forked from pytorch/pytorch.github.io
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathsearchindex.js
1 lines (1 loc) · 388 KB
/
searchindex.js
1
Search.setIndex({docnames:["__config__","amp","autograd","backends","bottleneck","checkpoint","community/contribution_guide","community/governance","community/persons_of_interest","complex_numbers","cpp_extension","cpp_index","cuda","cudnn_persistent_rnn","cudnn_rnn_determinism","data","distributed","distributions","dlpack","fft","futures","generated/torch.Assert","generated/torch.Generator","generated/torch.abs","generated/torch.absolute","generated/torch.acos","generated/torch.acosh","generated/torch.add","generated/torch.addbmm","generated/torch.addcdiv","generated/torch.addcmul","generated/torch.addmm","generated/torch.addmv","generated/torch.addr","generated/torch.allclose","generated/torch.amax","generated/torch.amin","generated/torch.angle","generated/torch.arange","generated/torch.arccos","generated/torch.arccosh","generated/torch.arcsin","generated/torch.arcsinh","generated/torch.arctan","generated/torch.arctanh","generated/torch.argmax","generated/torch.argmin","generated/torch.argsort","generated/torch.as_strided","generated/torch.as_tensor","generated/torch.asin","generated/torch.asinh","generated/torch.atan","generated/torch.atan2","generated/torch.atanh","generated/torch.atleast_1d","generated/torch.atleast_2d","generated/torch.atleast_3d","generated/torch.baddbmm","generated/torch.bartlett_window","generated/torch.bernoulli","generated/torch.bincount","generated/torch.bitwise_and","generated/torch.bitwise_not","generated/torch.bitwise_or","generated/torch.bitwise_xor","generated/torch.blackman_window","generated/torch.block_diag","generated/torch.bmm","generated/torch.broadcast_tensors","generated/torch.bucketize","generated/torch.can_cast","generated/torch.cartesian_prod","generated/torch.cat","generated/torch.cdist","generated/torch.ceil","generated/torch.chain_matmul","generated/torch.cholesky","generated/torch.cholesky_inverse","generated/torch.cholesky_solve","generated/torch.chunk","generated/torch.clamp","generated/torch.clip","generated/torch.clone","generated/torch.combinations","generated/torch.compiled_with_cxx11_abi","generated/torch.complex","generated/torch.conj","generated/torch.cos","generated/torch.cosh","generated/torch.count_nonzero","generated/torch.cross","generated/torch.cummax","generated/torch.cummin","generated/torch.cumprod","generated/torch.cumsum","generated/torch.deg2rad","generated/torch.dequantize","generated/torch.det","generated/torch.diag","generated/torch.diag_embed","generated/torch.diagflat","generated/torch.diagonal","generated/torch.digamma","generated/torch.dist","generated/torch.div","generated/torch.divide","generated/torch.dot","generated/torch.dstack","generated/torch.eig","generated/torch.einsum","generated/torch.empty","generated/torch.empty_like","generated/torch.empty_strided","generated/torch.enable_grad","generated/torch.eq","generated/torch.equal","generated/torch.erf","generated/torch.erfc","generated/torch.erfinv","generated/torch.exp","generated/torch.exp2","generated/torch.expm1","generated/torch.eye","generated/torch.fft","generated/torch.fix","generated/torch.flatten","generated/torch.flip","generated/torch.fliplr","generated/torch.flipud","generated/torch.floor","generated/torch.floor_divide","generated/torch.fmod","generated/torch.frac","generated/torch.from_numpy","generated/torch.full","generated/torch.full_like","generated/torch.gather","generated/torch.gcd","generated/torch.ge","generated/torch.geqrf","generated/torch.ger","generated/torch.get_default_dtype","generated/torch.get_num_interop_threads","generated/torch.get_num_threads","generated/torch.get_rng_state","generated/torch.greater","generated/torch.greater_equal","generated/torch.gt","generated/torch.hamming_window","generated/torch.hann_window","generated/torch.heaviside","generated/torch.histc","generated/torch.hstack","generated/torch.hypot","generated/torch.i0","generated/torch.ifft","generated/torch.imag","generated/torch.index_select","generated/torch.initial_seed","generated/torch.inverse","generated/torch.irfft","generated/torch.is_complex","generated/torch.is_deterministic","generated/torch.is_floating_point","generated/torch.is_nonzero","generated/torch.is_storage","generated/torch.is_tensor","generated/torch.isclose","generated/torch.isfinite","generated/torch.isinf","generated/torch.isnan","generated/torch.isneginf","generated/torch.isposinf","generated/torch.isreal","generated/torch.istft","generated/torch.jit.ScriptFunction","generated/torch.jit.ScriptModule","generated/torch.jit.fork","generated/torch.jit.ignore","generated/torch.jit.load","generated/torch.jit.save","generated/torch.jit.script","generated/torch.jit.trace","generated/torch.jit.trace_module","generated/torch.jit.unused","generated/torch.jit.wait","generated/torch.kaiser_window","generated/torch.kthvalue","generated/torch.lcm","generated/torch.le","generated/torch.lerp","generated/torch.less","generated/torch.less_equal","generated/torch.lgamma","generated/torch.linspace","generated/torch.load","generated/torch.lobpcg","generated/torch.log","generated/torch.log10","generated/torch.log1p","generated/torch.log2","generated/torch.logaddexp","generated/torch.logaddexp2","generated/torch.logcumsumexp","generated/torch.logdet","generated/torch.logical_and","generated/torch.logical_not","generated/torch.logical_or","generated/torch.logical_xor","generated/torch.logit","generated/torch.logspace","generated/torch.logsumexp","generated/torch.lstsq","generated/torch.lt","generated/torch.lu","generated/torch.lu_solve","generated/torch.lu_unpack","generated/torch.manual_seed","generated/torch.masked_select","generated/torch.matmul","generated/torch.matrix_exp","generated/torch.matrix_power","generated/torch.matrix_rank","generated/torch.max","generated/torch.maximum","generated/torch.mean","generated/torch.median","generated/torch.meshgrid","generated/torch.min","generated/torch.minimum","generated/torch.mm","generated/torch.mode","generated/torch.movedim","generated/torch.mul","generated/torch.multinomial","generated/torch.multiply","generated/torch.mv","generated/torch.mvlgamma","generated/torch.nanquantile","generated/torch.nansum","generated/torch.narrow","generated/torch.ne","generated/torch.neg","generated/torch.negative","generated/torch.nextafter","generated/torch.nn.AdaptiveAvgPool1d","generated/torch.nn.AdaptiveAvgPool2d","generated/torch.nn.AdaptiveAvgPool3d","generated/torch.nn.AdaptiveLogSoftmaxWithLoss","generated/torch.nn.AdaptiveMaxPool1d","generated/torch.nn.AdaptiveMaxPool2d","generated/torch.nn.AdaptiveMaxPool3d","generated/torch.nn.AlphaDropout","generated/torch.nn.AvgPool1d","generated/torch.nn.AvgPool2d","generated/torch.nn.AvgPool3d","generated/torch.nn.BCELoss","generated/torch.nn.BCEWithLogitsLoss","generated/torch.nn.BatchNorm1d","generated/torch.nn.BatchNorm2d","generated/torch.nn.BatchNorm3d","generated/torch.nn.Bilinear","generated/torch.nn.CELU","generated/torch.nn.CTCLoss","generated/torch.nn.ConstantPad1d","generated/torch.nn.ConstantPad2d","generated/torch.nn.ConstantPad3d","generated/torch.nn.Conv1d","generated/torch.nn.Conv2d","generated/torch.nn.Conv3d","generated/torch.nn.ConvTranspose1d","generated/torch.nn.ConvTranspose2d","generated/torch.nn.ConvTranspose3d","generated/torch.nn.CosineEmbeddingLoss","generated/torch.nn.CosineSimilarity","generated/torch.nn.CrossEntropyLoss","generated/torch.nn.DataParallel","generated/torch.nn.Dropout","generated/torch.nn.Dropout2d","generated/torch.nn.Dropout3d","generated/torch.nn.ELU","generated/torch.nn.Embedding","generated/torch.nn.EmbeddingBag","generated/torch.nn.Flatten","generated/torch.nn.Fold","generated/torch.nn.FractionalMaxPool2d","generated/torch.nn.GELU","generated/torch.nn.GRU","generated/torch.nn.GRUCell","generated/torch.nn.GroupNorm","generated/torch.nn.Hardshrink","generated/torch.nn.Hardsigmoid","generated/torch.nn.Hardswish","generated/torch.nn.Hardtanh","generated/torch.nn.HingeEmbeddingLoss","generated/torch.nn.Identity","generated/torch.nn.InstanceNorm1d","generated/torch.nn.InstanceNorm2d","generated/torch.nn.InstanceNorm3d","generated/torch.nn.KLDivLoss","generated/torch.nn.L1Loss","generated/torch.nn.LPPool1d","generated/torch.nn.LPPool2d","generated/torch.nn.LSTM","generated/torch.nn.LSTMCell","generated/torch.nn.LayerNorm","generated/torch.nn.LeakyReLU","generated/torch.nn.Linear","generated/torch.nn.LocalResponseNorm","generated/torch.nn.LogSigmoid","generated/torch.nn.LogSoftmax","generated/torch.nn.MSELoss","generated/torch.nn.MarginRankingLoss","generated/torch.nn.MaxPool1d","generated/torch.nn.MaxPool2d","generated/torch.nn.MaxPool3d","generated/torch.nn.MaxUnpool1d","generated/torch.nn.MaxUnpool2d","generated/torch.nn.MaxUnpool3d","generated/torch.nn.Module","generated/torch.nn.ModuleDict","generated/torch.nn.ModuleList","generated/torch.nn.MultiLabelMarginLoss","generated/torch.nn.MultiLabelSoftMarginLoss","generated/torch.nn.MultiMarginLoss","generated/torch.nn.MultiheadAttention","generated/torch.nn.NLLLoss","generated/torch.nn.PReLU","generated/torch.nn.PairwiseDistance","generated/torch.nn.ParameterDict","generated/torch.nn.ParameterList","generated/torch.nn.PixelShuffle","generated/torch.nn.PoissonNLLLoss","generated/torch.nn.RNN","generated/torch.nn.RNNBase","generated/torch.nn.RNNCell","generated/torch.nn.RReLU","generated/torch.nn.ReLU","generated/torch.nn.ReLU6","generated/torch.nn.ReflectionPad1d","generated/torch.nn.ReflectionPad2d","generated/torch.nn.ReplicationPad1d","generated/torch.nn.ReplicationPad2d","generated/torch.nn.ReplicationPad3d","generated/torch.nn.SELU","generated/torch.nn.Sequential","generated/torch.nn.SiLU","generated/torch.nn.Sigmoid","generated/torch.nn.SmoothL1Loss","generated/torch.nn.SoftMarginLoss","generated/torch.nn.Softmax","generated/torch.nn.Softmax2d","generated/torch.nn.Softmin","generated/torch.nn.Softplus","generated/torch.nn.Softshrink","generated/torch.nn.Softsign","generated/torch.nn.SyncBatchNorm","generated/torch.nn.Tanh","generated/torch.nn.Tanhshrink","generated/torch.nn.Threshold","generated/torch.nn.Transformer","generated/torch.nn.TransformerDecoder","generated/torch.nn.TransformerDecoderLayer","generated/torch.nn.TransformerEncoder","generated/torch.nn.TransformerEncoderLayer","generated/torch.nn.TripletMarginLoss","generated/torch.nn.TripletMarginWithDistanceLoss","generated/torch.nn.Unflatten","generated/torch.nn.Unfold","generated/torch.nn.Upsample","generated/torch.nn.UpsamplingBilinear2d","generated/torch.nn.UpsamplingNearest2d","generated/torch.nn.ZeroPad2d","generated/torch.nn.parallel.DistributedDataParallel","generated/torch.nn.parameter.Parameter","generated/torch.nn.utils.clip_grad_norm_","generated/torch.nn.utils.clip_grad_value_","generated/torch.nn.utils.parameters_to_vector","generated/torch.nn.utils.prune.BasePruningMethod","generated/torch.nn.utils.prune.CustomFromMask","generated/torch.nn.utils.prune.Identity","generated/torch.nn.utils.prune.L1Unstructured","generated/torch.nn.utils.prune.LnStructured","generated/torch.nn.utils.prune.PruningContainer","generated/torch.nn.utils.prune.RandomStructured","generated/torch.nn.utils.prune.RandomUnstructured","generated/torch.nn.utils.prune.custom_from_mask","generated/torch.nn.utils.prune.global_unstructured","generated/torch.nn.utils.prune.identity","generated/torch.nn.utils.prune.is_pruned","generated/torch.nn.utils.prune.l1_unstructured","generated/torch.nn.utils.prune.ln_structured","generated/torch.nn.utils.prune.random_structured","generated/torch.nn.utils.prune.random_unstructured","generated/torch.nn.utils.prune.remove","generated/torch.nn.utils.remove_spectral_norm","generated/torch.nn.utils.remove_weight_norm","generated/torch.nn.utils.rnn.PackedSequence","generated/torch.nn.utils.rnn.pack_padded_sequence","generated/torch.nn.utils.rnn.pack_sequence","generated/torch.nn.utils.rnn.pad_packed_sequence","generated/torch.nn.utils.rnn.pad_sequence","generated/torch.nn.utils.spectral_norm","generated/torch.nn.utils.vector_to_parameters","generated/torch.nn.utils.weight_norm","generated/torch.no_grad","generated/torch.nonzero","generated/torch.norm","generated/torch.normal","generated/torch.not_equal","generated/torch.numel","generated/torch.ones","generated/torch.ones_like","generated/torch.orgqr","generated/torch.ormqr","generated/torch.outer","generated/torch.pca_lowrank","generated/torch.pinverse","generated/torch.poisson","generated/torch.polar","generated/torch.polygamma","generated/torch.pow","generated/torch.prod","generated/torch.promote_types","generated/torch.qr","generated/torch.quantile","generated/torch.quantize_per_channel","generated/torch.quantize_per_tensor","generated/torch.quasirandom.SobolEngine","generated/torch.rad2deg","generated/torch.rand","generated/torch.rand_like","generated/torch.randint","generated/torch.randint_like","generated/torch.randn","generated/torch.randn_like","generated/torch.randperm","generated/torch.range","generated/torch.real","generated/torch.reciprocal","generated/torch.remainder","generated/torch.renorm","generated/torch.repeat_interleave","generated/torch.reshape","generated/torch.result_type","generated/torch.rfft","generated/torch.roll","generated/torch.rot90","generated/torch.round","generated/torch.rsqrt","generated/torch.save","generated/torch.searchsorted","generated/torch.seed","generated/torch.set_default_dtype","generated/torch.set_default_tensor_type","generated/torch.set_deterministic","generated/torch.set_flush_denormal","generated/torch.set_grad_enabled","generated/torch.set_num_interop_threads","generated/torch.set_num_threads","generated/torch.set_printoptions","generated/torch.set_rng_state","generated/torch.sigmoid","generated/torch.sign","generated/torch.signbit","generated/torch.sin","generated/torch.sinh","generated/torch.slogdet","generated/torch.solve","generated/torch.sort","generated/torch.sparse_coo_tensor","generated/torch.split","generated/torch.sqrt","generated/torch.square","generated/torch.squeeze","generated/torch.stack","generated/torch.std","generated/torch.std_mean","generated/torch.stft","generated/torch.sub","generated/torch.subtract","generated/torch.sum","generated/torch.svd","generated/torch.svd_lowrank","generated/torch.symeig","generated/torch.t","generated/torch.take","generated/torch.tan","generated/torch.tanh","generated/torch.tensor","generated/torch.tensordot","generated/torch.topk","generated/torch.trace","generated/torch.transpose","generated/torch.trapz","generated/torch.triangular_solve","generated/torch.tril","generated/torch.tril_indices","generated/torch.triu","generated/torch.triu_indices","generated/torch.true_divide","generated/torch.trunc","generated/torch.unbind","generated/torch.unique","generated/torch.unique_consecutive","generated/torch.unsqueeze","generated/torch.vander","generated/torch.var","generated/torch.var_mean","generated/torch.vdot","generated/torch.view_as_complex","generated/torch.view_as_real","generated/torch.vstack","generated/torch.where","generated/torch.zeros","generated/torch.zeros_like","hub","index","jit","jit_builtin_functions","jit_language_reference","jit_python_reference","jit_unsupported","linalg","mobile_optimizer","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/extending","notes/faq","notes/large_scale_deployments","notes/multiprocessing","notes/randomness","notes/serialization","notes/windows","onnx","optim","quantization","quantization-support","random","rpc","rpc/distributed_autograd","rpc/rref","sparse","storage","tensor_attributes","tensor_view","tensorboard","tensors","torch","torch.nn.intrinsic","torch.nn.intrinsic.qat","torch.nn.intrinsic.quantized","torch.nn.qat","torch.nn.quantized","torch.nn.quantized.dynamic","torch.quantization","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","backends.rst","bottleneck.rst","checkpoint.rst","community/contribution_guide.rst","community/governance.rst","community/persons_of_interest.rst","complex_numbers.rst","cpp_extension.rst","cpp_index.rst","cuda.rst","cudnn_persistent_rnn.rst","cudnn_rnn_determinism.rst","data.rst","distributed.rst","distributions.rst","dlpack.rst","fft.rst","futures.rst","generated/torch.Assert.rst","generated/torch.Generator.rst","generated/torch.abs.rst","generated/torch.absolute.rst","generated/torch.acos.rst","generated/torch.acosh.rst","generated/torch.add.rst","generated/torch.addbmm.rst","generated/torch.addcdiv.rst","generated/torch.addcmul.rst","generated/torch.addmm.rst","generated/torch.addmv.rst","generated/torch.addr.rst","generated/torch.allclose.rst","generated/torch.amax.rst","generated/torch.amin.rst","generated/torch.angle.rst","generated/torch.arange.rst","generated/torch.arccos.rst","generated/torch.arccosh.rst","generated/torch.arcsin.rst","generated/torch.arcsinh.rst","generated/torch.arctan.rst","generated/torch.arctanh.rst","generated/torch.argmax.rst","generated/torch.argmin.rst","generated/torch.argsort.rst","generated/torch.as_strided.rst","generated/torch.as_tensor.rst","generated/torch.asin.rst","generated/torch.asinh.rst","generated/torch.atan.rst","generated/torch.atan2.rst","generated/torch.atanh.rst","generated/torch.atleast_1d.rst","generated/torch.atleast_2d.rst","generated/torch.atleast_3d.rst","generated/torch.baddbmm.rst","generated/torch.bartlett_window.rst","generated/torch.bernoulli.rst","generated/torch.bincount.rst","generated/torch.bitwise_and.rst","generated/torch.bitwise_not.rst","generated/torch.bitwise_or.rst","generated/torch.bitwise_xor.rst","generated/torch.blackman_window.rst","generated/torch.block_diag.rst","generated/torch.bmm.rst","generated/torch.broadcast_tensors.rst","generated/torch.bucketize.rst","generated/torch.can_cast.rst","generated/torch.cartesian_prod.rst","generated/torch.cat.rst","generated/torch.cdist.rst","generated/torch.ceil.rst","generated/torch.chain_matmul.rst","generated/torch.cholesky.rst","generated/torch.cholesky_inverse.rst","generated/torch.cholesky_solve.rst","generated/torch.chunk.rst","generated/torch.clamp.rst","generated/torch.clip.rst","generated/torch.clone.rst","generated/torch.combinations.rst","generated/torch.compiled_with_cxx11_abi.rst","generated/torch.complex.rst","generated/torch.conj.rst","generated/torch.cos.rst","generated/torch.cosh.rst","generated/torch.count_nonzero.rst","generated/torch.cross.rst","generated/torch.cummax.rst","generated/torch.cummin.rst","generated/torch.cumprod.rst","generated/torch.cumsum.rst","generated/torch.deg2rad.rst","generated/torch.dequantize.rst","generated/torch.det.rst","generated/torch.diag.rst","generated/torch.diag_embed.rst","generated/torch.diagflat.rst","generated/torch.diagonal.rst","generated/torch.digamma.rst","generated/torch.dist.rst","generated/torch.div.rst","generated/torch.divide.rst","generated/torch.dot.rst","generated/torch.dstack.rst","generated/torch.eig.rst","generated/torch.einsum.rst","generated/torch.empty.rst","generated/torch.empty_like.rst","generated/torch.empty_strided.rst","generated/torch.enable_grad.rst","generated/torch.eq.rst","generated/torch.equal.rst","generated/torch.erf.rst","generated/torch.erfc.rst","generated/torch.erfinv.rst","generated/torch.exp.rst","generated/torch.exp2.rst","generated/torch.expm1.rst","generated/torch.eye.rst","generated/torch.fft.rst","generated/torch.fix.rst","generated/torch.flatten.rst","generated/torch.flip.rst","generated/torch.fliplr.rst","generated/torch.flipud.rst","generated/torch.floor.rst","generated/torch.floor_divide.rst","generated/torch.fmod.rst","generated/torch.frac.rst","generated/torch.from_numpy.rst","generated/torch.full.rst","generated/torch.full_like.rst","generated/torch.gather.rst","generated/torch.gcd.rst","generated/torch.ge.rst","generated/torch.geqrf.rst","generated/torch.ger.rst","generated/torch.get_default_dtype.rst","generated/torch.get_num_interop_threads.rst","generated/torch.get_num_threads.rst","generated/torch.get_rng_state.rst","generated/torch.greater.rst","generated/torch.greater_equal.rst","generated/torch.gt.rst","generated/torch.hamming_window.rst","generated/torch.hann_window.rst","generated/torch.heaviside.rst","generated/torch.histc.rst","generated/torch.hstack.rst","generated/torch.hypot.rst","generated/torch.i0.rst","generated/torch.ifft.rst","generated/torch.imag.rst","generated/torch.index_select.rst","generated/torch.initial_seed.rst","generated/torch.inverse.rst","generated/torch.irfft.rst","generated/torch.is_complex.rst","generated/torch.is_deterministic.rst","generated/torch.is_floating_point.rst","generated/torch.is_nonzero.rst","generated/torch.is_storage.rst","generated/torch.is_tensor.rst","generated/torch.isclose.rst","generated/torch.isfinite.rst","generated/torch.isinf.rst","generated/torch.isnan.rst","generated/torch.isneginf.rst","generated/torch.isposinf.rst","generated/torch.isreal.rst","generated/torch.istft.rst","generated/torch.jit.ScriptFunction.rst","generated/torch.jit.ScriptModule.rst","generated/torch.jit.fork.rst","generated/torch.jit.ignore.rst","generated/torch.jit.load.rst","generated/torch.jit.save.rst","generated/torch.jit.script.rst","generated/torch.jit.trace.rst","generated/torch.jit.trace_module.rst","generated/torch.jit.unused.rst","generated/torch.jit.wait.rst","generated/torch.kaiser_window.rst","generated/torch.kthvalue.rst","generated/torch.lcm.rst","generated/torch.le.rst","generated/torch.lerp.rst","generated/torch.less.rst","generated/torch.less_equal.rst","generated/torch.lgamma.rst","generated/torch.linspace.rst","generated/torch.load.rst","generated/torch.lobpcg.rst","generated/torch.log.rst","generated/torch.log10.rst","generated/torch.log1p.rst","generated/torch.log2.rst","generated/torch.logaddexp.rst","generated/torch.logaddexp2.rst","generated/torch.logcumsumexp.rst","generated/torch.logdet.rst","generated/torch.logical_and.rst","generated/torch.logical_not.rst","generated/torch.logical_or.rst","generated/torch.logical_xor.rst","generated/torch.logit.rst","generated/torch.logspace.rst","generated/torch.logsumexp.rst","generated/torch.lstsq.rst","generated/torch.lt.rst","generated/torch.lu.rst","generated/torch.lu_solve.rst","generated/torch.lu_unpack.rst","generated/torch.manual_seed.rst","generated/torch.masked_select.rst","generated/torch.matmul.rst","generated/torch.matrix_exp.rst","generated/torch.matrix_power.rst","generated/torch.matrix_rank.rst","generated/torch.max.rst","generated/torch.maximum.rst","generated/torch.mean.rst","generated/torch.median.rst","generated/torch.meshgrid.rst","generated/torch.min.rst","generated/torch.minimum.rst","generated/torch.mm.rst","generated/torch.mode.rst","generated/torch.movedim.rst","generated/torch.mul.rst","generated/torch.multinomial.rst","generated/torch.multiply.rst","generated/torch.mv.rst","generated/torch.mvlgamma.rst","generated/torch.nanquantile.rst","generated/torch.nansum.rst","generated/torch.narrow.rst","generated/torch.ne.rst","generated/torch.neg.rst","generated/torch.negative.rst","generated/torch.nextafter.rst","generated/torch.nn.AdaptiveAvgPool1d.rst","generated/torch.nn.AdaptiveAvgPool2d.rst","generated/torch.nn.AdaptiveAvgPool3d.rst","generated/torch.nn.AdaptiveLogSoftmaxWithLoss.rst","generated/torch.nn.AdaptiveMaxPool1d.rst","generated/torch.nn.AdaptiveMaxPool2d.rst","generated/torch.nn.AdaptiveMaxPool3d.rst","generated/torch.nn.AlphaDropout.rst","generated/torch.nn.AvgPool1d.rst","generated/torch.nn.AvgPool2d.rst","generated/torch.nn.AvgPool3d.rst","generated/torch.nn.BCELoss.rst","generated/torch.nn.BCEWithLogitsLoss.rst","generated/torch.nn.BatchNorm1d.rst","generated/torch.nn.BatchNorm2d.rst","generated/torch.nn.BatchNorm3d.rst","generated/torch.nn.Bilinear.rst","generated/torch.nn.CELU.rst","generated/torch.nn.CTCLoss.rst","generated/torch.nn.ConstantPad1d.rst","generated/torch.nn.ConstantPad2d.rst","generated/torch.nn.ConstantPad3d.rst","generated/torch.nn.Conv1d.rst","generated/torch.nn.Conv2d.rst","generated/torch.nn.Conv3d.rst","generated/torch.nn.ConvTranspose1d.rst","generated/torch.nn.ConvTranspose2d.rst","generated/torch.nn.ConvTranspose3d.rst","generated/torch.nn.CosineEmbeddingLoss.rst","generated/torch.nn.CosineSimilarity.rst","generated/torch.nn.CrossEntropyLoss.rst","generated/torch.nn.DataParallel.rst","generated/torch.nn.Dropout.rst","generated/torch.nn.Dropout2d.rst","generated/torch.nn.Dropout3d.rst","generated/torch.nn.ELU.rst","generated/torch.nn.Embedding.rst","generated/torch.nn.EmbeddingBag.rst","generated/torch.nn.Flatten.rst","generated/torch.nn.Fold.rst","generated/torch.nn.FractionalMaxPool2d.rst","generated/torch.nn.GELU.rst","generated/torch.nn.GRU.rst","generated/torch.nn.GRUCell.rst","generated/torch.nn.GroupNorm.rst","generated/torch.nn.Hardshrink.rst","generated/torch.nn.Hardsigmoid.rst","generated/torch.nn.Hardswish.rst","generated/torch.nn.Hardtanh.rst","generated/torch.nn.HingeEmbeddingLoss.rst","generated/torch.nn.Identity.rst","generated/torch.nn.InstanceNorm1d.rst","generated/torch.nn.InstanceNorm2d.rst","generated/torch.nn.InstanceNorm3d.rst","generated/torch.nn.KLDivLoss.rst","generated/torch.nn.L1Loss.rst","generated/torch.nn.LPPool1d.rst","generated/torch.nn.LPPool2d.rst","generated/torch.nn.LSTM.rst","generated/torch.nn.LSTMCell.rst","generated/torch.nn.LayerNorm.rst","generated/torch.nn.LeakyReLU.rst","generated/torch.nn.Linear.rst","generated/torch.nn.LocalResponseNorm.rst","generated/torch.nn.LogSigmoid.rst","generated/torch.nn.LogSoftmax.rst","generated/torch.nn.MSELoss.rst","generated/torch.nn.MarginRankingLoss.rst","generated/torch.nn.MaxPool1d.rst","generated/torch.nn.MaxPool2d.rst","generated/torch.nn.MaxPool3d.rst","generated/torch.nn.MaxUnpool1d.rst","generated/torch.nn.MaxUnpool2d.rst","generated/torch.nn.MaxUnpool3d.rst","generated/torch.nn.Module.rst","generated/torch.nn.ModuleDict.rst","generated/torch.nn.ModuleList.rst","generated/torch.nn.MultiLabelMarginLoss.rst","generated/torch.nn.MultiLabelSoftMarginLoss.rst","generated/torch.nn.MultiMarginLoss.rst","generated/torch.nn.MultiheadAttention.rst","generated/torch.nn.NLLLoss.rst","generated/torch.nn.PReLU.rst","generated/torch.nn.PairwiseDistance.rst","generated/torch.nn.ParameterDict.rst","generated/torch.nn.ParameterList.rst","generated/torch.nn.PixelShuffle.rst","generated/torch.nn.PoissonNLLLoss.rst","generated/torch.nn.RNN.rst","generated/torch.nn.RNNBase.rst","generated/torch.nn.RNNCell.rst","generated/torch.nn.RReLU.rst","generated/torch.nn.ReLU.rst","generated/torch.nn.ReLU6.rst","generated/torch.nn.ReflectionPad1d.rst","generated/torch.nn.ReflectionPad2d.rst","generated/torch.nn.ReplicationPad1d.rst","generated/torch.nn.ReplicationPad2d.rst","generated/torch.nn.ReplicationPad3d.rst","generated/torch.nn.SELU.rst","generated/torch.nn.Sequential.rst","generated/torch.nn.SiLU.rst","generated/torch.nn.Sigmoid.rst","generated/torch.nn.SmoothL1Loss.rst","generated/torch.nn.SoftMarginLoss.rst","generated/torch.nn.Softmax.rst","generated/torch.nn.Softmax2d.rst","generated/torch.nn.Softmin.rst","generated/torch.nn.Softplus.rst","generated/torch.nn.Softshrink.rst","generated/torch.nn.Softsign.rst","generated/torch.nn.SyncBatchNorm.rst","generated/torch.nn.Tanh.rst","generated/torch.nn.Tanhshrink.rst","generated/torch.nn.Threshold.rst","generated/torch.nn.Transformer.rst","generated/torch.nn.TransformerDecoder.rst","generated/torch.nn.TransformerDecoderLayer.rst","generated/torch.nn.TransformerEncoder.rst","generated/torch.nn.TransformerEncoderLayer.rst","generated/torch.nn.TripletMarginLoss.rst","generated/torch.nn.TripletMarginWithDistanceLoss.rst","generated/torch.nn.Unflatten.rst","generated/torch.nn.Unfold.rst","generated/torch.nn.Upsample.rst","generated/torch.nn.UpsamplingBilinear2d.rst","generated/torch.nn.UpsamplingNearest2d.rst","generated/torch.nn.ZeroPad2d.rst","generated/torch.nn.parallel.DistributedDataParallel.rst","generated/torch.nn.parameter.Parameter.rst","generated/torch.nn.utils.clip_grad_norm_.rst","generated/torch.nn.utils.clip_grad_value_.rst","generated/torch.nn.utils.parameters_to_vector.rst","generated/torch.nn.utils.prune.BasePruningMethod.rst","generated/torch.nn.utils.prune.CustomFromMask.rst","generated/torch.nn.utils.prune.Identity.rst","generated/torch.nn.utils.prune.L1Unstructured.rst","generated/torch.nn.utils.prune.LnStructured.rst","generated/torch.nn.utils.prune.PruningContainer.rst","generated/torch.nn.utils.prune.RandomStructured.rst","generated/torch.nn.utils.prune.RandomUnstructured.rst","generated/torch.nn.utils.prune.custom_from_mask.rst","generated/torch.nn.utils.prune.global_unstructured.rst","generated/torch.nn.utils.prune.identity.rst","generated/torch.nn.utils.prune.is_pruned.rst","generated/torch.nn.utils.prune.l1_unstructured.rst","generated/torch.nn.utils.prune.ln_structured.rst","generated/torch.nn.utils.prune.random_structured.rst","generated/torch.nn.utils.prune.random_unstructured.rst","generated/torch.nn.utils.prune.remove.rst","generated/torch.nn.utils.remove_spectral_norm.rst","generated/torch.nn.utils.remove_weight_norm.rst","generated/torch.nn.utils.rnn.PackedSequence.rst","generated/torch.nn.utils.rnn.pack_padded_sequence.rst","generated/torch.nn.utils.rnn.pack_sequence.rst","generated/torch.nn.utils.rnn.pad_packed_sequence.rst","generated/torch.nn.utils.rnn.pad_sequence.rst","generated/torch.nn.utils.spectral_norm.rst","generated/torch.nn.utils.vector_to_parameters.rst","generated/torch.nn.utils.weight_norm.rst","generated/torch.no_grad.rst","generated/torch.nonzero.rst","generated/torch.norm.rst","generated/torch.normal.rst","generated/torch.not_equal.rst","generated/torch.numel.rst","generated/torch.ones.rst","generated/torch.ones_like.rst","generated/torch.orgqr.rst","generated/torch.ormqr.rst","generated/torch.outer.rst","generated/torch.pca_lowrank.rst","generated/torch.pinverse.rst","generated/torch.poisson.rst","generated/torch.polar.rst","generated/torch.polygamma.rst","generated/torch.pow.rst","generated/torch.prod.rst","generated/torch.promote_types.rst","generated/torch.qr.rst","generated/torch.quantile.rst","generated/torch.quantize_per_channel.rst","generated/torch.quantize_per_tensor.rst","generated/torch.quasirandom.SobolEngine.rst","generated/torch.rad2deg.rst","generated/torch.rand.rst","generated/torch.rand_like.rst","generated/torch.randint.rst","generated/torch.randint_like.rst","generated/torch.randn.rst","generated/torch.randn_like.rst","generated/torch.randperm.rst","generated/torch.range.rst","generated/torch.real.rst","generated/torch.reciprocal.rst","generated/torch.remainder.rst","generated/torch.renorm.rst","generated/torch.repeat_interleave.rst","generated/torch.reshape.rst","generated/torch.result_type.rst","generated/torch.rfft.rst","generated/torch.roll.rst","generated/torch.rot90.rst","generated/torch.round.rst","generated/torch.rsqrt.rst","generated/torch.save.rst","generated/torch.searchsorted.rst","generated/torch.seed.rst","generated/torch.set_default_dtype.rst","generated/torch.set_default_tensor_type.rst","generated/torch.set_deterministic.rst","generated/torch.set_flush_denormal.rst","generated/torch.set_grad_enabled.rst","generated/torch.set_num_interop_threads.rst","generated/torch.set_num_threads.rst","generated/torch.set_printoptions.rst","generated/torch.set_rng_state.rst","generated/torch.sigmoid.rst","generated/torch.sign.rst","generated/torch.signbit.rst","generated/torch.sin.rst","generated/torch.sinh.rst","generated/torch.slogdet.rst","generated/torch.solve.rst","generated/torch.sort.rst","generated/torch.sparse_coo_tensor.rst","generated/torch.split.rst","generated/torch.sqrt.rst","generated/torch.square.rst","generated/torch.squeeze.rst","generated/torch.stack.rst","generated/torch.std.rst","generated/torch.std_mean.rst","generated/torch.stft.rst","generated/torch.sub.rst","generated/torch.subtract.rst","generated/torch.sum.rst","generated/torch.svd.rst","generated/torch.svd_lowrank.rst","generated/torch.symeig.rst","generated/torch.t.rst","generated/torch.take.rst","generated/torch.tan.rst","generated/torch.tanh.rst","generated/torch.tensor.rst","generated/torch.tensordot.rst","generated/torch.topk.rst","generated/torch.trace.rst","generated/torch.transpose.rst","generated/torch.trapz.rst","generated/torch.triangular_solve.rst","generated/torch.tril.rst","generated/torch.tril_indices.rst","generated/torch.triu.rst","generated/torch.triu_indices.rst","generated/torch.true_divide.rst","generated/torch.trunc.rst","generated/torch.unbind.rst","generated/torch.unique.rst","generated/torch.unique_consecutive.rst","generated/torch.unsqueeze.rst","generated/torch.vander.rst","generated/torch.var.rst","generated/torch.var_mean.rst","generated/torch.vdot.rst","generated/torch.view_as_complex.rst","generated/torch.view_as_real.rst","generated/torch.vstack.rst","generated/torch.where.rst","generated/torch.zeros.rst","generated/torch.zeros_like.rst","hub.rst","index.rst","jit.rst","jit_builtin_functions.rst","jit_language_reference.rst","jit_python_reference.rst","jit_unsupported.rst","linalg.rst","mobile_optimizer.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/extending.rst","notes/faq.rst","notes/large_scale_deployments.rst","notes/multiprocessing.rst","notes/randomness.rst","notes/serialization.rst","notes/windows.rst","onnx.rst","optim.rst","quantization.rst","quantization-support.rst","random.rst","rpc.rst","rpc/distributed_autograd.rst","rpc/rref.rst","sparse.rst","storage.rst","tensor_attributes.rst","tensor_view.rst","tensorboard.rst","tensors.rst","torch.rst","torch.nn.intrinsic.rst","torch.nn.intrinsic.qat.rst","torch.nn.intrinsic.quantized.rst","torch.nn.qat.rst","torch.nn.quantized.rst","torch.nn.quantized.dynamic.rst","torch.quantization.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:[519,5,1,"-"],clear:[3,0,1,""],max_size:[3,1,1,""],torchvision:[569,4,0,"-"]},"torch.BoolTensor":{all:[559,0,1,""],any:[559,0,1,""]},"torch.FloatStorage":{"byte":[555,0,1,""],"char":[555,0,1,""],"double":[555,0,1,""],"float":[555,0,1,""],"int":[555,0,1,""],"long":[555,0,1,""],"new":[555,0,1,""],"short":[555,0,1,""],bfloat16:[555,0,1,""],bool:[555,0,1,""],clone:[555,0,1,""],complex_double:[555,0,1,""],complex_float:[555,0,1,""],copy_:[555,0,1,""],cpu:[555,0,1,""],cuda:[555,0,1,""],data_ptr:[555,0,1,""],device:[555,1,1,""],dtype:[555,1,1,""],element_size:[555,0,1,""],fill_:[555,0,1,""],from_buffer:[555,0,1,""],from_file:[555,0,1,""],half:[555,0,1,""],is_cuda:[555,1,1,""],is_pinned:[555,0,1,""],is_shared:[555,0,1,""],is_sparse:[555,1,1,""],pin_memory:[555,0,1,""],resize_:[555,0,1,""],share_memory_:[555,0,1,""],size:[555,0,1,""],tolist:[555,0,1,""],type:[555,0,1,""]},"torch.Generator":{device:[22,1,1,""],get_state:[22,0,1,""],initial_seed:[22,0,1,""],manual_seed:[22,0,1,""],seed:[22,0,1,""],set_state:[22,0,1,""]},"torch.Tensor":{"byte":[559,0,1,""],"char":[559,0,1,""],"double":[559,0,1,""],"float":[559,0,1,""],"int":[559,0,1,""],"long":[559,0,1,""],"short":[559,0,1,""],"var":[559,0,1,""],T:[559,1,1,""],abs:[559,0,1,""],abs_:[559,0,1,""],absolute:[559,0,1,""],absolute_:[559,0,1,""],acos:[559,0,1,""],acos_:[559,0,1,""],acosh:[559,0,1,""],acosh_:[559,0,1,""],add:[559,0,1,""],add_:[559,0,1,""],addbmm:[559,0,1,""],addbmm_:[559,0,1,""],addcdiv:[559,0,1,""],addcdiv_:[559,0,1,""],addcmul:[559,0,1,""],addcmul_:[559,0,1,""],addmm:[559,0,1,""],addmm_:[559,0,1,""],addmv:[559,0,1,""],addmv_:[559,0,1,""],addr:[559,0,1,""],addr_:[559,0,1,""],align_as:[529,0,1,""],align_to:[529,0,1,""],allclose:[559,0,1,""],amax:[559,0,1,""],amin:[559,0,1,""],angle:[559,0,1,""],apply_:[559,0,1,""],arccos:[559,0,1,""],arccos_:[559,0,1,""],arccosh:[559,0,1,""],arccosh_:[559,0,1,""],arcsin:[559,0,1,""],arcsin_:[559,0,1,""],arcsinh:[559,0,1,""],arcsinh_:[559,0,1,""],arctan:[559,0,1,""],arctan_:[559,0,1,""],arctanh:[559,0,1,""],arctanh_:[559,0,1,""],argmax:[559,0,1,""],argmin:[559,0,1,""],argsort:[559,0,1,""],as_strided:[559,0,1,""],as_subclass:[559,0,1,""],asin:[559,0,1,""],asin_:[559,0,1,""],asinh:[559,0,1,""],asinh_:[559,0,1,""],atan2:[559,0,1,""],atan2_:[559,0,1,""],atan:[559,0,1,""],atan_:[559,0,1,""],atanh:[559,0,1,""],atanh_:[559,0,1,""],backward:[2,0,1,""],baddbmm:[559,0,1,""],baddbmm_:[559,0,1,""],bernoulli:[559,0,1,""],bernoulli_:[559,0,1,""],bfloat16:[559,0,1,""],bincount:[559,0,1,""],bitwise_and:[559,0,1,""],bitwise_and_:[559,0,1,""],bitwise_not:[559,0,1,""],bitwise_not_:[559,0,1,""],bitwise_or:[559,0,1,""],bitwise_or_:[559,0,1,""],bitwise_xor:[559,0,1,""],bitwise_xor_:[559,0,1,""],bmm:[559,0,1,""],bool:[559,0,1,""],cauchy_:[559,0,1,""],ceil:[559,0,1,""],ceil_:[559,0,1,""],cholesky:[559,0,1,""],cholesky_inverse:[559,0,1,""],cholesky_solve:[559,0,1,""],chunk:[559,0,1,""],clamp:[559,0,1,""],clamp_:[559,0,1,""],clip:[559,0,1,""],clip_:[559,0,1,""],clone:[559,0,1,""],conj:[559,0,1,""],contiguous:[559,0,1,""],copy_:[559,0,1,""],cos:[559,0,1,""],cos_:[559,0,1,""],cosh:[559,0,1,""],cosh_:[559,0,1,""],count_nonzero:[559,0,1,""],cpu:[559,0,1,""],cross:[559,0,1,""],cuda:[559,0,1,""],cummax:[559,0,1,""],cummin:[559,0,1,""],cumprod:[559,0,1,""],cumsum:[559,0,1,""],data_ptr:[559,0,1,""],deg2rad:[559,0,1,""],dense_dim:[559,0,1,""],dequantize:[559,0,1,""],det:[559,0,1,""],detach:[2,0,1,""],detach_:[2,0,1,""],device:[559,1,1,""],diag:[559,0,1,""],diag_embed:[559,0,1,""],diagflat:[559,0,1,""],diagonal:[559,0,1,""],digamma:[559,0,1,""],digamma_:[559,0,1,""],dim:[559,0,1,""],dist:[559,0,1,""],div:[559,0,1,""],div_:[559,0,1,""],divide:[559,0,1,""],divide_:[559,0,1,""],dot:[559,0,1,""],eig:[559,0,1,""],element_size:[559,0,1,""],eq:[559,0,1,""],eq_:[559,0,1,""],equal:[559,0,1,""],erf:[559,0,1,""],erf_:[559,0,1,""],erfc:[559,0,1,""],erfc_:[559,0,1,""],erfinv:[559,0,1,""],erfinv_:[559,0,1,""],exp:[559,0,1,""],exp_:[559,0,1,""],expand:[559,0,1,""],expand_as:[559,0,1,""],expm1:[559,0,1,""],expm1_:[559,0,1,""],exponential_:[559,0,1,""],fft:[559,0,1,""],fill_:[559,0,1,""],fill_diagonal_:[559,0,1,""],fix:[559,0,1,""],fix_:[559,0,1,""],flatten:[559,0,1,""],flip:[559,0,1,""],fliplr:[559,0,1,""],flipud:[559,0,1,""],floor:[559,0,1,""],floor_:[559,0,1,""],floor_divide:[559,0,1,""],floor_divide_:[559,0,1,""],fmod:[559,0,1,""],fmod_:[559,0,1,""],frac:[559,0,1,""],frac_:[559,0,1,""],gather:[559,0,1,""],gcd:[559,0,1,""],gcd_:[559,0,1,""],ge:[559,0,1,""],ge_:[559,0,1,""],geometric_:[559,0,1,""],geqrf:[559,0,1,""],ger:[559,0,1,""],get_device:[559,0,1,""],grad:[2,1,1,""],greater:[559,0,1,""],greater_:[559,0,1,""],greater_equal:[559,0,1,""],greater_equal_:[559,0,1,""],gt:[559,0,1,""],gt_:[559,0,1,""],half:[559,0,1,""],hardshrink:[559,0,1,""],heaviside:[559,0,1,""],histc:[559,0,1,""],hypot:[559,0,1,""],hypot_:[559,0,1,""],i0:[559,0,1,""],i0_:[559,0,1,""],ifft:[559,0,1,""],imag:[559,1,1,""],index_add:[559,0,1,""],index_add_:[559,0,1,""],index_copy:[559,0,1,""],index_copy_:[559,0,1,""],index_fill:[559,0,1,""],index_fill_:[559,0,1,""],index_put:[559,0,1,""],index_put_:[559,0,1,""],index_select:[559,0,1,""],indices:[559,0,1,""],int_repr:[559,0,1,""],inverse:[559,0,1,""],irfft:[559,0,1,""],is_complex:[559,0,1,""],is_contiguous:[559,0,1,""],is_cuda:[559,1,1,""],is_floating_point:[559,0,1,""],is_leaf:[2,1,1,""],is_meta:[559,1,1,""],is_pinned:[559,0,1,""],is_quantized:[559,1,1,""],is_set_to:[559,0,1,""],is_shared:[559,0,1,""],is_signed:[559,0,1,""],is_sparse:[559,1,1,""],isclose:[559,0,1,""],isfinite:[559,0,1,""],isinf:[559,0,1,""],isnan:[559,0,1,""],isneginf:[559,0,1,""],isposinf:[559,0,1,""],isreal:[559,0,1,""],istft:[559,0,1,""],item:[559,0,1,""],kthvalue:[559,0,1,""],lcm:[559,0,1,""],lcm_:[559,0,1,""],le:[559,0,1,""],le_:[559,0,1,""],lerp:[559,0,1,""],lerp_:[559,0,1,""],less:[559,0,1,""],less_:[559,0,1,""],less_equal:[559,0,1,""],less_equal_:[559,0,1,""],lgamma:[559,0,1,""],lgamma_:[559,0,1,""],log10:[559,0,1,""],log10_:[559,0,1,""],log1p:[559,0,1,""],log1p_:[559,0,1,""],log2:[559,0,1,""],log2_:[559,0,1,""],log:[559,0,1,""],log_:[559,0,1,""],log_normal_:[559,0,1,""],logaddexp2:[559,0,1,""],logaddexp:[559,0,1,""],logcumsumexp:[559,0,1,""],logdet:[559,0,1,""],logical_and:[559,0,1,""],logical_and_:[559,0,1,""],logical_not:[559,0,1,""],logical_not_:[559,0,1,""],logical_or:[559,0,1,""],logical_or_:[559,0,1,""],logical_xor:[559,0,1,""],logical_xor_:[559,0,1,""],logit:[559,0,1,""],logit_:[559,0,1,""],logsumexp:[559,0,1,""],lstsq:[559,0,1,""],lt:[559,0,1,""],lt_:[559,0,1,""],lu:[559,0,1,""],lu_solve:[559,0,1,""],map_:[559,0,1,""],masked_fill:[559,0,1,""],masked_fill_:[559,0,1,""],masked_scatter:[559,0,1,""],masked_scatter_:[559,0,1,""],masked_select:[559,0,1,""],matmul:[559,0,1,""],matrix_exp:[559,0,1,""],matrix_power:[559,0,1,""],max:[559,0,1,""],maximum:[559,0,1,""],mean:[559,0,1,""],median:[559,0,1,""],min:[559,0,1,""],minimum:[559,0,1,""],mm:[559,0,1,""],mode:[559,0,1,""],movedim:[559,0,1,""],mul:[559,0,1,""],mul_:[559,0,1,""],multinomial:[559,0,1,""],multiply:[559,0,1,""],multiply_:[559,0,1,""],mv:[559,0,1,""],mvlgamma:[559,0,1,""],mvlgamma_:[559,0,1,""],names:[529,1,1,""],nanquantile:[559,0,1,""],nansum:[559,0,1,""],narrow:[559,0,1,""],narrow_copy:[559,0,1,""],ndim:[559,1,1,""],ndimension:[559,0,1,""],ne:[559,0,1,""],ne_:[559,0,1,""],neg:[559,0,1,""],neg_:[559,0,1,""],negative:[559,0,1,""],negative_:[559,0,1,""],nelement:[559,0,1,""],new_empty:[559,0,1,""],new_full:[559,0,1,""],new_ones:[559,0,1,""],new_tensor:[559,0,1,""],new_zeros:[559,0,1,""],nextafter:[559,0,1,""],nextafter_:[559,0,1,""],nonzero:[559,0,1,""],norm:[559,0,1,""],normal_:[559,0,1,""],not_equal:[559,0,1,""],not_equal_:[559,0,1,""],numel:[559,0,1,""],numpy:[559,0,1,""],orgqr:[559,0,1,""],ormqr:[559,0,1,""],outer:[559,0,1,""],permute:[559,0,1,""],pin_memory:[559,0,1,""],pinverse:[559,0,1,""],polygamma:[559,0,1,""],polygamma_:[559,0,1,""],pow:[559,0,1,""],pow_:[559,0,1,""],prod:[559,0,1,""],put_:[559,0,1,""],q_per_channel_axis:[559,0,1,""],q_per_channel_scales:[559,0,1,""],q_per_channel_zero_points:[559,0,1,""],q_scale:[559,0,1,""],q_zero_point:[559,0,1,""],qr:[559,0,1,""],qscheme:[559,0,1,""],quantile:[559,0,1,""],rad2deg:[559,0,1,""],random_:[559,0,1,""],real:[559,1,1,""],reciprocal:[559,0,1,""],reciprocal_:[559,0,1,""],record_stream:[559,0,1,""],refine_names:[529,0,1,""],register_hook:[2,0,1,""],remainder:[559,0,1,""],remainder_:[559,0,1,""],rename:[529,0,1,""],rename_:[529,0,1,""],renorm:[559,0,1,""],renorm_:[559,0,1,""],repeat:[559,0,1,""],repeat_interleave:[559,0,1,""],requires_grad:[2,1,1,""],requires_grad_:[559,0,1,""],reshape:[559,0,1,""],reshape_as:[559,0,1,""],resize_:[559,0,1,""],resize_as_:[559,0,1,""],retain_grad:[2,0,1,""],rfft:[559,0,1,""],roll:[559,0,1,""],rot90:[559,0,1,""],round:[559,0,1,""],round_:[559,0,1,""],rsqrt:[559,0,1,""],rsqrt_:[559,0,1,""],scatter:[559,0,1,""],scatter_:[559,0,1,""],scatter_add:[559,0,1,""],scatter_add_:[559,0,1,""],select:[559,0,1,""],set_:[559,0,1,""],sgn:[559,0,1,""],sgn_:[559,0,1,""],share_memory_:[559,0,1,""],sigmoid:[559,0,1,""],sigmoid_:[559,0,1,""],sign:[559,0,1,""],sign_:[559,0,1,""],signbit:[559,0,1,""],sin:[559,0,1,""],sin_:[559,0,1,""],sinh:[559,0,1,""],sinh_:[559,0,1,""],size:[559,0,1,""],slogdet:[559,0,1,""],solve:[559,0,1,""],sort:[559,0,1,""],sparse_dim:[559,0,1,""],sparse_mask:[559,0,1,""],split:[559,0,1,""],sqrt:[559,0,1,""],sqrt_:[559,0,1,""],square:[559,0,1,""],square_:[559,0,1,""],squeeze:[559,0,1,""],squeeze_:[559,0,1,""],std:[559,0,1,""],stft:[559,0,1,""],storage:[559,0,1,""],storage_offset:[559,0,1,""],storage_type:[559,0,1,""],stride:[559,0,1,""],sub:[559,0,1,""],sub_:[559,0,1,""],subtract:[559,0,1,""],subtract_:[559,0,1,""],sum:[559,0,1,""],sum_to_size:[559,0,1,""],svd:[559,0,1,""],symeig:[559,0,1,""],t:[559,0,1,""],t_:[559,0,1,""],take:[559,0,1,""],tan:[559,0,1,""],tan_:[559,0,1,""],tanh:[559,0,1,""],tanh_:[559,0,1,""],to:[559,0,1,""],to_mkldnn:[559,0,1,""],to_sparse:[559,0,1,""],tolist:[559,0,1,""],topk:[559,0,1,""],trace:[559,0,1,""],transpose:[559,0,1,""],transpose_:[559,0,1,""],triangular_solve:[559,0,1,""],tril:[559,0,1,""],tril_:[559,0,1,""],triu:[559,0,1,""],triu_:[559,0,1,""],true_divide:[559,0,1,""],true_divide_:[559,0,1,""],trunc:[559,0,1,""],trunc_:[559,0,1,""],type:[559,0,1,""],type_as:[559,0,1,""],unbind:[559,0,1,""],unflatten:[529,0,1,""],unfold:[559,0,1,""],uniform_:[559,0,1,""],unique:[559,0,1,""],unique_consecutive:[559,0,1,""],unsqueeze:[559,0,1,""],unsqueeze_:[559,0,1,""],values:[559,0,1,""],vdot:[559,0,1,""],view:[559,0,1,""],view_as:[559,0,1,""],where:[559,0,1,""],zero_:[559,0,1,""]},"torch.__config__":{parallel_info:[0,2,1,""],show:[0,2,1,""]},"torch.autograd":{Function:[2,3,1,""],backward:[2,2,1,""],detect_anomaly:[2,3,1,""],enable_grad:[2,3,1,""],grad:[2,2,1,""],gradcheck:[2,2,1,""],gradgradcheck:[2,2,1,""],no_grad:[2,3,1,""],set_detect_anomaly:[2,3,1,""],set_grad_enabled:[2,3,1,""]},"torch.autograd.Function":{backward:[2,0,1,""],forward:[2,0,1,""]},"torch.autograd.function":{_ContextMethodMixin:[2,3,1,""]},"torch.autograd.function._ContextMethodMixin":{mark_dirty:[2,0,1,""],mark_non_differentiable:[2,0,1,""],save_for_backward:[2,0,1,""],set_materialize_grads:[2,0,1,""]},"torch.autograd.functional":{hessian:[2,2,1,""],hvp:[2,2,1,""],jacobian:[2,2,1,""],jvp:[2,2,1,""],vhp:[2,2,1,""],vjp:[2,2,1,""]},"torch.autograd.profiler":{emit_nvtx:[2,3,1,""],load_nvprof:[2,2,1,""],profile:[2,3,1,""]},"torch.autograd.profiler.profile":{export_chrome_trace:[2,0,1,""],key_averages:[2,0,1,""],self_cpu_time_total:[2,0,1,""],table:[2,0,1,""],total_average:[2,0,1,""]},"torch.backends.cuda":{cufft_plan_cache:[3,1,1,""],is_built:[3,2,1,""],size:[3,1,1,""]},"torch.backends.cuda.matmul":{allow_tf32:[3,1,1,""]},"torch.backends.cudnn":{allow_tf32:[3,1,1,""],benchmark:[3,1,1,""],deterministic:[3,1,1,""],enabled:[3,1,1,""],is_available:[3,2,1,""],version:[3,2,1,""]},"torch.backends.mkl":{is_available:[3,2,1,""]},"torch.backends.mkldnn":{is_available:[3,2,1,""]},"torch.backends.openmp":{is_available:[3,2,1,""]},"torch.cuda":{Event:[12,3,1,""],Stream:[12,3,1,""],amp:[1,4,0,"-"],current_blas_handle:[12,2,1,""],current_device:[12,2,1,""],current_stream:[12,2,1,""],default_stream:[12,2,1,""],device:[12,3,1,""],device_count:[12,2,1,""],device_of:[12,3,1,""],empty_cache:[12,2,1,""],get_arch_list:[12,2,1,""],get_device_capability:[12,2,1,""],get_device_name:[12,2,1,""],get_gencode_flags:[12,2,1,""],get_rng_state:[12,2,1,""],get_rng_state_all:[12,2,1,""],init:[12,2,1,""],initial_seed:[12,2,1,""],ipc_collect:[12,2,1,""],is_available:[12,2,1,""],is_initialized:[12,2,1,""],manual_seed:[12,2,1,""],manual_seed_all:[12,2,1,""],max_memory_allocated:[12,2,1,""],max_memory_cached:[12,2,1,""],max_memory_reserved:[12,2,1,""],memory_allocated:[12,2,1,""],memory_cached:[12,2,1,""],memory_reserved:[12,2,1,""],memory_snapshot:[12,2,1,""],memory_stats:[12,2,1,""],memory_summary:[12,2,1,""],reset_max_memory_allocated:[12,2,1,""],reset_max_memory_cached:[12,2,1,""],seed:[12,2,1,""],seed_all:[12,2,1,""],set_device:[12,2,1,""],set_rng_state:[12,2,1,""],set_rng_state_all:[12,2,1,""],stream:[12,2,1,""],synchronize:[12,2,1,""]},"torch.cuda.Event":{elapsed_time:[12,0,1,""],from_ipc_handle:[12,0,1,""],ipc_handle:[12,0,1,""],query:[12,0,1,""],record:[12,0,1,""],synchronize:[12,0,1,""],wait:[12,0,1,""]},"torch.cuda.Stream":{query:[12,0,1,""],record_event:[12,0,1,""],synchronize:[12,0,1,""],wait_event:[12,0,1,""],wait_stream:[12,0,1,""]},"torch.cuda.amp":{GradScaler:[1,3,1,""],autocast:[1,3,1,""],custom_bwd:[1,2,1,""],custom_fwd:[1,2,1,""]},"torch.cuda.amp.GradScaler":{get_backoff_factor:[1,0,1,""],get_growth_factor:[1,0,1,""],get_growth_interval:[1,0,1,""],get_scale:[1,0,1,""],is_enabled:[1,0,1,""],load_state_dict:[1,0,1,""],scale:[1,0,1,""],set_backoff_factor:[1,0,1,""],set_growth_factor:[1,0,1,""],set_growth_interval:[1,0,1,""],state_dict:[1,0,1,""],step:[1,0,1,""],unscale_:[1,0,1,""],update:[1,0,1,""]},"torch.cuda.comm":{broadcast:[12,2,1,""],broadcast_coalesced:[12,2,1,""],gather:[12,2,1,""],reduce_add:[12,2,1,""],scatter:[12,2,1,""]},"torch.cuda.nvtx":{mark:[12,2,1,""],range_pop:[12,2,1,""],range_push:[12,2,1,""]},"torch.distributed":{Backend:[16,3,1,""],FileStore:[16,3,1,""],HashStore:[16,3,1,""],PrefixStore:[16,3,1,""],ReduceOp:[16,3,1,""],Store:[16,3,1,""],TCPStore:[16,3,1,""],all_gather:[16,2,1,""],all_gather_multigpu:[16,2,1,""],all_reduce:[16,2,1,""],all_reduce_multigpu:[16,2,1,""],all_to_all:[16,2,1,""],autograd:[551,4,0,"-"],barrier:[16,2,1,""],broadcast:[16,2,1,""],broadcast_multigpu:[16,2,1,""],gather:[16,2,1,""],get_backend:[16,2,1,""],get_rank:[16,2,1,""],get_world_size:[16,2,1,""],init_process_group:[16,2,1,""],irecv:[16,2,1,""],is_available:[16,2,1,""],is_initialized:[16,2,1,""],is_mpi_available:[16,2,1,""],is_nccl_available:[16,2,1,""],isend:[16,2,1,""],launch:[16,4,0,"-"],new_group:[16,2,1,""],optim:[551,4,0,"-"],recv:[16,2,1,""],reduce:[16,2,1,""],reduce_multigpu:[16,2,1,""],reduce_op:[16,3,1,""],reduce_scatter:[16,2,1,""],reduce_scatter_multigpu:[16,2,1,""],rpc:[551,4,0,"-"],scatter:[16,2,1,""],send:[16,2,1,""]},"torch.distributed.Store":{add:[16,2,1,""],delete_key:[16,2,1,""],get:[16,2,1,""],num_keys:[16,2,1,""],set:[16,2,1,""],set_timeout:[16,2,1,""],wait:[16,2,1,""]},"torch.distributed.autograd":{backward:[551,2,1,""],context:[551,3,1,""],get_gradients:[551,2,1,""]},"torch.distributed.optim":{DistributedOptimizer:[551,3,1,""]},"torch.distributed.optim.DistributedOptimizer":{step:[551,0,1,""]},"torch.distributed.rpc":{BackendType:[551,3,1,""],ProcessGroupRpcBackendOptions:[551,3,1,""],RRef:[551,3,1,""],RpcBackendOptions:[551,3,1,""],TensorPipeRpcBackendOptions:[551,3,1,""],WorkerInfo:[551,3,1,""],get_worker_info:[551,2,1,""],init_rpc:[551,2,1,""],remote:[551,2,1,""],rpc_async:[551,2,1,""],rpc_sync:[551,2,1,""],shutdown:[551,2,1,""]},"torch.distributed.rpc.ProcessGroupRpcBackendOptions":{init_method:[551,0,1,""],num_send_recv_threads:[551,0,1,""],rpc_timeout:[551,0,1,""]},"torch.distributed.rpc.RRef":{confirmed_by_owner:[551,0,1,""],is_owner:[551,0,1,""],local_value:[551,0,1,""],owner:[551,0,1,""],owner_name:[551,0,1,""],remote:[551,0,1,""],rpc_async:[551,0,1,""],rpc_sync:[551,0,1,""],to_here:[551,0,1,""]},"torch.distributed.rpc.RpcBackendOptions":{init_method:[551,0,1,""],rpc_timeout:[551,0,1,""]},"torch.distributed.rpc.TensorPipeRpcBackendOptions":{init_method:[551,0,1,""],num_worker_threads:[551,0,1,""],rpc_timeout:[551,0,1,""]},"torch.distributed.rpc.WorkerInfo":{id:[551,0,1,""],name:[551,0,1,""]},"torch.distributed.rpc.functions":{async_execution:[551,2,1,""]},"torch.distributions":{constraint_registry:[17,4,0,"-"],constraints:[17,4,0,"-"],kl:[17,4,0,"-"],transforms:[17,4,0,"-"]},"torch.distributions.bernoulli":{Bernoulli:[17,3,1,""]},"torch.distributions.bernoulli.Bernoulli":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],enumerate_support:[17,0,1,""],expand:[17,0,1,""],has_enumerate_support:[17,1,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,1,1,""],sample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.beta":{Beta:[17,3,1,""]},"torch.distributions.beta.Beta":{arg_constraints:[17,1,1,""],concentration0:[17,0,1,""],concentration1:