,52,59,62,63,68,69,70,71,72,73,76,80],pytorch_jit:20,q_add:63,q_filter:63,q_input:63,q_per_channel_axi:[63,71],q_per_channel_scal:[63,71],q_per_channel_zero_point:[63,71],q_scale:[63,71],q_zero_point:[63,71],qconfig:63,qconfig_dict:63,qconfig_spec:63,qconfigdynam:63,qint32:[63,72],qint8:[63,72],qmnist:74,qnnpack:63,qparams_dict:63,qscheme:[63,71],qtensor:71,quad:29,quadrant:72,quadrat:40,qualiti:[5,73],quant:63,quant_max:63,quant_min:63,quantiti:[29,48],quantiz:[2,19,47,68,71,72],quantization_schem:72,quantize_dynam:63,quantize_per_channel:[63,72],quantize_per_tensor:[63,72],quantize_qat:63,quantized_input:63,quantstub:63,quantwrapp:63,quasirandom:72,quennevil:7,queri:[9,29,36],question:[5,19],queu:[9,36,71],queue:[5,26,70],queue_2:26,quick:[2,5],quickli:[5,51],quint8:[63,72],quit:[5,39,40,65],qw_i:29,r2plus1d_18:76,r3d:76,r3d_18:76,r_t:29,racket:76,radian:[16,72],rais:[2,5,16,20,23,26,29,33,36,39,71,72,78],raise_except:2,ram:[70,72],rand:[2,16,20,22,24,27,28,29,30,38,47,65,69,70,71,72,76],rand_lik:[24,72],randint:[24,28,29,30,66,70,71,72,76,78],randint_lik:[24,72],randn:[2,16,20,22,24,27,28,29,30,33,34,35,36,37,39,47,63,66,68,70,71,72],randn_lik:[24,47,72],random:[16,18,19,29,30,43,47,70,71,73,76,78],random_:[27,29,30,71,72],random_devic:72,random_offset:73,random_split:14,random_tensor:38,randomaffin:78,randomappli:78,randomchoic:78,randomcrop:[73,78],randomeras:78,randomgrayscal:78,randomhorizontalflip:78,randomli:[2,14,29,30,41,63,73,78],randomord:78,randomperspect:78,randomresizedcrop:78,randomrot:78,randomsampl:14,randomsizedcrop:78,randomverticalflip:78,randperm:[24,72],rang:[1,2,9,14,15,16,20,29,30,35,40,42,47,48,59,63,70,71,72,73,76,78,79],range_pop:9,range_push:9,rangl:16,rank:[14,15,16,29,37,38,42,65,72],rapidli:40,rare:[1,5,32,63],rate:[1,16,29,41,70,72,75,76],rather:[2,4,8,20,28,30,34,39,47,50,63,65,70,71,72,79],ratio:[16,29,78],ravel:29,raw:[29,47],rbrace:72,rceil:72,rcond:72,rdinat:[66,72],reach:[5,6,14,42,48,65],reachabl:15,read:[14,15,20,27,28,34,36,41,47,48,71,72,75],read_video:75,read_video_timestamp:75,readabl:[0,9,14,47],readi:[5,8,20,29,37,38,65,72],readlin:[20,72],real:[14,16,18,29,44,65,71,72,78],real_vector:16,realiti:3,realli:[2,5,33,72],realloc:[52,72],realvector:16,rearrang:[28,29,30],reason:[14,15,20,22,29,30,33,37,47,63,68],rebas:5,rebuild:5,rebuilt:5,recal:[29,39,70,76],receiv:[2,5,9,14,15,16,26,29,32,38,42,44,65],recent:[1,2,5,22],recip:29,reciproc:[27,47,71,72],reciprocal_:[27,71],recogn:14,recognit:[73,76],recommend:[2,14,15,16,18,20,26,28,29,31,33,35,36,39,42,47,52,63,71,72],recomput:[4,29,30,48],recompute_scale_factor:30,reconstruct:[9,29],record:[2,9,20,22,29,32,33,36,47,63,65,70,71,72],record_ev:9,record_funct:2,record_shap:2,record_stream:[24,71],recordfunct:41,recordingobserv:63,recov:[29,72],recreat:33,rectangl:78,rectangular:72,rectifi:[29,30,31,63],recurr:[15,20,36,48],recurs:[16,22,29,48],recv1:38,recv2:38,recv:[15,38],redirect:8,redistribut:46,reduc:[1,2,9,15,26,27,29,30,35,37,46,48,63,66,71,72],reduce_add:9,reduce_multigpu:15,reduce_op:15,reduce_rang:63,reducelronplateau:48,reduceop:15,reduct:[1,15,27,29,30,37,63],redund:[15,72],redundantli:32,reevalu:48,refactor:[5,45,46],refcount:[26,42],refer:[9,14,15,16,18,19,21,26,27,29,30,33,37,38,39,40,42,50,52,63,65,69,70,71,72,74,76],referenc:[22,33,65,72],refin:28,refine_nam:[24,27,28],reflect:[20,29,30,40,69,71,72,78],reflection_pad:47,reflectionpad2d:30,reflector:72,refriger:76,regard:[20,29,30,44],regardless:[14,72],region:[16,20,26,29,30,36,63,72,77,78],regist:[2,16,26,29,37,39,41,47,71,72],register_backward_hook:29,register_buff:[20,22,29,39],register_custom_op_symbol:47,register_forward_hook:29,register_forward_pre_hook:29,register_hook:[2,24,27,29,71],register_kl:16,register_packag:72,register_paramet:[29,39],registr:29,regress:[5,29,76],regular:[2,3,28,29,39,41,47,48,63],regularli:5,reimplement:29,reinforc:16,reiniti:18,reinterpret:[16,71],reinterpreted_batch_ndim:16,rel:[2,6,8,16,29,30,35,36,41,48,72],relat:[5,6,14,29],relationship:2,relative_path_to_checkpoint:18,relative_to:46,relax:[16,20],relaxed_bernoulli:16,relaxed_categor:16,releas:[5,9,15,18,22,26,29,30,35,36,43,46,47],relev:[6,23,71],reli:[6,14,29,35,37,43,69],reload:18,relu1:[29,63],relu2:29,relu:[20,28,31,47],relu_:[30,63],rem:46,remain:[1,2,16,26,29,40,72,73],remaind:[71,72],remainder_:71,remap:[18,20,25,72],rememb:[40,42],remot:[14,15,19,38,65,76],remov:[2,6,15,30,44,71,72,77],removablehandl:29,renam:[24,27,28],rename_:[24,27,28],rename_map:28,renamed_img:28,render:[5,70],rendezv:37,renorm:[29,30,71,72],renorm_:71,rep:47,repackag:40,reparameter:[16,29],reparametr:[16,29,30],reparametriz:16,repeat:[16,30,47,71,72,78],repeat_interleav:[71,72],repeatedli:[36,66,72],repetit:72,repl:2,replac:[8,14,20,29,33,41,42,46,47,63,71,72],replic:[14,29,30],replica:[14,15,29,37],replication_pad:47,replicationpad2d:30,repo:[5,18,46,48,76],repo_nam:18,repo_own:18,report:[2,3,6,36,76],repositori:[6,18,39,42],repr:72,repres:[2,9,14,16,17,20,22,29,33,39,41,47,48,49,63,65,66,68,72,80],represent:[1,20,29,39,47,50,52,63,66,71,80],reproduc:[5,10,11,12,18,19,29,30,48,71,72],requant:63,request:[6,9,15,32,33,35,36,38,44,65],requir:[1,2,4,6,8,9,14,15,16,18,20,24,26,28,29,30,33,35,36,37,38,39,40,41,42,44,47,48,51,63,65,70,71,72,73,76],require_grad:2,requires_grad:[2,16,24,27,28,29,30,38,39,65,66,71,72],requires_grad_:[2,27,29,30,66,71,72],rerun:4,res1:47,res2:47,res:[47,72],resampl:78,rescal:[29,30,78],research:[5,18],reserv:[9,23],reserved_byt:9,reset:[9,29,47,64,72],reset_max_memory_alloc:9,reset_max_memory_cach:9,reset_peak_memory_stat:9,reset_peak_stat:9,resetn:51,reshap:[28,29,47,66,69,70,71,72,78],reshape_a:[47,69,71],reshuffl:14,resid:[15,29,36,71,72],residu:[72,76],resili:48,resiz:[27,29,30,63,67,71,72,76,78],resize_:[2,20,22,27,63,67,71,72],resize_as_:[2,27,71],resizeas_:66,resized_crop:78,resnet101:76,resnet152:76,resnet18:[18,20,22,25,33,76],resnet34:76,resnet3d:76,resnet50:[18,70,76],resnet:[18,20,22,47,70],resnext101_32x8d:76,resnext50_32x4d:76,resolut:[23,29,30],resolv:[5,6,16,22,23,29,46],resourc:[8,14,26],respect:[2,15,16,28,29,48,63,67,71,72,73,78],respond:5,respons:[3,5,6,15,16,29,30,36,39],rest