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.binomial":{Binomial:[17,3,1,""]},"torch.distributions.binomial.Binomial":{arg_constraints:[17,1,1,""],enumerate_support:[17,0,1,""],expand:[17,0,1,""],has_enumerate_support:[17,1,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,1,1,""],sample:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.categorical":{Categorical:[17,3,1,""]},"torch.distributions.categorical.Categorical":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],enumerate_support:[17,0,1,""],expand:[17,0,1,""],has_enumerate_support:[17,1,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,1,1,""],sample:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.cauchy":{Cauchy:[17,3,1,""]},"torch.distributions.cauchy.Cauchy":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.chi2":{Chi2:[17,3,1,""]},"torch.distributions.chi2.Chi2":{arg_constraints:[17,1,1,""],df:[17,0,1,""],expand:[17,0,1,""]},"torch.distributions.constraint_registry":{ConstraintRegistry:[17,3,1,""]},"torch.distributions.constraint_registry.ConstraintRegistry":{register:[17,0,1,""]},"torch.distributions.constraints":{Constraint:[17,3,1,""],cat:[17,1,1,""],dependent_property:[17,1,1,""],greater_than:[17,1,1,""],greater_than_eq:[17,1,1,""],half_open_interval:[17,1,1,""],integer_interval:[17,1,1,""],interval:[17,1,1,""],less_than:[17,1,1,""],stack:[17,1,1,""]},"torch.distributions.constraints.Constraint":{check:[17,0,1,""]},"torch.distributions.continuous_bernoulli":{ContinuousBernoulli:[17,3,1,""]},"torch.distributions.continuous_bernoulli.ContinuousBernoulli":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,1,1,""],rsample:[17,0,1,""],sample:[17,0,1,""],stddev:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.dirichlet":{Dirichlet:[17,3,1,""]},"torch.distributions.dirichlet.Dirichlet":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.distribution":{Distribution:[17,3,1,""]},"torch.distributions.distribution.Distribution":{arg_constraints:[17,0,1,""],batch_shape:[17,0,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],enumerate_support:[17,0,1,""],event_shape:[17,0,1,""],expand:[17,0,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],perplexity:[17,0,1,""],rsample:[17,0,1,""],sample:[17,0,1,""],sample_n:[17,0,1,""],stddev:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.exp_family":{ExponentialFamily:[17,3,1,""]},"torch.distributions.exp_family.ExponentialFamily":{entropy:[17,0,1,""]},"torch.distributions.exponential":{Exponential:[17,3,1,""]},"torch.distributions.exponential.Exponential":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],stddev:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.fishersnedecor":{FisherSnedecor:[17,3,1,""]},"torch.distributions.fishersnedecor.FisherSnedecor":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.gamma":{Gamma:[17,3,1,""]},"torch.distributions.gamma.Gamma":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.geometric":{Geometric:[17,3,1,""]},"torch.distributions.geometric.Geometric":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],mean:[17,0,1,""],probs:[17,1,1,""],sample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.gumbel":{Gumbel:[17,3,1,""]},"torch.distributions.gumbel.Gumbel":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],stddev:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.half_cauchy":{HalfCauchy:[17,3,1,""]},"torch.distributions.half_cauchy.HalfCauchy":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],scale:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.half_normal":{HalfNormal:[17,3,1,""]},"torch.distributions.half_normal.HalfNormal":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],scale:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.independent":{Independent:[17,3,1,""]},"torch.distributions.independent.Independent":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],enumerate_support:[17,0,1,""],expand:[17,0,1,""],has_enumerate_support:[17,0,1,""],has_rsample:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],sample:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.kl":{kl_divergence:[17,2,1,""],register_kl:[17,2,1,""]},"torch.distributions.laplace":{Laplace:[17,3,1,""]},"torch.distributions.laplace.Laplace":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],stddev:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.log_normal":{LogNormal:[17,3,1,""]},"torch.distributions.log_normal.LogNormal":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],loc:[17,0,1,""],mean:[17,0,1,""],scale:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.lowrank_multivariate_normal":{LowRankMultivariateNormal:[17,3,1,""]},"torch.distributions.lowrank_multivariate_normal.LowRankMultivariateNormal":{arg_constraints:[17,1,1,""],covariance_matrix:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],precision_matrix:[17,1,1,""],rsample:[17,0,1,""],scale_tril:[17,1,1,""],support:[17,1,1,""],variance:[17,1,1,""]},"torch.distributions.mixture_same_family":{MixtureSameFamily:[17,3,1,""]},"torch.distributions.mixture_same_family.MixtureSameFamily":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],component_distribution:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],mixture_distribution:[17,0,1,""],sample:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.multinomial":{Multinomial:[17,3,1,""]},"torch.distributions.multinomial.Multinomial":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],log_prob:[17,0,1,""],logits:[17,0,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,0,1,""],sample:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.multivariate_normal":{MultivariateNormal:[17,3,1,""]},"torch.distributions.multivariate_normal.MultivariateNormal":{arg_constraints:[17,1,1,""],covariance_matrix:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],precision_matrix:[17,1,1,""],rsample:[17,0,1,""],scale_tril:[17,1,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.negative_binomial":{NegativeBinomial:[17,3,1,""]},"torch.distributions.negative_binomial.NegativeBinomial":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,1,1,""],sample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.normal":{Normal:[17,3,1,""]},"torch.distributions.normal.Normal":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],sample:[17,0,1,""],stddev:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.one_hot_categorical":{OneHotCategorical:[17,3,1,""]},"torch.distributions.one_hot_categorical.OneHotCategorical":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],enumerate_support:[17,0,1,""],expand:[17,0,1,""],has_enumerate_support:[17,1,1,""],log_prob:[17,0,1,""],logits:[17,0,1,""],mean:[17,0,1,""],param_shape:[17,0,1,""],probs:[17,0,1,""],sample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.pareto":{Pareto:[17,3,1,""]},"torch.distributions.pareto.Pareto":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],mean:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.poisson":{Poisson:[17,3,1,""]},"torch.distributions.poisson.Poisson":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],sample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.relaxed_bernoulli":{LogitRelaxedBernoulli:[17,3,1,""],RelaxedBernoulli:[17,3,1,""]},"torch.distributions.relaxed_bernoulli.LogitRelaxedBernoulli":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],log_prob:[17,0,1,""],logits:[17,1,1,""],param_shape:[17,0,1,""],probs:[17,1,1,""],rsample:[17,0,1,""],support:[17,1,1,""]},"torch.distributions.relaxed_bernoulli.RelaxedBernoulli":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],logits:[17,0,1,""],probs:[17,0,1,""],support:[17,1,1,""],temperature:[17,0,1,""]},"torch.distributions.relaxed_categorical":{RelaxedOneHotCategorical:[17,3,1,""]},"torch.distributions.relaxed_categorical.RelaxedOneHotCategorical":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],logits:[17,0,1,""],probs:[17,0,1,""],support:[17,1,1,""],temperature:[17,0,1,""]},"torch.distributions.studentT":{StudentT:[17,3,1,""]},"torch.distributions.studentT.StudentT":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.distributions.transformed_distribution":{TransformedDistribution:[17,3,1,""]},"torch.distributions.transformed_distribution.TransformedDistribution":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,0,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],rsample:[17,0,1,""],sample:[17,0,1,""],support:[17,0,1,""]},"torch.distributions.transforms":{AbsTransform:[17,3,1,""],AffineTransform:[17,3,1,""],CatTransform:[17,3,1,""],ComposeTransform:[17,3,1,""],ExpTransform:[17,3,1,""],LowerCholeskyTransform:[17,3,1,""],PowerTransform:[17,3,1,""],SigmoidTransform:[17,3,1,""],SoftmaxTransform:[17,3,1,""],StackTransform:[17,3,1,""],StickBreakingTransform:[17,3,1,""],TanhTransform:[17,3,1,""],Transform:[17,3,1,""]},"torch.distributions.transforms.Transform":{inv:[17,0,1,""],log_abs_det_jacobian:[17,0,1,""],sign:[17,0,1,""]},"torch.distributions.uniform":{Uniform:[17,3,1,""]},"torch.distributions.uniform.Uniform":{arg_constraints:[17,1,1,""],cdf:[17,0,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],icdf:[17,0,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],rsample:[17,0,1,""],stddev:[17,0,1,""],support:[17,0,1,""],variance:[17,0,1,""]},"torch.distributions.von_mises":{VonMises:[17,3,1,""]},"torch.distributions.von_mises.VonMises":{arg_constraints:[17,1,1,""],expand:[17,0,1,""],has_rsample:[17,1,1,""],log_prob:[17,0,1,""],mean:[17,0,1,""],sample:[17,0,1,""],support:[17,1,1,""],variance:[17,1,1,""]},"torch.distributions.weibull":{Weibull:[17,3,1,""]},"torch.distributions.weibull.Weibull":{arg_constraints:[17,1,1,""],entropy:[17,0,1,""],expand:[17,0,1,""],mean:[17,0,1,""],support:[17,1,1,""],variance:[17,0,1,""]},"torch.fft":{fft:[19,2,1,""],fftn:[19,2,1,""],hfft:[19,2,1,""],ifft:[19,2,1,""],ifftn:[19,2,1,""],ihfft:[19,2,1,""],irfft:[19,2,1,""],irfftn:[19,2,1,""],rfft:[19,2,1,""],rfftn:[19,2,1,""]},"torch.futures":{Future:[20,3,1,""],collect_all:[20,2,1,""],wait_all:[20,2,1,""]},"torch.futures.Future":{done:[20,0,1,""],set_result:[20,0,1,""],then:[20,0,1,""],value:[20,0,1,""],wait:[20,0,1,""]},"torch.hub":{download_url_to_file:[517,2,1,""],get_dir:[517,2,1,""],help:[517,2,1,""],list:[517,2,1,""],load:[517,2,1,""],load_state_dict_from_url:[517,2,1,""],set_dir:[517,2,1,""]},"torch.jit":{"export":[519,2,1,""],ScriptFunction:[176,3,1,""],ScriptModule:[177,3,1,""],fork:[178,2,1,""],ignore:[179,2,1,""],is_scripting:[521,2,1,""],load:[180,2,1,""],save:[181,2,1,""],script:[182,2,1,""],supported_ops:[520,4,0,"-"],trace:[183,2,1,""],trace_module:[184,2,1,""],unsupported_tensor_ops:[523,4,0,"-"],unused:[185,2,1,""],wait:[186,2,1,""]},"torch.jit.ScriptFunction":{get_debug_state:[176,0,1,""],save:[176,0,1,""],save_to_buffer:[176,0,1,""]},"torch.jit.ScriptModule":{"double":[177,0,1,""],"float":[177,0,1,""],add_module:[177,0,1,""],apply:[177,0,1,""],bfloat16:[177,0,1,""],buffers:[177,0,1,""],children:[177,0,1,""],code:[177,0,1,""],code_with_constants:[177,0,1,""],cpu:[177,0,1,""],cuda:[177,0,1,""],eval:[177,0,1,""],extra_repr:[177,0,1,""],graph:[177,0,1,""],half:[177,0,1,""],inlined_graph:[177,0,1,""],load_state_dict:[177,0,1,""],modules:[177,0,1,""],named_buffers:[177,0,1,""],named_children:[177,0,1,""],named_modules:[177,0,1,""],named_parameters:[177,0,1,""],parameters:[177,0,1,""],register_backward_hook:[177,0,1,""],register_buffer:[177,0,1,""],register_forward_hook:[177,0,1,""],register_forward_pre_hook:[177,0,1,""],register_parameter:[177,0,1,""],requires_grad_:[177,0,1,""],save:[177,0,1,""],state_dict:[177,0,1,""],to:[177,0,1,""],train:[177,0,1,""],type:[177,0,1,""],zero_grad:[177,0,1,""]},"torch.linalg":{det:[524,2,1,""],norm:[524,2,1,""]},"torch.multiprocessing":{SpawnContext:[527,3,1,""],get_all_sharing_strategies:[527,2,1,""],get_sharing_strategy:[527,2,1,""],set_sharing_strategy:[527,2,1,""],spawn:[527,2,1,""]},"torch.multiprocessing.SpawnContext":{join:[527,0,1,""]},"torch.nn":{AdaptiveAvgPool1d:[246,3,1,""],AdaptiveAvgPool2d:[247,3,1,""],AdaptiveAvgPool3d:[248,3,1,""],AdaptiveLogSoftmaxWithLoss:[249,3,1,""],AdaptiveMaxPool1d:[250,3,1,""],AdaptiveMaxPool2d:[251,3,1,""],AdaptiveMaxPool3d:[252,3,1,""],AlphaDropout:[253,3,1,""],AvgPool1d:[254,3,1,""],AvgPool2d:[255,3,1,""],AvgPool3d:[256,3,1,""],BCELoss:[257,3,1,""],BCEWithLogitsLoss:[258,3,1,""],BatchNorm1d:[259,3,1,""],BatchNorm2d:[260,3,1,""],BatchNorm3d:[261,3,1,""],Bilinear:[262,3,1,""],CELU:[263,3,1,""],CTCLoss:[264,3,1,""],ConstantPad1d:[265,3,1,""],ConstantPad2d:[266,3,1,""],ConstantPad3d:[267,3,1,""],Conv1d:[268,3,1,""],Conv2d:[269,3,1,""],Conv3d:[270,3,1,""],ConvTranspose1d:[271,3,1,""],ConvTranspose2d:[272,3,1,""],ConvTranspose3d:[273,3,1,""],CosineEmbeddingLoss:[274,3,1,""],CosineSimilarity:[275,3,1,""],CrossEntropyLoss:[276,3,1,""],DataParallel:[277,3,1,""],Dropout2d:[279,3,1,""],Dropout3d:[280,3,1,""],Dropout:[278,3,1,""],ELU:[281,3,1,""],Embedding:[282,3,1,""],EmbeddingBag:[283,3,1,""],Flatten:[284,3,1,""],Fold:[285,3,1,""],FractionalMaxPool2d:[286,3,1,""],GELU:[287,3,1,""],GRU:[288,3,1,""],GRUCell:[289,3,1,""],GroupNorm:[290,3,1,""],Hardshrink:[291,3,1,""],Hardsigmoid:[292,3,1,""],Hardswish:[293,3,1,""],Hardtanh:[294,3,1,""],HingeEmbeddingLoss:[295,3,1,""],Identity:[296,3,1,""],InstanceNorm1d:[297,3,1,""],InstanceNorm2d:[298,3,1,""],InstanceNorm3d:[299,3,1,""],KLDivLoss:[300,3,1,""],L1Loss:[301,3,1,""],LPPool1d:[302,3,1,""],LPPool2d:[303,3,1,""],LSTM:[304,3,1,""],LSTMCell:[305,3,1,""],LayerNorm:[306,3,1,""],LeakyReLU:[307,3,1,""],Linear:[308,3,1,""],LocalResponseNorm:[309,3,1,""],LogSigmoid:[310,3,1,""],LogSoftmax:[311,3,1,""],MSELoss:[312,3,1,""],MarginRankingLoss:[313,3,1,""],MaxPool1d:[314,3,1,""],MaxPool2d:[315,3,1,""],MaxPool3d:[316,3,1,""],MaxUnpool1d:[317,3,1,""],MaxUnpool2d:[318,3,1,""],MaxUnpool3d:[319,3,1,""],Module:[320,3,1,""],ModuleDict:[321,3,1,""],ModuleList:[322,3,1,""],MultiLabelMarginLoss:[323,3,1,""],MultiLabelSoftMarginLoss:[324,3,1,""],MultiMarginLoss:[325,3,1,""],MultiheadAttention:[326,3,1,""],NLLLoss:[327,3,1,""],PReLU:[328,3,1,""],PairwiseDistance:[329,3,1,""],ParameterDict:[330,3,1,""],ParameterList:[331,3,1,""],PixelShuffle:[332,3,1,""],PoissonNLLLoss:[333,3,1,""],RNN:[334,3,1,""],RNNBase:[335,3,1,""],RNNCell:[336,3,1,""],RReLU:[337,3,1,""],ReLU6:[339,3,1,""],ReLU:[338,3,1,""],ReflectionPad1d:[340,3,1,""],ReflectionPad2d:[341,3,1,""],ReplicationPad1d:[342,3,1,""],ReplicationPad2d:[343,3,1,""],ReplicationPad3d:[344,3,1,""],SELU:[345,3,1,""],Sequential:[346,3,1,""],SiLU:[347,3,1,""],Sigmoid:[348,3,1,""],SmoothL1Loss:[349,3,1,""],SoftMarginLoss:[350,3,1,""],Softmax2d:[352,3,1,""],Softmax:[351,3,1,""],Softmin:[353,3,1,""],Softplus:[354,3,1,""],Softshrink:[355,3,1,""],Softsign:[356,3,1,""],SyncBatchNorm:[357,3,1,""],Tanh:[358,3,1,""],Tanhshrink:[359,3,1,""],Threshold:[360,3,1,""],Transformer:[361,3,1,""],TransformerDecoder:[362,3,1,""],TransformerDecoderLayer:[363,3,1,""],TransformerEncoder:[364,3,1,""],TransformerEncoderLayer:[365,3,1,""],TripletMarginLoss:[366,3,1,""],TripletMarginWithDistanceLoss:[367,3,1,""],Unflatten:[368,3,1,""],Unfold:[369,3,1,""],Upsample:[370,3,1,""],UpsamplingBilinear2d:[371,3,1,""],UpsamplingNearest2d:[372,3,1,""],ZeroPad2d:[373,3,1,""],intrinsic:[561,4,0,"-"],qat:[564,4,0,"-"],quantized:[565,4,0,"-"]},"torch.nn.AdaptiveLogSoftmaxWithLoss":{log_prob:[249,0,1,""],predict:[249,0,1,""]},"torch.nn.Embedding":{from_pretrained:[282,0,1,""]},"torch.nn.EmbeddingBag":{from_pretrained:[283,0,1,""]},"torch.nn.Flatten":{"double":[284,0,1,""],"float":[284,0,1,""],add_module:[284,0,1,""],apply:[284,0,1,""],bfloat16:[284,0,1,""],buffers:[284,0,1,""],children:[284,0,1,""],cpu:[284,0,1,""],cuda:[284,0,1,""],eval:[284,0,1,""],half:[284,0,1,""],load_state_dict:[284,0,1,""],modules:[284,0,1,""],named_buffers:[284,0,1,""],named_children:[284,0,1,""],named_modules:[284,0,1,""],named_parameters:[284,0,1,""],parameters:[284,0,1,""],register_backward_hook:[284,0,1,""],register_buffer:[284,0,1,""],register_forward_hook:[284,0,1,""],register_forward_pre_hook:[284,0,1,""],register_parameter:[284,0,1,""],requires_grad_:[284,0,1,""],state_dict:[284,0,1,""],to:[284,0,1,""],train:[284,0,1,""],type:[284,0,1,""],zero_grad:[284,0,1,""]},"torch.nn.Module":{"double":[320,0,1,""],"float":[320,0,1,""],add_module:[320,0,1,""],apply:[320,0,1,""],bfloat16:[320,0,1,""],buffers:[320,0,1,""],children:[320,0,1,""],cpu:[320,0,1,""],cuda:[320,0,1,""],dump_patches:[320,1,1,""],eval:[320,0,1,""],extra_repr:[320,0,1,""],forward:[320,0,1,""],half:[320,0,1,""],load_state_dict:[320,0,1,""],modules:[320,0,1,""],named_buffers:[320,0,1,""],named_children:[320,0,1,""],named_modules:[320,0,1,""],named_parameters:[320,0,1,""],parameters:[320,0,1,""],register_backward_hook:[320,0,1,""],register_buffer:[320,0,1,""],register_forward_hook:[320,0,1,""],register_forward_pre_hook:[320,0,1,""],register_parameter:[320,0,1,""],requires_grad_:[320,0,1,""],state_dict:[320,0,1,""],to:[320,0,1,""],train:[320,0,1,""],type:[320,0,1,""],zero_grad:[320,0,1,""]},"torch.nn.ModuleDict":{clear:[321,0,1,""],items:[321,0,1,""],keys:[321,0,1,""],pop:[321,0,1,""],update:[321,0,1,""],values:[321,0,1,""]},"torch.nn.ModuleList":{append:[322,0,1,""],extend:[322,0,1,""],insert:[322,0,1,""]},"torch.nn.MultiheadAttention":{forward:[326,0,1,""]},"torch.nn.ParameterDict":{clear:[330,0,1,""],items:[330,0,1,""],keys:[330,0,1,""],pop:[330,0,1,""],update:[330,0,1,""],values:[330,0,1,""]},"torch.nn.ParameterList":{append:[331,0,1,""],extend:[331,0,1,""]},"torch.nn.RNNBase":{flatten_parameters:[335,0,1,""]},"torch.nn.SyncBatchNorm":{convert_sync_batchnorm:[357,0,1,""]},"torch.nn.Transformer":{forward:[361,0,1,""],generate_square_subsequent_mask:[361,0,1,""]},"torch.nn.TransformerDecoder":{forward:[362,0,1,""]},"torch.nn.TransformerDecoderLayer":{forward:[363,0,1,""]},"torch.nn.TransformerEncoder":{forward:[364,0,1,""]},"torch.nn.TransformerEncoderLayer":{forward:[365,0,1,""]},"torch.nn.Unflatten":{"double":[368,0,1,""],"float":[368,0,1,""],NamedShape:[368,1,1,""],add_module:[368,0,1,""],apply:[368,0,1,""],bfloat16:[368,0,1,""],buffers:[368,0,1,""],children:[368,0,1,""],cpu:[368,0,1,""],cuda:[368,0,1,""],eval:[368,0,1,""],half:[368,0,1,""],load_state_dict:[368,0,1,""],modules:[368,0,1,""],named_buffers:[368,0,1,""],named_children:[368,0,1,""],named_modules:[368,0,1,""],named_parameters:[368,0,1,""],parameters:[368,0,1,""],register_backward_hook:[368,0,1,""],register_buffer:[368,0,1,""],register_forward_hook:[368,0,1,""],register_forward_pre_hook:[368,0,1,""],register_parameter:[368,0,1,""],requires_grad_:[368,0,1,""],state_dict:[368,0,1,""],to:[368,0,1,""],train:[368,0,1,""],type:[368,0,1,""],zero_grad:[368,0,1,""]},"torch.nn.functional":{adaptive_avg_pool1d:[531,2,1,""],adaptive_avg_pool2d:[531,2,1,""],adaptive_avg_pool3d:[531,2,1,""],adaptive_max_pool1d:[531,2,1,""],adaptive_max_pool2d:[531,2,1,""],adaptive_max_pool3d:[531,2,1,""],affine_grid:[531,2,1,""],alpha_dropout:[531,2,1,""],avg_pool1d:[531,2,1,""],avg_pool2d:[531,2,1,""],avg_pool3d:[531,2,1,""],batch_norm:[531,2,1,""],bilinear:[531,2,1,""],binary_cross_entropy:[531,2,1,""],binary_cross_entropy_with_logits:[531,2,1,""],celu:[531,2,1,""],conv1d:[531,2,1,""],conv2d:[531,2,1,""],conv3d:[531,2,1,""],conv_transpose1d:[531,2,1,""],conv_transpose2d:[531,2,1,""],conv_transpose3d:[531,2,1,""],cosine_embedding_loss:[531,2,1,""],cosine_similarity:[531,2,1,""],cross_entropy:[531,2,1,""],ctc_loss:[531,2,1,""],dropout2d:[531,2,1,""],dropout3d:[531,2,1,""],dropout:[531,2,1,""],elu:[531,2,1,""],elu_:[531,2,1,""],embedding:[531,2,1,""],embedding_bag:[531,2,1,""],feature_alpha_dropout:[531,2,1,""],fold:[531,2,1,""],gelu:[531,2,1,""],glu:[531,2,1,""],grid_sample:[531,2,1,""],gumbel_softmax:[531,2,1,""],hardshrink:[531,2,1,""],hardsigmoid:[531,2,1,""],hardswish:[531,2,1,""],hardtanh:[531,2,1,""],hardtanh_:[531,2,1,""],hinge_embedding_loss:[531,2,1,""],instance_norm:[531,2,1,""],interpolate:[531,2,1,""],kl_div:[531,2,1,""],l1_loss:[531,2,1,""],layer_norm:[531,2,1,""],leaky_relu:[531,2,1,""],leaky_relu_:[531,2,1,""],linear:[531,2,1,""],local_response_norm:[531,2,1,""],log_softmax:[531,2,1,""],logsigmoid:[531,2,1,""],lp_pool1d:[531,2,1,""],lp_pool2d:[531,2,1,""],margin_ranking_loss:[531,2,1,""],max_pool1d:[531,2,1,""],max_pool2d:[531,2,1,""],max_pool3d:[531,2,1,""],max_unpool1d:[531,2,1,""],max_unpool2d:[531,2,1,""],max_unpool3d:[531,2,1,""],mse_loss:[531,2,1,""],multi_margin_loss:[531,2,1,""],multilabel_margin_loss:[531,2,1,""],multilabel_soft_margin_loss:[531,2,1,""],nll_loss:[531,2,1,""],normalize:[531,2,1,""],one_hot:[531,2,1,""],pad:[531,2,1,""],pairwise_distance:[531,2,1,""],pdist:[531,2,1,""],pixel_shuffle:[531,2,1,""],poisson_nll_loss:[531,2,1,""],prelu:[531,2,1,""],relu6:[531,2,1,""],relu:[531,2,1,""],relu_:[531,2,1,""],rrelu:[531,2,1,""],rrelu_:[531,2,1,""],selu:[531,2,1,""],sigmoid:[531,2,1,""],silu:[531,2,1,""],smooth_l1_loss:[531,2,1,""],soft_margin_loss:[531,2,1,""],softmax:[531,2,1,""],softmin:[531,2,1,""],softplus:[531,2,1,""],softshrink:[531,2,1,""],softsign:[531,2,1,""],tanh:[531,2,1,""],tanhshrink:[531,2,1,""],threshold:[531,2,1,""],threshold_:[531,2,1,""],triplet_margin_loss:[531,2,1,""],triplet_margin_with_distance_loss:[531,2,1,""],unfold:[531,2,1,""],upsample:[531,2,1,""],upsample_bilinear:[531,2,1,""],upsample_nearest:[531,2,1,""]},"torch.nn.init":{calculate_gain:[532,2,1,""],constant_:[532,2,1,""],dirac_:[532,2,1,""],eye_:[532,2,1,""],kaiming_normal_:[532,2,1,""],kaiming_uniform_:[532,2,1,""],normal_:[532,2,1,""],ones_:[532,2,1,""],orthogonal_:[532,2,1,""],sparse_:[532,2,1,""],uniform_:[532,2,1,""],xavier_normal_:[532,2,1,""],xavier_uniform_:[532,2,1,""],zeros_:[532,2,1,""]},"torch.nn.intrinsic":{ConvBn1d:[561,3,1,""],ConvBn2d:[561,3,1,""],ConvBnReLU1d:[561,3,1,""],ConvBnReLU2d:[561,3,1,""],ConvReLU1d:[561,3,1,""],ConvReLU2d:[561,3,1,""],qat:[562,4,0,"-"],quantized:[563,4,0,"-"]},"torch.nn.intrinsic.qat":{ConvBn2d:[562,3,1,""],ConvBnReLU2d:[562,3,1,""],ConvReLU2d:[562,3,1,""],LinearReLU:[562,3,1,""]},"torch.nn.intrinsic.quantized":{ConvReLU2d:[563,3,1,""],ConvReLU3d:[563,3,1,""],LinearReLU:[563,3,1,""]},"torch.nn.parallel":{DistributedDataParallel:[374,3,1,""],data_parallel:[531,2,1,""]},"torch.nn.parallel.DistributedDataParallel":{join:[374,0,1,""],no_sync:[374,0,1,""]},"torch.nn.parameter":{Parameter:[375,3,1,""]},"torch.nn.qat":{Conv2d:[564,3,1,""],Linear:[564,3,1,""]},"torch.nn.qat.Conv2d":{from_float:[564,0,1,""]},"torch.nn.qat.Linear":{from_float:[564,0,1,""]},"torch.nn.quantized":{BatchNorm2d:[565,3,1,""],BatchNorm3d:[565,3,1,""],Conv1d:[565,3,1,""],Conv2d:[565,3,1,""],Conv3d:[565,3,1,""],DeQuantize:[565,3,1,""],ELU:[565,3,1,""],FloatFunctional:[565,3,1,""],GroupNorm:[565,3,1,""],Hardswish:[565,3,1,""],InstanceNorm1d:[565,3,1,""],InstanceNorm2d:[565,3,1,""],InstanceNorm3d:[565,3,1,""],LayerNorm:[565,3,1,""],Linear:[565,3,1,""],QFunctional:[565,3,1,""],Quantize:[565,3,1,""],ReLU6:[565,3,1,""],ReLU:[565,3,1,""],dynamic:[566,4,0,"-"],functional:[565,4,0,"-"]},"torch.nn.quantized.Conv1d":{from_float:[565,0,1,""]},"torch.nn.quantized.Conv2d":{from_float:[565,0,1,""]},"torch.nn.quantized.Conv3d":{from_float:[565,0,1,""]},"torch.nn.quantized.Linear":{from_float:[565,0,1,""]},"torch.nn.quantized.dynamic":{GRUCell:[566,3,1,""],LSTM:[566,3,1,""],LSTMCell:[566,3,1,""],Linear:[566,3,1,""],RNNCell:[566,3,1,""]},"torch.nn.quantized.dynamic.Linear":{from_float:[566,0,1,""]},"torch.nn.quantized.functional":{adaptive_avg_pool2d:[565,2,1,""],avg_pool2d:[565,2,1,""],conv1d:[565,2,1,""],conv2d:[565,2,1,""],conv3d:[565,2,1,""],hardswish:[565,2,1,""],interpolate:[565,2,1,""],linear:[565,2,1,""],max_pool2d:[565,2,1,""],relu:[565,2,1,""],upsample:[565,2,1,""],upsample_bilinear:[565,2,1,""],upsample_nearest:[565,2,1,""]},"torch.nn.utils":{clip_grad_norm_:[376,2,1,""],clip_grad_value_:[377,2,1,""],parameters_to_vector:[378,2,1,""],remove_spectral_norm:[396,2,1,""],remove_weight_norm:[397,2,1,""],spectral_norm:[403,2,1,""],vector_to_parameters:[404,2,1,""],weight_norm:[405,2,1,""]},"torch.nn.utils.prune":{BasePruningMethod:[379,3,1,""],CustomFromMask:[380,3,1,""],Identity:[381,3,1,""],L1Unstructured:[382,3,1,""],LnStructured:[383,3,1,""],PruningContainer:[384,3,1,""],RandomStructured:[385,3,1,""],RandomUnstructured:[386,3,1,""],custom_from_mask:[387,2,1,""],global_unstructured:[388,2,1,""],identity:[389,2,1,""],is_pruned:[390,2,1,""],l1_unstructured:[391,2,1,""],ln_structured:[392,2,1,""],random_structured:[393,2,1,""],random_unstructured:[394,2,1,""],remove:[395,2,1,""]},"torch.nn.utils.prune.BasePruningMethod":{apply:[379,0,1,""],apply_mask:[379,0,1,""],compute_mask:[379,0,1,""],prune:[379,0,1,""],remove:[379,0,1,""]},"torch.nn.utils.prune.CustomFromMask":{apply:[380,0,1,""],apply_mask:[380,0,1,""],prune:[380,0,1,""],remove:[380,0,1,""]},"torch.nn.utils.prune.Identity":{apply:[381,0,1,""],apply_mask:[381,0,1,""],prune:[381,0,1,""],remove:[381,0,1,""]},"torch.nn.utils.prune.L1Unstructured":{apply:[382,0,1,""],apply_mask:[382,0,1,""],prune:[382,0,1,""],remove:[382,0,1,""]},"torch.nn.utils.prune.LnStructured":{apply:[383,0,1,""],apply_mask:[383,0,1,""],compute_mask:[383,0,1,""],prune:[383,0,1,""],remove:[383,0,1,""]},"torch.nn.utils.prune.PruningContainer":{add_pruning_method:[384,0,1,""],apply:[384,0,1,""],apply_mask:[384,0,1,""],compute_mask:[384,0,1,""],prune:[384,0,1,""],remove:[384,0,1,""]},"torch.nn.utils.prune.RandomStructured":{apply:[385,0,1,""],apply_mask:[385,0,1,""],compute_mask:[385,0,1,""],prune:[385,0,1,""],remove:[385,0,1,""]},"torch.nn.utils.prune.RandomUnstructured":{apply:[386,0,1,""],apply_mask:[386,0,1,""],prune:[386,0,1,""],remove:[386,0,1,""]},"torch.nn.utils.rnn":{PackedSequence:[398,3,1,""],pack_padded_sequence:[399,2,1,""],pack_sequence:[400,2,1,""],pad_packed_sequence:[401,2,1,""],pad_sequence:[402,2,1,""]},"torch.nn.utils.rnn.PackedSequence":{batch_sizes:[398,0,1,""],count:[398,0,1,""],data:[398,0,1,""],index:[398,0,1,""],is_cuda:[398,0,1,""],is_pinned:[398,0,1,""],sorted_indices:[398,0,1,""],to:[398,0,1,""],unsorted_indices:[398,0,1,""]},"torch.onnx":{"export":[546,2,1,""],export_to_pretty_string:[546,2,1,""],is_in_onnx_export:[546,2,1,""],register_custom_op_symbolic:[546,2,1,""],select_model_mode_for_export:[546,2,1,""]},"torch.onnx.operators":{shape_as_tensor:[546,2,1,""]},"torch.optim":{ASGD:[547,3,1,""],Adadelta:[547,3,1,""],Adagrad:[547,3,1,""],Adam:[547,3,1,""],AdamW:[547,3,1,""],Adamax:[547,3,1,""],LBFGS:[547,3,1,""],Optimizer:[547,3,1,""],RMSprop:[547,3,1,""],Rprop:[547,3,1,""],SGD:[547,3,1,""],SparseAdam:[547,3,1,""]},"torch.optim.ASGD":{step:[547,0,1,""]},"torch.optim.Adadelta":{step:[547,0,1,""]},"torch.optim.Adagrad":{step:[547,0,1,""]},"torch.optim.Adam":{step:[547,0,1,""]},"torch.optim.AdamW":{step:[547,0,1,""]},"torch.optim.Adamax":{step:[547,0,1,""]},"torch.optim.LBFGS":{step:[547,0,1,""]},"torch.optim.Optimizer":{add_param_group:[547,0,1,""],load_state_dict:[547,0,1,""],state_dict:[547,0,1,""],step:[547,0,1,""],zero_grad:[547,0,1,""]},"torch.optim.RMSprop":{step:[547,0,1,""]},"torch.optim.Rprop":{step:[547,0,1,""]},"torch.optim.SGD":{step:[547,0,1,""]},"torch.optim.SparseAdam":{step:[547,0,1,""]},"torch.optim.lr_scheduler":{CosineAnnealingLR:[547,3,1,""],CosineAnnealingWarmRestarts:[547,3,1,""],CyclicLR:[547,3,1,""],ExponentialLR:[547,3,1,""],LambdaLR:[547,3,1,""],MultiStepLR:[547,3,1,""],MultiplicativeLR:[547,3,1,""],OneCycleLR:[547,3,1,""],ReduceLROnPlateau:[547,3,1,""],StepLR:[547,3,1,""]},"torch.optim.lr_scheduler.CosineAnnealingWarmRestarts":{step:[547,0,1,""]},"torch.optim.lr_scheduler.CyclicLR":{get_lr:[547,0,1,""]},"torch.optim.lr_scheduler.LambdaLR":{load_state_dict:[547,0,1,""],state_dict:[547,0,1,""]},"torch.optim.lr_scheduler.MultiplicativeLR":{load_state_dict:[547,0,1,""],state_dict:[547,0,1,""]},"torch.quantization":{DeQuantStub:[567,3,1,""],FakeQuantize:[567,3,1,""],HistogramObserver:[567,3,1,""],MinMaxObserver:[567,3,1,""],MovingAverageMinMaxObserver:[567,3,1,""],MovingAveragePerChannelMinMaxObserver:[567,3,1,""],NoopObserver:[567,3,1,""],ObserverBase:[567,3,1,""],PerChannelMinMaxObserver:[567,3,1,""],QConfig:[567,3,1,""],QConfigDynamic:[567,3,1,""],QuantStub:[567,3,1,""],QuantWrapper:[567,3,1,""],RecordingObserver:[567,3,1,""],add_observer_:[567,2,1,""],add_quant_dequant:[567,2,1,""],convert:[567,2,1,""],default_eval_fn:[567,2,1,""],fuse_modules:[567,2,1,""],get_observer_dict:[567,2,1,""],prepare:[567,2,1,""],prepare_qat:[567,2,1,""],propagate_qconfig_:[567,2,1,""],quantize:[567,2,1,""],quantize_dynamic:[567,2,1,""],quantize_qat:[567,2,1,""],swap_module:[567,2,1,""]},"torch.quantization.ObserverBase":{with_args:[567,0,1,""]},"torch.quasirandom":{SobolEngine:[429,3,1,""]},"torch.quasirandom.SobolEngine":{draw:[429,0,1,""],fast_forward:[429,0,1,""],reset:[429,0,1,""]},"torch.random":{fork_rng:[550,2,1,""],get_rng_state:[550,2,1,""],initial_seed:[550,2,1,""],manual_seed:[550,2,1,""],seed:[550,2,1,""],set_rng_state:[550,2,1,""]},"torch.sparse":{FloatTensor:[554,3,1,""],addmm:[554,2,1,""],mm:[554,2,1,""],sum:[554,2,1,""]},"torch.sparse.FloatTensor":{_indices:[554,0,1,""],_nnz:[554,0,1,""],_values:[554,0,1,""],add:[554,0,1,""],add_:[554,0,1,""],clone:[554,0,1,""],coalesce:[554,0,1,""],dim:[554,0,1,""],div:[554,0,1,""],div_:[554,0,1,""],get_device:[554,0,1,""],hspmm:[554,0,1,""],is_coalesced:[554,0,1,""],mm:[554,0,1,""],mul:[554,0,1,""],mul_:[554,0,1,""],narrow_copy:[554,0,1,""],resizeAs_:[554,0,1,""],size:[554,0,1,""],spadd:[554,0,1,""],spmm:[554,0,1,""],sspaddmm:[554,0,1,""],sspmm:[554,0,1,""],sub:[554,0,1,""],sub_:[554,0,1,""],t_:[554,0,1,""],to_dense:[554,0,1,""],transpose:[554,0,1,""],transpose_:[554,0,1,""],zero_:[554,0,1,""]},"torch.torch":{default_generator:[560,1,1,""],device:[556,3,1,""],dtype:[556,3,1,""],finfo:[575,3,1,""],iinfo:[575,3,1,""],layout:[556,3,1,""],memory_format:[556,3,1,""]},"torch.utils":{data:[15,4,0,"-"],model_zoo:[526,4,0,"-"]},"torch.utils.checkpoint":{checkpoint:[5,2,1,""],checkpoint_sequential:[5,2,1,""]},"torch.utils.cpp_extension":{BuildExtension:[10,2,1,""],CUDAExtension:[10,2,1,""],CppExtension:[10,2,1,""],check_compiler_abi_compatibility:[10,2,1,""],include_paths:[10,2,1,""],is_ninja_available:[10,2,1,""],load:[10,2,1,""],load_inline:[10,2,1,""],verify_ninja_availability:[10,2,1,""]},"torch.utils.data":{BatchSampler:[15,3,1,""],ChainDataset:[15,3,1,""],ConcatDataset:[15,3,1,""],DataLoader:[15,3,1,""],Dataset:[15,3,1,""],IterableDataset:[15,3,1,""],RandomSampler:[15,3,1,""],Sampler:[15,3,1,""],SequentialSampler:[15,3,1,""],Subset:[15,3,1,""],SubsetRandomSampler:[15,3,1,""],TensorDataset:[15,3,1,""],WeightedRandomSampler:[15,3,1,""],get_worker_info:[15,2,1,""],random_split:[15,2,1,""]},"torch.utils.data.distributed":{DistributedSampler:[15,3,1,""]},"torch.utils.dlpack":{from_dlpack:[18,2,1,""],to_dlpack:[18,2,1,""]},"torch.utils.mobile_optimizer":{optimize_for_mobile:[525,2,1,""]},"torch.utils.model_zoo":{load_url:[526,2,1,""]},"torch.utils.tensorboard.writer":{SummaryWriter:[558,3,1,""]},"torch.utils.tensorboard.writer.SummaryWriter":{__init__:[558,0,1,""],add_audio:[558,0,1,""],add_custom_scalars:[558,0,1,""],add_embedding:[558,0,1,""],add_figure:[558,0,1,""],add_graph:[558,0,1,""],add_histogram:[558,0,1,""],add_hparams:[558,0,1,""],add_image:[558,0,1,""],add_images:[558,0,1,""],add_mesh:[558,0,1,""],add_pr_curve:[558,0,1,""],add_scalar:[558,0,1,""],add_scalars:[558,0,1,""],add_text:[558,0,1,""],add_video:[558,0,1,""],close:[558,0,1,""],flush:[558,0,1,""]},"torchvision.datasets":{CIFAR100:[568,3,1,""],CIFAR10:[568,3,1,""],CelebA:[568,3,1,""],Cityscapes:[568,3,1,""],CocoCaptions:[568,3,1,""],CocoDetection:[568,3,1,""],DatasetFolder:[568,3,1,""],EMNIST:[568,3,1,""],FakeData:[568,3,1,""],FashionMNIST:[568,3,1,""],Flickr30k:[568,3,1,""],Flickr8k:[568,3,1,""],HMDB51:[568,3,1,""],ImageFolder:[568,3,1,""],ImageNet:[568,3,1,""],KMNIST:[568,3,1,""],Kinetics400:[568,3,1,""],LSUN:[568,3,1,""],MNIST:[568,3,1,""],Omniglot:[568,3,1,""],PhotoTour:[568,3,1,""],Places365:[568,3,1,""],QMNIST:[568,3,1,""],SBDataset:[568,3,1,""],SBU:[568,3,1,""],STL10:[568,3,1,""],SVHN:[568,3,1,""],UCF101:[568,3,1,""],USPS:[568,3,1,""],VOCDetection:[568,3,1,""],VOCSegmentation:[568,3,1,""]},"torchvision.datasets.CIFAR10":{__getitem__:[568,0,1,""]},"torchvision.datasets.Cityscapes":{__getitem__:[568,0,1,""]},"torchvision.datasets.CocoCaptions":{__getitem__:[568,0,1,""]},"torchvision.datasets.CocoDetection":{__getitem__:[568,0,1,""]},"torchvision.datasets.DatasetFolder":{__getitem__:[568,0,1,""]},"torchvision.datasets.Flickr30k":{__getitem__:[568,0,1,""]},"torchvision.datasets.Flickr8k":{__getitem__:[568,0,1,""]},"torchvision.datasets.ImageFolder":{__getitem__:[568,0,1,""]},"torchvision.datasets.LSUN":{__getitem__:[568,0,1,""]},"torchvision.datasets.PhotoTour":{__getitem__:[568,0,1,""]},"torchvision.datasets.SBU":{__getitem__:[568,0,1,""]},"torchvision.datasets.STL10":{__getitem__:[568,0,1,""]},"torchvision.datasets.SVHN":{__getitem__:[568,0,1,""]},"torchvision.datasets.USPS":{__getitem__:[568,0,1,""]},"torchvision.datasets.VOCDetection":{__getitem__:[568,0,1,""]},"torchvision.datasets.VOCSegmentation":{__getitem__:[568,0,1,""]},"torchvision.io":{VideoReader:[570,3,1,""],decode_image:[570,2,1,""],encode_jpeg:[570,2,1,""],encode_png:[570,2,1,""],read_image:[570,2,1,""],read_video:[570,2,1,""],read_video_timestamps:[570,2,1,""],write_jpeg:[570,2,1,""],write_png:[570,2,1,""],write_video:[570,2,1,""]},"torchvision.io.VideoReader":{__next__:[570,0,1,""],get_metadata:[570,0,1,""],seek:[570,0,1,""],set_current_stream:[570,0,1,""]},"torchvision.models":{alexnet:[571,2,1,""],densenet121:[571,2,1,""],densenet161:[571,2,1,""],densenet169:[571,2,1,""],densenet201:[571,2,1,""],googlenet:[571,2,1,""],inception_v3:[571,2,1,""],mnasnet0_5:[571,2,1,""],mnasnet0_75:[571,2,1,""],mnasnet1_0:[571,2,1,""],mnasnet1_3:[571,2,1,""],mobilenet_v2:[571,2,1,""],resnet101:[571,2,1,""],resnet152:[571,2,1,""],resnet18:[571,2,1,""],resnet34:[571,2,1,""],resnet50:[571,2,1,""],resnext101_32x8d:[571,2,1,""],resnext50_32x4d:[571,2,1,""],shufflenet_v2_x0_5:[571,2,1,""],shufflenet_v2_x1_0:[571,2,1,""],shufflenet_v2_x1_5:[571,2,1,""],shufflenet_v2_x2_0:[571,2,1,""],squeezenet1_0:[571,2,1,""],squeezenet1_1:[571,2,1,""],vgg11:[571,2,1,""],vgg11_bn:[571,2,1,""],vgg13:[571,2,1,""],vgg13_bn:[571,2,1,""],vgg16:[571,2,1,""],vgg16_bn:[571,2,1,""],vgg19:[571,2,1,""],vgg19_bn:[571,2,1,""],wide_resnet101_2:[571,2,1,""],wide_resnet50_2:[571,2,1,""]},"torchvision.models.detection":{fasterrcnn_resnet50_fpn:[571,2,1,""],keypointrcnn_resnet50_fpn:[571,2,1,""],maskrcnn_resnet50_fpn:[571,2,1,""],retinanet_resnet50_fpn:[571,2,1,""]},"torchvision.models.segmentation":{deeplabv3_resnet101:[571,2,1,""],deeplabv3_resnet50:[571,2,1,""],fcn_resnet101:[571,2,1,""],fcn_resnet50:[571,2,1,""]},"torchvision.models.video":{mc3_18:[571,2,1,""],r2plus1d_18:[571,2,1,""],r3d_18:[571,2,1,""]},"torchvision.ops":{DeformConv2d:[572,3,1,""],FeaturePyramidNetwork:[572,3,1,""],MultiScaleRoIAlign:[572,3,1,""],PSRoIAlign:[572,3,1,""],PSRoIPool:[572,3,1,""],RoIAlign:[572,3,1,""],RoIPool:[572,3,1,""],batched_nms:[572,2,1,""],box_area:[572,2,1,""],box_convert:[572,2,1,""],box_iou:[572,2,1,""],clip_boxes_to_image:[572,2,1,""],deform_conv2d:[572,2,1,""],generalized_box_iou:[572,2,1,""],nms:[572,2,1,""],ps_roi_align:[572,2,1,""],ps_roi_pool:[572,2,1,""],remove_small_boxes:[572,2,1,""],roi_align:[572,2,1,""],roi_pool:[572,2,1,""]},"torchvision.transforms":{CenterCrop:[573,3,1,""],ColorJitter:[573,3,1,""],Compose:[573,3,1,""],ConvertImageDtype:[573,3,1,""],FiveCrop:[573,3,1,""],GaussianBlur:[573,3,1,""],Grayscale:[573,3,1,""],Lambda:[573,3,1,""],LinearTransformation:[573,3,1,""],Normalize:[573,3,1,""],Pad:[573,3,1,""],RandomAffine:[573,3,1,""],RandomApply:[573,3,1,""],RandomChoice:[573,3,1,""],RandomCrop:[573,3,1,""],RandomErasing:[573,3,1,""],RandomGrayscale:[573,3,1,""],RandomHorizontalFlip:[573,3,1,""],RandomOrder:[573,3,1,""],RandomPerspective:[573,3,1,""],RandomResizedCrop:[573,3,1,""],RandomRotation:[573,3,1,""],RandomSizedCrop:[573,3,1,""],RandomVerticalFlip:[573,3,1,""],Resize:[573,3,1,""],Scale:[573,3,1,""],TenCrop:[573,3,1,""],ToPILImage:[573,3,1,""],ToTensor:[573,3,1,""],functional:[573,4,0,"-"]},"torchvision.transforms.CenterCrop":{forward:[573,0,1,""]},"torchvision.transforms.ColorJitter":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.FiveCrop":{forward:[573,0,1,""]},"torchvision.transforms.GaussianBlur":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.Grayscale":{forward:[573,0,1,""]},"torchvision.transforms.LinearTransformation":{forward:[573,0,1,""]},"torchvision.transforms.Normalize":{forward:[573,0,1,""]},"torchvision.transforms.Pad":{forward:[573,0,1,""]},"torchvision.transforms.RandomAffine":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.RandomCrop":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.RandomErasing":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.RandomGrayscale":{forward:[573,0,1,""]},"torchvision.transforms.RandomHorizontalFlip":{forward:[573,0,1,""]},"torchvision.transforms.RandomPerspective":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.RandomResizedCrop":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.RandomRotation":{forward:[573,0,1,""],get_params:[573,0,1,""]},"torchvision.transforms.RandomVerticalFlip":{forward:[573,0,1,""]},"torchvision.transforms.Resize":{forward:[573,0,1,""]},"torchvision.transforms.TenCrop":{forward:[573,0,1,""]},"torchvision.transforms.functional":{adjust_brightness:[573,2,1,""],adjust_contrast:[573,2,1,""],adjust_gamma:[573,2,1,""],adjust_hue:[573,2,1,""],adjust_saturation:[573,2,1,""],affine:[573,2,1,""],center_crop:[573,2,1,""],convert_image_dtype:[573,2,1,""],crop:[573,2,1,""],erase:[573,2,1,""],five_crop:[573,2,1,""],gaussian_blur:[573,2,1,""],hflip:[573,2,1,""],normalize:[573,2,1,""],pad:[573,2,1,""],perspective:[573,2,1,""],pil_to_tensor:[573,2,1,""],resize:[573,2,1,""],resized_crop:[573,2,1,""],rgb_to_grayscale:[573,2,1,""],rotate:[573,2,1,""],ten_crop:[573,2,1,""],to_grayscale:[573,2,1,""],to_pil_image:[573,2,1,""],to_tensor:[573,2,1,""],vflip:[573,2,1,""]},"torchvision.utils":{make_grid:[574,2,1,""],save_image:[574,2,1,""]},torch:{"var":[508,2,1,""],Assert:[21,2,1,""],BoolTensor:[559,3,1,""],FloatStorage:[555,3,1,""],Generator:[22,3,1,""],Tensor:[559,3,1,""],__config__:[0,4,0,"-"],abs:[23,2,1,""],absolute:[24,2,1,""],acos:[25,2,1,""],acosh:[26,2,1,""],add:[27,2,1,""],addbmm:[28,2,1,""],addcdiv:[29,2,1,""],addcmul:[30,2,1,""],addmm:[31,2,1,""],addmv:[32,2,1,""],addr:[33,2,1,""],allclose:[34,2,1,""],amax:[35,2,1,""],amin:[36,2,1,""],angle:[37,2,1,""],arange:[38,2,1,""],arccos:[39,2,1,""],arccosh:[40,2,1,""],arcsin:[41,2,1,""],arcsinh:[42,2,1,""],arctan:[43,2,1,""],arctanh:[44,2,1,""],argmax:[45,2,1,""],argmin:[46,2,1,""],argsort:[47,2,1,""],as_strided:[48,2,1,""],as_tensor:[49,2,1,""],asin:[50,2,1,""],asinh:[51,2,1,""],atan2:[53,2,1,""],atan:[52,2,1,""],atanh:[54,2,1,""],atleast_1d:[55,2,1,""],atleast_2d:[56,2,1,""],atleast_3d:[57,2,1,""],autograd:[2,4,0,"-"],baddbmm:[58,2,1,""],bartlett_window:[59,2,1,""],bernoulli:[60,2,1,""],bincount:[61,2,1,""],bitwise_and:[62,2,1,""],bitwise_not:[63,2,1,""],bitwise_or:[64,2,1,""],bitwise_xor:[65,2,1,""],blackman_window:[66,2,1,""],block_diag:[67,2,1,""],bmm:[68,2,1,""],broadcast_tensors:[69,2,1,""],bucketize:[70,2,1,""],can_cast:[71,2,1,""],cartesian_prod:[72,2,1,""],cat:[73,2,1,""],cdist:[74,2,1,""],ceil:[75,2,1,""],chain_matmul:[76,2,1,""],cholesky:[77,2,1,""],cholesky_inverse:[78,2,1,""],cholesky_solve:[79,2,1,""],chunk:[80,2,1,""],clamp:[81,2,1,""],clip:[82,2,1,""],clone:[83,2,1,""],combinations:[84,2,1,""],compiled_with_cxx11_abi:[85,2,1,""],complex:[86,2,1,""],conj:[87,2,1,""],cos:[88,2,1,""],cosh:[89,2,1,""],count_nonzero:[90,2,1,""],cross:[91,2,1,""],cuda:[12,4,0,"-"],cummax:[92,2,1,""],cummin:[93,2,1,""],cumprod:[94,2,1,""],cumsum:[95,2,1,""],deg2rad:[96,2,1,""],dequantize:[97,2,1,""],det:[98,2,1,""],diag:[99,2,1,""],diag_embed:[100,2,1,""],diagflat:[101,2,1,""],diagonal:[102,2,1,""],digamma:[103,2,1,""],dist:[104,2,1,""],distributed:[16,4,0,"-"],distributions:[17,4,0,"-"],div:[105,2,1,""],divide:[106,2,1,""],dot:[107,2,1,""],dstack:[108,2,1,""],eig:[109,2,1,""],einsum:[110,2,1,""],empty:[111,2,1,""],empty_like:[112,2,1,""],empty_strided:[113,2,1,""],enable_grad:[114,3,1,""],eq:[115,2,1,""],equal:[116,2,1,""],erf:[117,2,1,""],erfc:[118,2,1,""],erfinv:[119,2,1,""],exp2:[121,2,1,""],exp:[120,2,1,""],expm1:[122,2,1,""],eye:[123,2,1,""],fft:[124,2,1,""],fix:[125,2,1,""],flatten:[126,2,1,""],flip:[127,2,1,""],fliplr:[128,2,1,""],flipud:[129,2,1,""],floor:[130,2,1,""],floor_divide:[131,2,1,""],fmod:[132,2,1,""],frac:[133,2,1,""],from_numpy:[134,2,1,""],full:[135,2,1,""],full_like:[136,2,1,""],futures:[20,4,0,"-"],gather:[137,2,1,""],gcd:[138,2,1,""],ge:[139,2,1,""],geqrf:[140,2,1,""],ger:[141,2,1,""],get_default_dtype:[142,2,1,""],get_num_interop_threads:[143,2,1,""],get_num_threads:[144,2,1,""],get_rng_state:[145,2,1,""],greater:[146,2,1,""],greater_equal:[147,2,1,""],gt:[148,2,1,""],hamming_window:[149,2,1,""],hann_window:[150,2,1,""],heaviside:[151,2,1,""],histc:[152,2,1,""],hstack:[153,2,1,""],hub:[517,4,0,"-"],hypot:[154,2,1,""],i0:[155,2,1,""],ifft:[156,2,1,""],imag:[157,2,1,""],index_select:[158,2,1,""],initial_seed:[159,2,1,""],inverse:[160,2,1,""],irfft:[161,2,1,""],is_complex:[162,2,1,""],is_deterministic:[163,2,1,""],is_floating_point:[164,2,1,""],is_nonzero:[165,2,1,""],is_storage:[166,2,1,""],is_tensor:[167,2,1,""],isclose:[168,2,1,""],isfinite:[169,2,1,""],isinf:[170,2,1,""],isnan:[171,2,1,""],isneginf:[172,2,1,""],isposinf:[173,2,1,""],isreal:[174,2,1,""],istft:[175,2,1,""],jit:[519,4,0,"-"],kaiser_window:[187,2,1,""],kthvalue:[188,2,1,""],lcm:[189,2,1,""],le:[190,2,1,""],lerp:[191,2,1,""],less:[192,2,1,""],less_equal:[193,2,1,""],lgamma:[194,2,1,""],linalg:[524,4,0,"-"],linspace:[195,2,1,""],load:[196,2,1,""],lobpcg:[197,2,1,""],log10:[199,2,1,""],log1p:[200,2,1,""],log2:[201,2,1,""],log:[198,2,1,""],logaddexp2:[203,2,1,""],logaddexp:[202,2,1,""],logcumsumexp:[204,2,1,""],logdet:[205,2,1,""],logical_and:[206,2,1,""],logical_not:[207,2,1,""],logical_or:[208,2,1,""],logical_xor:[209,2,1,""],logit:[210,2,1,""],logspace:[211,2,1,""],logsumexp:[212,2,1,""],lstsq:[213,2,1,""],lt:[214,2,1,""],lu:[215,2,1,""],lu_solve:[216,2,1,""],lu_unpack:[217,2,1,""],manual_seed:[218,2,1,""],masked_select:[219,2,1,""],matmul:[220,2,1,""],matrix_exp:[221,2,1,""],matrix_power:[222,2,1,""],matrix_rank:[223,2,1,""],max:[224,2,1,""],maximum:[225,2,1,""],mean:[226,2,1,""],median:[227,2,1,""],meshgrid:[228,2,1,""],min:[229,2,1,""],minimum:[230,2,1,""],mm:[231,2,1,""],mode:[232,2,1,""],movedim:[233,2,1,""],mul:[234,2,1,""],multinomial:[235,2,1,""],multiply:[236,2,1,""],multiprocessing:[527,4,0,"-"],mv:[237,2,1,""],mvlgamma:[238,2,1,""],nanquantile:[239,2,1,""],nansum:[240,2,1,""],narrow:[241,2,1,""],ne:[242,2,1,""],neg:[243,2,1,""],negative:[244,2,1,""],nextafter:[245,2,1,""],no_grad:[406,3,1,""],nonzero:[407,2,1,""],norm:[408,2,1,""],normal:[409,2,1,""],not_equal:[410,2,1,""],numel:[411,2,1,""],ones:[412,2,1,""],ones_like:[413,2,1,""],onnx:[546,4,0,"-"],optim:[547,4,0,"-"],orgqr:[414,2,1,""],ormqr:[415,2,1,""],outer:[416,2,1,""],pca_lowrank:[417,2,1,""],pinverse:[418,2,1,""],poisson:[419,2,1,""],polar:[420,2,1,""],polygamma:[421,2,1,""],pow:[422,2,1,""],prod:[423,2,1,""],promote_types:[424,2,1,""],qr:[425,2,1,""],quantile:[426,2,1,""],quantization:[567,4,0,"-"],quantize_per_channel:[427,2,1,""],quantize_per_tensor:[428,2,1,""],rad2deg:[430,2,1,""],rand:[431,2,1,""],rand_like:[432,2,1,""],randint:[433,2,1,""],randint_like:[434,2,1,""],randn:[435,2,1,""],randn_like:[436,2,1,""],random:[550,4,0,"-"],randperm:[437,2,1,""],range:[438,2,1,""],real:[439,2,1,""],reciprocal:[440,2,1,""],remainder:[441,2,1,""],renorm:[442,2,1,""],repeat_interleave:[443,2,1,""],reshape:[444,2,1,""],result_type:[445,2,1,""],rfft:[446,2,1,""],roll:[447,2,1,""],rot90:[448,2,1,""],round:[449,2,1,""],rsqrt:[450,2,1,""],save:[451,2,1,""],searchsorted:[452,2,1,""],seed:[453,2,1,""],set_default_dtype:[454,2,1,""],set_default_tensor_type:[455,2,1,""],set_deterministic:[456,2,1,""],set_flush_denormal:[457,2,1,""],set_grad_enabled:[458,3,1,""],set_num_interop_threads:[459,2,1,""],set_num_threads:[460,2,1,""],set_printoptions:[461,2,1,""],set_rng_state:[462,2,1,""],sigmoid:[463,2,1,""],sign:[464,2,1,""],signbit:[465,2,1,""],sin:[466,2,1,""],sinh:[467,2,1,""],slogdet:[468,2,1,""],solve:[469,2,1,""],sort:[470,2,1,""],sparse_coo_tensor:[471,2,1,""],split:[472,2,1,""],sqrt:[473,2,1,""],square:[474,2,1,""],squeeze:[475,2,1,""],stack:[476,2,1,""],std:[477,2,1,""],std_mean:[478,2,1,""],stft:[479,2,1,""],sub:[480,2,1,""],subtract:[481,2,1,""],sum:[482,2,1,""],svd:[483,2,1,""],svd_lowrank:[484,2,1,""],symeig:[485,2,1,""],t:[486,2,1,""],take:[487,2,1,""],tan:[488,2,1,""],tanh:[489,2,1,""],tensor:[490,2,1,""],tensordot:[491,2,1,""],topk:[492,2,1,""],trace:[493,2,1,""],transpose:[494,2,1,""],trapz:[495,2,1,""],triangular_solve:[496,2,1,""],tril:[497,2,1,""],tril_indices:[498,2,1,""],triu:[499,2,1,""],triu_indices:[500,2,1,""],true_divide:[501,2,1,""],trunc:[502,2,1,""],unbind:[503,2,1,""],unique:[504,2,1,""],unique_consecutive:[505,2,1,""],unsqueeze:[506,2,1,""],vander:[507,2,1,""],var_mean:[509,2,1,""],vdot:[510,2,1,""],view_as_complex:[511,2,1,""],view_as_real:[512,2,1,""],vstack:[513,2,1,""],where:[514,2,1,""],zeros:[515,2,1,""],zeros_like:[516,2,1,""]},torchvision:{get_image_backend:[569,2,1,""],set_image_backend:[569,2,1,""],set_video_backend:[569,2,1,""]}},objnames:{"0":["py","method","Python method"],"1":["py","attribute","Python attribute"],"2":["py","function","Python function"],"3":["py","class","Python class"],"4":["py","module","Python module"],"5":["std","envvar","environment variable"]},objtypes:{"0":"py:method","1":"py:attribute","2":"py:function","3":"py:class","4":"py:module","5":"std:envvar"},terms:{"00000e":[111,216,469],"0000e":[113,202,211,418,559],"0000j":[19,420],"016s":537,"0303j":9,"041m":2,"048m":2,"0545e":559,"0633j":[157,439,559],"0705e":113,"0949e":559,"0x8000_0000_0000_0000":[22,218,550],"0xffff_ffff_ffff_ffff":[22,218,550],"10k":568,"10x7":[247,251],"11s":537,"1239e":113,"1269e":202,"13x12":286,"1421j":9,"1428e":112,"148m":2,"1548e":418,"1625j":19,"1681j":9,"16x112x112":571,"17m1129830":197,"1918j":9,"1921e":[160,418],"1_batch_16":558,"1cycl":547,"1e4":547,"1e6":547,"1hr":6,"1mb":12,"1st":[17,535],"1x1":571,"20determin":543,"20l":[177,284,320,368],"224x224":571,"22topic":543,"2352e":418,"2gb":[517,546],"2nd":[17,328,352,531,535,559],"2x3":[369,554],"3121e":418,"3136j":512,"32x4d":571,"32x8d":571,"3487j":9,"3493e":112,"3553j":[157,439,559],"3839j":512,"3842e":77,"3rd":[535,547,559,569],"3x4":369,"3xhxw":558,"4064e":112,"4142j":420,"427l":568,"4410j":19,"483m":2,"4842e":[113,559],"4901e":418,"4th":[535,568],"4us":2,"50k":568,"50x":571,"5390e":418,"54_":558,"5751e":112,"5765e":559,"5772j":511,"5874j":9,"5955e":112,"5c106cde":[517,526],"5mb":571,"5x2":554,"5x7":[247,251],"5x7x9":[248,252],"60k":568,"60s":551,"6391e":418,"640l":568,"6503e":483,"6531e":483,"6623j":511,"6699j":512,"6882j":19,"727m":2,"7497j":511,"7567e":418,"7896j":[157,439,559],"7981j":9,"7x7":[247,251],"7x7x7":[248,252],"7x9x8":[248,252],"8000e":112,"8119j":[157,439,559],"8123j":19,"816u":2,"8182e":559,"8570e":524,"88131e":457,"8b3f7e2e7a0f2aba0e629e23d89f07c7fc0e6a5":546,"9073e":[160,369],"9120j":511,"9407e":418,"9451j":512,"9683e":113,"9802e":[217,418],"\u2102":534,"\u211d":534,"abstract":[15,17,379,538,549,551],"boolean":[2,12,17,62,63,64,65,84,115,139,148,168,169,170,171,174,190,197,214,219,242,259,260,261,282,283,290,297,298,299,306,320,357,485,492,521,522,531,539,547,556,559,568,573],"break":[2,6,17,461,518,522,547,569,573],"byte":[12,16,17,176,196,326,521,522,528,547,555,559,570],"case":[1,2,4,9,10,11,12,15,16,19,38,59,61,81,98,110,151,160,161,165,177,183,196,197,202,205,210,213,215,227,235,249,254,255,256,257,258,268,269,270,272,273,274,276,279,280,281,283,284,285,288,291,292,293,294,295,300,301,302,303,304,307,312,314,315,316,320,327,328,334,337,349,355,360,367,368,369,374,407,444,452,468,471,484,514,517,527,528,529,531,532,533,534,535,536,537,539,540,542,544,546,547,548,550,551,552,553,554,557,558,559,567,568,570,572,573,575],"catch":519,"char":[528,555,559],"ciss\u00e9":249,"class":[1,2,11,12,15,16,17,20,22,114,176,177,179,181,182,183,184,185,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,379,380,381,382,383,384,385,386,398,406,429,456,458,520,522,527,529,531,533,539,540,542,544,546,547,549,551,552,554,555,556,558,559,561,562,563,564,565,566,567,568,570,571,572,573,575],"const":[541,546],"default":[1,5,9,10,12,16,19,34,38,49,59,66,68,70,74,77,78,79,83,91,94,95,100,101,102,105,111,112,113,123,124,135,136,142,149,150,156,161,168,175,177,182,183,184,187,195,196,197,210,211,215,223,224,227,232,240,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,268,269,270,271,272,273,274,275,276,277,278,281,282,283,284,285,286,288,289,290,291,292,293,294,295,297,298,299,300,301,302,303,304,305,306,307,308,309,312,313,314,315,316,317,318,319,320,323,324,325,326,327,328,329,333,334,336,337,338,339,345,349,350,354,355,357,360,361,363,365,366,367,368,369,370,374,375,379,380,381,382,383,384,385,386,399,400,402,403,405,407,408,412,413,417,418,423,426,429,431,432,433,434,435,436,437,438,443,446,451,452,454,455,461,471,479,482,483,484,485,490,495,496,498,500,504,505,507,515,516,517,519,524,525,526,527,531,532,533,534,536,537,538,539,540,544,545,546,547,548,549,550,551,554,555,558,559,560,562,564,565,567,568,570,571,572,573,574,575],"enum":[16,546,551,573],"export":[2,11,12,16,18,178,179,182,185,399,400,519,521,539,551,571],"final":[16,17,28,31,32,58,72,84,196,288,304,334,519,521,522,528,539,544,552,553,571,573,574],"float":[1,2,9,15,17,29,34,38,59,60,66,71,86,104,105,115,131,132,139,142,148,149,150,164,168,169,170,171,172,173,177,183,184,187,191,195,197,202,210,211,214,223,235,239,240,242,245,249,253,263,265,266,267,274,275,278,279,280,281,282,283,284,290,291,294,295,297,298,299,302,303,306,307,309,313,320,325,328,329,333,335,337,340,341,342,343,349,355,357,360,361,366,367,368,370,371,372,374,376,377,382,383,385,386,388,391,392,393,394,401,402,403,408,409,418,420,422,426,427,428,438,441,442,454,455,457,461,480,495,514,519,520,521,522,524,527,528,530,531,533,537,539,540,546,547,548,549,551,554,555,556,558,559,564,565,566,567,570,572,573,574,575],"function":[1,5,6,9,10,11,12,14,15,20,22,33,34,48,59,66,68,74,76,83,87,100,102,103,107,110,114,117,118,119,121,124,131,140,141,149,150,151,155,156,160,161,167,175,176,177,178,179,181,182,183,185,187,194,195,196,197,200,202,210,211,215,220,224,227,229,231,232,237,238,253,257,263,264,265,266,267,274,278,281,284,287,288,289,291,292,293,294,295,302,303,304,305,307,310,311,313,320,325,328,334,337,338,339,340,341,342,343,344,347,348,351,353,354,355,356,357,358,359,361,363,365,366,367,368,369,371,373,374,388,398,399,402,406,409,413,414,415,416,417,418,421,425,429,438,441,446,456,458,469,479,483,485,495,504,505,510,511,512,516,517,518,522,526,527,529,532,535,537,538,539,540,541,544,547,550,551,552,553,556,558,559,560,568,569,570,571],"herv\u00e9":249,"import