:[5,14,28,63,66],restart:[26,48,70],restor:[4,45,72],restrict:[14,22,23,28,29,63],restructur:5,result:[2,3,5,8,9,14,15,16,20,22,27,28,29,30,31,32,33,34,35,36,37,38,39,40,43,47,48,52,65,66,68,70,71,72,76,78],result_avg:78,result_typ:72,resum:[44,48,70],ret:[39,65],retain:[2,26,42,50,52,71,72],retain_grad:[2,24,71],retain_graph:[2,32,65,71],rethink:76,retri:[9,44],retriev:[2,4,14,29,30,38,41,44,50,52,65],retryabl:44,return_count:[71,72],return_indic:[29,30,63],return_invers:[71,72],return_typ:72,reus:[2,15,33,63,71,78],reveal:[37,66],revers:[16,22,29,33,37,71,72,78],revert:[6,29,30,44],review:6,reward:16,rewrit:33,rfc:38,rfft:[71,72],rfloor:[29,30,72],rgb:[29,59,70,76,78],rgba:78,rho:48,riba:29,richard:16,right:[5,15,16,18,26,27,28,29,30,39,44,47,48,63,72,78],right_ankl:76,right_ear:76,right_elbow:76,right_ey:76,right_hip:76,right_kne:76,right_should:76,right_wrist:76,rightmost:16,risk:5,riski:5,rmsprop:48,rng:[4,9,14,40,43,64,72],rnn:[24,40,47,63,70],robin:[15,37],robust:[26,74],roi:77,roi_align:77,roi_pool:77,roi_width:77,roialign:77,roipool:77,roll:[71,72],roof:2,root:[33,38,48,65,66,72,73],ross:29,rot90:[71,72],rotat:[16,59,72,78],rotatecwdegre:59,rotation_transform:78,rough:5,roughli:[14,37,72],round:[15,27,30,37,47,63,71,72],round_:[27,71],roundtrip:5,routin:72,row:[14,30,66,70,71,72,79],row_limit:2,rpc:[19,38,44],rpc_async:[44,65],rpc_backend_opt:65,rpc_sync:[38,44,65],rpc_timeout:65,rpcagent:65,rpcbackend:65,rpcbackendopt:65,rpn:76,rprop:48,rref1:[38,65],rref2:[38,65],rref:38,rrefid:44,rrelu:47,rrelu_:30,rsampl:16,rsqrt:[27,47,71,72],rsqrt_:[27,71],rst:5,rsub:47,rtol:[2,20,71,72],rule:[2,15,16,20,22,27,29,33,34,39,68,71,72],run:[1,2,3,4,5,14,15,20,26,29,33,35,36,37,38,39,40,41,42,43,44,46,47,48,51,63,64,65,70,72],run_14h:70,run_arg:63,run_fn:[2,4,63],run_process:38,runnabl:70,running_mean:[29,30],running_var:[29,30],runtim:[2,4,8,15,26,27,28,39,42,47,63],runtimeerror:[1,2,20,22,27,32,34,46,47,68,71,72],runtimewarn:16,rv0:20,rv1:20,rvert:72,rvert_p:[29,30],s_min:29,s_n:29,sacrif:76,safe:[1,9,20,29,41,65],safest:[8,66],safeti:[20,28],sai:[5,20,32,38,40,44,47,71,73],sam:[6,7],same:[1,2,5,8,9,14,15,16,18,20,22,26,27,28,29,30,32,33,34,35,36,37,38,39,40,41,42,43,44,47,50,63,65,66,67,69,70,71,72,76,78,79],sampl:[14,16,20,29,30,31,41,43,48,63,70,71,73,77,78],sample_input_cpu:20,sample_input_gpu:20,sample_n:16,sample_r:70,sample_shap:16,sampler:63,sampling_ratio:77,sandwich:76,sane:72,satisfi:[2,13,16,29,48,68,71,72],satur:[36,78],saturation_factor:78,save:[2,4,5,15,20,25,28,29,33,39,42,47,48,63,70,71,72,73,75,79],save_for_backward:[2,39],save_imag:79,saved_tensor:[2,33,39],saved_weight:71,sax:31,sbd:74,sbdataset:73,sbu:74,sbucaptionedphotodataset:73,scalar:[2,16,22,29,30,31,39,47,48,63,65,66,68,70,71,72],scalar_tensor:47,scalar_valu:70,scalartensor:39,scale:[5,14,16,19,28,29,30,31,40,48,59,63,71,72,76,77,78,79],scale_channel:28,scale_each:79,scale_factor:[29,30,63],scale_fn:48,scale_grad_by_freq:[29,30],scale_mod:48,scale_tril:16,scaled_grad_param:32,scaler:[1,32],scatter:[9,15,29,40,47,65,71],scatter_:71,scatter_add:[47,71],scatter_add_:[43,71],scatter_list:15,scenario:[14,36,47],scene:70,schedul:[41,48],schema:20,scheme:71,schmidtm:48,sci_mod:72,scientif:72,scipi:[30,70,72,73],scissor:76,scope:[5,20,22,29,40,44,47],score:[29,76,77],scrambl:72,scratch:[5,33],script:[3,14,15,18,22,29,35,41,51,65,76],script_method:[20,47],scriptabl:20,scripted_fn:20,scripted_modul:20,scriptfuncion:20,scriptfunct:20,scriptmodul:[20,22,47],scrutini:5,search:[5,20,27,28,63,76],seat:6,sebastian:7,sec:75,second:[2,4,8,22,29,30,40,43,45,46,65,66,70,72,75,78],secondli:29,section:[5,14,16,20,22,23,26,28,29,37,38,39,42,63,70,71],see:[1,2,3,4,5,6,8,9,10,11,12,14,16,18,20,22,23,25,26,27,28,29,30,32,33,36,38,39,40,41,42,46,47,51,52,63,65,66,68,69,71,72,76,77,78,79],seed:[9,14,40,43,64,72,73],seed_al:9,seek:[20,72],seem:[5,47,78],seen:[2,16,20,29,48,71,72],segfault:26,segment:[4,9,73,74,78],select:[9,12,13,14,16,20,26,27,28,29,30,35,36,47,63,69,71,72,73,76,78],self:[2,14,20,22,27,28,29,33,34,35,39,40,47,48,63,65,67,71,72,78],self_cpu_time_tot:2,selu:47,semant:[6,9,19,20,22,47,72,73,74,78],semi:[29,31],semidefinit:72,send1:38,send2:38,send:[5,9,14,15,26,37,38,42,44,46,65,72],sender:[15,44],sens:[3,16,29,72],sensit:[29,38,47],sent:[9,15,26,38,42,44,65,72],separ:[1,2,8,14,15,18,20,29,30,32,35,38,48,70,72,79],seq:[2,29,71,72],seq_len:29,seq_unpack:29,sequenc:[2,9,14,16,20,29,30,36,40,47,48,63,65,71,72,78],sequenceat:47,sequenceinsert:47,sequenti:[4,14,26,47,63],sequentialsampl:14,seri:29,serial:[14,18,19,20,25,28,36,38,41,42,51,63,65],serializ:[20,47],seriou:[26,45],serv:[1,5,15,38,65],server:[5,14,65],servic:37,sess:47,set:[0,1,2,4,6,8,9,12,14,15,16,18,20,22,23,25,26,29,30,31,32,34,35,36,37,39,40,41,42,43,46,47,48,63,64,65,70,71,72,73,76,78],set_:[2,71],set_backoff_factor:1,set_default_dtyp:72,set_default_tensor_typ:72,set_detect_anomali:2,set_devic:[9,29,68],set_dir:18,set_epoch:14,set_flush_denorm:72,set_grad_en:[2,72],set_growth_factor:1,set_growth_interv:1,set_image_backend:74,set_num_interop_thread:[35,72],set_num_thread:[35,72],set_printopt:72,set_rng_stat:[9,64,72],set_rng_state_al:9,set_sharing_strategi:26,set_start_method:42,set_stat:72,set_trac:20,set_train:47,set_video_backend:74,setapiusagehandl:41,setapiusagelogg:41,setexportmoduleextrafileshook:41,setsamplingprob:41,setthreadlocaldebuginfo:41,setup:[8,35,38],setuptool:8,sever:[15,20,29,30,32,35,36,41,48,63,65,72,78],sgd:[14,29,33,37,38,48,65],sgdr:48,sgn:72,sha256:[18,25],shadow:78,shall:29,shallow:29,shamelessli:72,shape:[2,9,16,20,27,28,29,30,33,34,39,40,47,53,63,66,70,71,72,73,76,78,79],shape_as_tensor:47,shard:[5,14],share:[2,5,8,9,14,16,17,29,35,42,46,47,65,67,69,71,72],share_memori:42,share_memory_:[24,26,67,71],shared_memori:26,sharedfil:15,shazeer:29,shceme:63,shear:78,sheep:76,shell:8,shen:7,shi:29,shift:[23,29,71,72,78,79],ship:35,shippabl:5,shm_open:26,shorter:[47,65],shortest:29,shorttensor:[68,71],should:[1,2,3,4,5,6,8,9,14,15,16,18,20,22,25,26,28,29,30,32,35,36,37,39,40,42,43,44,46,47,48,63,65,66,69,70,71,72,73,76,77,78,79],shouldn:[66,69],shout:47,show:[0,3,5,14,15,18,27,35,36,37,44,48],showcas:[6,29,36,42],shown:[9,20,32,39,40],shrinkag:[29,30],shuffl:[14,70,73],shufflenet_v2_x0_5:76,shufflenet_v2_x1_0:76,shufflenet_v2_x1_5:76,shufflenet_v2_x2_0:76,shufflenetv2:76,shut:[14,65],shutdown:[38,65],side:[2,8,18,20,29,30,47,48,63,72,78],sigma:[16,29,30,71],sigmoid:[16,27,28,31,47,71,72],sigmoid_:[27,71],sigmoidtransform:16,sign:[5,16,27,47,63,68,71,72,76],sign_:[27,71],signal:[26,29,30,42,63,72],signal_2d:29,signal_4d:29,signal_ndim:[71,72],signal_s:[71,72],signatur:[2,14,29,39,63,71,72],signific:[2,33,36,48],significantli:29,silent:[9,20,29,72],silli:39,sim:[29,30,72],similar:[5,14,22,26,27,29,30,35,38,39,47,52,63,66,71,72,73,80],similarli:[5,22,29,40,47,63,72],simon:7,simpl:[1,9,18,20,23,29,30,35,37,39,40,41,43,47],simplecustombatch:14,simplequeu:42,simpler:[20,39],simplest:[29,39,44,63],simplex:16,simpli:[1,2,8,14,16,20,22,29,33,63,66],simplic:[38,65],simplifi:[20,29,38,48],simul:[16,63],simultan:[33,48],sin:[8,27,47,70,71,72],sin_:[27,71],sin_add:8,sinc:[5,9,14,15,16,20,22,29,30,32,38,39,40,41,46,47,48,63,64,66,68,69,72,78],sine:72,singl:[8,15,16,18,20,22,26,28,29,30,33,35,36,38,39,42,44,47,48,63,65,67,68,71,72,77,78],singleton:[16,29,34,71,72],singular:72,sinh:[27,71,72],sinh_:[27,71],sink:76,site:5,situat:[16,26,42,44,63],size:[2,5,9,14,15,16,20,27,28,29,30,33,34,36,37,39,40,41,47,48,63,66,67,68,70,71,72,73,76,77,78,79],size_averag:[29,30],sizedim:71,sizeof:67,skateboard:76,skeleton:29,skew:[2,3],ski:76,skip:[1,20,32,37,39,48,65],sky:73,slack:5,slice:[20,23,29,30,47,69,71],slide:[29,30,72],slightli:[6,14,18,76],slogdet:[71,72],slope:[29,31],slow:[2,42,70,72],slower:[3,15,30,39,76],slowli:64,small:[1,2,5,6,9,14,15,16,20,22,29,30,36,39,40,63,72],small_pool:9,smaller:[14,48,71,72,78],smallest:[66,72,80],smart:39,smessmer:7,smi:[9,36,40],smnt:73,smoke:73,smooth:[29,47,48],smoother:18,smoothl1loss:30,snapshot:[9,36],snd_tensor:70,snedecor:16,snippet:[18,32],snow:73,snowboard:76,snowi:73,sobol:72,soboleng:72,sobolengin:72,socket:26,sofa:76,soft:[29,30,76],softmarginloss:30,softmax:[16,28,47],softmaxtransform:16,softplu:47,softshrinkag:29,softwar:48,sole:48,solid:[44,78],solut:[5,29,31,42,72],solv:[5,46,71,72],solver:72,some:[1,2,4,5,6,8,9,12,15,16,18,20,22,23,26,27,28,29,30,32,33,36,38,39,40,41,42,43,44,45,46,47,48,63,65,66,70,71,72,73,76,78],some_dict:22,some_entry_point:20,some_fn2:20,some_fn3:20,some_fn4:20,some_fn:20,someon:[5,28],someth:[5,20,24,26,27,46,65,72],sometim:[5,20,26,29,30,40,42,72],somewher:[28,41],soon:44,sophist:48,sort:[2,29,39,40,47,63,71,72,77],sort_bi:2,sorted_indic:29,soumith:[6,7],sound:70,sourc:[0,1,2,3,4,8,9,14,15,16,18,20,26,28,29,30,31,38,40,41,43,47,48,59,63,64,65,66,67,70,71,72,73,74,75,76,77,78,79],space:[14,16,20,29,30,63,72,78],spadd:66,span:[9,29,65,71],spandan:7,spandantiwari:7,spars:[2,19,24,31,48,68,69,71,72],sparse_:31,sparse_coo:[66,68,71,72],sparse_coo_tensor:[24,66,71,72],sparse_dim:[66,71,72],sparse_grad:72,sparse_mask:[66,71],sparseadam:[29,48],sparseaddmmbackward:66,sparsedim:71,sparsefloattensor:66,sparsetensor:[2,66,71,72],sparsiti:31,spatia:30,spatial:[29,30,63,72],spatial_scal:77,spatio:29,spawn:[14,29,37,38,42,46],spawncontext:26,speak:[66,72],special:[5,23,28,29,39,41,63,69,70,72],specif:[2,4,5,6,8,9,15,16,18,20,22,24,25,28,29,36,42,43,44,45,47,48,63,65,70,71,72,75,77],specifi:[2,8,9,14,15,16,18,20,22,25,27,28,29,30,36,39,41,46,47,48,51,52,59,63,64,65,66,67,68,70,71,72,73,74,78,79],specifii:63,spectral:29,speed:[5,8,29,35,36,37,39,40,43,63,72],spend:[3,5],spent:[2,3,15,35,48],sphinx:5,split:[5,14,20,27,29,30,47,63,65,69,71,72,73],split_siz:[71,72],split_size_or_sect:72,spmm:66,sponsorship:6,spoon:76,sport:76,spotri:72,spread:[9,36],sqrt:[27,29,31,32,47,48,66,71,72],sqrt_:[27,71],squar:[29,30,48,63,66,71,72,78],square_:71,squeez:[27,47,66,69,71,72],squeeze_:71,squeezenet1_0:76,squeezenet1_1:76,src:[9,15,29,63,71,72],src_key_padding_mask:29,src_mask:29,src_tensor:15,srinivasan:7,ssa:20,sse3:72,ssnl:7,sspaddmm:66,sspmm:66,stabil:[29,30,48,72],stabl:[16,29,39,46,47,50,63,72],stack:[9,14,16,29,36,37,47,72,78],stacktransform:16,stage:[5,44],stagnat:48,stai:[5,29,42,63],stand:[22,44],standalon:20,standard:[5,8,16,22,23,29,31,35,42,47,59,63,71,72,73,76,78],star:29,start:[2,3,6,9,14,15,18,22,26,28,29,30,34,36,37,38,40,42,44,46,47,48,71,72,75],start_dim:[29,71,72],start_epoch:14,start_ev:36,start_method:26,start_process:26,start_pt:75,startpoint:78,startup:3,stash:[2,4,39],stat:[9,29],state:[1,2,4,9,14,16,20,29,36,37,42,46,48,50,63,64,72],state_dict:[1,18,25,29,37,42,45,47,48],stateless:63,statement:[20,23,33,39,42,47,65],staticmethod:[2,39],statist:[9,16,29,40,63],statu:[23,26,72],std:[8,27,31,41,46,47,59,71,72,76,78],std_mean:[27,72],stddev:16,stderr:[18,25,76],stdin:2,stdout:48,step:[1,3,6,8,14,15,16,20,28,29,30,32,36,37,38,40,42,43,46,63,65,70,71,72,73],step_between_clip:73,step_siz:48,step_size_down:48,step_size_up:48,steplr:48,steps_per_epoch:48,stft:[71,72],stick:16,stickbreakingtransform:16,still:[2,15,16,20,26,27,28,29,32,36,37,38,40,44,46,48,63,72],stirl:[29,30],stitch:65,stl10:74,stl10_binari:73,stmt:35,stochast:[14,16,29,48],stop:[9,16,20,29,48,65,72,76],storag:[2,9,18,19,20,24,25,26,29,33,36,42,68,69,71,72],storage_offset:[71,72],storage_typ:[24,71],storageshar:46,store:[2,4,8,15,18,20,28,29,37,38,39,40,41,44,47,63,65,66,70,71,72,73],store_tru:36,str:[2,8,15,20,22,23,26,28,29,30,48,50,63,65,67,70,71,73,75,78],straight:[29,30],strategi:[5,14,15,22,29,48],stream:[14,71,73],strict:[20,29],strictli:[6,14,29,33],stride:[2,23,27,29,30,47,63,65,68,70,71,72],strike:5,string:[0,2,8,9,15,18,20,22,23,25,26,28,29,30,39,41,47,50,51,53,54,55,56,57,58,63,65,67,68,70,71,72,73,74],stringio:[20,72],strip:[20,30,47],strip_doc_str:47,strive:5,strong:6,strong_wolf:48,strongli:[6,18,29],struct:41,structur:[5,6,14,22,23,29,36,37,39,42,45,46,47,65,70,71,72],stub:63,stuck:20,student:16,studio:46,style:[20,22,63,72],styliz:29,sub:[20,27,29,47,63,66,68,71,72],sub_:[27,66,71],subclass:[2,8,14,16,20,23,29,39,52,71,73],subdir:73,subfold:8,subgradi:48,subgraph:[29,37],subject:[27,28,38,39,44,65,72],submatrix:16,submit:9,submodul:[20,22,29,47,63],subpackag:76,subprocess:[14,40,42],subscript:23,subsequ:[5,8,20,29],subset:[14,15,20,22,29,39,47,63,76],subsetrandomsampl:14,subspac:[29,71,72],substanti:6,substitut:68,subsystem:5,subtl:[5,29],subtleti:[14,29,40],subtli:48,subtract:[30,71,78],subtyp:22,succe:[15,39,46],succeed:72,success:[6,16,29,72],successfulli:[26,29,72],succinct:18,suffici:[8,16,18,47,63,68,72],suffix:[70,71],sugar:22,suggest:[6,18,24,29,40],suhan:7,suit:[20,22,47],suitabl:[14,16,48,70],suitcas:76,sum:[2,9,14,15,16,27,30,32,36,37,38,39,47,48,65,66,71,72],sum_:[29,72],sum_i:29,sum_j:[29,30,72],sum_pair:22,sum_to_s:71,summar:[3,72],summari:[2,9,70,72,76],summarywrit:70,summat:72,sunset:[6,7],suo:7,superclass:39,superresolut:47,supervis:29,suppli:[4,5,8],support:[1,2,5,6,8,9,14,15,16,18,20,22,23,24,26,29,30,33,34,35,39,42,46,48,50,63,65,66,68,69,70,71,72,73,74,77],suppos:[14,41,66,72,78],suppress:[64,77],sure:[2,5,14,15,20,27,29,33,37,38,40,44,46,47,48,65,70,72],surfboard:76,surg:72,surpass:31,surpris:18,surrog:16,surround:[22,63],sutskev:48,svd:[71,72,78],svhn:74,svi:16,swap:[23,29,30,63,71,72],swap_modul:63,symbol:[46,47],symbolic_fn:47,symbolic_foo_forward:47,symbolic_help:47,symbolic_nam:47,symbolic_opset10:47,symbolic_opset9:47,symbolic_opset:47,symeig:[71,72],symmetr:[63,72,78],symmetri:72,sync:[1,29,37],sync_bn_modul:29,sync_bn_network:29,synchron:[3,9,29,35,36,37,42,65],syntact:6,syntax:20,sys:18,system:[5,8,9,20,23,29,33,35,36,41,46,65,72],t4d:30,t_0:48,t_max:48,t_mult:48,tabl:[2,15,29,30,39,65,76],tag:[2,5,15,18,41,50,70,72],tag_nam:18,tag_scalar_dict:70,taiwan:70,take:[2,3,5,6,8,9,14,16,18,20,26,27,28,29,30,35,37,38,39,40,43,44,46,47,63,65,68,69,70,71,72,73],taken:[16,29,30,35,36,39,40,41,47,72,73,77],talk:41,tall:[39,71],tamper:72,tan:[27,47,70,71,72],tan_:[27,71],tangent:72,tanh:[16,27,28,31,47,71,72],tanh_:[27,71],tanhtransform:16,tanx:70,tape:5,tar:73,tarbal:73,target:[1,29,30,32,42,48,63,70,71,72,73,76,78],target_dict:63,target_length:[29,30],target_n:29,target_transform:73,target_typ:73,task:[2,5,29,35,41,46,76,78],tau:[30,72],tbb:35,tdr:46,team:[5,6],technic:[5,6,40],techniqu:[29,63],teddi:76,tell:[2,5,20,39,71,72],temperatur:[16,30],tempor:[29,30],temporari:[8,29,40],temporarili:47,temporary_fil:18,ten:[22,70],ten_crop:78,tencrop:78,tend:5,tenni:76,tensor1:[71,72],tensor2:[71,72],tensor:[1,4,5,8,9,14,15,16,17,19,20,21,22,29,30,31,33,34,35,36,37,38,40,42,43,46,47,48,49,50,59,60,62,65,66,67,70,73,74,75,76,77,79],tensor_a:72,tensor_b:72,tensor_float32:[60,62],tensor_float64:[60,62],tensor_int32:[60,62],tensor_int64:[60,62],tensor_int8:[60,62],tensor_list:15,tensor_uint8:[60,62],tensorboard:19,tensordataset:14,tensordot:[24,72],tensorflow:[16,48,70],tensorheight:59,tensorwidth:59,term:[6,16,29,30,32,38,40,48,63,71,72],termin:[26,48,65],terminolog:29,test10k:73,test50k:73,test:[2,8,20,23,26,36,63,70,72,73,76,78],text:[5,16,29,30,31,48,63,70,71,72,78],text_str:70,texttt:[29,71,72],tgt:[14,29],tgt_key_padding_mask:29,tgt_mask:29,thalloc:46,than:[2,3,4,6,8,9,14,15,18,20,22,24,28,29,30,31,33,34,36,39,40,42,43,47,48,50,63,65,66,68,70,71,72,73,74,76,77,78,79],thank:[16,39],thc:46,thc_state:46,thcstate:46,thcudacheck:46,thcudatensor:46,thcudatensor_cadd:46,thcudatensor_fil:46,thcudatensor_issamesizea:46,thcudatensor_resizea:46,the_model:45,thei:[1,2,4,5,6,9,14,15,16,20,22,24,26,27,28,29,30,32,36,37,39,42,46,47,48,63,65,66,71,72,73,75,76,77,78],them:[1,2,4,5,14,15,18,22,26,27,28,29,30,32,33,34,38,39,40,41,44,46,48,63,65,66,70,71,72,73],themodelclass:45,themselv:[1,2,63,72],therebi:[14,63],therefor:[1,2,4,14,15,16,20,29,30,32,40,41,44,47,48,66,71,72,78],theta:[16,30],thi:[1,2,3,4,5,6,8,9,10,11,12,14,15,16,18,20,21,22,23,24,26,27,28,29,30,31,32,33,35,36,37,38,39,40,41,42,43,44,45,46,47,48,51,52,63,64,65,66,67,68,70,71,72,73,76,78,79,80],thin:72,thing:[2,5,22,29,30,33,36,39,40,42,44,63,66],think:[5,20,22,44],third:[16,20,29,72],thoma:7,those:[2,3,9,14,20,22,27,28,29,30,32,36,44,48,63,65,72,77],though:[15,20,23,28,42],thousand:1,thrash:15,thread:[2,7,9,14,15,19,20,29,41,42,44,47,65,72],three:[15,29,37,39,44,48,63,65,70,73],threej:70,threshold:[32,47,48,70,72,76],threshold_:30,threshold_mod:48,through:[1,2,4,5,6,14,16,18,20,22,26,27,28,29,30,38,39,40,41,44,46,59,63,65,69,71,72,80],throughout:[29,63],throughput:35,thrown:[9,71,72],thtensor:71,thtensorrandom:72,thu:[2,14,15,16,20,29,30,35,40,41,47,48,63,69,71,72],thumb:15,tie:[16,76],tile:71,time:[1,2,3,5,8,9,14,15,16,20,22,23,26,29,30,31,33,35,36,37,38,39,40,41,42,44,46,48,51,63,65,66,70,71,72,75,76,78],timedelta:[15,65],timefram:65,timeit:35,timelin:[2,3],timeout:[14,15,26,65],timestamp:75,tini:[71,80],tip:5,tiwari:7,tl_flip:78,tmp:[2,8,18],to_dens:66,to_dlpack:17,to_grayscal:78,to_her:[38,44,65],to_mkldnn:71,to_pil_imag:78,to_spars:[66,71],to_tensor:78,toaster:76,todai:63,togeth:[14,15,16,29,38,40,41,44,63,65,70,72,78],toilet:76,token:[18,23],tol:72,told:22,toler:[2,20,48,72],tolerance_chang:48,tolerance_grad:48,tolist:[67,71],too:[1,5,8,29,30,35,40,42,44,46,66],tool:[2,3,6,18,20,22,35,46],toothbrush:76,top:[2,14,16,23,26,29,30,39,59,72,73,74,76,78],top_level_method:22,topic:[6,41],topilimag:78,topk:[27,47,63,71,72],topolog:2,torch:[6,12,13,19,20,22,27,28,32,33,34,35,36,37,38,40,41,42,43,44,45,46,49,51,52,65,69,73,74,76],torch_14808_1591070686:46,torch_extens:8,torch_extensions_dir:8,torch_funct:39,torch_hom:[18,25],torch_model_zoo:76,torch_shm_manag:26,torchaudio:19,torchscript:[19,23,47,50,51,65,74,77],torchtext:19,torchvis:[18,19,20,22,33,70],toronto:29,total:[2,3,5,9,14,18,22,29,30,36,48,72],total_averag:2,total_count:16,total_length:[29,40],total_loss:40,total_step:48,totensor:[70,73,78],touch:[5,47],toward:[6,47,72],tox:50,tr_flip:78,trace:[2,5,14,22,24,33,36,71,72],trace_modul:20,trace_nam:2,traceabl:20,traceback:[2,22,26],traced_bar:20,traced_cpu:20,traced_fn:20,traced_foo:20,traced_gpu:20,tracer:47,tracerwarn:20,track:[2,4,9,26,28,29,36,38,39,40,41,44,71],track_running_stat:29,tracker:[5,6],trade:[4,29,35],tradeoff:38,traffic:76,trail:[29,31,34,39],train2017:76,train:[1,9,14,15,18,20,29,30,31,32,33,37,40,44,47,48,63,65,70,73,76,78],train_batch:48,train_extra:73,train_load:36,train_nov:73,trainabl:48,trainer3:65,trainer:65,training_method:20,trainload:70,trainset:70,trainval:73,transb:47,transfer:[14,15,26,36,65],transform:[14,19,30,33,63,70,72,73,74,76],transform_input:76,transform_to:16,transformation_matrix:78,transformed_distribut:16,transformer_decod:29,transformer_encod:29,transformer_model:29,transit:20,translat:[44,78],transpar:[37,44,65],transpos:[27,29,30,33,47,66,69,71,72],transpose_:[2,66,71],transposed_data:14,trapezoid:72,trapz:72,travers:[29,37,38,39,63],treat:[16,22,27,29,30,48,68,71,72],tree:[5,29,44,73],tri:[5,22,26,29,71],triag:6,trial:16,triangl:70,triangular2:48,triangular:[16,30,48,72],triangular_solv:[71,72],trick:[16,29,30,41,76],tricki:[33,44],trickier:44,trigger:[1,2,5,6,32,37,41,71,72],tril:[71,72],tril_:71,tril_indic:[24,72],trilinear:[29,30],trim:72,tripl:30,triplet:29,triplet_loss:29,tripletmarginloss:30,triu:[71,72],triu_:71,triu_indic:[24,72],trivial:[44,72],trou:29,troubleshoot:5,troublesom:39,truck:76,truli:47,trunc:[27,71,72],trunc_:[27,71],truncat:[40,72],trust:[14,72],truth:[70,76],tseq:16,tune:[15,48,63],tup:22,tupl:[2,4,9,14,20,23,26,28,29,30,39,47,48,50,63,65,66,71,72,73,77,78,79],tuple_or_list:22,turn:[8,14,20,29,38,47],tutori:[6,20,39,41,47,63],tvmonitor:76,twice:[1,32,40,76],two:[1,2,3,8,9,14,15,16,18,20,22,27,28,29,30,33,34,35,36,37,38,39,43,44,45,46,48,63,65,66,70,71,72,73,76],twse:70,txhxwxc:73,txt:20,type1:72,type2:72,type:[2,8,9,15,16,18,19,20,23,24,27,29,30,35,36,41,46,47,49,50,52,63,65,66,67,68,70,71,72,73,76,77,78],type_a:[27,47,71],type_p:16,type_q:16,typeerror:[29,39],typic:[1,8,14,16,20,29,35,47,63,69,80],typing_extens:[20,22],typo:5,ubc:48,ucf101:74,udf:44,uint8:[29,52,63,68,70,71,72,75,78,80],uint8_t:71,uint8tensor:76,uint_tensor:68,ultim:[6,8],umbrella:76,unabl:[5,48],unari:[23,27],unavailbl:22,unbalanc:29,unbatch:72,unbias:[71,72],unbind:[27,47,69,71,72],unchang:[29,63,71,72,78],uncoalesc:[66,72],uncondition:[18,29,39],unconstrain:16,uncorrupt:1,undefin:[15,29,36,71,72],under:[2,3,14,26,29,30,33,36,37,42,44,46,63,64,70,72],underflow:[1,32],underli:[1,9,16,20,30,36,40,63,65,69,71,72],underscor:[18,28,65,66,71],understand:[5,6,29,31,33,36,70],understood:72,undertak:5,underwai:2,undesir:[12,29,30],undetermin:43,undon:29,unequ:[29,63],unexpect:[15,20,29,39],unexpected_kei:29,unexpectedli:71,unflatten:[24,27,28],unflattened_img:28,unflattened_named_img:28,unfold:[47,69,71],unfortun:[2,4,6,29],unicod:23,unicodedecodeerror:72,unifi:28,unifies_names_from_input_tensor:27,uniform:[29,31,71,72],uniform_:[27,31,39,71,72],uniformli:[16,72,78],unind:64,uniniti:[71,72],union:[22,50,77],uniqu:[15,18,20,24,25,38,44,47,65,70,71,72],unique_consecut:[24,71,72],unit:[29,30,35,63,72,75],unit_interv:16,unitari:72,unitriangular:[71,72],univari:16,univers:22,unix:[14,26],unknown:44,unlabel:73,unless:[1,2,3,5,15,29,33,36,48,63,71,72],unlik:[5,22,26,29,42,68,71],unmask:29,unment:28,unmodifi:1,unnam:[27,28],unncessari:69,unnecessari:36,unnorm:[29,30],unnot:26,unoccupi:9,unord:29,unpack:[23,29,39,40,72],unpack_data:72,unpack_pivot:72,unpickl:[14,72],unpool:29,unpooled_output:29,unprun:29,unreadi:37,unreduc:29,unrel:[5,39],unresolv:46,unrol:[22,47],unscal:1,unscale_:[1,32],unseg:29,unsign:[63,68,71],unskip:1,unsort:29,unsorted_indic:29,unspecifi:[15,47,71],unsqueez:[29,39,47,69,70,71,72],unsqueeze_:71,unstabl:[16,30,72],unstructur:29,unsuccess:15,unsuit:32,unsupport:[20,23,28],untest:28,until:[5,9,15,26,30,33,36,40,44,65,71],untouch:14,untrack:20,untrain:47,untrust:72,unus:[9,20,29,36,37],unused_argument1:29,unused_argument2:29,unused_method:20,unusu:5,unwant:70,upcom:15,updat:[1,2,6,18,20,29,32,37,38,42,44,46,48,63,65,70,71],upgrad:48,upon:[14,26,44],upper:[16,29,30,31,48,71,72,78],upper_bound:16,uppercas:15,upright:59,ups:5,upsampl:63,upsample_bilinear:63,upsample_nearest1d:47,upsample_nearest2d:47,upsample_nearest3d:47,upsample_nearest:63,upsample_r:63,upsample_trilinear:30,upscal:29,upscale_factor:[29,30],upstream:46,url:[2,15,18,25,65],usa:70,usag:[1,2,3,5,9,14,16,20,28,33,40,44,47,63,70,71,72],use:[1,2,4,5,6,8,9,14,16,18,20,22,26,27,28,29,30,31,33,35,36,38,39,40,41,42,43,46,47,63,65,70,71,72,73,76,78,79],use_cuda:2,use_external_data_format:47,use_gpu:20,use_input_stat:30,use_memory_effic:20,use_memory_effici:20,use_mkldnn:35,use_mm_for_euclid_dist:72,use_mm_for_euclid_dist_if_necessari:72,use_ninja:8,use_openmp:35,use_tbb:35,used:[1,2,3,5,8,9,13,14,15,16,18,20,22,24,25,28,29,30,31,32,35,36,38,39,41,42,44,45,46,47,48,52,63,64,65,66,68,70,71,72,73,74,76,77,78,79],useful:[2,5,9,14,16,18,20,22,28,29,30,33,35,38,39,41,48,63,65,72,78],user:[2,4,9,14,15,16,18,20,22,26,28,29,32,36,38,39,41,42,47,63,65,69,70,71,72,78],userrref:44,userwarn:[34,47],uses:[1,2,3,8,9,14,15,16,18,20,29,30,35,36,37,38,39,40,41,44,46,48,63,65,72,73,74],using:[1,2,4,5,6,8,10,11,12,14,15,16,18,19,20,22,23,24,26,28,29,30,31,32,33,35,36,37,38,39,40,41,42,43,44,46,47,48,63,65,70,71,72,73,76,78],usp:74,usual:[1,2,5,8,14,20,29,32,35,40,41,47,63,65,70,71,72],uszkoreit:29,utf:72,util:[1,5,9,19,32,34,35,36,39,40,41,47,48,59,73,74,76],v100:[13,29,76],v_1:29,v_2:29,val2017:76,val:[31,71,73],val_loss:48,valid:[2,15,16,20,22,28,29,38,47,48,59,63,65,72,73],validate_arg:16,valu:[1,2,4,5,6,8,9,14,15,16,18,20,23,25,26,29,30,31,32,33,35,36,39,40,43,47,48,50,51,59,63,65,66,68,69,70,71,72,73,75,76,77,78,79],value1:50,value2:50,valueerror:[29,39],var1:48,var2:48,var_mean:[27,72],vari:[29,48,63],variabl:[4,8,9,16,18,25,28,29,35,36,40,43,46,47,48,63,65,71,72,76],variabletyp:47,varianc:[16,29,31,43,48,72],variant:[41,48,63,72],variat:[16,39],varieti:38,variou:[4,6,8,14,26,42,45,48,52],vase:76,vaswani:29,vc2017:46,vdim:29,vec1:[71,72],vec2:[71,72],vec:[29,71,72],vector:[2,16,29,30,63,70,71,72,73,78],vehicl:6,veloc:48,verbos:[8,18,28,47,48,70],veri:[2,3,5,22,26,29,33,38,39,40,42,46,48,63,64,76],verifi:[8,18,20,25,39,47],verify_ninja_avail:8,versa:[29,67,71,72],version:[4,16,18,20,27,28,29,30,33,34,36,39,41,46,47,48,63,71,72,73,78],versu:[5,29],vert:[29,30],vertex:70,vertic:[70,78],vertical_flip:78,vertices_tensor:70,vflip:78,vframe:75,vgg11:76,vgg11_bn:76,vgg13:76,vgg13_bn:76,vgg16:76,vgg16_bn:76,vgg19:76,vgg19_bn:76,vgg:47,via:[2,5,8,9,14,15,16,20,22,26,29,31,36,38,39,40,42,47,48,68,69,72],vice:[29,67,71,72],vid_tensor:70,video:[28,29,70,73,74