":[2,6,7,10,12,15,16,19,20,67,124,156,161,175,179,180,181,182,183,184,185,221,320,374,400,401,402,408,420,446,519,521,522,524,527,533,534,536,537,538,539,540,541,542,543,544,546,547,548,551,552,553,556,558,559,565,568,570,571,573],"int":[1,3,12,15,16,17,19,22,35,36,45,46,47,48,59,61,66,71,73,80,84,90,91,92,93,94,95,99,100,101,102,111,113,123,124,126,135,137,143,144,149,150,152,156,158,159,161,175,177,187,188,195,197,204,211,212,218,222,224,226,227,229,232,233,235,238,239,240,241,247,248,249,251,252,254,255,256,262,264,265,266,267,268,269,270,271,272,273,275,276,277,282,283,284,285,289,290,297,298,299,302,303,305,306,308,309,311,315,316,317,318,319,320,322,325,327,328,331,332,335,336,340,341,342,343,344,351,353,354,357,361,366,368,369,370,371,372,373,374,376,377,382,383,385,386,388,391,392,393,394,401,403,405,408,409,411,412,417,421,423,426,427,428,429,431,433,434,435,437,442,443,444,445,446,447,448,453,459,460,470,472,475,476,477,478,479,482,484,491,492,494,495,497,498,499,500,503,504,505,506,507,508,509,515,519,520,521,522,524,527,528,529,531,545,546,547,550,551,554,555,556,558,559,565,567,568,570,571,572,573,574,575],"j\u00e9gou":249,"long":[2,6,7,15,159,232,264,276,304,305,327,424,498,500,504,514,518,527,528,529,531,535,539,540,542,546,549,550,555,556,558,559,565,566,569],"new":[1,2,5,7,12,15,16,17,20,26,27,49,50,51,52,53,54,70,75,88,89,96,100,120,122,124,128,129,130,156,157,158,161,168,169,171,174,177,182,198,199,200,201,210,219,234,241,243,259,260,261,284,288,297,298,299,320,321,326,330,357,368,379,383,384,385,387,388,389,391,392,393,394,402,430,439,440,444,446,449,450,451,452,454,455,463,464,466,467,473,474,476,487,488,489,502,506,511,512,517,519,521,525,527,528,529,531,534,537,539,541,542,543,544,545,547,553,555,557,558,559,567,572],"return":[0,1,2,3,5,9,10,12,15,16,17,18,19,20,22,26,27,35,36,38,45,46,47,48,49,50,51,52,53,54,55,56,57,59,60,61,66,67,70,72,75,76,77,78,79,80,81,83,84,85,87,88,89,91,92,93,94,95,96,97,99,100,101,102,104,109,111,112,113,114,115,120,122,123,124,128,129,130,134,135,136,139,140,143,144,145,148,149,150,152,154,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,174,175,177,178,179,180,181,182,183,184,185,186,187,188,190,191,195,196,197,198,199,200,201,204,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,229,230,232,234,235,240,241,242,243,245,249,250,251,252,257,258,274,275,276,277,283,284,286,295,300,301,311,312,313,314,315,316,320,321,322,323,324,325,327,330,331,333,349,350,351,352,353,357,366,367,368,374,376,378,379,380,381,382,383,384,385,386,387,389,390,391,392,393,394,398,399,400,401,402,403,405,406,407,408,409,411,412,413,414,417,418,419,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,442,443,444,445,446,449,450,452,453,457,463,464,466,467,468,469,470,471,473,474,475,477,478,479,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,502,503,504,505,506,507,508,509,511,512,514,515,516,517,519,522,524,525,526,527,529,531,532,533,536,537,539,541,544,545,546,547,548,549,550,551,552,554,555,556,557,559,560,567,568,570,571,572,573,575],"short":[175,264,304,305,461,479,521,528,531,534,535,549,551,555,556,559,566,573],"static":[2,519,520,521,541,546,549,551,555,567,573],"super":[15,182,183,184,185,320,321,322,330,331,332,519,521,522,539,544,546,547,548],"switch":[9,15,451,527,531,534,547,571],"throw":[16,20,165,195,211,215,401,456,543,551,559],"transient":553,"true":[1,2,3,5,10,12,15,16,17,19,20,29,34,35,36,49,59,61,62,64,65,66,70,71,77,78,79,84,105,109,114,115,116,124,137,139,148,149,150,156,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,177,179,183,184,185,187,188,190,197,206,207,208,209,212,214,215,217,219,223,224,226,227,229,232,235,240,242,245,249,250,251,252,253,254,255,256,257,258,259,260,261,262,264,268,269,270,271,272,273,274,276,278,279,280,282,283,284,286,288,289,290,295,297,298,299,300,301,302,303,304,305,306,308,312,313,314,315,316,317,318,319,320,323,324,325,326,327,329,333,334,335,336,349,350,357,361,366,367,368,370,371,374,375,390,398,399,400,401,402,403,405,406,407,415,417,423,425,426,429,446,451,452,456,457,458,461,465,470,477,478,479,482,483,485,490,492,496,504,505,507,508,509,514,517,520,521,524,526,527,528,529,531,533,534,535,537,538,539,540,541,543,544,546,547,548,549,550,551,552,554,555,556,557,558,559,560,562,563,564,565,566,567,568,570,571,572,573,574],"try":[4,6,16,61,179,183,264,268,269,270,271,272,273,370,374,517,519,522,531,534,539,540,542,546,547,551,559,573],"var":[2,259,260,261,290,297,298,299,306,357,520,528,559],"void":[22,541],"while":[1,7,15,16,17,35,36,53,177,178,183,184,197,249,284,297,298,299,320,326,361,368,387,388,389,391,392,393,394,408,425,522,529,531,533,534,537,540,542,543,547,548,551,553,557,558,559,573],AND:[62,206],Abs:546,And:[92,93,188,224,227,229,264,534,539,545,567],But:[2,6,183,534,539,540,557,559],Doing:11,For:[1,2,4,5,6,7,9,10,11,12,15,16,17,19,28,29,30,31,32,33,58,62,63,64,65,68,94,95,124,137,156,161,177,181,182,183,184,195,197,204,211,212,220,221,222,227,231,249,253,257,258,265,266,267,268,269,270,271,272,273,277,283,284,285,288,304,320,323,324,325,333,334,340,341,342,343,344,354,368,369,373,374,398,399,400,402,446,471,475,511,512,517,518,519,523,528,529,531,533,534,535,536,537,539,540,542,543,546,547,548,549,551,552,553,554,555,556,557,558,559,565,567,568,569,571,573],Going:571,Has:[295,313,325,370,427,428,476,531,565],IDs:550,Its:[12,177,284,320,368,510,538,547],NFS:16,NMS:572,NOT:[16,63,207,379,380,381,382,383,384,385,386,395,546,553,554],Not:[195,211,240,519,521,522,539,549],One:[10,16,67,370,433,434,519,529,531,535,536,539,541,547,553,558,568,571],Ops:[4,537,559],PRs:[6,7],RHS:216,Such:[10,15,483,485,507],That:[195,211,213,456,525,539,540,544,551,573],The:[1,2,5,7,9,10,11,12,15,16,17,18,19,20,22,26,27,29,30,31,32,34,35,36,53,54,59,60,61,62,63,64,65,66,71,72,78,84,86,99,100,101,102,104,109,110,111,113,115,117,118,119,124,132,134,135,139,148,149,150,151,152,154,156,157,158,161,175,177,178,179,180,181,182,183,184,187,190,191,196,197,212,213,214,215,216,218,219,220,221,223,227,234,235,241,242,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,264,268,269,270,271,272,273,274,276,277,282,283,284,285,286,288,289,290,294,295,297,298,299,300,301,303,304,305,306,308,311,312,313,314,315,316,320,323,325,327,333,334,336,337,349,357,360,361,366,367,368,369,370,374,376,377,378,379,380,381,382,383,384,385,386,389,395,401,403,405,407,408,409,417,418,420,422,425,429,431,433,435,439,441,443,446,447,451,454,455,456,461,462,471,475,479,483,484,485,487,490,491,492,494,495,497,498,499,500,506,507,510,511,514,517,519,520,521,522,523,524,525,526,527,528,529,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,555,556,558,559,560,565,567,568,569,570,571,572,573,574,575],Then:[2,285,369,535,538,539,543,546,547,551,552,573],There:[2,6,7,14,16,110,277,304,334,517,519,521,529,534,537,539,540,541,542,545,546,548,551,553,559,560,567],These:[1,3,10,11,15,16,17,175,177,233,249,518,519,520,521,528,529,530,533,534,537,538,539,544,546,551,552,554,556,560,568,569,571,573],Use:[2,12,15,16,124,141,156,161,185,277,351,357,374,408,446,528,529,531,542,547,548,551,552,558,559,573],Used:[15,22,454,549,556],Useful:[12,250,251,252,286,314,315,316,556,559],Uses:[12,522],Using:[2,15,16,17,167,183,279,280,332,374,519,524,534,539,542,546,547,551],WITH:546,Will:[8,16,471,521,529,549,573],With:[15,17,184,259,260,261,269,270,272,273,282,297,298,299,306,357,368,370,374,522,531,537,539,546,547,551,558,565,570],Yes:546,__add__:539,__and__:520,__array_function__:539,__background__:571,__bool__:520,__bytes__:522,__call__:573,__config__:[518,536],__constants__:[519,521],__del__:522,__dict__:547,__file__:[517,545],__float__:520,__format__:522,__getitem__:[15,568],__hash__:522,__hex__:520,__iand__:520,__ilshift__:520,__init__:[2,15,17,182,183,184,185,320,321,322,330,331,519,521,539,540,544,546,548,558,573],__int__:520,__ior__:520,__irshift__:520,__iter__:[15,522],__ixor__:520,__len__:[15,520,568],__lshift__:520,__main__:[15,535,538,542,545,552],__matmul__:1,__name__:[15,538,539,542,545,552],__new__:[521,522],__next__:570,__oct__:520,__or__:520,__pow__:1,__r:522,__rdiv__:1,__repr__:539,__rpow__:1,__rshift__:520,__rtruediv__:1,__slots__:522,__str__:520,__torch__:520,__xor__:520,_audio_channel:568,_audio_sampl:568,_back:[267,344,531],_bottom:[266,267,341,343,344,373,531],_call:17,_caller:550,_cat:17,_channel:[268,269,270,271,272,273,290,531,551,565],_class:249,_compilation_unit:[183,184],_contextmethodmixin:2,_dependentproperti:17,_devices_kw:550,_dim:282,_direct:[288,334],_ext:545,_extra_fil:[176,177,180,181,541],_factor:[332,370,371,372],_featur:[249,262,308,531,565,566],_fft:[479,520],_force_outplac:[183,184],_fork:536,_formatt:461,_forward_cl:2,_frames_up:182,_front:[267,344,531],_glibcxx_use_cxx11_abi:85,_greaterthan:17,_greaterthaneq:17,_growth_track:1,_halfopeninterv:17,_if_scalar_type_a:546,_in:532,_index:327,_indic:[471,554],_instanc:17,_integerinterv:17,_interv:17,_invers:17,_key_padding_mask:361,_layer:[288,334],_left:[265,266,267,340,341,342,343,344,373,531],_length:[59,66,149,150,175,264,479],_lessthan:17,_like:559,_linalg:520,_load_from_state_dict:320,_log_api_usage_onc:541,_mask:[361,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,395],_metadata:[320,539],_mode:532,_module_class:[183,184],_nn:520,_nnz:554,_onnx_master_opset:546,_onnx_stable_opset:546,_orig:[379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,395],_out:[532,534],_output:534,_pad:[271,272,273],_precomputed_metadata:568,_random_sampl:[286,520],_rcb:182,_resnet18:517,_retain_param_nam:546,_right:[265,266,267,340,341,342,343,344,373,531],_run_process:552,_safe_foo:10,_sampl:235,_scalar:546,_set_rpc_timeout:551,_shape:306,_size:[254,255,256,268,269,270,271,272,273,285,288,289,302,303,304,305,314,315,316,317,318,319,334,336,369],_slope:[307,531,532],_stack:17,_stacklevel:[520,531],_sync_param:538,_tensor:559,_tensor_str:461,_top:[266,267,341,343,344,373,531],_transport:551,_use_new_zipfile_seri:451,_valu:[249,377,471,539,554],_video_height:568,_video_min_dimens:568,_video_width:568,_wait:536,_weight:[282,283],_with_arg:567,a3c:542,a_big:[483,485],a_dict:521,a_float32:1,a_ful:537,a_i:[366,367],a_l:217,a_lu:[215,216,217],a_tupl:521,a_u:217,aaa:558,ab_fp32:537,ab_ful:537,ab_tf32:537,abbrevi:12,abc:[15,398],abi:[10,11],abil:[7,451,541],abl:[3,6,181,361,374,418,519,528,539,544,546,548,551],abnorm:[527,542],abort:16,about:[2,7,12,15,398,517,519,521,536,537,539,540,541,542,544,546,548,551,552,553,557,559,570,572,573],abov:[2,11,16,17,59,66,99,100,101,102,149,150,197,257,285,354,369,409,433,434,461,479,495,497,498,499,500,517,519,521,534,535,536,537,539,543,544,546,547,551,552,553,568,573],abridg:540,abruptli:527,abs:[17,24,74,77,160,197,338,361,367,369,405,408,417,420,520,524,528,529,531,537,546,547,559,571,573],abs_:[520,528,559],absent:538,absolut:[2,7,9,10,23,34,168,301,349,382,383,385,386,388,391,392,393,394,420,468,520,531,546,559,573],absolute_:[520,559],abstransform:17,acc:[570,571],acceler:[6,259,260,261,357,547],accept:[2,6,7,16,134,177,276,284,320,327,368,384,398,399,529,539,546,547,549,551,556,558,559,573],access:[2,7,15,16,177,178,183,249,284,320,368,399,519,520,522,525,527,529,534,537,540,541,547,551,556,557,559,575],accident:6,accimag:569,accommod:[317,318,319],accompani:6,accomplish:6,accord:[2,60,69,219,235,249,283,379,380,381,382,383,384,385,386,472,529,532,543,545,546,547,553,567,568,571,572],accordingli:[551,559,568,571,573],account:[4,374,536],accumul:[1,2,28,374,519,520,534,537,538,540,547,551,552,559],accumulategrad:[2,534],accur:[12,200,429,537,546,552],accuraci:[1,533,548,549,558,567,571],achiev:[15,16,17,264,327,374,531,537,541,546,551,553,570],ack:553,acknowledg:553,aco:[1,39,520,528,546,559],acos_:[520,528,559],acosh:[40,520,528,559],acosh_:[520,528,559],acquaint:6,acquir:553,across:[2,12,15,16,45,46,181,183,276,277,285,309,328,357,369,374,384,388,425,451,518,519,528,531,534,537,538,540,541,542,543,551,552,555,558,559,567,568,569],act:[17,258,321,322,331,379,380,381,382,383,384,385,386,387,389,391,392,393,394,395,456,543,567,573],action:[7,16,17,537,553,568,571],activ:[2,5,6,12,197,253,279,280,290,306,321,337,347,361,363,365,525,527,539,547,548,549,551,567],activation_fp32:548,active_byt:12,actual:[2,131,183,271,272,273,389,517,521,528,531,534,537,538,539,542,545,546,547,548,567],actual_input_1:546,acycl:534,adadelta:547,adagrad:[282,547,551],adam:[7,8,17,547],adamax:547,adamw:547,adapt:[246,247,248,249,250,251,252,278,429,531,537,547,549,565,572],adaptive_avg_pool1d:[520,539,546],adaptive_avg_pool2d:[520,539,546,549,565],adaptive_avg_pool3d:[520,539,546],adaptive_max_pool1d:[520,539,546],adaptive_max_pool1d_with_indic:[520,539],adaptive_max_pool2d:[520,546],adaptive_max_pool2d_with_indic:520,adaptive_max_pool3d:[520,546],adaptive_max_pool3d_with_indic:520,adaptiveavgpool1d:531,adaptiveavgpool2d:[456,531,565],adaptiveavgpool3d:[456,531],adaptivelogsoftmaxwithloss:523,adaptivemaxpool1d:531,adaptivemaxpool2d:[456,531],adaptivemaxpool3d:531,add:[1,2,6,9,11,12,15,16,20,28,29,30,33,177,182,249,264,268,269,270,271,272,273,284,320,322,326,327,331,333,368,374,379,380,381,382,383,384,385,386,517,519,520,521,525,528,531,533,535,536,539,541,546,547,548,549,551,552,553,554,556,557,558,559,565,567,571,572],add_:[2,520,528,535,554,559],add_argu:[16,537],add_audio:558,add_bias_kv:326,add_custom_scalar:558,add_embed:558,add_figur:558,add_graph:558,add_histogram:558,add_hparam:558,add_imag:558,add_mesh:558,add_modul:[177,284,320,368],add_observer_:[549,567],add_param_group:547,add_pr_curv:558,add_pruning_method:384,add_quant_dequ:[549,567],add_relu:565,add_scalar:[558,565],add_text:558,add_video:558,add_zero_attn:[326,520],addbackward0:544,addbmm:[1,58,520,559],addbmm_:[520,559],addcdiv:[1,520,559],addcdiv_:[520,559],addcmul:[1,520,559],addcmul_:[520,559],added:[6,10,16,20,27,28,29,30,31,32,33,58,177,254,255,256,259,260,261,268,269,270,271,272,273,284,285,290,297,298,299,306,314,315,316,317,318,319,320,326,333,346,357,361,368,369,374,375,384,519,521,531,541,546,547,554,558,559,567,572],adder:2,addglobalcallback:541,adding:[15,16,38,202,258,327,387,388,389,391,392,393,394,517,519,521,529,533,539,546,547,548,559],addit:[1,2,6,7,10,11,12,17,175,177,249,257,258,259,260,261,262,263,271,272,273,281,283,284,287,291,292,293,294,297,298,299,300,301,307,308,309,310,311,312,317,318,319,320,328,333,337,338,339,345,347,348,349,350,351,353,354,355,356,357,358,359,360,361,367,368,374,483,504,505,511,519,521,528,529,531,536,537,539,541,542,545,547,548,549,551,552,553,554,557,559,565,570],addition:[2,15,16,17,249,297,298,299,540,559,560,570,573],addmm:[1,520,528,546,554,559],addmm_:[1,520,528,559],addmv:[1,520,528,559],addmv_:[520,528,559],addr:[1,520,559],addr_:[520,559],address:[2,15,16,527,551,552,559,571],adher:7,adjac:[38,67,279,280,438],adjust:[16,294,536,573],adjust_bright:573,adjust_contrast:573,adjust_gamma:573,adjust_hu:573,adjust_satur:573,admit:537,adopt:[7,562,563,564,565,566],advanc:[5,11,15,361,363,365,407,529,534,537,542,546,557,558,570],advantag:[16,258,540,551],adventur:546,adversari:403,advic:6,advis:[38,48,542,559],advisori:6,aeroplan:571,affect:[1,2,6,12,14,114,142,177,284,304,320,334,368,370,406,458,531,533,537,543,555,565],affin:[17,259,260,261,290,297,298,299,306,357,531,534,537,559,565,573],affine_grid:520,affine_grid_gener:520,affinetransform:17,aforement:542,afram:570,after:[1,2,6,10,12,15,16,108,110,165,177,220,245,277,284,320,323,368,374,379,383,385,479,513,517,521,527,531,532,533,537,538,540,541,542,547,548,551,552,553,556,558,559,567,570,572,573],afterward:[2,282,320,374],again:[1,5,15,16,235,534,568],against:[2,4,16,19,38,183,184,573],agent:551,aggreg:[16,283,388,531,571],aggress:[2,175,534],agnost:[529,531],agre:553,ahead:[6,518,548,569],aid:[6,534],aidan:[361,363,365],ail:8,ailzhang:8,aim:6,airplan:571,aka:[534,556],akin:541,alban:8,alband:8,alex:8,alexandr:507,alfredo:8,algebra:[8,524],algorithm:[3,6,13,17,22,61,76,175,197,264,268,269,270,271,272,273,285,288,304,334,369,370,417,456,483,484,531,534,551,559,565],alia:[17,24,39,40,41,42,43,44,82,106,125,141,146,147,192,193,236,244,368,398,410,481,501,524,559],alias:[521,539],alican:8,alicanb:8,align:[256,264,300,315,316,370,528,531,534,547,565,567,572],align_a:[520,528,529],align_corn:[370,371,520,531,565],align_tensor:520,align_to:[520,528,529],aliv:[15,540,542,551,552,553],all:[1,2,5,6,7,9,10,11,12,15,16,17,19,20,22,28,29,34,45,46,60,67,72,73,81,84,90,110,153,174,175,177,180,181,182,183,196,215,224,226,227,229,238,239,240,249,256,258,262,264,266,267,268,269,270,271,272,273,277,282,283,284,285,288,289,290,295,300,301,304,305,308,312,316,317,318,319,320,321,322,323,324,325,326,327,328,330,331,334,336,340,341,342,343,344,349,357,361,363,365,366,368,369,373,374,376,384,388,398,402,407,409,423,426,471,475,476,477,478,479,482,483,485,497,498,499,500,503,505,508,509,511,513,517,519,520,521,525,527,528,529,531,533,534,536,537,538,539,540,542,543,544,545,546,548,549,550,551,552,553,554,555,556,558,559,567,568,570,571,572,573,574],all_gath:16,all_gather_multigpu:16,all_reduc:16,all_reduce_multigpu:16,all_to_al:16,allclos:[2,19,425,485,520,546,559],alloc:[2,4,9,12,17,111,113,490,527,534,537,538,556,559,570],allocated_byt:12,allow:[1,2,6,7,9,10,11,15,16,17,71,84,179,185,202,277,320,323,326,361,374,377,407,456,517,521,528,529,533,534,535,536,537,538,539,541,542,544,546,547,548,549,551,556,557,558,559,567,568],allow_list:567,allow_tf32:[3,520,537],allow_unreach:2,allow_unus:[2,520],allreduc:[374,538],almost:[156,161,545,568],alon:521,along:[1,10,12,15,16,17,19,28,47,80,90,108,127,137,153,158,188,241,250,251,252,275,286,311,314,315,316,351,353,383,385,392,393,402,407,426,442,443,447,470,472,476,492,495,503,513,517,521,531,535,539,540,541,547,548,559,567],alongsid:[177,284,320,368],alpha:[17,27,28,31,32,33,58,149,253,263,281,309,345,480,481,520,531,539,546,547,554,559,565],alpha_dropout:520,alpha_dropout_:520,alpha_f:546,alphabet:[110,531,551,568],alphadropout:531,alreadi:[1,2,9,12,15,16,49,177,196,284,320,368,374,398,503,504,517,519,526,528,529,533,534,539,542,546,547,552,553,555,557,559,567,568],also:[1,2,3,5,6,7,9,10,11,12,15,16,17,20,59,66,94,95,114,142,149,150,177,178,183,233,249,257,259,260,261,268,269,270,271,272,273,276,283,284,285,288,304,320,327,334,346,349,357,366,367,368,369,374,387,389,391,392,393,394,406,418,435,451,455,475,483,504,505,514,517,518,519,521,525,527,528,529,531,532,533,534,536,537,538,539,540,541,542,544,545,546,547,548,549,551,552,554,557,558,559,560,567,568,569,573],alter:533,altern:[2,15,16,180,196,346,413,516,517,522,531,533,543,545,567],although:[6,12,17,271,272,273,320,328,374,518,533,539,569],altogeth:547,alwai:[1,2,12,15,16,19,59,66,74,99,105,149,150,181,183,213,257,259,260,261,277,282,297,298,299,354,357,374,398,418,425,452,456,490,504,527,534,535,536,537,538,539,541,546,550,551,553,554,556,559,573,574],amax:[36,520,559],amazonaw:[517,526,545],ambigu:[17,165,271,272,273,285,317,318,319,370],amin:[35,520,559],among:[12,15,16,17,277,409,546],amount:[2,4,6,12,16,175,268,269,270,271,272,273,285,309,323,369,382,383,385,386,388,390,391,392,393,394,395,529,534,536,537,540,551,573,574],amp:[374,518,533],amper:3,amplitud:547,amsgrad:547,an_error:521,anaconda:545,analog:[19,34,483,547],analysi:[187,417,522],analyt:[2,17],analyz:[538,539],ancestor:553,anchor:[366,367,520,531],anchor_id:367,andrea:197,andrew:197,angl:[17,53,96,307,420,430,520,559,573],ani:[1,2,4,5,6,7,9,12,15,16,17,19,20,38,69,72,73,176,177,181,182,183,246,247,248,250,251,252,253,257,258,262,263,277,278,281,284,285,287,291,292,293,294,295,296,300,301,307,308,310,311,312,320,328,333,337,338,339,345,346,347,348,349,350,351,353,354,355,356,357,358,359,360,361,367,368,369,374,379,380,381,382,383,384,385,386,389,399,400,402,438,451,459,461,517,519,520,521,524,525,527,528,529,531,533,534,536,537,539,541,542,543,546,547,548,551,552,553,558,559,565,567,568,570,573],anm:110,ann_fil:568,anneal:547,anneal_epoch:547,anneal_strategi:547,annfil:568,annot:[2,519,521,522,551,568],annotation_path:568,anoth:[2,6,12,15,16,321,330,519,521,533,534,536,537,539,542,545,546,552,553,559,560,572],another_forward:519,another_input:374,answer:[6,7,258,390,567],anticip:5,anyenumtyp:520,anymor:[2,16,374,559],anyon:7,anystr:[521,525],anyth:[5,6,16,182,519,567],anywher:533,aoa:545,apart:9,apaszk:[7,8],api:[7,9,12,16,20,181,182,374,517,518,525,527,528,534,537,538,544,546,549,551,552,554,558,568,569],appear:[4,16,17,110,128,129,196,232,233,375,443,483,485,519,528,529,539,547],append:[2,16,20,102,220,289,305,322,331,336,374,521,534,536,542,545,546,558,559,566,570,571],appl:571,appli:[1,2,5,17,19,100,102,177,197,246,247,248,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,268,269,270,271,272,273,274,276,281,284,286,287,288,290,291,292,293,294,295,297,298,299,300,301,302,303,304,306,307,308,309,310,311,312,313,314,315,316,320,323,324,325,327,328,333,334,337,338,339,345,347,348,349,350,351,352,353,354,355,356,357,358,359,361,366,367,368,371,372,374,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,398,399,403,405,408,422,427,428,479,504,505,506,519,527,529,531,533,534,539,546,547,548,551,552,559,564,565,567,572,573],applic:[12,16,17,277,363,365,374,534,536,537,538,539,541,543,548,551,552,553,559,567,573],apply_:[523,559],apply_mask:[379,380,381,382,383,384,385,386],apprear:110,appreci:6,approach:[16,74,519,527,534,548,551],appropri:[1,6,16,17,183,215,276,320,327,522,529,548,551,552,553,570,571],approv:7,approx:484,approxim:[2,197,221,249,333,347,354,417,484,531,537,538,539,547,575],apr:175,arang:[9,15,16,19,33,69,127,128,129,155,188,191,194,340,341,342,343,370,371,372,408,409,416,422,438,444,448,472,482,491,492,493,520,524,531,544,546,558,559],arbitrari:[2,16,124,196,277,282,301,312,349,369,398,446,483,531,534,541,546,547,559,560,573],arbitrarili:[178,531],arcco:[520,559],arccos_:[520,559],arccosh:[520,559],arccosh_:[520,559],architectur:[12,361,457,537,548,569,571],archiv:[541,568],arcsin:[50,520,559],arcsin_:[520,559],arcsinh:[520,559],arcsinh_:[520,559],arctan:[520,559],arctan_:[520,559],arctang:[52,53],arctanh:[520,559],arctanh_:[520,559],area:[6,7,531,572,573],aren:[1,528,552],arg0:[2,16],arg1:[2,16],arg2:16,arg3:16,arg:[1,2,4,5,10,15,16,17,20,81,177,178,215,257,258,274,276,284,288,295,296,300,301,304,312,313,320,323,324,325,327,333,334,346,349,350,357,366,368,374,379,384,398,504,505,517,520,522,527,529,531,534,537,538,539,542,546,551,552,553,555,559,564,565,566,568,573],arg_constraint:17,arg_nam:520,argmax:[224,249,314,520,546,559],argmin:[229,520,546,559],argpars:[16,537],argsort:[520,559,572],argument:[1,2,4,5,10,12,15,16,17,19,20,22,23,25,26,27,28,29,30,31,32,33,35,36,37,38,50,51,52,53,54,58,59,60,62,63,64,65,66,68,70,73,75,77,78,79,81,83,86,87,88,89,91,92,93,94,95,96,99,100,101,102,103,105,108,109,111,112,113,115,117,118,119,120,121,122,130,131,132,135,136,138,139,140,148,149,150,151,152,153,154,155,156,158,160,161,169,170,172,173,177,178,183,184,187,188,189,190,191,196,197,198,199,200,201,202,203,204,206,207,208,209,210,212,213,214,216,219,220,224,225,226,227,229,230,231,232,234,235,237,239,240,242,243,245,259,260,261,264,268,269,270,271,272,273,276,283,284,285,294,296,297,298,299,317,318,319,320,321,327,328,330,357,368,369,371,372,374,379,383,384,388,392,398,407,409,412,416,419,420,421,422,423,425,426,430,431,432,433,434,435,436,437,438,440,441,442,449,450,452,458,463,464,465,466,467,469,470,471,473,474,475,476,477,480,482,483,484,485,488,489,490,491,492,496,497,498,499,500,502,504,508,510,513,515,516,517,520,521,523,524,527,528,529,531,533,535,537,538,539,540,541,546,547,548,550,551,555,556,558,559,565,567,568,570,573,574,575],argumentpars:[16,537],ari:546,aris:17,arithmet:[76,445,446,522,528,529,548,556],arm:[525,548,549],armand:249,around:[2,6,7,9,12,16,20,21,374,519,527,534,537,551,559,572,573],arr:546,arrai:[15,49,61,128,129,134,196,213,285,288,289,304,305,443,461,507,519,522,531,546,555,558,559,567,568],arrang:[67,568],array_lik:[49,471,490,559],arriv:[551,553],arrow:553,art:429,articul:7,artifact:541,artifici:2,arxiv:[17,337,338,361,405,417,484,534,562,571,573],as_strid:[113,520,546,549,557,559],as_strided_:520,as_subclass:[523,559],as_tensor:[490,520,539,558,559],as_tupl:[407,514],asap:527,ascend:[47,470,485,495,504],ascent:17,ascii:[12,196],asd932_:568,asgd:547,ashish:[361,363,365],asin:[1,41,520,528,546,559],asin_:[520,528,559],asinh:[42,520,528,559],asinh_:[520,528,559],ask:[16,518],aspect:[6,539,573],assembl:[9,15],assert:[15,17,521,522,546],assert_allclos:519,assert_int_or_pair:520,assign:[1,2,6,15,16,249,276,320,327,375,519,522,533,539,540,546,548,549,552,553,557,558,567,568],assign_x:521,assist:538,associ:[2,12,16,110,177,196,264,284,320,368,519,528,529,531,546,551,552,556,559],assp:175,assum:[1,9,15,16,17,19,175,183,197,223,264,313,370,374,402,417,484,496,519,521,528,531,534,539,541,546,547,551,552,553,571,573],assumpt:[2,264,534,538,551,552,573],assymetr:548,ast_1:[275,531],ast_2:[275,531],astyp:546,asuhan:8,asymmetr:[530,548,549],async:[2,16,522,541,555,559],async_add:551,async_add_chain:551,async_execut:551,async_op:16,asyncexecutionclass:551,asynchron:[4,20,177,178,186,284,320,368,522,536,538,551,555,558,559],atan2:[1,520,528,559],atan2_:[520,528,559],atan:[43,520,528,546,559],atan_:[520,528,559],atanh:[44,520,528,559],atanh_:[520,528,559],aten:[235,519,520,536,545],aten_thread:536,atleast_1d:520,atleast_2d:[513,520],atleast_3d:[108,520],atol:[2,34,168,519,520,539,559],atom:522,attach:[20,517,519,521,528,539,548,552,559,562,564,567],attempt:[2,10,181,215,519,528,529,533,537,545,551],attend:[326,361],attent:[6,326,