],video_arrai:75,video_classif:76,video_codec:75,video_fp:75,video_read:74,videoclip:73,viehmann:7,view:[2,5,6,14,19,20,26,28,29,30,34,44,47,63,68,71,72,73,78],view_a:[69,71],vincent:7,vincentqb:7,violat:6,virtual:47,vishwak:7,vishwakftw:7,visibl:[9,15,29,76],vision:[6,18,74,76,77],visual:[2,29,46,70],vitali:7,vitalyfedyunin:7,voc2012:73,voc:[74,76],vocdetect:73,vocsegment:73,volumetr:[29,30],von:16,von_mis:16,vs2017:46,vs2017_runtim:46,vw_i:29,vychisl:72,w_hf:29,w_hg:29,w_hi:29,w_hn:29,w_ho:29,w_hr:29,w_hz:29,w_if:29,w_ig:29,w_ii:29,w_in:29,w_io:29,w_ir:29,w_iz:29,w_j:29,w_n:29,w_y:35,w_z:35,wai:[2,4,5,6,8,14,15,16,20,22,26,27,28,29,30,35,38,39,40,42,43,45,46,47,48,63,65,66,69,71,72,73,76],wait:[2,9,15,26,29,35,36,37,48,65],wait_ev:9,wait_stream:[9,36],walk:[38,39,44,69],walltim:70,wang:7,want:[5,9,14,15,18,20,29,30,32,33,35,36,39,47,48,63,66,71,72,76],warm:48,warmup:2,warn:[8,34,39,47,64,72],wasn:[20,72],wast:5,weaker:16,weight:[14,16,18,20,22,28,30,31,33,39,40,47,48,63,70,71,72,76],weight_decai:48,weight_fake_qu:63,weight_g:29,weight_hh:29,weight_hh_l:29,weight_ih:29,weight_ih_l:29,weight_mask:29,weight_norm:47,weight_orig:29,weight_u:29,weight_v:29,weighted_kernel_sum:20,weightedrandomsampl:14,weird:[29,76],welcom:5,well:[2,5,8,15,20,22,27,29,30,32,33,39,42,43,44,47,63,65,66,69,70,72,75,76],were:[1,2,15,20,22,29,30,32,39,47,66,71,72],weren:2,what:[2,4,5,6,16,18,20,22,27,29,33,38,39,47,48,66,73],whatev:[71,72],wheel:46,when:[1,2,3,5,6,8,9,10,11,12,14,15,16,18,20,22,26,27,28,29,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,51,52,63,64,65,66,68,69,70,71,72,73,76,78],whenev:[6,26,29,30,38,44],where:[1,2,3,5,6,8,14,15,16,20,23,25,26,29,30,31,32,33,34,36,37,43,44,47,48,52,59,63,65,66,68,70,71,72,73,75,76,77,79],wherev:[6,27],whether:[1,2,5,6,8,9,14,15,16,18,25,29,30,32,36,39,47,48,52,65,66,67,69,71,72,73],which:[1,2,3,5,6,8,9,14,16,18,20,22,24,25,26,28,29,30,32,33,34,35,36,37,38,39,40,41,43,44,46,47,48,50,51,59,63,64,65,66,67,68,70,71,72,73,75,76,77,78,80],whichev:30,whilst:[16,36],white:78,whiten:78,whitespac:23,who:5,whole:[14,15,29,42,63,75],whose:[16,20,29,33,39,47,70,72,73],why:[5,47],wide:35,wide_resnet101_2:76,wide_resnet50_2:76,width:[16,28,29,30,47,59,63,72,77,78],wikipedia:30,wildcard:28,willing:6,win:72,win_length:[71,72],window:[14,19,29,30,71,72],window_length:72,wine:76,wip:5,wise:[15,16,29,30,35,63,69,72],wish:[1,32],wit:20,with_arg:63,with_cuda:[8,46],with_pytorch_error_handl:8,with_replac:72,within:[2,4,6,9,14,15,16,20,22,29,35,36,38,41,47,63,70,72],without:[1,2,4,5,6,9,14,16,18,26,28,29,30,32,34,36,39,42,47,48,52,63,64,65,70,71,72,76,78,80],won:[4,18,20,29,30,33,39,47,72],woodburi:16,word:[1,2,15,22,29,30,38,40],word_language_model:[29,47],work:[2,4,5,6,8,9,15,16,18,20,23,26,27,28,29,30,33,35,36,37,38,39,42,46,63,65,66,71,72],worker0:65,worker1:[38,65],worker:[5,8,14,15,29,38,44,65,73],worker_id:14,worker_info:14,worker_init_fn:[14,40],worker_nam:65,workerinfo:65,workflow:[18,39],workground:46,workload:[14,15,41],workspac:[8,47],world:[15,29],world_siz:[15,29,37,38,65],worri:65,worst:39,worth:[18,69],would:[2,4,6,14,15,16,20,22,27,28,29,32,34,35,36,37,38,39,44,47,65,66,71,72],wouldn:44,wrap:[2,14,20,29,37,38,39,46,48,63,65,71],wrapper:[9,15,20,22,26,29,51,63],write:[5,6,20,22,28,30,33,36,40,47,48,59,66,70,71,72,75],write_video:75,writer:70,written:[2,20,22,29,37,39,47,48,59,67,70,72],wrong:[37,42,46,48],wrote:5,www:[29,48,70],x86:[63,72],x86_x64:46,x_0:[63,72],x_1:[29,30,72],x_2:[29,30,72],x_3:72,x_clone:26,x_cpu:36,x_cpu_long:36,x_gpu:36,x_i:[29,30,72],x_j:[29,30],x_n:29,x_out:63,x_t:29,xavier_normal_:31,xavier_uniform_:31,xcosx:70,xdg_cache_hom:[18,25],xeon:35,xiaoqiang:7,xing:72,xla:19,xml:73,xor:72,xsinx:70,xuhdev:7,xxx:73,xxy:73,xxz:73,y_cpu:36,y_cpu_long:36,y_gpu:36,y_hard:30,y_i:[29,72],y_n:29,y_soft:30,yang:[6,7],ycbcr:78,year:73,yes:5,yet:[9,20,22,28,29,44,63,68,72],yf225:7,yield:[14,23,29,72],yinghai:7,you:[1,2,3,4,5,6,8,9,12,14,15,16,18,20,22,24,26,27,29,30,32,33,34,36,38,39,40,41,42,43,44,46,47,48,63,64,65,66,68,69,70,71,72,73,76,78],your:[2,3,5,8,9,14,15,16,20,26,27,28,29,32,33,34,36,39,40,41,43,46,47,48,63,64,66,70,71,72,76,78],yourself:[42,46],z_t:29,zach:7,zdevito:7,zebra:76,zero:[1,2,9,16,20,24,26,27,28,29,30,31,36,46,47,63,65,66,68,70,71,72,78],zero_:[2,27,28,30,66,71],zero_grad:[1,29,32,40,42,48],zero_infin:[29,30],zero_point:[63,71,72],zeros_:31,zeros_lik:[24,36,47,72],zhang:7,zheng:7,zhong:78,zip:[14,18,22,25,41,47],zipf:29},titles:["torch.__config__","Automatic Mixed Precision package - torch.cuda.amp","Automatic differentiation package - torch.autograd","torch.utils.bottleneck","torch.utils.checkpoint","PyTorch Contribution Guide","PyTorch Governance","PyTorch Governance | Persons of Interest","torch.utils.cpp_extension","torch.cuda","&lt;no title&gt;","&lt;no title&gt;","&lt;no title&gt;","&lt;no title&gt;","torch.utils.data","Distributed communication package - torch.distributed","Probability distributions - torch.distributions","torch.utils.dlpack","torch.hub","PyTorch documentation","TorchScript","TorchScript Builtins","TorchScript Language Reference","Python Language Reference Coverage","TorchScript Unsupported Pytorch Constructs","torch.utils.model_zoo","Multiprocessing package - torch.multiprocessing","Named Tensors operator coverage","Named Tensors","torch.nn","torch.nn.functional","torch.nn.init","Automatic Mixed Precision examples","Autograd mechanics","Broadcasting semantics","CPU threading and TorchScript inference","CUDA semantics","Distributed Data Parallel","Distributed Autograd Design","Extending PyTorch","Frequently Asked Questions","Features for large-scale deployments","Multiprocessing best practices","Reproducibility","Remote Reference Protocol","Serialization semantics","Windows FAQ","torch.onnx","torch.optim","DType","IValue","Module","Tensor","Tensor.Tensor_float32","Tensor.Tensor_float64","Tensor.Tensor_int32","Tensor.Tensor_int64","Tensor.Tensor_int8","Tensor.Tensor_uint8","TensorImageUtils","org.pytorch","rg.pytorch.torchvision","Javadoc","Quantization","torch.random","Distributed RPC Framework","torch.sparse","torch.Storage","Tensor Attributes","Tensor Views","torch.utils.tensorboard","torch.Tensor","torch","torchvision.datasets","torchvision","torchvision.io","torchvision.models","torchvision.ops","torchvision.transforms","torchvision.utils","Type Info"],titleterms:{"break":22,"case":[5,20],"class":[20,22,24],"default":[14,22],"enum":49,"function":[2,6,15,16,20,22,24,27,29,30,47,63,66,78],"import":[18,46],"new":5,"return":[22,40,44],"while":22,Adding:[5,39,47],For:22,Not:24,One:46,Ops:[24,72],The:5,Use:[22,32,36],With:24,__config__:0,__torch_function__:39,about:5,access:22,activ:[29,30],adaptive_avg_pool1d:30,adaptive_avg_pool2d:30,adaptive_avg_pool3d:30,adaptive_max_pool1d:30,adaptive_max_pool2d:30,adaptive_max_pool3d:30,adaptiveavgpool1d:29,adaptiveavgpool2d:29,adaptiveavgpool3d:29,adaptivelogsoftmaxwithloss:29,adaptivemaxpool1d:29,adaptivemaxpool2d:29,adaptivemaxpool3d:29,adjust:48,affine_grid:30,agnost:36,alexnet:[47,76],algorithm:[38,48],align:28,allocatebytebuff:52,allocatedoublebuff:52,allocatefloatbuff:52,allocateintbuff:52,allocatelongbuff:52,alpha_dropout:30,alphadropout:29,amd:7,amp:1,anomali:2,api:[7,20,28,35,39,41,63],appendix:20,approach:45,argument:44,arithmet:22,ask:[20,40,47],assign:22,assumpt:44,asynchron:[15,36,42],aten:47,attach:41,attribut:[20,22,24,68],autograd:[2,7,28,33,38,39,65],automat:[1,2,14,20,32],avg_pool1d:30,avg_pool2d:30,avg_pool3d:30,avgpool1d:29,avgpool2d:29,avgpool3d:29,avoid:[5,42],awai:27,backend:15,background:[38,44],backward:[33,34,38],basepruningmethod:29,basic:[15,28,65],batch:14,batch_norm:30,batchnorm1d:29,batchnorm2d:29,batchnorm3d:29,bceloss:29,bcewithlogitsloss:29,behavior:14,benchmark:7,bernoulli:16,best:[36,42,45],beta:16,between:24,bilinear:[29,30],binary_cross_entropi:30,binary_cross_entropy_with_logit:30,binomi:16,bitmaptofloat32tensor:59,bitmaptofloatbuff:59,bla:72,bottleneck:3,bound:24,broadcast:34,broken:46,buffer:[36,42],bug:5,build:[5,7,35,41,46],built:20,builtin:21,c10:7,cach:[18,36],call:22,caption:73,cast:22,categor:16,cauchi:16,celu:[29,30],cffi:46,chang:6,channel:46,characterist:76,check:[2,20,33],checkpoint:4,chi2:16,choos:15,cifar:73,cityscap:73,classif:76,claus:46,clip:32,clip_grad_norm_:29,clip_grad_value_:29,closur:48,cnn:76,coco:73,code:[5,20,36],codebas:5,collate_fn:14,collect:[9,15],come:15,common:[5,15,41],commun:[9,15],comparison:[20,22,72],compat:34,compon:46,comput:[2,38,72],consider:41,constant:[20,22,49],constantpad1d:29,constantpad2d:29,constantpad3d:29,constraint:16,construct:[22,24,48],constructor:53,contain:29,context:[2,38],continu:22,contract:27,contribut:5,controversi:6,conv1d:[29,30],conv2d:[29,30,63],conv3d:[29,30,63],conv_transpose1d:30,conv_transpose2d:30,conv_transpose3d:30,convbn2d:63,convbnrelu2d:63,convers:78,convolut:[29,30,76],convrelu2d:63,convrelu3d:63,convtranspose1d:29,convtranspose2d:29,convtranspose3d:29,core:6,correct:[2,33],correctli:24,cosine_embedding_loss:30,cosine_similar:30,cosineembeddingloss:29,cosinesimilar:29,coverag:[23,27,39,63],cpp:46,cpp_extens:8,cpu:[7,35],creat:[20,28],creation:72,cross_entropi:30,crossentropyloss:29,ctc_loss:30,ctcloss:29,cuda:[1,7,9,26,36,40,42,46],cudnn:43,cufft:36,current:28,custom:[39,47],custom_from_mask:29,customfrommask:29,data:[14,37,40],data_parallel:30,dataload:7,dataparallel:[29,30,36],dataset:[14,73],datasetfold:73,deadlock:42,debug:[20,63],decis:6,deeplabv3:76,defin:[22,39],densenet:76,depend:38,deploy:41,deprec:2,dequant:63,deriv:16,descriptor:26,design:[37,38,44],destroi:51,detect:[2,73,76],develop:[5,6],devic:[36,68],dict:22,dictlongkeyfrom:50,dictstringkeyfrom:50,differenti:2,dim:27,dimens:[27,28],dirichlet:16,disabl:[2,14,20,72],discuss:5,dispatch:7,distanc:[29,30],distribut:[7,15,16,29,30,37,38,65],distributeddataparallel:[29,37],diverg:[16,24],dlpack:17,doc:5,document:[5,19],doesn:40,down:46,download:18,driver:46,dropout2d:[29,30],dropout3d:[29,30],dropout:[29,30],dtype:[49,52,53,54,55,56,57,58,63,68],dtypejnicod:52,dure:38,dynam:63,edg:20,elu:[29,30],embed:[29,30],embedding_bag:30,embeddingbag:29,emnist:73,encod:33,end:[38,47],engin:7,entrypoint:18,environ:[15,41],error:[40,46],event:9,exampl:[32,37,38,47],exclud:33,execut:36,explicit:28,exponenti:16,exponentialfamili:16,express:22,extend:39,extens:[9,39,41,46],factori:27,fakedata:73,faq:[6,46],fashion:73,fast:38,faster:76,featur:[5,41],field:[49,59],fight:42,file:[15,26],file_descriptor:26,file_system:26,finfo:80,fishersnedecor:16,fix:5,flatten:29,fleet:41,flickr:73,float32:49,float64:49,floatfunct:63,fold:[29,30],forward:[38,51],found:46,fractionalmaxpool2d:29,framework:65,freed:40,frequent:[20,40,47],from:[18,27,33,46,47,50],fromblob:52,fromblobunsign:52,fulli:76,gamma:16,gelu:[29,30],gener:[7,9,34,64,72,78],geometr:16,get:5,getdataasbytearrai:[52,57],getdataasdoublearrai:[52,54],getdataasfloatarrai:[52,53],getdataasintarrai:[52,55],getdataaslongarrai:[52,56],getdataasunsignedbytearrai:[52,58],getrawdatabuff:[52,53,54,55,56,57,58],global_unstructur:29,glu:30,googlenet:76,govern:[6,7],gpu:[15,29,30,40],gradient:[1,2,32,72],graph:20,grid_sampl:30,group:15,groupnorm:29,gru:29,grucel:29,guid:[5,6],gumbel:16,gumbel_softmax:30,halfcauchi:16,halfnorm:16,hardshrink:[29,30],hardtanh:[29,30],hinge_embedding_loss:30,hingeembeddingloss:29,hip:7,histori:33,hmdb51:73,hogwild:42,how:[18,33,48],hub:18,ident:[29,40],iinfo:80,imag:78,imagefold:73,imagenet:73,imageyuv420centercroptofloat32tensor:59,imageyuv420centercroptofloatbuff:59,implement:[5,18,37,44],improv:5,incept:76,includ:46,independ:16,index:72,indic:19,infer:[28,35],info:80,init:31,initi:15,input:27,inspect:20,instal:46,instanc:76,instance_norm:30,instancenorm1d:29,instancenorm2d:29,instancenorm3d:29,instead:36,instrins:63,int32:49,int64:49,int8:49,interest:7,interfac:[15,63],intern:37,interpol:30,interpret:20,intrins:63,introduct:63,ipc:46,is_prun:29,isbool:50,isboollist:50,isdictlongkei:50,isdictstringkei:50,isdoubl:50,isdoublelist:50,islist:50,islong:50,islonglist:50,isn:40,isnul:50,isstr:50,issu:5,istensor:50,istensorlist:50,istupl:50,iter:[14,22],ivalu:50,javadoc:62,jit:[7,20],jnicod:49,join:72,keep:27,kei:[6,46],keypoint:76,kinet:73,kl_div:30,kldivloss:29,kmnist:73,known:18,l1_loss:30,l1_unstructur:29,l1loss:29,l1unstructur:29,languag:[20,22,23],lapack:72,laplac:16,larg:41,launch:15,layer:29,layer_norm:30,layernorm:29,layout:68,leaky_relu:30,leakyrelu:29,learn:48,level:[7,63],lifetim:44,like:39,limit:[18,47],linear:[29,30,63],linearrelu:63,list:22,listfrom:50,liter:22,ln_structur:29,lnstructur:29,load:[14,18,51],loader:40,local:[2,72],local_response_norm:30,localresponsenorm:29,log:41,log_softmax:30,logic:[18,22],logitrelaxedbernoulli:16,lognorm:16,logsigmoid:[29,30],logsoftmax:29,lookup:22,loop:22,loss:[29,30,32],lowrankmultivariatenorm:16,lp_pool1d:30,lp_pool2d:30,lppool1d:29,lppool2d:29,lstm:[29,63],lstmcell:29,lsun:73,maintain:[6,7],make:[5,6],manag:[9,26,36],manipul:28,map:14,margin_ranking_loss:30,marginrankingloss:29,mask:76,match:[22,28],math:72,max_pool1d:30,max_pool2d:30,max_pool3d:30,max_unpool1d:30,max_unpool2d:30,max_unpool3d:30,maxpool1d:29,maxpool2d:29,maxpool3d:29,maxunpool1d:29,maxunpool2d:29,maxunpool3d:29,mechan:33,memori:[9,14,36,40],metadata:41,method:[2,22,24,50,51,52,53,54,55,56,57,58,59],migrat:20,mistak:5,mix:[1,20,32,76],mixin:2,mixturesamefamili:16,mkldnn:7,mnasnet:76,mnist:73,mobilenet:76,mode:38,model:[18,40,41,45,63,76],model_zoo:25,moder:6,modul:[7,20,22,24,29,39,51],moduledict:29,modulelist:[22,29],more:5,mse_loss:30,mseloss:29,multi:[14,15,29,30],multi_margin_loss:30,multiheadattent:29,multilabel_margin_loss:30,multilabel_soft_margin_loss:30,multilabelmarginloss:29,multilabelsoftmarginloss:29,multimarginloss:29,multinomi:16,multipl:[32,39],multiprocess:[7,26,36,42,46],multivariatenorm:16,mutat:72,name:[22,27,28],nccl:15,negativebinomi:16,network:[15,40,76],nll_loss:30,nllloss:29,non:[14,29,30,47],nonlinear:29,normal:[16,29,30],notic:18,number:[9,35,40,64],numel:52,numer:2,numpi:43,nvidia:9,nvtx:9,object:76,observ:63,one_hot:30,onehotcategor:16,onlin:5,onnx:[7,47],open:5,oper:[2,7,15,22,27,28,33,39,41,46,47,63,72],ops:77,optim:[7,32,38,48,65],option:[22,35,46,48],optionalnul:50,order:14,org:60,other:[15,29,72],out:[27,40],over:22,overrid:39,overview:5,owner:44,pack_padded_sequ:29,pack_sequ:29,packag:[1,2,15,26,46],packedsequ:29,pad:[29,30],pad_packed_sequ:29,pad_sequ:29,pairwise_dist:30,pairwisedist:29,parallel:[37,40,72],paramet:[22,29,48],parameterdict:29,parameterlist:29,parameters_to_vector:29,pareto:16,particip:5,pass:[38,42],pathwis:16,pattern:22,pdist:30,penalti:32,peopl:6,per:48,perform:7,permut:27,person:[7,76],philosophi:6,phototour:73,pil:78,pin:[14,36],pipe:46,pixel_shuffl:30,pixelshuffl:29,place:[2,27,33,34,72],plan:36,platform:14,point:[15,41],pointwis:72,poisson:16,poisson_nll_loss:30,poissonnllloss:29,pool:[29,30],powerpc:7,practic:[36,42,45],precis:[1,32],prelu:[29,30],prepar:63,print:22,probabl:16,process:[5,6,14],processgroup:37,profil:[2,41],project:6,promot:5,propag:28,properli:40,properti:24,propos:5,protect:46,protocol:44,pruningcontain:29,publish:18,pull:5,python:[5,20,22,23,24,46],pytorch:[5,6,7,15,19,20,24,39,43,47,60,61],qat:63,qfunction:63,qmnist:73,quantiz:[29,63],quasi:72,question:[20,40,47],queue:42,random:[9,14,40,64,72],random_structur:29,random_unstructur:29,randomstructur:29,randomunstructur:29,rang:22,rate:48,readabl:5,reason:44,recommend:45,record:38,recurr:[29,40],recurs:20,reduct:72,refer:[20,22,23,28,44],refin:22,reflectionpad1d:29,reflectionpad2d:29,registri:16,relaxedbernoulli:16,relaxedonehotcategor:16,relu6:[29,30,63],relu:[29,30,63],remot:44,remov:[27,29],remove_spectral_norm:29,remove_weight_norm:29,replicationpad1d:29,replicationpad2d:29,replicationpad3d:29,report:[5,40],reproduc:43,request:5,requires_grad:33,resnet:76,resnext:76,resolut:22,reus:42,review:5,rng:7,rnn:29,rnnbase:29,rnncell:29,robust:5,rocm:7,rpc:65,rref:[44,65],rrelu:[29,30],rule:28,run:18,runmethod:51,runtim:[35,40,76],sampl:72,sampler:14,save:[18,41,45],sbd:73,sbu:73,scale:[1,32,41],scenario:44,schema:24,scheme:63,score:16,script:[20,46,47],segment:76,selu:[29,30],semant:[28,34,36,45,76],sequenti:29,serial:[45,72],shape:52,share:[15,26,44],shufflenet:76,shut:46,sigmoid:[29,30],simd:7,simpl:[22,38],singl:14,slice:[22,72],smart:38,smooth_l1_loss:30,smoothl1loss:29,soft_margin_loss:30,softmarginloss:29,softmax2d:29,softmax:[29,30],softmin:[29,30],softplu:[29,30],softshrink:[29,30],softsign:[29,30],sourc:[5,46],spars:[29,30,66],spawn:[15,26],specif:14,spectral:72,spectral_norm:29,speed:46,squeezenet:76,start:5,statement:22,step:48,stl10:73,storag:67,strategi:26,stream:[9,36],studentt:16,style:14,subgraph:33,submit:5,subprocess:26,subscript:22,subsystem:28,sum:29,support:[27,28,47],svhn:73,syncbatchnorm:29,synchron:15,system:[15,26],tabl:19,take:48,tanh:[29,30],tanhshrink:[29,30],tcp:15,tenet:6,tensor:[2,24,26,27,28,39,52,53,54,55,56,57,58,63,68,69,71,72,78],tensor_float32:53,tensor_float64:54,tensor_int32:55,tensor_int64:56,tensor_int8:57,tensor_uint8:58,tensorboard:70,tensorimageutil:59,ternari:22,test:[5,39],thread:35,threshold:[29,30],through:42,tip:42,tobool:50,toboollist:50,todictlongkei:50,todictstringkei:50,todoubl:50,todoublelist:50,tolist:50,tolong:50,tolonglist:50,tool:9,top:63,torch:[0,1,2,3,4,7,8,9,14,15,16,17,18,24,25,26,29,30,31,39,47,48,63,64,66,67,68,70,71,72,78,80],torchscript:[20,21,22,24,35,41],torchvis:[47,61,73,74,75,76,77,78,79],torchvision_norm_mean_rgb:59,torchvision_norm_std_rgb:59,tostr:[50,53,54,55,56,57,58],totensor:50,totensorlist:50,totupl:50,trace:[20,47],tracer:20,train:42,transform:[16,29,78],transformeddistribut:16,transformerdecod:29,transformerdecoderlay:29,transformerencod:29,transformerencoderlay:29,triag:5,triplet_margin_loss:30,tripletmarginloss:29,tune:35,tupl:22,tuplefrom:50,tutori:5,type:[14,22,39,80],typic:32,ucf101:73,uint8:49,uncontroversi:6,unfold:[29,30],unifi:27,uniform:16,unscal:32,unsupport:[22,24],upsampl:[29,30],upsample_bilinear:30,upsample_nearest:30,upsamplingbilinear2d:29,upsamplingnearest2d:29,usag:[41,46],use:[15,48],user:44,usp:73,util:[3,4,7,8,14,15,17,25,29,63,70,72,79],valu:[22,44],variabl:[2,15,20,22],variant:27,vector_to_paramet:29,vgg:76,video:[75,76],view:69,vision:[29,30],voc:73,vonmis:16,warn:20,weibul:16,weight:29,weight_norm:29,where:18,which:15,why:46,wide:[41,76],win:46,window:[7,46],without:46,work:[14,32,40],worker:40,workflow:63,wrapper:39,write:39,xla:7,zeropad2d:29}})