361,363,365,545,557],attn:[363,365],attn_mask:[326,520],attn_output:326,attn_output_weight:326,attr1:546,attr1_f:546,attr2:546,attr2_i:546,attr:[87,300,357,408,514,531,546,568],attribut:[1,2,9,15,16,176,177,178,181,182,197,277,284,320,361,368,374,375,399,518,520,522,533,534,537,539,544,546,547,548,551,559,563,565,566,567,568,570,575],attributeerror:539,audio:[534,558,568,570],audio_fp:570,aug_add_x:521,augment:[11,522,573],author:[533,568],auto:[16,257,258,558,570],autocastmodel:1,autoencod:17,autograd:[1,4,5,6,17,38,59,66,83,111,112,113,123,135,136,149,150,161,177,187,195,211,284,320,368,374,412,413,431,432,433,434,435,436,437,438,460,471,490,515,516,518,520,523,531,538,540,541,546,559],autograd_context_id:552,autograd_hook:538,autograd_message_id:552,autograd_tensor:2,autom:[519,546],automat:[10,12,16,183,374,375,461,517,518,521,526,528,529,534,535,537,539,542,546,548,549,551,558,559],aux_logit:571,aux_loss:571,auxiliari:[517,541,571],avail:[2,3,10,11,12,15,16,68,124,156,161,215,361,370,417,446,456,479,484,517,518,521,527,531,537,539,543,545,546,548,549,551,568,569,570,573],averag:[2,16,177,246,247,248,254,255,256,257,258,259,260,261,274,276,283,284,295,300,301,302,303,312,313,320,323,324,325,327,333,349,350,357,366,368,374,531,538,549,565,567],averaged_model_paramet:547,averagedmodel:547,averaging_const:567,avg:[2,573],avg_fn:547,avg_pool1d:[520,546],avg_pool2d:[520,546,549,565],avg_pool3d:[520,546,549],avgpool1d:531,avgpool2d:[531,565],avgpool3d:[456,531],avi:568,avmgithub:8,avoid:[1,2,7,15,17,22,38,161,196,275,301,312,329,333,349,369,374,446,479,490,504,529,531,534,536,537,540,546,551,552,557,558,559,565,573],avx2:548,awai:[529,531,534],await:[522,551],awar:[6,529,534,549,552,559,562,564,567,571],axbc:398,axes:546,axi:[108,127,137,153,427,443,447,448,513,520,546,549,559,567,573],b_float32:1,b_full:537,b_hf:304,b_hg:304,b_hh:[288,289,304,305,334,336,520],b_hi:304,b_hn:288,b_ho:304,b_hr:288,b_hz:288,b_if:304,b_ig:304,b_ih:[288,289,304,305,334,336,520],b_ii:304,b_in:288,b_io:304,b_ir:288,b_iz:288,back:[1,83,196,517,519,539,542,546,551,554,573],backbon:571,backcompat:535,backend:[2,10,61,124,156,161,264,268,269,270,271,272,273,374,446,518,519,520,521,525,531,536,537,543,546,548,559,569],backend_str:16,backendtyp:551,background:[61,264,268,269,270,271,272,273,531,542,551,559,568,571],backoff:1,backoff_factor:1,backpack:571,backprop:418,backpropag:[2,17,425,540,547],backward:[1,2,5,7,17,19,98,109,114,177,195,197,205,211,257,258,264,276,277,284,288,301,304,312,313,320,327,333,334,366,367,368,374,375,406,418,425,468,483,485,518,520,529,531,532,533,538,539,540,541,542,547,548,551,554,559,569,573],bad:527,bad_kei:16,baddbmm:[1,520,546,559],baddbmm_:[520,559],bader:221,bag:[283,531],bai:8,balanc:[22,568],ball:571,balnta:[366,367],banana:571,band:[16,573],bandwidth:[16,548,551],bao:8,bar:[6,181,517,519,521,526,546,571],bare:10,barrier:16,bartlett:59,bartlett_window:[520,523],base:[2,6,7,10,11,12,15,16,17,121,191,199,201,203,211,221,277,320,323,324,325,361,363,365,374,379,383,385,422,429,451,458,483,484,498,500,518,520,531,534,536,538,539,546,547,548,549,551,552,557,558,559,567,568,569,572,573],base_distribut:17,base_lr:547,base_momentum:547,base_se:15,basebal:571,basedistribut:17,basep:17,basepruningmethod:[384,390],baseq:17,basi:[17,197,541,547,548,551],basic:[2,6,197,374,522,530,547,549,552,557,558],bat:571,batch1:[28,58,520,559],batch2:[28,58,520,559],batch:[17,28,58,68,74,77,79,98,100,102,110,124,156,160,161,197,205,215,216,220,221,222,257,258,259,260,261,264,268,269,274,276,277,279,280,282,283,285,288,289,290,295,297,298,299,300,301,304,305,306,312,313,323,324,325,326,327,333,334,336,349,350,357,361,362,363,364,365,366,367,369,374,398,399,401,402,417,418,425,446,468,469,475,479,483,484,485,496,497,499,528,529,531,533,537,540,542,546,548,551,558,561,565,568,571,572,573,574],batch_first:[288,304,334,335,399,401,402,520,540],batch_ndx:15,batch_norm:520,batch_norm_backward_elemt:520,batch_norm_backward_reduc:520,batch_norm_elemt:520,batch_norm_gather_stat:520,batch_norm_gather_stats_with_count:520,batch_norm_stat:520,batch_norm_update_stat:520,batch_per_it:533,batch_sampl:15,batch_shap:17,batch_siz:[15,17,398,400,401,520,540,558,568,572],batch_sz:572,batched_nm:572,batchmean:[300,531],batchnorm1d:[357,531,544,549],batchnorm2d:[277,525,531,548,549,562],batchnorm3d:[357,531,549],batchnorm:[177,284,320,357,368,374,525,546,547,548,549],batchsampl:15,batchsiz:[300,531],batchwis:329,bbb:558,bbox:568,bceloss:[1,258,531],bcewithlogit:1,bcewithlogitsloss:[1,531],bckenstler:547,bddppq:8,beam:519,bear:571,beauti:534,becaus:[1,2,4,5,6,15,17,19,175,180,196,259,260,261,268,269,270,271,272,273,277,357,374,375,438,452,479,518,519,523,527,528,529,533,534,535,537,538,540,541,546,547,548,551,553,558,559,569,571,573],becom:[2,6,7,15,17,156,268,269,270,271,272,273,288,304,325,334,531,534,538,546,547,548,551,559],bed:571,bedroom_train:568,been:[1,2,9,12,15,16,17,108,114,178,196,288,294,304,334,379,383,385,429,513,527,528,529,531,533,534,536,542,545,547,551,553,558,571,572],befor:[1,2,6,12,15,16,17,19,94,95,128,129,177,240,277,283,284,285,320,321,322,357,368,369,403,405,423,426,447,452,459,460,479,482,496,504,519,521,524,527,531,533,534,537,538,539,541,544,545,546,547,551,552,553,554,558,559,567,572],beforehand:6,begin:[6,12,15,16,38,59,81,110,151,210,213,256,257,258,274,281,288,289,291,292,293,294,295,300,301,304,305,307,312,315,316,327,328,337,349,355,360,367,374,461,479,504,514,531,533,534,539,541,546,547,559,567],behav:[10,11,183,521,534,543,547,559,567],behavior:[2,3,6,10,14,16,29,48,69,72,84,113,131,161,177,181,183,195,196,211,220,277,284,300,304,320,334,357,368,370,407,408,425,438,444,479,517,519,522,523,528,531,534,535,537,543,544,546,547,551,557,559,565,571,572,573],behaviour:[2,34,531],behind:[518,544,552,568,569],being:[2,7,15,16,17,123,168,177,225,230,257,258,274,276,282,283,284,286,288,295,300,301,304,312,313,320,323,324,325,327,333,334,349,350,366,368,374,379,380,381,382,383,384,385,386,425,426,479,496,519,528,529,531,533,539,540,542,546,548,551,552,559,567,572,573],belair:8,believ:1,belong:[5,12,16,17,70,537,547,573],below:[1,2,10,15,16,17,19,99,100,101,102,161,177,184,223,271,272,273,276,284,317,318,319,320,327,349,368,370,374,407,497,498,499,500,519,521,523,524,527,528,531,533,537,538,539,542,543,544,545,546,547,551,552,553,557,565,567,573],ben:286,bench:571,benchmark:[3,520,537],benefit:[6,16,527,547,548],benefiti:16,bengio:532,bernoulli:[253,278,279,280,288,304,520,528,531,559,560],bernoulli_:[520,528,559,560],bert:361,besid:[16,537,538,558],bessel:[155,187,477,478,508,509],best:[1,2,6,11,15,16,17,73,183,184,518,519,521,527,533,534,539,540,547,551],beta:[2,9,28,31,32,33,58,149,187,259,260,261,290,297,298,299,306,309,349,354,357,456,518,520,525,531,546,547,548,554,556,559,569],better:[6,7,12,15,167,183,320,351,374,429,452,531,533,536,537,545,546,547,549,558],between:[1,2,6,12,16,17,19,31,32,33,35,36,38,53,68,74,152,175,177,257,258,264,268,269,270,271,272,273,275,279,280,284,285,301,312,314,315,316,320,323,324,325,329,349,350,351,366,367,368,369,374,379,380,381,382,383,384,385,386,388,391,392,393,394,419,426,433,434,438,476,479,495,519,521,522,527,531,533,534,536,537,542,543,544,547,548,551,553,555,558,559,565,567,568,570,571,572,573],bewar:6,beyond:[7,447,540,547,553],bfg:547,bfloat16:[2,177,284,320,368,523,528,555,556,559],bfloat16tensor:[556,559],bia:[7,177,249,262,268,269,270,271,272,273,284,288,289,304,305,306,308,320,326,334,335,336,368,374,387,389,391,403,405,520,525,531,539,544,548,558,562,563,564,565,566,572],bias:[259,260,261,288,289,290,297,298,299,304,305,306,334,336,357,477,478,508,509],bias_:[565,566],bias_defin:520,bias_g:520,bias_hh:[289,305,336],bias_hh_l:[288,304,334],bias_ih:[289,305,336],bias_ih_l:[288,304,334],bias_k:520,bias_mask:[387,389],bias_v:520,bicub:[370,456,531,573],bicycl:571,bidirect:[288,304,334,335,520,546],big:[6,471],bij:110,biject:17,biject_to:17,bik:110,bilinear:[1,110,370,371,456,520,549,565,573],bin:[61,152,520,558,559,567,572],binari:[1,3,11,17,60,219,257,258,326,387,388,389,390,391,392,393,394,518,522,528,529,531,541,546,558,559,568,569,571],binary16:[556,559],binary_cross_entropi:520,binary_cross_entropy_with_logit:520,binaryio:[451,574],bincount:[456,520,559],bind:[10,12,518,522,546,569],binomi:520,bird:571,bit:[6,22,453,465,537,545,548,549,550,556,559,566,567,575],bit_width:520,bitshift:546,bitwidth:[530,548],bitwis:[16,62,63,64,65,522],bitwise_and:[520,559],bitwise_and_:[520,559],bitwise_not:[520,528,559],bitwise_not_:[520,528,559],bitwise_or:[520,559],bitwise_or_:[520,559],bitwise_xor:[520,559],bitwise_xor_:[520,559],bivari:17,bjk:110,bl_flip:573,bla:536,black:573,blacklist:525,blackman:66,blackman_window:[520,523],blane:221,blank:[264,520,522,531],blob:[541,546,558],blobnam:558,block0:[519,546],block1:519,block:[6,12,15,16,20,67,197,268,269,270,271,272,273,285,323,369,374,519,521,527,530,531,534,538,546,551,571],block_diag:520,blog:[6,548],blogpost:557,blow:540,blue:568,blur:573,bmm:[1,216,217,456,520,528,543,559],bmva:367,bmvc:367,bn1:567,bn_state_dict:544,bnmodul:567,board:7,boat:571,bodi:[182,519,521,522],boil:6,book:571,bool:[1,2,3,5,10,12,15,16,17,20,34,35,36,38,45,46,47,59,62,63,64,65,66,68,70,71,77,78,79,109,111,112,113,116,123,124,134,135,136,137,149,150,156,161,162,164,165,168,175,177,183,184,187,188,195,197,206,207,208,209,211,212,215,217,223,224,226,227,229,232,235,239,240,249,250,251,252,253,254,255,256,257,258,262,263,264,268,269,270,271,272,273,274,276,278,279,280,281,282,283,284,286,289,290,292,293,294,295,297,298,299,300,301,302,303,305,306,307,308,312,313,314,315,316,320,323,324,325,327,329,333,335,336,337,338,339,345,347,349,350,357,360,366,367,368,370,374,375,399,400,401,402,408,412,413,417,423,425,426,429,431,432,433,434,435,436,437,438,446,452,456,457,458,470,471,477,478,479,482,483,490,492,496,504,505,507,508,509,515,516,517,519,520,521,523,524,526,527,528,529,531,544,546,547,550,551,555,556,558,559,565,567,568,570,571,572,573,574],bool_tensor:556,booltensor:[219,326,361,514,556,559],bootcamp:6,bootstrap:545,bor:16,border:[531,573],both:[2,9,12,15,16,17,19,58,109,132,138,152,169,175,177,188,189,220,227,254,255,259,260,261,265,268,269,270,271,272,273,284,285,290,297,298,299,304,305,306,314,315,316,320,357,368,369,370,374,441,479,485,519,521,524,528,529,530,531,533,535,539,543,544,546,547,548,551,553,554,559,565,568,570,571,572,573],bottl:571,bottleneck:[518,571],bottom:[2,531,572,573],bound:[4,11,70,81,210,337,437,452,522,531,532,547,559,568,572],bound_async_add:551,boundari:[70,265,266,267,340,341,342,343,344,370,373,452,520,531,547,551,565,568],bowen:8,bowenbao:8,bowl:571,box:[529,534,538,568,571,572,573],box_area:572,box_convert:572,box_iou:572,boxes1:572,boxes2:572,bozkurt:8,bparam:197,bptt:540,br_flip:573,bracket:552,brain:[556,559],branch:[6,517,521,571],brand:16,bregman:17,breviti:[2,546],brief:[16,374,527,551],bright:[568,573],brightness_factor:573,bring:[19,531,551],broadcast:[12,16,17,27,28,29,30,31,32,33,53,58,68,69,104,105,107,115,131,132,139,148,154,190,191,214,219,220,231,234,237,242,245,326,374,416,422,441,443,480,491,510,514,518,528,529,538,546,559],broadcast_buff:374,broadcast_coalesc:12,broadcast_multigpu:16,broadcast_tensor:520,broadcast_warn:535,broader:[7,541,560],broccoli:571,broken:[6,12,15],brokenpipeerror:545,bsize:558,bucket0:538,bucket1:538,bucket:[249,374,452,520,538],bucket_cap_mb:[374,538],buf:[177,284,320,368],buffer:[2,4,12,15,177,180,181,188,196,259,260,261,277,284,320,357,368,374,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,395,451,470,492,521,534,538,539,544,570],buffer_s:12,bug:[1,7,215,533,542],bugfix:6,build:[2,10,11,16,17,361,519,530,531,534,548,552,558,573],build_directori:10,build_ext:10,buildextens:10,built:[3,6,16,85,367,534,536,542,547],builtin:[196,438,519,521,522,551,553],bulk:15,bump:320,bundl:541,bus:571,bvar:197,bwd:1,bxor:16,byclass:568,bymerg:568,bypass:537,byte_arrai:196,bytecod:15,bytesio:[180,181,196,451],bytesliter:522,bytetensor:[12,22,145,326,361,462,550,556,559],bz2:568,c10:541,c10_log_api_usage_onc:541,c10d:[16,538],c655:197,c676:197,c99:545,c_0:[304,305],c_1:305,c_float32:1,c_j:[254,255,256,314,315,316],c_n:304,c_t:304,cach:[3,12,17,124,156,161,375,446,527,540,559,571],cache_s:17,caffe2:[546,558],cake:571,calcul:[2,5,15,68,74,98,100,114,175,202,203,205,254,255,256,259,260,261,264,271,272,273,285,290,297,298,299,306,357,369,370,374,384,403,406,408,418,458,468,477,478,485,498,500,508,509,510,524,531,534,535,538,545,547,548,565,567,573],calculate_gain:[523,532],calculate_qparam:567,calib_data:567,calibr:[533,548,567],call:[1,2,10,11,12,15,16,17,19,124,140,156,161,165,177,178,179,181,182,187,196,197,253,259,260,261,277,278,279,280,284,285,317,318,319,320,327,328,357,368,369,374,384,387,388,389,391,392,393,394,403,405,406,414,415,421,435,446,456,459,460,479,491,517,519,522,527,529,531,533,534,536,537,538,539,540,541,542,543,545,546,547,548,551,552,553,556,557,558,559,561,565,567,570,571,574,575],callabl:[2,15,17,20,177,178,182,183,196,197,284,320,367,368,517,519,521,522,547,551,559,567,568],callback:[20,541,551],calle:[551,553],caller:[534,537,551,553],camera:[541,558],can:[2,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,29,33,49,60,61,73,79,109,110,111,115,124,139,148,156,160,161,175,177,178,181,182,183,184,188,190,196,214,215,217,242,247,248,249,251,252,253,254,255,256,257,258,259,260,261,263,264,268,269,270,271,272,273,276,277,278,281,282,284,286,288,292,293,294,300,301,303,304,307,311,312,314,315,316,317,318,319,320,321,322,325,327,330,331,333,334,335,336,337,338,339,345,346,349,354,357,360,361,367,368,370,374,376,398,399,408,412,422,431,435,444,446,451,458,459,461,469,470,471,475,479,483,485,490,492,496,506,515,517,518,519,520,521,524,525,527,528,529,531,533,535,536,537,538,539,541,542,543,544,545,546,547,548,549,551,552,553,554,556,557,558,559,560,561,565,567,568,569,570,571,573,575],can_cast:520,cancel:175,candid:2,cannot:[1,2,15,16,17,19,20,175,179,235,264,370,374,483,484,517,519,520,521,522,523,529,531,534,538,539,544,545,546,551,553,554,555,556,559,573],cap:568,capabl:[11,12,16,429,537,541,551,560],capac:[3,537],capacit:17,captur:[2,11,12,178,519,522,537,539,546],car:571,card:545,cardin:17,care:[6,10,17,19,320,483,485,527,536,537,538,539,540,542,544,554],carefulli:546,carlo:17,carri:[1,535,548,559,567],carrier:17,carrot:571,cartesian:[17,72,420],cartesian_prod:520,casa:221,cast:[1,2,71,94,95,177,240,284,320,368,408,423,471,482,519,524,531,533,546,555,556,559,573],cast_input:[1,533],cat:[1,17,338,519,520,528,546,548,554,559,565,568,571],categor:[6,522,531,551],categori:[17,235,523,556,568,571,572],categorynam:558,cattransform:17,cauchi:[534,559,560],cauchy_:[520,528,559,560],caught:[16,527],caus:[1,2,3,5,10,15,16,124,156,161,182,183,407,446,479,519,527,531,535,537,539,540,542,543,545,546,548,553,559],caveat:[527,537,544],cb_fut:20,ccc:558,cdf:17,cdist:[1,537],cdot:[238,257,258,275,293,300,323,324,325,327,420,479,531],cdoubl:[2,9,556,559],ceil:[15,254,255,256,302,303,314,315,316,520,528,531,546,559,565,572],ceil_:[520,528,559],ceil_mod:[254,255,256,302,303,314,315,316,520,531,565],celeba:569,celebfac:568,cell:[289,304,305,336,549,566,571],cellparamsbas:520,celu:[520,546],celu_:520,center:[175,417,479,520,531,534,547,558,559,565,572,573],center_crop:573,center_flip:573,centercrop:[571,573],centr:572,central:[541,573],cerr:541,certain:[12,15,16,100,124,156,161,175,177,180,196,284,306,320,326,368,369,407,446,529,531,535,539,541,546,547,551,552,554],certainli:161,cfloat:[2,9,157,439,512,556,559],ch_axi:567,chain:[2,15,17,20,76,283,534,559,573],chain_cb_fut:20,chain_matmul:[1,520],chainabl:547,chaindataset:15,chair:571,challendg:568,challeng:[6,552],chanan:[7,8],chanc:[6,17],chang:[1,2,6,9,12,16,17,20,87,100,142,158,177,181,182,282,284,300,320,349,368,370,374,407,425,456,475,479,494,518,519,525,527,528,529,531,533,534,535,536,537,539,544,545,546,547,548,551,553,554,555,556,557,558,559,567,569,571,573],channel:[7,15,175,259,260,261,268,269,270,271,272,273,278,279,280,285,290,297,298,299,306,309,328,352,357,369,370,371,372,383,384,385,392,393,405,427,529,530,531,532,534,546,548,549,558,559,565,567,568,570,571,572,573],channel_shuffl:520,channels_last:[177,284,320,368,374,556],chao:197,charact:[461,519,529,531,551],characterist:484,chart:558,chartensor:[556,559],chartnam:558,chauhan:8,chauhang:8,cheap:[17,249],cheaper:15,check:[1,4,9,10,12,15,16,17,34,124,156,161,167,175,183,184,215,390,400,446,452,517,521,522,528,529,533,537,539,540,541,543,546,547,551,558,559,568],check_compiler_abi_compat:10,check_grad_dtyp:2,check_hash:[517,526],check_input:[183,184,519],check_model:546,check_reduct:374,check_sparse_nnz:2,check_toler:[183,184],check_trac:[183,184],check_undefined_grad:2,checker:[183,184,546],checkout:546,checkpoint:[1,2,196,374,517,518,526,553],checkpoint_sequenti:5,cher:8,cherniavskii:8,child:[15,177,284,320,368,384,527,545,549,553,567],children:[177,284,320,368,527,549,553,567],chintala:[7,8],choic:[16,183,321,330,536,546,573],choleski:[17,78,79,197,520,559],cholesky_invers:[520,559],cholesky_solv:[520,559],choos:[2,11,68,257,532,533,536,558,573],choose_qparams_optim:520,chose:533,chosen:[1,100,188,461,470,492,533,539,546,548,567,573],chr:520,christian:8,chrome:2,chunk:[5,12,15,16,73,277,374,472,519,520,528,551,557,559],chunk_siz:12,church_outdoor_train:568,chw:[558,570],cifar100:568,cifar10:568,cifar:569,circleci:6,circular:[17,268,269,270,531],circumst:[61,264,268,269,270,271,272,273,531,559],circumv:5,cityscap:569,claim:6,clamp:[82,210,257,520,525,528,531,546,548,559,567],clamp_:[520,528,559],clamp_max:[520,546],clamp_max_:520,clamp_min:[520,546],clamp_min_:520,class_async_add:551,class_i:568,class_index:[15,568],class_x:568,classat_1_1_tensor:11,classic:534,classif:[258,264,276,323,325,327,350,518,531,532,568,569],classifi:[518,534,546,547,558,569],classmethod:[12,282,283,357,379,380,381,382,383,384,385,386,522,539,551,564,565,566,567],classvar:521,claus:540,clean:[12,16,517,527],cleaner:534,clear:[3,321,330,517,537,544,547],click:560,client:[16,551],client_stor:16,clip:[1,376,377,520,559,568,571,572],clip_:[520,559],clip_boxes_to_imag:572,clip_grad_norm_:[1,533],clip_grad_value_:533,clip_valu:377,clipped_box:572,clock:571,clockwis:573,clone:[2,11,15,48,69,113,490,496,520,527,531,544,549,554,555,556,559],cloned_coeffici:496,close:[11,12,70,168,367,452,539,551,558],closer:367,closest:[74,449,531],closur:1,cloud:558,clr:[76,547],cls:[539,551,559],cluster:[249,558],clutter:558,cmake:545,cmake_gener:545,cmake_include_path:545,cmdclass:10,cmyk:573,cnn:[349,534,548,549,572],coalesc:[12,520,538,554,559],coars:568,coco:[569,571],coco_instance_category_nam:571,coco_person_keypoint_nam:571,coco_util:571,cococapt:568,cocodetect:568,code:[2,4,7,9,10,11,15,16,17,177,179,181,182,183,184,185,196,335,374,460,517,521,529,534,535,538,539,540,541,542,544,545,546,547,550,551,552,553,554,556,557,559,570,571],code_with_const:177,codebas:7,codec:196,codomain:[17,534],coeffici:[149,496,547],coexist:529,cohes:7,coin:[347,531],col2im:[285,520],col:[498,500,520,568],col_offset:520,col_offsets_hh:520,col_offsets_ih:520,colesburi:[7,8],collaps:528,collat:15,collate_wrapp:15,collect:[2,6,15,20,74,111,374,412,431,435,515,520,521,547,549,551,553,558,567,568],collect_al:20,collector:565,colon:[14,304,334,551],color:[299,521,558,568,573],colorjitt:573,colors_tensor:558,column:[2,109,123,128,129,153,197,213,235,268,269,270,271,272,273,369,417,425,483,498,500,507,531,532,559,572,573],columns_prun:393,com:[6,7,16,361,456,517,526,543,545,546,548],combin:[1,12,15,19,20,258,276,285,369,384,514,519,520,521,531,533,537,546,548,549,551,561,562],combinations_with_replac:84,come:[6,15,17,196,279,280,525,541,551,553,568],comm:[12,538],comma:[16,110],command:[2,4,16,545,552],comment:[6,522,539,558],commit:[6,7,517,518,543,569],committ:7,common:[15,38,105,131,138,189,196,259,260,261,264,357,451,480,524,529,537,539,540,542,544,548,549,557,568,569,573],commonli:[16,17,523,533,534,547,548,556],commun:[6,7,374,518,534,538,551,552],comp:17,compact:[19,539,548],compani:7,compar:[2,5,10,15,19,34,38,110,115,139,148,168,190,214,225,230,242,320,374,537,539,545,548,549,551,558,570],comparison:[183,184,522,539],compat:[10,15,17,87,179,185,195,211,444,518,521,527,528,533,539,544,555,559,568,569,573],compil:[10,11,12,179,182,183,184,185,519,521,522,523,533,536,541,545],compilationunit:[183,184],complementari:[118,573],complet:[6,12,15,16,20,178,182,186,374,425,518,521,522,527,531,533,534,537,543,551,552,559,569,573],complex128:[9,86,134,162,420,454,514,556,559],complex32:559,complex64:[9,19,86,134,162,420,454,556,559],complex:[1,2,6,19,87,105,109,124,156,157,161,162,169,170,171,174,175,177,197,225,230,284,320,368,420,429,439,446,454,479,480,510,511,512,514,518,520,522,542,555,556,559,573],complex_doubl:555,complex_double_tensor:556,complex_float:555,complex_float_tensor:556,complex_tensor:9,complic:[4,529,535,551,553],compon:[6,11,16,17,19,124,362,364,417,479,511,512,522,534,538,541,568,573],component_distribut:17,compos:[17,77,79,160,246,247,248,250,251,252,254,255,256,268,269,270,271,272,273,286,302,303,309,314,315,316,366,371,372,519,528,531,546,558,565,571,573],composetransform:17,composit:[17,519,569],compound:522,comprehens:[522,529,537,548],compress:[19,570],compression_level:570,compris:5,comput:[1,5,6,9,12,15,16,17,19,23,25,37,49,62,63,64,65,74,76,77,78,84,87,103,104,107,109,110,114,115,117,118,119,121,124,131,132,133,138,139,140,148,151,152,155,156,161,177,178,182,187,189,190,194,197,206,207,208,209,212,213,214,215,221,223,225,227,230,238,239,242,249,253,254,255,256,259,260,261,275,278,282,283,284,288,290,297,298,299,302,303,304,306,311,314,315,316,317,318,319,320,327,329,333,334,351,353,357,366,367,368,374,376,379,380,381,382,383,384,385,386,387,399,405,406,414,421,425,426,441,442,446,458,479,483,484,485,491,510,519,524,528,529,530,531,533,536,537,539,540,546,547,548,549,551,554,559,565,567,569,571,572,573,574],compute_mask:[379,380,381,382,383,384,385,386],compute_mod:74,compute_uv:[483,520,559],compute_z:536,concat:[326,546],concatdataset:15,concaten:[2,10,12,15,73,108,153,264,268,269,270,271,272,273,283,376,476,513,522,531],concentr:17,concentrarion:17,concentration0:17,concentration1:17,concept:[6,546,556],conceptu:[2,534,553],concern:[15,527],concis:551,concret:[17,370,519,531,539,542,565,567,571],concurr:[536,537,551,552],cond:546,conda:[196,451,518,545,546,569],condit:[2,13,21,34,175,183,288,304,334,400,514,519,520,521,522,534,539,546,558,559],condition:[2,458],conduct:[7,374,417,484,551],confer:7,confid:[6,558],config:545,config_dict:558,configur:[0,6,15,16,124,156,161,374,398,446,456,457,537,538,543,545,548,549,551,558,567,571],confirm:[6,519,539,546,551,553],confirmed_by_own:551,conflict:19,conform:398,conj:[9,19,520,559],conjug:[2,87,109,161,197,446,479,510,547],conjunct:[15,374,524,531,570],connect:[16,268,269,270,271,272,273,527,534,549,551,571],connectionist:[264,531],conquer:483,consecut:[1,16,504,505,529,559,573],consensu:6,consequ:[534,537],consid:[2,19,34,79,99,100,101,102,168,171,174,177,223,284,285,300,320,323,368,369,375,379,380,381,382,383,384,385,386,485,497,498,499,500,517,519,531,533,534,535,539,540,547,552,553,556,559,565,568,573],consider:[6,53,175,283,374,536],consist:[2,15,17,77,408,425,483,485,519,529,543,546,547,567,569,570],consol:558,constant:[2,15,175,177,183,197,265,266,267,283,285,369,418,520,531,533,539,546,547,565,567,573],constant_:532,constant_pad_nd:520,constantpad2d:531,constantpadnd:546,constmap:177,constrain:[17,354],constraint:[2,374,398],constraint_registri:17,constraintregistri:17,construct:[2,11,15,17,86,99,140,177,182,183,184,195,196,211,268,269,270,284,320,368,374,398,417,420,471,484,490,519,534,538,542,544,548,551,553,554,556,558,559,571],construct_transform:17,constructor:[10,15,249,325,346,371,372,374,519,522,537,538,551,554,556,559,567,570,571,575],consum:[15,18,110,527,542,558],consumpt:[2,406,558],contain:[1,2,5,9,10,11,12,15,16,17,19,22,28,58,59,60,66,68,70,109,124,132,149,150,156,157,158,161,177,180,181,183,184,187,196,213,215,219,227,235,249,258,276,277,282,283,284,285,288,289,290,295,300,304,305,313,320,321,322,327,330,331,334,336,346,350,357,368,369,374,379,380,381,382,383,384,385,386,387,389,391,392,393,394,395,396,397,398,399,400,401,403,405,407,417,419,439,441,446,451,452,468,469,479,483,485,498,500,504,505,519,521,522,529,531,533,534,538,539,540,541,544,546,547,548,551,553,555,556,558,559,560,561,567,568,570,571,572,573],contan:570,content:[2,6,180,181,475,494,517,526,527,547,551,557,558,559,570],contenti:7,context:[1,12,114,177,284,320,368,374,406,458,522,527,533,537,539,541,542,546,550,551,553,560],context_id:[374,520,551,552],contigu:[2,9,126,160,284,323,374,444,469,483,485,520,529,531,555,557,559],contiguous_format:[111,374,556,559],continu:[2,15,16,17,263,264,300,418,522,534,544,546,559,560,567],continuous_bernoulli:17,continuum:545,contract:[491,529],contrail:568,contrari:[6,536],contrast:[17,547,571,573],contrast_factor:573,contribut:[2,7,276,327,374,495,518,531],contributor:[6,7],control:[1,2,3,10,15,47,59,66,99,100,101,102,124,149,150,156,161,182,183,215,249,268,269,270,271,272,273,285,307,315,316,369,374,446,457,470,479,483,485,492,497,498,499,500,519,534,536,537,538,542,544,546,553,567,570,573],controlflowmodul:544,controlflowmodule_script:544,controlflowmodule_trac:544,conv1:[182,320,346,519,548,558,567],conv1d:[1,271,456,520,549],conv2:[182,320,346,519],conv2d:[1,182,183,184,272,279,284,320,321,327,346,369,392,456,519,520,525,546,548,549,558,562,563],conv3d:[1,273,280,456,520,548,549,563],conv4:[177,284,320,368],conv5:[177,284,320,368],conv:[183,184,268,269,270,271,272,273,321,327,525,532,537,546,548,549,561,563,567],conv_bn_fus:525,conv_tbc:520,conv_transpose1d:[1,520],conv_transpose2d:[1,520],conv_transpose3d:[1,520],convbn1d:549,convbn2d:549,convbnmodul:567,convbnrelu1d:549,convbnrelu2d:549,conveni:[1,6,10,517,521,533,537,539,541,550],convent:[2,110,259,260,261,297,298,299,320,357,451,495,517,526,534,544,546,559],converg:[197,533,547],converged_count:197,convers:[6,71,165,398,522,534,546,548,559,569],convert:[2,15,49,72,84,96,177,284,320,357,368,378,404,427,428,430,519,520,521,539,546,548,549,558,559,567,572,573],convert_image_dtyp:573,convert_sync_batchnorm:357,convertimagedtyp:573,convmodul:567,convolut:[1,3,268,269,270,271,272,273,279,280,332,337,366,367,369,520,525,532,536,537,549,565,572],convolv:[268,269,270,271,272,273,531,565],convrelu1d:549,convrelu2d:549,convrelu3d:549,convtranspos:403,convtranspose1d:[456,531],convtranspose2d:[456,531],convtranspose3d:[456,531],coo:[471,554,556,559],cooldown:547,coordin:[6,16,17,53,420,471,498,500,534,554,558,559,572,573],cope:542,copi:[6,9,12,15,16,49,83,177,182,197,277,284,285,320,368,369,374,398,444,490,519,520,527,535,537,539,542,546,549,551,555,556,557,559,567],copy_:[2,370,519,520,528,537,549,555,559],copysign:520,copyslic:534,core:[3,6,12,536,537,538,546],corner:[67,370,531,565,572,573],coroutin:522,corpor:[6,7],correct:[4,6,16,17,19,158,161,183,184,277,300,374,398,460,477,478,508,509,519,521,528,529,555,559,573],correctli:[5,15,16,183,519,521,529,531,533,534,539,542,543,546,551,559],correl:[2,17,268,269,270,271,272,273,279,280],correspond:[1,2,6,15,16,17,19,49,78,105,109,168,177,184,197,234,235,277,282,284,320,326,361,368,374,387,388,389,391,392,393,394,403,419,420,446,447,452,506,517,519,520,528,529,531,533,537,538,539,541,543,546,547,548,549,551,552,555,558,559,561,567,570,571,572,573],correspondingli:525,corrupt:[1,16,277,542,568],cos:[25,66,149,150,221,274,275,420,520,528,546,547,558,559],cos_:[520,528,559],cosh:[1,26,520,528,559],cosh_:[520,528,559],cosin:[25,26,88,89,274,275,531,547],cosine_embedding_loss:[1,520],cosine_similar:[1,367,520],cosineannealinglr:547,cosineannealingwarmrestart:547,cosineembeddingloss:531,cost:[2,4,61,76,264,268,269,270,271,272,273,531,543,552,559],couch:571,could:[4,6,12,15,17,19,175,196,300,418,504,521,527,534,537,538,545,547,548,551,552,553,557],couldn:[545,546],count:[2,12,17,61,90,398,504,505,520,551,553],count_include_pad:[254,255,256,520,531,565],count_nonzero:[520,559],counter:[2,12,16,277,527,534,573],counterintuit:534,counterpart:[374,525,548,549,560,567],coupl:[541,552],cours:[4,517,538,539,547,551],courtesi:17,cov_diag:17,cov_factor:17,covari:[17,259,260,261,357,417,573],covariance_matrix:17,cover:[16,314,523,529,539,541,548,549,551,568],coverag:[6,518,519,523,529,569],cow:571,cpp:[6,7,10,16,235,538],cpp_autograd:11,cpp_c10d_extens:16,cpp_extens:[16,518,539],cpp_frontend:11,cpp_sourc:10,cppdoc:[6,11],cppextens:10,cprofil:4,cpu:[1,2,4,9,10,12,16,22,38,49,59,66,111,113,123,124,135,143,144,149,150,156,161,177,180,181,187,195,196,211,215,227,277,282,284,320,368,374,398,412,431,433,435,437,438,446,457,459,460,471,483,490,491,498,500,504,515,518,519,520,525,527,528,531,537,542,543,545,546,548,550,551,555,556,559,560,572],cpu_memory_usag:2,cpu_model:519,cpu_tim:2,cpu_time_tot:2,cpuhrsch:8,crack:6,crash:[16,527,534,551,553,558],creat:[1,2,5,6,10,12,15,16,17,20,22,48,67,83,100,113,134,135,175,178,186,195,211,235,257,274,282,283,285,301,312,313,323,324,325,349,350,357,366,367,369,374,398,471,490,522,525,527,533,534,537,538,539,542,544,546,547,548,549,551,552,553,555,557,558,559,560,564,565,566,567,568,570,572,573,575],create_extens:545,create_graph:[2,520,533,559],creation:[2,12,15,374,379,519,522,527,537,551,553,559,565,566,567,568],creator:[534,551,553],crelu:338,criteria:197,criterion:[197,257,258,274,276,300,301,312,313,323,324,325,349,350,366,367,531,540,547,572],critic:[403,536,548,567],crop:[571,572,573],cross:[1,6,17,257,268,269,270,271,272,273,520,531,537,545,559],cross_entropi:[1,520],crossentropyloss:[327,531],crucial:11,csr:283,csrc:[545,546],ctc_loss:[264,520],ctcloss:[456,531],ctx:[2,533,539],cube:[248,252,429],cubla:[9,12,456,543],cublas_workspace_config:[14,304,334,456,543],cublasapi_reproduc:[456,543],cublashandle_t:12,cuda0:[537,559],cuda1:556,cuda2:537,cuda92:545,cuda:[2,4,5,10,14,15,16,22,38,49,59,61,66,68,111,113,123,124,135,149,150,156,161,177,187,195,196,211,215,232,264,268,269,270,271,272,273,277,282,284,304,320,334,357,368,374,407,412,431,433,435,437,438,446,456,471,490,491,498,500,504,515,518,520,528,531,533,539,546,547,548,550,551,555,556,559,560,571],cuda_extens:10,cuda_hom:10,cuda_launch_block:[14,304,334,537],cuda_memory_usag:2,cuda_prefix:545,cuda_runtim:10,cuda_sourc:10,cuda_tim:2,cuda_time_tot:2,cuda_visible_devic:[12,374,537],cudaev:2,cudaeventsynchron:12,cudaextens:10,cudamalloc:12,cudart:[10,545],cudastreamsynchron:12,cudastreamwaitev:12,cudnn:[13,14,61,264,268,269,270,271,272,273,288,304,334,335,520,531,537,543,559,571],cudnn_affine_grid_gener:520,cudnn_batch_norm:520,cudnn_convolut:520,cudnn_convolution_transpos:520,cudnn_en:520,cudnn_grid_sampl:520,cudnn_is_accept:520,cufft:[3,124,156,161,446],cufft_plan_cach:[3,537],cuh:10,cultur:7,cummax:[520,559],cummin:[520,559],cumprod:[1,520,528,559],cumsum:[1,520,528,546,559],cumul:[17,92,93,94,95,204,259,260,261,287,357,531],cunningham:17,cup:571,cur:547,curiou:534,curl:545,current:[1,2,3,5,7,9,10,12,15,16,20,22,38,49,59,66,111,113,123,124,134,135,142,149,150,156,161,177,183,187,195,197,211,282,284,285,320,357,368,369,374,382,383,384,385,386,391,392,393,394,412,425,431,433,435,437,438,446,471,479,490,498,500,504,514,515,519,521,522,523,524,527,531,533,537,541,544,545,546,547,548,549,551,552,555,556,558,559,565,567,568,570,572],current_blas_handl:12,current_datetime_hostnam:558,current_devic:[12,556],current_stream:12,curv:558,custom:[1,10,11,15,16,177,282,320,361,366,367,374,379,388,522,527,528,534,541,544,545,549,559,569,573],custom_bwd:[1,533],custom_decod:361,custom_domain:546,custom_encod:361,custom_fwd:[1,533],custom_loop:546,custom_op:546,custom_op_nam:567,custom_opset:546,custom_qconfig:548,customiz:522,cut:[6,549],cutoff:[249,418],cxcywh:572,cxx11:11,cxx:10,cycl:[2,547,559],cycle_momentum:547,cyclic:[547,573],cycliclr:547,d_1:[276,327,531],d_2:[276,327,531],d_float32:1,d_k:[276,327,531],d_model:[361,362,363,364,365],daemon:527,dag:2,dai:6,damania:8,dampen:547,danger:553,dantu:8,dark:573,darker:573,dart:568,dash:[551,553],data1:568,data2:568,data:[1,2,6,9,13,16,17,19,38,49,59,66,70,94,95,111,112,113,123,135,136,149,150,152,162,164,180,183,187,195,196,197,211,217,240,262,264,277,288,290,297,298,299,304,306,308,327,334,335,370,374,375,398,399,400,401,408,412,413,417,423,426,427,428,429,431,432,433,434,435,436,437,438,444,452,471,482,490,498,500,506,515,516,518,519,520,522,527,531,533,534,535,537,539,541,542,544,545,547,548,549,551,553,554,555,556,557,558,559,560,565,567,568,570,572,573],data_load:[542,547,568],data_parallel:540,data_ptr:[523,528,555,557,559],data_sourc:15,data_typ:[548,549],databas:[15,568],dataformat:558,dataload:[15,374,537,540,545,547,558,559,568],dataparallel:[1,16,374,401,540,542,551],dataset:[249,258,540,541,545,547,548,558,567,569,571,573],dataset_it:15,datasetfold:569,datatyp:[1,124,156,161,177,223,284,320,368,446,546],datetim:16,datset:568,david:[8,249],dcgan:546,ddp:[357,374,538],ddp_model:[374,538],ddp_sync_bn_network:357,deactiv:573,deadlock:[16,374],deal:[6,491,527,540,573],dealloc:[527,537,540],debug:[2,4,15,16,521,534,536,537,541,543,545,546,549],debugg:179,debuginfoguard:541,decai:[328,547],decemb:429,decent:15,decid:[4,6,16,388,568],decim:575,decis:[183,533],declar:[2,10,15,521,522,546],decod:[18,196,361,362,363,569,570],decode_imag:570,decoder_lay:[362,363],decompos:534,decomposit:[17,77,140,417,418,425,483,484],decompress:[517,526],deconvolut:[271,272,273,531],decor:[1,2,17,114,179,182,185,406,519,521,533,539,551],decoupl:[405,547],decreas:[12,17,279,280,399,400,495,525,543,547,556,572],dedic:537,deep:[6,7,259,260,261,357,518,532,547,548,549,571],deeper:571,deeplabv3_resnet101:571,deeplabv3_resnet50:571,def:[1,2,15,17,20,114,177,179,181,182,183,184,185,284,320,321,322,330,331,367,368,374,406,517,519,521,529,533,534,536,538,539,540,542,544,545,546,547,548,551,552,553,559,573],default_dynamic_qconfig:549,default_eval_fn:[549,567],default_fake_qu:549,default_gener:560,default_load:568,default_mask:[379,380,381,382,383,384,385,386],default_observ:[549,567],default_qat_qconfig:549,default_qconfig:549,default_stream:12,default_weight_fake_qu:549,default_weight_observ:549,defin:[1,2,5,10,11,15,16,17,110,111,113,117,118,119,135,138,140,151,168,189,197,221,232,277,294,302,303,320,337,351,353,360,374,383,385,392,393,409,412,425,431,433,435,461,483,485,497,498,499,500,514,515,517,519,523,527,528,531,534,538,545,546,547,548,551,554,559,560,567,568,570,573],define_macro:545,definit:[6,15,17,77,78,79,300,517,519,521,522,531,533,534,539,546,548,558,571],deform:572,deform_conv2d:572,deformconv2d:572,deg2rad:[520,528,559],deg2rad_:[520,528],degrad:[536,539],degre:[17,96,329,366,430,448,520,573],del:[522,527,540],delai:553,delet:[16,517,525,527,550,551,553],delete_kei:16,delimit:522,deliv:7,deliveri:553,delta:[17,288,295,304,532,547],delv:532,demand:[12,15,521,541,551],demonstr:[264,544,551],denomin:[29,259,260,261,290,297,298,299,306,357,547],denorm:457,denot:[2,17,268,269,547,552,573],dens:[2,59,66,68,149,150,187,197,456,484,543,554,556,559,571],dense_dim:[471,520,554,559],densenet121:571,densenet161:571,densenet169:571,densenet201:571,densenet:546,densiti:17,depend:[2,4,5,15,16,17,19,182,183,220,257,258,268,269,270,271,272,273,274,276,283,285,295,300,301,312,313,323,324,325,327,333,349,350,366,369,370,384,417,425,429,444,496,514,517,519,521,524,527,531,536,537,539,546,547,548,551,554,559,565,571],dependent_properti:17,deplet:374,deploi:[6,541,544],deploy:518,deprec:[12,16,33,124,131,141,156,161,195,211,257,258,274,276,294,295,300,301,312,313,323,324,325,327,333,349,350,366,371,372,374,408,438,446,519,523,527,531,535,546,549,551,555,559,565,573],depth:[12,256,270,273,316,370,531,565,571,572,573],depthwis:[108,268,269,270],dequant:[520,548,549,559,567],dequantstub:[548,549,567],deriv:[2,7,16,103,175,215,374,418,421,521,539,549,551,559,565,567,573],derivedp:17,derivedq:17,descend:[47,177,284,320,368,470,483,520,559],descent:[9,17,534,547],describ:[1,5,6,12,15,71,249,254,255,256,257,258,259,260,261,268,269,270,271,272,273,276,278,279,280,285,286,290,293,297,298,299,300,301,306,312,314,315,316,327,333,337,357,366,367,369,479,518,519,521,531,532,533,534,538,540,541,544,546,547,549,552,553,559,567,569,571,572],descript:[0,6,10,197,521,531,537,539,541,546,575],descriptor:[15,366,367,522,546,568,570],deseri:[196,517,526],design:[2,6,7,15,17,187,456,517,537,539,571],desir:[1,2,12,15,16,17,22,38,49,59,66,83,94,95,111,112,113,123,135,136,149,150,177,187,195,211,218,240,257,284,320,368,398,408,412,413,423,427,428,429,431,432,433,434,435,436,437,438,462,471,482,490,498,500,515,516,528,529,531,533,537,544,546,550,551,554,555,556,559,573],desmaison:8,despit:[183,184],destin:[12,16,137,177,213,233,284,320,368,520,551,552,555,559],destroi:[277,534,551],destruct:[551,553],destructor:[527,553],det:[17,205,468,520,524,546,559],detach:[2,5,83,264,374,490,519,520,528,531,540,557,559],detach_:[2,374,520,528,559],detail:[0,1,2,6,9,11,12,15,17,98,124,140,156,161,163,177,183,197,203,205,213,227,249,253,263,271,272,273,277,282,283,284,286,288,304,320,326,332,334,345,366,368,375,401,407,414,415,418,446,451,456,468,519,520,521,531,534,538,539,540,541,543,544,546,547,551,552,553,554,557,558,559,560,562,565,571,573],detect:[5,10,15,16,374,527,546,551,569,570,572],detect_anomali:2,detector:278,detectron2:572,determin:[2,7,9,10,12,14,15,17,19,59,66,71,76,98,112,136,149,150,161,205,286,304,329,334,379,380,381,382,383,384,385,386,413,418,432,434,436,468,479,516,522,529,531,537,538,539,547,548,553,556,558,567,570,573,574],determinist:[3,5,14,17,22,61,68,163,183,184,224,227,229,264,268,269,270,271,272,273,304,334,453,456,520,531,534,543,547,550,559,573],deterministicli:178,dev:7,dev_idx:16,develop:[16,521,539,541,543,546,548,551],deviat:[17,253,259,260,261,290,297,298,299,306,357,409,477,478,532,559,573],devic:[1,2,3,5,12,16,22,38,49,59,66,111,112,113,123,135,136,149,150,177,180,181,187,195,196,211,215,227,277,284,320,368,374,398,407,412,413,431,432,433,434,435,436,437,438,471,490,491,498,500,515,516,518,519,520,521,523,525,528,531,533,538,540,543,546,547,548,550,551,555,559,567,569],device_count:[12,16],device_id:[16,196,277,357,374,531,538],device_of:12,devito:8,devkit:568,df1:17,df2:17,dfrac:[275,403,405,531,559],dhanainm:8,dhanasekar:8,diag:[17,417,483,484,485,520,559],diag_emb:[102,483,485,520,559],diagflat:[99,520,559],diagn:17,diagnost:519,diagon:[17,67,99,100,101,110,123,493,496,497,498,499,500,520,531,539,557,559],diagonaltensor:539,diagram:[548,553],dict:[1,12,17,176,177,183,184,196,197,277,284,285,320,321,330,346,368,369,517,519,520,522,526,539,544,546,547,549,551,552,558,567,570,571],dictat:374,dictionari:[10,12,15,17,177,180,183,184,197,282,283,284,320,321,330,368,521,522,531,539,546,547,551,558,567,568,570,571],did:[2,6,239,521,544,547],didn:[534,539,545,547],dies:527,dieterich:8,diff:[6,519],differ:[1,2,5,10,15,16,17,35,36,38,100,102,110,128,129,158,161,177,181,183,249,259,260,261,265,266,267,277,284,297,298,299,318,320,323,326,340,341,342,343,344,357,363,365,367,368,373,374,408,417,443,446,504,505,510,517,519,521,523,524,527,528,531,533,534,535,536,537,538,539,542,543,545,546,547,548,551,553,554,556,558,559,567,568,571,572],differenti:[17,83,263,264,374,531,534,539,540,551,559],difficult:[2,6],difficulti:[6,532],digamma:[421,520,528,559],digamma_:[520,528,559],digit:[461,517,526,541,568],dilat:[268,269,270,271,272,273,285,314,315,316,369,520,531,546,562,563,564,565,572],dim0:[494,520,559],dim1:[100,102,494,520,559],dim2:[100,102,520,559],dim:[2,12,17,19,35,36,45,46,47,73,80,90,91,92,93,94,95,126,127,137,158,188,204,212,224,226,227,229,232,233,239,240,241,249,275,277,283,284,311,326,327,328,351,353,367,368,374,379,383,385,392,393,403,405,408,423,426,442,443,447,448,470,472,475,476,477,478,479,482,491,492,495,503,504,505,506,508,509,519,520,524,529,531,540,544,546,549,554,556,559],dim_arang:546,dim_feedforward:[361,363,365],dimems:559,dimens:[2,9,12,15,17,19,28,35,36,45,46,47,55,56,57,67,73,76,77,79,80,91,92,93,94,95,98,100,101,102,110,124,156,158,160,161,175,188,204,205,212,216,220,224,226,227,229,232,233,238,239,240,241,255,256,257,258,259,260,261,262,263,264,269,270,272,273,275,276,277,281,282,283,285,287,291,292,293,294,295,297,298,299,300,301,303,306,307,308,309,310,311,312,315,316,326,327,328,329,333,337,338,339,345,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,363,365,366,367,368,369,374,379,380,381,382,383,384,385,386,399,400,402,403,405,407,408,418,423,425,426,427,429,442,443,444,446,447,452,461,468,469,470,471,472,475,476,477,478,479,482,483,485,486,491,492,494,495,496,497,498,499,500,503,504,505,506,508,509,511,512,520,521,524,531,532,535,540,548,554,556,558,559,565,573],dimension:[17,19,55,56,57,67,72,100,102,128,129,137,195,211,220,249,265,266,267,276,277,282,283,311,327,340,341,342,343,344,351,353,357,373,407,429,471,479,490,531,532,535,555,556,559,560,570],dims_i:546,dims_oth:520,dims_self:520,dine:571,diningt:571,dir:[517,546,568],dirac:532,dirac_:[523,532],direct:[6,7,9,16,128,129,177,284,288,300,304,320,334,368,405,417,429,448,534,539,548,573],directli:[1,6,7,10,11,15,16,17,140,177,284,320,351,368,399,414,415,519,521,531,534,537,538,539,541,542,544,546,548,551,554,558,564,567],directori:[10,16,517,526,541,558,568,571],dirnam:517,dirti:534,disabl:[1,114,183,184,374,406,457,458,461,521,533,536,537,543,550],disable_cuda:537,disable_jit_exampl:519,disadvantag:519,disallow:[551,556],disambigu:202,disappear:528,discard:[175,517,521,572],disconnect:2,discourag:[2,12,534],discov:[16,551],discrep:[374,429],discret:[17,19,124,156,161,300,446,531,558,559,560],discrimin:403,discuss:[7,17,534,543,551,553,571],disjoint:519,disk:[2,15,451,558],dispatch:[16,179,539,546],displai:[2,12,517,522,526,531,546,558,571,574],displaystyl:238,dissimilar:[274,295],dist:[1,16,17,374,469,483,520,538,553,559],dist_autograd:[374,551,552],dist_autograd_simpl:552,dist_optim:[374,551,552],distanc:[74,175,241,274,295,300,329,366,367,479,495,547,568,572],distance_funct:[367,531],distant:367,distinct:[98,205,468,483,485,539,544,551,552],distort:573,distortion_scal:573,distribut:[9,15,20,35,36,60,235,249,253,277,278,279,280,287,300,333,337,357,374,409,419,429,431,432,433,434,435,436,518,520,529,532,533,537,553,554,558,559,560,567,569],distributed_test:16,distributeddataparallel:[1,15,16,277,357,542],distributedoptim:[374,551,552],distributedsampl:15,distutil:10,div:[106,249,501,520,528,546,554,556,559],div_:[520,528,554,559],div_factor:547,div_valu:249,dive:538,diverg:[183,184,300,531,546],divid:[1,5,12,105,124,131,181,257,258,264,274,295,300,301,312,313,323,324,325,333,349,350,366,367,374,446,483,520,531,559],divide_:[520,559],divide_by_initial_world_s:374,dividend:[105,131,132,441,501],divis:[15,29,80,105,132,181,268,269,270,271,272,273,275,301,312,329,349,441,472,531,533,565],divisor:[105,131,132,138,255,256,285,369,441,501,531,559,565],divisor_overrid:[255,256,520,531,565],divmod:520,dlibenzi:8,dll:545,dlpack:518,dltensor:18,dmytro:[7,8],dnn:[3,536],do_constant_fold:546,doc:[2,4,11,186,362,363,364,365,456,522,527,539,543,546,558,564,565,566],doc_str:546,docstr:[10,517],document:[12,15,16,45,46,47,71,140,163,177,195,211,239,249,282,283,284,320,368,383,392,414,415,424,445,456,517,521,527,528,529,530,533,539,540,543,544,546,557,560,564,565,566,569,574],doe:[1,2,4,5,6,7,10,12,16,17,35,36,68,107,110,158,161,176,181,183,191,197,215,219,220,227,231,237,259,260,261,268,269,270,271,272,273,276,282,283,285,288,289,297,298,299,304,305,315,316,321,327,330,334,336,357,369,374,381,413,416,510,516,517,519,521,523,525,527,528,529,531,533,535,536,537,538,539,542,543,546,547,548,551,553,554,556,559,565,567,569,570,573],doesn:[1,2,3,5,6,9,12,15,16,98,180,196,205,277,300,351,374,375,388,468,519,522,528,531,534,535,539,541,542,545,546,547,548,552,567],dog:[568,571],doi:197,doing:[6,11,15,167,183,426,531,539,545,547],domain:[7,17,19,26,54,546],domin:548,don:[1,2,4,6,9,16,219,297,298,299,370,374,409,517,519,522,527,528,529,531,534,539,540,542,545,546,547,551,552,559,565,573],done:[2,11,15,16,17,19,20,183,215,223,259,260,261,277,297,298,299,357,374,475,525,527,536,538,540,546,548,551,553,559,573],donot_use_mm_for_euclid_dist:74,donut:571,dot:[1,2,92,93,94,95,124,156,220,257,258,285,295,300,301,312,326,327,367,446,479,510,511,512,520,528,559,573],doubl:[2,71,86,98,177,205,206,207,208,209,283,284,320,368,418,420,468,483,514,524,528,531,537,539,555,556,559,565],double_tensor:556,doubler:[2,114,406],doubletensor:[27,28,29,30,31,32,33,58,81,234,455,490,556,559],dow:558,down:[2,6,12,15,17,129,531,541,542,549,551,553,558,565],download:[526,545,558,568,571],download_url_to_fil:517,downsampl:[272,370,531],downstream:1,doxygen:6,dp_m:540,dp_model:533,dpotri:78,dpython:[71,573],dqm:565,draw:[15,60,235,429,558,559],drawn:[15,235,409,429,433,434,532,559,560],drier:571,drive:[7,16,534],driven:7,driver:[3,551],drop:[15,179,253,519,529,542,568],drop_last:15,dropout2d:520,dropout3d:520,dropout:[5,177,253,279,280,284,288,304,320,326,334,335,361,363,365,368,520,525,529,546],dropout_:[520,525],dropout_p:520,dropout_st:520,dset:568,dst:[16,517],dst_name:552,dst_rank:552,dst_tensor:16,dst_type:[177,284,320,368],dstack:520,dtype:[1,9,12,13,15,16,19,29,38,49,59,60,61,62,63,64,65,66,71,86,87,94,95,111,112,113,123,134,135,136,142,149,150,155,157,177,187,195,206,207,208,209,211,215,225,230,235,240,258,264,276,284,285,288,304,320,327,334,340,341,342,343,368,369,370,371,372,388,398,408,412,413,420,423,424,427,428,429,431,432,433,434,435,436,437,438,439,445,454,455,457,471,482,490,498,500,504,511,512,514,515,516,519,520,521,523,524,529,531,537,539,546,548,554,555,558,559,563,565,566,567,568,573,575],dtype_filt:565,dtype_input:565,duck:539,due:[2,4,5,6,16,17,124,156,161,215,361,418,446,484,519,531,537,543,551,553,559],duersch:197,duerschetal2018:197,dummi:[15,539,572],dummy_add:539,dummy_input1:546,dummy_input2:546,dummy_input:546,dump:545,dump_patch:320,duplic:[15,59,66,84,149,150,177,284,320,368,471,504,505,540,554,559],durat:[16,570],dure:[1,2,5,10,12,16,181,183,196,253,259,260,261,277,278,297,298,299,357,363,365,374,498,500,525,528,531,533,534,536,537,538,541,543,546,548,551,553,554,559,561,567,571],dynam:[1,10,11,15,124,156,161,180,183,196,446,521,522,532,537,546,547,567],dynamic_ax:546,dynamic_threshold:547,dzhulgakov:[7,8],e_float16:1,each:[1,2,5,10,12,15,16,17,18,19,23,25,27,28,35,36,38,55,56,57,58,61,68,70,74,75,77,80,81,92,93,96,105,109,110,117,118,119,124,128,129,130,131,133,151,155,156,161,168,169,170,171,172,173,174,177,183,184,188,196,197,212,213,215,222,224,226,227,229,232,233,234,235,240,249,254,257,258,262,264,268,269,270,271,272,273,274,276,277,278,279,280,282,283,284,285,288,289,290,295,297,298,299,300,301,302,303,304,305,306,308,312,313,320,323,324,325,326,327,328,333,334,336,349,350,352,357,360,366,367,368,369,374,398,399,401,407,409,419,422,423,426,430,438,442,443,446,447,449,450,452,461,465,472,477,478,482,483,485,495,504,505,507,508,509,517,521,528,529,531,532,533,534,535,536,537,538,539,540,541,542,543,544,546,547,548,549,551,552,553,554,556,558,559,567,568,570,571,572,573,574],eager:[460,549],eagerli:12,earli:[279,280,518,569],earlier:[1,2,540,541,544,546],earliest:538,eas:[2,536,539],easi:[15,519,534,540,541,542,546,548,551,552],easier:[6,15,48,346,519,521,534,535,539],easili:[6,9,16,327,531,544,547,550,551,553,558],ecosystem:541,edg:[2,531,552,565,573],edgeitem:461,edit:557,edouard:249,edu:264,edward:[7,8],effect:[1,6,10,15,177,249,264,271,272,273,278,279,280,284,320,368,370,374,375,384,517,519,525,531,533,537,547,548,555,558,559,564,565,573],effici:[2,9,15,17,76,185,197,249,279,280,283,332,525,534,538,539,548,551,552,554,556,557,559,560,571],effort:551,eig:[9,520,559],eigenpair:197,eigenproblem:197,eigensolv:197,eigenvalu:[109,197,223,417,485],eigenvector:[109,197,485,520,559],eight:[517,524,526],einstein:110,einsum:[520,546],either:[2,10,12,15,16,17,19,73,132,171,175,177,196,247,248,251,252,255,256,257,258,269,270,272,273,274,276,284,295,300,301,303,312,313,315,316,320,323,324,325,327,333,334,336,349,350,366,368,370,371,372,374,390,422,424,441,479,514,517,519,521,523,529,531,532,535,537,539,540,541,542,543,546,547,548,551,552,553,557,559,564,565,566,567,570,575],elaps:12,elapsed_tim:[12,537],elapsed_time_m:537,elast:551,eleg:542,elem:520,element:[2,15,16,17,19,23,25,26,27,29,30,34,37,45,46,48,50,51,52,53,54,60,67,69,75,81,84,87,88,89,92,93,94,95,96,99,101,102,105,109,113,115,116,117,118,119,120,122,124,130,132,133,137,138,139,148,151,152,155,156,161,165,168,169,170,171,172,173,174,175,187,188,189,190,195,198,199,201,204,206,207,208,209,210,211,213,214,215,224,225,226,227,229,230,234,235,238,240,242,243,253,254,257,258,259,260,261,263,264,268,269,270,271,272,273,274,276,278,279,280,281,283,285,288,289,291,292,293,294,295,300,301,304,305,306,307,310,312,313,314,315,316,321,323,324,325,326,327,328,330,332,333,334,336,337,338,339,345,347,348,349,350,351,353,354,356,357,358,359,360,361,366,367,369,398,399,401,402,407,409,411,418,419,420,422,423,425,426,430,440,441,443,444,446,447,449,450,461,463,464,465,466,467,470,471,473,474,477,478,482,487,488,489,492,493,495,496,497,498,499,500,502,504,505,508,509,514,529,531,532,535,536,544,546,547,549,554,555,556,557,558,559,560,565,568,572,573],element_s:[520,528,555,559],elementari:140,elementwis:[12,34,131,245,297,298,299,355,507,531],elementwise_affin:[306,565],eleph:571,elf:540,elif:521,elig:553,elimin:[16,504,505,559],ell:[257,258,295,300,301,312,327,367],ell_c:258,ellips:110,ellipsi:[110,522,529],ellipsis_idx:520,elman:[334,336,566],els:[6,10,15,16,17,61,182,185,288,304,334,519,521,522,523,527,531,537,539,547,555,559,568,573],elsewher:[115,123,139,148,169,170,171,174,190,214,242,517],elu:[520,546,549],elu_:[520,531],ema_avg:547,ema_model:547,embed:[11,249,274,283,295,326,367,520,536,546,548,551,558],embed_dim:326,embed_dim_to_check:520,embedding_bag:520,embedding_dim:[282,283,531],embedding_matrix:531,embedding_renorm_:520,embedding_sum:283,embeddingbag:[456,531,546],emerg:545,emit:[2,10,183,550,568],emit_nvtx:[2,4],emnist:569,empir:337,emploi:547,employe:7,empti:[1,16,60,61,73,109,112,113,191,206,207,208,209,238,257,258,276,283,327,374,413,471,485,490,516,519,520,521,523,525,528,529,531,532,535,537,546,554,559,560,568],empty_cach:[12,537],empty_lik:[520,523,528,546],empty_meta:520,empty_quant:520,empty_strid:[520,523],emptydatastructur:521,emul:[522,539,567],enabl:[1,2,3,13,15,16,114,288,304,334,335,374,379,380,381,382,383,384,385,386,457,458,461,525,533,535,536,537,541,543,545,546,547,550,551,552,559,560],enable_grad:[2,523,560],enable_onnx_check:546,enable_tim:[12,537],enablerecordfunct:541,encapsul:[20,551],encod:[16,196,257,258,361,362,363,364,365,519,522,539,544,552,570],encode_jpeg:570,encode_png:570,encoder_lay:[364,365],encount:[16,282,374,519,523,531,536],encourag:7,end:[1,6,7,12,15,16,38,59,81,102,151,152,175,191,195,197,210,211,213,241,256,257,258,274,281,288,289,291,292,293,294,295,300,301,304,305,307,312,315,316,322,327,328,331,337,349,355,360,367,438,461,504,505,514,519,520,521,527,531,533,534,538,540,545,547,548,551,559,567,570],end_dim:[126,284,520,559],end_ev:[12,537],end_pt:570,endl:541,endpoint:573,enforc:[14,177,284,304,320,334,368,557],enforce_sort:[399,400,401],engin:[2,9,11,429,534,538,539,548,551,552,559],enhanc:573,enough:[182,235,367,471,521,527,534,539,547,556,573],enqueu:[12,537,552],ensur:[1,2,4,6,7,15,16,253,314,323,324,326,361,374,460,517,519,521,526,527,533,534,537,539,542,543,546,548,552,559,567,571],ensure_tensor:539,enter:[1,16],entir:[5,6,10,15,279,280,297,298,299,306,383,385,405,531,534,539,540,541,548,551,553,573],entiti:568,entranc:6,entri:[1,2,16,17,102,110,128,129,158,326,383,384,392,471,519,522,534,538,539,547,554,558,567,568],entropi:[1,17,257,324,531],entrypoint:527,entrypoint_nam:517,enum_fn:521,enumer:[15,17,177,284,320,322,331,368,520,521,533,537,545,547,558],enumerate_support:17,env:[16,17,551],envelop:175,environ:[6,10,11,14,17,183,304,334,456,517,519,534,536,537,543,545,551,571],environment:12,epoch:[15,533,547,558],eps:[2,210,223,245,259,260,261,275,290,297,298,299,306,329,333,357,366,403,520,531,539,547,562,565,575],epsilon:[38,210,223,259,260,261,275,290,297,298,299,306,357,403,520,531,547],epub:197,eq_:[520,559],equal:[1,12,16,17,34,35,36,59,66,75,76,81,86,101,115,130,139,149,150,152,165,168,190,215,216,242,246,247,248,250,251,252,257,258,264,269,270,272,273,277,285,286,288,304,325,333,334,369,374,399,402,472,479,514,520,522,528,529,531,534,535,547,549,558,559,565,567],equal_nan:[34,168,520,559],equat:[9,79,110,149,257,469,496,520,534,573],equival:[5,15,17,19,72,74,84,100,108,112,113,128,129,131,136,153,161,176,177,181,183,184,187,249,259,260,261,268,269,270,271,272,273,282,283,284,290,297,298,299,306,320,349,357,368,369,371,374,413,429,432,436,441,446,486,490,505,513,516,519,521,524,531,546,556,559,565,571],eras:573,erf:[119,520,528,546,559],erf_:[520,528,559],erfc:[520,528,559],erfc_:[520,528,559],erfinv:[1,520,528,559],erfinv_:[520,528,559],errno:545,error:[1,2,5,6,10,12,15,16,17,20,38,117,118,119,179,195,196,211,215,235,238,257,258,287,301,312,347,349,374,475,479,519,521,527,528,529,531,533,534,537,539,543,546,548,549,551,559,567,571,573],especi:[7,9,15,16,48,69,113,521,531,534,539,544,546,551,559],essenti:[15,16,529,545],establish:534,estim:[15,17,161,175,259,260,261,290,297,298,299,306,357,477,478,495,508,509,547],eta:547,eta_:547,eta_min:547,eta_t:547,etaminu:547,etapli:547,etc:[2,9,15,16,17,175,177,284,320,368,443,517,521,539,540,542,546,547,549,551,558,560,573],eth0:16,eth1:16,eth2:16,eth3:16,ethernet:16,euclidean:[74,531],eval:[177,183,259,260,261,284,297,298,299,320,357,368,525,546,548,571],evalu:[4,17,177,249,253,259,260,261,278,284,290,297,298,299,306,320,333,337,357,368,429,522,531,534,539,547,549,567,568,571],even:[2,15,16,19,161,165,227,277,374,406,483,511,519,531,534,537,539,540,542,543,544,553,556,559],evenli:[15,35,36,195,211],event:[2,17,183,184,202,527,537,558],event_dim:17,event_file_writ:558,event_nam:541,event_shap:17,eventfilewrit:558,eventlist:2,eventu:[2,6],ever:519,everi:[2,15,16,17,177,253,278,279,280,284,314,320,351,353,368,374,403,405,406,505,531,533,534,537,538,539,546,547,551,552,553,555,558,559,565,567,568,570,571,572],everyon:6,everyth:[6,15,17,519,527],everywher:[479,531],evid:6,evolv:[538,546],exact:[2,19,45,46,47,227,272,374,532,538,542,554,559,570,572],exactli:[2,10,12,16,17,110,175,177,283,284,285,320,368,528,531,534,537,538,539,546,568,572,573],examin:546,exampl:[1,2,5,6,10,12,15,16,17,19,20,22,23,25,26,27,28,29,30,31,32,33,34,35,36,37,38,45,46,47,48,49,50,51,52,53,54,55,56,57,58,60,61,62,63,64,65,67,68,69,70,71,72,73,74,75,76,77,78,79,81,84,86,87,88,89,90,91,92,93,94,95,96,98,99,100,101,102,103,104,105,107,108,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,126,127,128,129,130,131,132,133,134,135,137,138,139,142,148,151,152,153,154,155,156,157,158,160,161,165,168,169,170,171,172,173,174,175,177,178,179,180,181,182,183,184,185,186,188,189,190,191,194,195,196,198,199,200,201,202,204,205,206,207,208,209,210,211,212,213,214,215,216,217,219,220,221,222,223,224,225,226,227,229,230,231,232,233,234,235,237,238,239,240,241,242,243,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,296,297,298,299,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,326,327,328,329,330,331,332,333,334,336,337,338,339,340,341,342,343,344,345,346,347,348,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,387,388,389,390,391,392,393,394,395,396,397,400,401,402,403,405,406,407,408,409,411,412,413,416,418,419,420,421,422,423,424,425,426,427,428,429,430,431,433,435,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,454,455,457,458,463,464,465,466,467,468,469,470,471,472,473,474,475,477,478,480,482,483,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,521,522,524,526,528,529,531,532,534,535,536,537,539,540,541,542,543,544,545,547,548,551,553,554,556,557,558,559,560,562,563,565,566,567,568,570,571,572,573,574],example_forward_input:[183,184],example_input:183,example_method2_input:184,example_output:546,example_weight:[183,184],exce:202,except:[2,5,6,12,16,17,20,26,35,36,54,73,180,185,188,196,212,224,226,227,229,232,240,288,304,334,349,370,398,403,423,426,443,477,478,482,495,508,509,518,519,521,522,523,527,531,537,539,545,546,551,553,554,556,559,569,571,573],exchang:[16,100],exclud:[375,497,498,499,500,531,552,568],exclus:[15,16,17,374,433,434,437,534],execut:[1,2,4,5,6,10,11,12,15,16,20,178,183,184,196,277,374,459,519,521,522,525,533,534,535,536,540,541,542,543,545,546,548,551,552],exist:[2,6,7,10,15,16,17,48,183,197,239,321,330,418,517,519,527,528,534,535,539,541,546,551,553,557,559,568,570],exit:[1,2,4,374,527,542,546,553],exp1:558,exp2:[520,558],exp2_:520,exp:[1,2,17,204,212,221,258,263,276,281,310,311,324,333,345,348,350,351,353,354,358,422,479,520,528,531,546,559],exp_:[520,528,559],exp_add:2,exp_famili:17,exp_rang:547,exp_reduc:2,expand:[2,7,17,48,368,517,520,528,529,535,546,549,557,559,573],expand_a:[160,520,539,546,557,559],expans:573,expect:[2,6,15,16,19,158,175,183,184,227,259,260,261,276,288,289,290,297,298,299,300,304,305,306,327,334,336,351,357,361,363,365,370,399,486,511,517,518,523,531,534,538,540,547,558,568,569,571,572,573],expens:[4,15,17,541,551,559],experi:[9,347,374,531,539,558,571],experiment:[16,374,519,521,528,529,543,545],expert:7,explain:[11,517,533,537],explan:539,explicilti:521,explicit:[1,140,167,491,522,528,531,533,537,539,546,549,557],explicitli:[1,12,16,100,102,233,479,519,521,522,531,537,539,541,544,546,547,548,549,550,551,554,570],explitili:521,explod:349,explor:517,expm1:[1,520,528,559],expm1_:[520,528,559],expon:[17,249,309,422,520,531,556,559],exponenti:[120,121,122,202,203,204,212,221,263,547,559,560],exponential_:[520,528,559,560],exponential_average_factor:520,exponentiallr:547,export_chrome_trac:2,export_param:546,export_raw_ir:546,export_to_pretty_str:546,expos:[1,2,16,20,537,541,551],express:[9,110,124,156,479,522,525,534,539,559],exptransform:17,ext:[517,526,568],ext_modul:10,extend:[2,17,322,331,518,541,542,546],extens:[10,16,17,196,197,451,533,544,551,568,574],extension_kernel:10,extent:536,extern:[183,536,545],external_data_format:546,extra:[6,15,16,177,180,181,196,320,327,426,479,483,485,521,529,534,536,538,539,540,541,568,572],extra_block:572,extra_cflag:10,extra_compile_arg:[10,545],extra_cuda_cflag:10,extra_fil:[180,181],extra_include_path:10,extra_ldflag:10,extra_repr:[177,320,539],extract:[282,285,369,531,551,568],extrafilesmap:541,extrafpnblock:572,extrem:[4,374],extrema:531,extrud:540,eye:[17,78,160,221,223,425,520,523,539,546],eye_:[523,532],eyes:6,ezyang:[7,8,557],f_add:565,f_float16:1,f_float32:1,f_t:304,fab:520,face:[539,558],facebook:7,faces_tensor:558,facil:[196,527],facilit:[17,100,517,519,543],fact:[2,59,66,149,150,519,539,552,559],factor:[1,17,31,32,33,58,77,78,79,213,215,216,217,278,309,332,414,415,425,469,531,532,533,547,548,567,570,572,573],factori:[2,9,17,520,529,537,567],fail:[2,6,12,16,17,161,180,181,195,196,197,211,215,523,527,539,542,545,546,551],failur:[2,7,16,17,177,183,184,284,320,368,527,551,553],fake:[548,562,564,567,568],fake_qu:548,fake_quant_en:567,fake_quantize_per_channel_affin:520,fake_quantize_per_tensor_affin:520,fakedata:569,fakequant:[548,549,562,564,567],fall:[6,196,349,531,546],fallback:[10,16,533,546],fals:[1,2,5,10,12,15,16,17,34,35,36,38,45,46,47,59,62,64,65,66,68,70,71,77,78,79,84,109,111,112,113,115,116,123,124,135,136,137,139,148,149,150,156,161,165,168,169,170,171,172,173,174,175,177,179,183,184,185,187,188,190,195,206,207,208,209,211,212,214,215,219,223,224,226,227,229,232,235,239,240,242,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,274,276,278,279,280,281,282,283,284,286,288,289,290,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,312,313,314,315,316,320,323,324,325,326,327,329,333,334,335,336,337,338,339,345,347,349,350,357,360,361,366,367,368,370,374,390,399,400,401,402,406,407,408,412,413,415,423,425,426,429,431,432,433,434,435,436,437,438,446,451,452,456,457,458,461,465,470,471,477,478,479,482,483,485,490,492,496,507,508,509,514,515,516,517,519,520,521,524,525,526,527,529,531,533,534,537,539,540,543,546,547,550,551,555,557,558,559,560,562,565,567,568,570,571,572,573,574],famili:17,familiar:[11,12,519,534,552,553],fan:532,fan_in:532,fan_out:532,fang:8,faq:[15,277,401,518],far:531,fashion:[6,16,202,388,519,559,569,572],fashionmnist:568,fast:[6,15,297,298,299,349,429,536,537,539,547,551,556,557,572],fast_forward:429,faster:[1,2,9,15,68,110,197,335,351,374,525,531,534,537,548,569],faster_rcnn:571,fasterrcnn_resnet50_fpn:571,fastest:[3,374,407,543],fatal:[527,542],favor:[12,294,371,372,531,549,565,573],fbgemm:548,fbgemm_linear_fp16_weight:520,fbgemm_linear_fp16_weight_fp32_activ:520,fbgemm_linear_int8_weight:520,fbgemm_linear_int8_weight_fp32_activ:520,fbgemm_linear_quantize_weight:520,fbgemm_pack_gemm_matrix_fp16:520,fbgemm_pack_quantized_matrix:520,fcn:[571,572],fcn_resnet101:571,fcn_resnet50:571,fcntl:16,feat0:572,feat1:572,feat2:572,feat3:572,featmap_nam:572,featur:[7,9,11,16,20,182,246,247,248,249,250,251,252,273,278,279,280,286,288,289,304,305,326,334,336,352,361,363,365,366,367,368,374,417,456,518,519,521,522,529,531,539,540,543,546,551,558,565,569,572],feature_alpha_dropout:520,feature_alpha_dropout_:520,feature_dropout:520,feature_dropout_:520,feature_pyramid_network:572,featurealphadropout:531,featuredropout:546,featurepyramidnetwork:572,fed:558,fedyunin:8,feed:[519,540],feedback:[6,518,569],feedforward:[361,363,365,532],feel:6,feng:8,fep:197,fetch:[15,379,380,381,382,383,384,385,386,551],few:[2,6,374,517,534,540,545,557,559,560],fewer:[17,35,36,188,212,224,226,227,229,232,240,423,452,477,478,482,508,509,535,544,554,559,571],ffi:545,ffmpeg:569,fft:[9,156,161,446,518,520,537,559],fft_fft:520,fft_fftn:520,fft_hfft:520,fft_ifft:520,fft_ifftn:520,fft_ihfft:520,fft_irfft:520,fft_irfftn:520,fft_rfft:520,fft_rfftn:520,fft_size:175,fftn:[19,124],field:[2,6,16,177,249,257,258,274,276,284,295,300,301,312,313,320,323,324,325,327,333,349,350,366,368,398,531,534,538,542,546,547,552,570,571],figur:[6,536,538,546,553,558],file:[1,2,6,7,9,10,12,15,180,181,196,451,517,519,522,523,526,528,529,539,541,543,544,545,546,552,555,558,568,570,574],file_nam:[16,517,526],filenam:[10,176,180,181,517,520,526,555,558,570,574],filename_suffix:558,fileno:546,filestor:16,filesystem:[16,517],fill:[16,61,100,111,113,135,136,215,283,361,412,413,431,432,433,434,435,436,515,516,529,531,532,537,539,544,559,573],fill_:[177,191,284,320,368,442,520,528,555,559],fill_diagonal_:[520,559],fill_row_zero:519,fill_valu:[135,136,264,520,537,559],fillcolor:573,filter:[175,187,268,269,270,271,272,273,479,531,559,565,573],final_div_factor:547,financi:7,find:[2,6,7,10,16,188,197,271,272,273,417,452,484,517,525,527,529,534,536,537,538,539,540,542,543,546,551,556,558],find_unused_paramet:[374,538],fine:[10,16,183,374,517,527,534,539,547,567,568,569,573],finetun:[177,284,320,368,534],finfo:245,finish:[16,20,537,538,545,551,553],finit:[2,4,17,168,169,235,257,539],fire:[538,541,571],first:[2,4,5,6,7,10,12,15,16,17,27,28,31,33,34,45,46,48,53,58,62,64,65,68,69,70,91,100,102,109,113,115,124,126,139,148,153,154,155,156,161,168,180,187,190,196,197,213,214,220,224,227,229,231,234,235,242,245,249,255,256,262,269,270,272,273,282,283,284,288,303,304,313,315,316,334,374,388,398,417,425,446,447,448,452,471,491,494,498,500,505,507,510,513,517,519,521,526,527,528,531,533,534,537,539,540,542,543,544,545,546,547,552,553,554,558,559,567,568,570,572,573],first_kei:16,first_valu:16,fisher:17,fit:[175,443,547,551,559],five:[1,544],five_crop:573,fivecrop:573,fix:[15,17,110,282,283,374,519,520,531,533,540,542,545,546,547,559,568,571,573],fix_:[520,559],flag:[2,10,12,16,59,66,68,77,149,150,163,217,374,446,458,518,519,527,531,534,537,543,546,558,559,569,573],flat:[443,546],flat_img:529,flatten:[45,46,101,369,426,443,447,504,505,520,524,528,529,532,546,549,557,559,573],flatten_paramet:335,flexibl:539,flickr30k:568,flickr8k:568,flickr:569,flip:[128,129,520,559,573],fliplr:[520,559],flipud:[520,559],float16:[13,134,164,177,284,288,304,320,334,368,533,549,556,559,567,575],float16_dynamic_qconfig:549,float32:[15,86,134,142,155,164,245,258,370,371,372,420,424,429,445,454,455,471,511,531,533,537,546,556,559,565,573,575],float64:[1,9,86,134,142,164,177,284,320,368,420,427,454,455,457,471,490,511,514,524,556,559,573,575],float_float:520,float_int:520,float_tensor:556,floatfunct:[548,549],floatstorag:555,floattensor:[1,2,16,27,28,29,30,31,32,33,58,81,142,234,282,283,323,326,361,455,554,556,559,571,573],floor:[105,131,181,254,255,256,302,303,314,315,316,479,520,528,531,544,546,559,565],floor_:[520,528,559],floor_divid:[105,520,546,559],floor_divide_:[520,559],flow:[1,83,183,519,531,534,539,544,546,553],fluent:570,flush:[1,2,12,181,451,457,558],flush_sec:558,fly:[15,379,380,381,382,383,384,385,386,534,568],fmassa:8,fmod:[441,520,559],fmod_:[520,559],focu:547,focus:521,fold:[369,484,520,525,546,549,568],fold_param:[285,369],folder:[6,10,15,517,558,568],folk:6,follow:[1,2,6,7,9,11,12,13,14,15,16,17,70,109,110,117,118,124,156,161,177,197,220,249,258,264,283,284,285,288,304,320,334,368,369,374,408,417,446,452,456,471,479,495,517,519,520,521,522,523,524,525,526,527,528,529,531,532,533,534,535,536,537,540,542,544,545,546,547,548,549,551,552,553,554,556,557,559,565,567,568,570,571,573,575],followup:553,foo:[10,180,181,182,183,517,519,521,546,567],foo_build:567,foo_forward:546,foo_instance1:567,foo_instance2:567,foo_namespac:546,foomodel:546,foomodul:546,footprint:547,foral:559,forc:[1,2,10,12,178,186,456,517,519,533,537,558],force_reload:517,force_stop:197,forev:[527,538],forg:[545,546],forget:[304,521],forgotten:545,fork:[15,186,374,536,540,541,542,545,550,551,553,571],fork_rng:550,forkid:553,forkingpickl:545,forkserv:[374,527,542],form:[2,6,7,9,15,16,17,19,77,100,109,247,248,251,252,264,286,288,304,334,369,370,415,491,517,519,522,531,534,539,546,547,548,558,565,567],formal:[70,452,529],format:[2,13,83,111,112,136,161,177,264,283,284,288,304,320,334,368,374,399,401,413,432,434,436,446,451,471,516,517,519,522,539,544,548,552,554,556,558,559,568,570,571,572,573,574],former:320,formul:[263,281,291,311,354,355,531],formula:[2,17,22,59,66,110,149,150,191,218,333,428,531,539,547,550,565],forth:[507,517,547,573],fortun:540,forum:[6,7,540,542],forward:[1,2,5,10,19,177,179,181,182,183,184,185,253,257,277,278,279,280,283,284,288,304,317,318,319,320,321,322,326,327,330,331,334,361,362,363,364,365,368,374,379,380,381,382,383,384,385,386,395,403,405,429,483,519,521,525,527,529,531,532,533,534,536,537,538,539,540,541,544,546,547,548,551,554,565,567,573],forward_hook:567,forward_pre_hook:[390,567],found:[1,11,70,91,92,93,188,224,227,229,232,253,263,345,452,519,533,539,542,546,548,558,571],four:[539,551,553,573],fourier:[19,124,156,161,175,446,479],fp16:374,fp32:[97,374,537,548,564,565,567],fparam:197,fpn:[571,572],fps:[558,570],frac:[17,29,38,59,66,103,105,117,118,124,131,149,150,155,156,187,195,210,211,238,249,254,255,256,257,258,259,260,261,262,268,269,270,271,272,273,276,278,285,288,289,290,297,298,299,302,303,304,305,306,308,309,310,311,314,315,316,323,324,325,327,334,336,337,348,349,350,351,353,354,356,357,358,369,421,438,440,446,450,463,479,520,528,531,532,534,547,559,565,573],frac_:[520,528,559],fraction:[15,133,271,272,273,286,382,383,385,386,388,391,392,393,394,532,570,573],fractional_max_pool2d:520,fractional_max_pool2d_with_indic:520,fractional_max_pool3d:520,fractional_max_pool3d_with_indic:520,fractionalmaxpool2d:456,fractionalmaxpool3d:456,fragment:12,frame:[175,479,540,558,568,570,571],frame_r:568,frames_per_clip:568,framework:[6,7,17,20,374,461,518,546,547,552,553,569],francisco:8,frank:17,free:[2,6,16,17,178,183,197,525,532,534,540,542,545],freed:[2,12,527,537,551,559],freedom:17,freez:[177,282,283,284,320,368,534],freeze_bn:562,freeze_modul:525,freeze_support:545,frequenc:[19,61,161,249,282,283,479,531,547],frequent:[9,249,518,544],fresh:517,frexp:520,friendli:546,frisbe:571,fritz:8,fritzo:8,fro:[383,392,408,524,559],frobeniu:[408,524],frobenius_norm:[520,546],from:[1,2,5,6,7,10,11,12,15,16,17,19,20,22,38,49,59,60,66,67,70,71,83,96,134,135,149,150,175,177,179,180,181,195,196,197,211,216,217,235,241,249,253,259,260,261,262,268,269,270,271,272,273,274,277,278,279,280,282,283,284,285,288,289,290,297,298,299,304,305,306,308,320,321,322,326,330,331,334,336,337,357,362,363,367,368,369,374,375,379,380,381,382,383,384,385,386,388,390,395,396,397,398,399,400,401,402,405,409,414,415,417,419,429,430,431,432,433,434,435,436,437,438,443,444,445,448,451,452,456,461,471,479,480,483,484,490,496,498,500,504,505,507,514,519,520,521,523,524,525,526,527,529,530,531,532,537,538,539,540,541,542,543,544,547,548,549,551,552,553,554,556,558,559,560,562,563,564,565,566,567,568,570,571,572,573,574],from_buff:555,from_dlpack:18,from_fil:[520,555],from_float:[564,565,566,567],from_ipc_handl:12,from_numpi:559,from_pretrain:[282,283],front:[197,323,529,559],frontend:11,frozen:[522,534,545,547,571],fulfil:534,full:[2,11,15,16,17,19,59,66,136,149,150,161,197,213,258,264,268,269,270,271,272,273,333,361,446,461,483,484,517,519,520,521,523,529,531,533,537,539,543,546,547,548,549,551,552,557,568],full_lik:[191,520,523,546],fulli:[15,16,317,318,319,534,539,549,570],func:[2,35,36,178,183,184,186,533,539,551,553],func_dict:539,func_nam:551,func_output:2,functioneventavg:2,functool:[539,567],functor:17,fundament:[6,521,551],further:[2,7,10,16,140,249,374,414,415,542,553,558],furthermor:[10,278,528,529,543,548,549],fuse:[525,528,548,549,561,562,563,567,573],fuse_known_modul:567,fuse_modul:[548,549,567],fused_m:567,fuser_func:567,fusion:[183,184,525,548,549,567],fut0:20,fut1:[20,551],fut2:551,fut:[20,536,551],fut_list:20,futur:[2,12,29,33,87,131,141,156,161,178,181,186,195,211,408,438,446,456,479,518,519,520,521,522,525,529,531,536,539,544,546,547,548,551,554,559],fvar:197,fwd:1,fwd_output:533,g_cpu:22,g_cpu_oth:22,g_cuda:22,g_float16:1,g_float32:1,g_t:304,ga100:537,gain:[7,532,573],galleri:6,gamma:[103,194,238,259,260,261,290,297,298,299,306,357,520,547,573],gamma_:238,gan:[177,284,320,368,403],ganem:17,gao:8,gap:[38,438,518,569],garbag:[15,553],gate:[288,289,304,347,531,566],gather:[12,16,520,539,540,541,546,559],gather_list:16,gaussian:[17,287,347,531,573],gaussian_blur:573,gaussianblur:573,gcc:11,gcd:[520,559],gcd_:[520,559],gchanan:[7,8],ge_:[520,559],geeta:8,gelu:[1,347,361,363,365,520,546],gemm:[536,546],gen_non_contig_grad_output:2,gencod:12,gener:[2,6,10,15,16,17,60,140,145,149,159,161,197,218,227,235,285,361,369,370,379,380,381,382,383,384,385,386,403,409,417,419,429,433,434,453,462,484,491,507,518,519,520,521,522,523,525,528,531,532,534,537,539,540,541,545,546,547,550,551,552,554,556,558,559,568,569,571,572],generalized_box_i:572,generalized_i:572,generate_square_subsequent_mask:361,gentl:519,geometr:[507,531,559,560,565],geometri:[124,156,161,446,537],geometric_:[520,559,560],georg:8,geq:[137,139,213,276,307,327,328,337,421,531,532],geqrf:[414,415,520,559],ger:[520,559],gesdd:483,gesvd:483,get:[2,9,10,12,15,16,20,22,28,70,99,142,177,183,282,283,284,302,303,317,318,319,320,368,374,375,399,403,442,452,517,519,527,528,534,537,539,540,541,546,547,551,553,557,558,559,567,568,569,572,573],get_all_sharing_strategi:527,get_arch_list:12,get_backend:16,get_backoff_factor:1,get_context:542,get_debug_st:176,get_default_dtyp:[38,438,556,575],get_default_qat_qconfig:548,get_default_qconfig:548,get_devic:[520,528,554,556,559],get_device_cap:12,get_device_nam:12,get_dir:[517,526],get_gencode_flag:12,get_gradi:[520,551,552],get_growth_factor:1,get_growth_interv:1,get_ignored_funct:539,get_image_backend:569,get_info:[215,559],get_input:546,get_lr:547,get_metadata:570,get_num_interop_thread:536,get_num_thread:536,get_observer_dict:[549,567],get_overridable_funct:539,get_param:573,get_rank:16,get_rng_stat:[12,550],get_rng_state_al:12,get_scal:[1,533],get_sharing_strategi:527,get_stat:22,get_testing_overrid:539,get_worker_info:[15,551],get_world_s:16,getattr:[520,551],getenv:541,getsourc:541,gil:[15,16,534,537,551],gimelshein:8,giraff:571,girshick:349,github:[6,7,16,361,517,523,539,543,546,547,548],give:[1,2,4,6,9,15,19,110,300,325,369,370,407,425,479,517,519,527,529,534,537,539,546,547,568,573],given:[1,2,6,7,10,12,15,16,17,19,20,35,36,37,38,47,60,63,69,72,73,79,80,84,87,90,91,97,99,110,127,154,161,177,180,183,184,188,191,197,204,206,207,208,209,212,213,224,226,227,229,232,238,240,249,257,258,264,274,276,277,282,283,284,286,288,295,300,304,313,317,318,319,320,322,324,325,326,327,331,334,349,352,366,367,368,370,371,372,374,398,403,405,408,409,415,419,423,427,428,438,443,447,456,470,471,472,475,482,484,487,491,492,494,503,508,509,517,518,519,524,526,527,529,531,532,533,534,536,538,539,541,543,544,546,547,551,552,554,558,559,565,567,568,569,572,573,574],glass:571,global:[5,15,16,17,38,59,66,111,113,123,135,149,150,163,178,183,187,195,211,374,384,388,412,431,433,435,438,515,519,522,533,539,541,542,543,548,551,552,553,558,571],global_step:558,globalcontext:545,gloo:[16,374,538,551],gloo_socket_ifnam:16,glorot:532,glove:571,glu:[520,546],gmm:17,goal:[534,553],goe:[253,540],going:[2,6,16,197,527,534,536,541,545,558,559],gomez:[361,363,365],good:[6,10,22,328,517,527,539,541],got:539,gotten:534,govern:[6,518],gpu1:[177,284,320,368],gpu:[1,2,3,4,6,12,13,15,177,196,213,227,249,277,284,288,304,320,334,335,357,368,374,398,483,518,519,537,543,545,547,551,555,559,560,571,572],gpu_model:519,gpudirect:16,grace:551,grad0:538,grad1:538,grad:[1,2,5,9,17,114,177,197,284,320,368,374,456,458,519,520,528,529,533,534,538,539,542,547,551,552,554,559],grad_bia:539,grad_fn:[2,534,544,554,559],grad_input:[177,284,320,368,539,545],grad_loss:529,grad_mod:520,grad_norm:533,grad_out:520,grad_output:[2,177,284,320,368,520,534,539,545],grad_param:533,grad_tensor:[2,520],grad_vari:2,grad_weight:539,gradcheck:[2,161,539],gradgradcheck:[2,539],gradient:[5,9,15,16,17,35,36,83,114,137,177,197,224,227,229,257,264,271,272,273,276,277,282,283,284,302,303,320,327,349,368,374,375,376,377,406,458,483,485,519,520,529,531,534,538,539,540,547,551,552,554,559],gradient_as_bucket_view:374,gradscal:[1,533],graham:286,grai:573,grain:[16,534,567,569,573],grangier:249,grant:7,granular:533,graph:[2,5,17,49,177,178,182,183,374,525,530,533,538,539,546,549,551,552,553,558,559,567],graphexecutorst:176,graphic:545,graphroot:2,graphtask:534,grave:[249,264],grayscal:[558,570,573],great:[6,534],greater:[4,16,75,76,139,148,238,257,366,403,456,520,531,534,543,546,549,559,572],greater_:[520,559],greater_equ:[520,559],greater_equal_:[520,559],greater_than:17,greater_than_eq:17,greaterthan:17,greaterthaneq:17,greatest:138,greatli:10,greedili:529,green:521,greg:[7,8],gregori:8,grep:540,grid:[520,531,537,558,572,574],grid_sampl:520,grid_sampler_2d:520,grid_sampler_3d:520,griffin:175,gross:[7,8],ground:[6,558,571],group:[2,7,15,268,269,270,271,272,273,290,357,374,505,517,520,527,531,532,538,546,547,558,559,562,563,564,565,572],group_by_input_shap:2,group_by_stack_n:2,group_nam:16,group_norm:[1,520,546],groupnorm:549,grow:[6,554],growth:1,growth_factor:1,growth_interv:1,gru:[289,520,537,549,566],gru_cel:520,grucel:[1,548,549],gt_:[520,559],gtcoars:568,gtfine:568,guanheng:8,guarante:[2,5,15,16,17,277,374,534,536,543,547,551,553,572],guard:542,guess:15,guid:[2,15,182,518],guidanc:[6,11],guidelin:[7,388,571],gumbel:531,gumbel_softmax:520,gunnar:[417,484],guoliang:8,h_0:[288,304,305,334],h_1:305,h_i:352,h_n:[288,304,334],h_t:[288,304,334],hack:6,had:[6,183,534],hadamard:[288,289,304,305],haidar:8,hair:571,half:[1,2,17,19,124,156,161,177,268,269,270,271,272,273,284,286,320,368,446,479,528,531,547,555,556,559],half_cauchi:17,half_norm:17,half_open_interv:17,halfopeninterv:17,halftensor:[556,559],halko:[417,484],ham:[74,149,531],hamiltonian:17,hamming_window:[520,523],hand:[2,4,16,104,110,253,456,496,519,521,534,544,546],handbag:571,handi:[534,537],handl:[1,2,5,9,10,12,15,16,177,277,284,320,367,368,374,379,380,381,382,383,384,385,386,484,510,517,527,529,531,537,539,540,542,546,548,551,553,559,568],handled_funct:539,handler:[384,541],hang:[374,538],hann:150,hann_window:[149,479,520,523],happen:[2,6,7,16,17,357,374,518,527,534,538,539,540,542,545,546,547,548,557,559,567,569],happi:6,hard:[2,6,197,291,519,520,521,531,534,546],harden:551,harder:[268,269,270,271,272,273,285,315,316,369],hardshrink:[520,559],hardsigmoid:[520,549],hardsigmoid_:520,hardswish:[520,549],hardswish_:520,hardtanh:[520,525,546,549],hardtanh_:[520,531],hardwar:[456,543,548],has:[1,2,5,6,7,9,11,12,13,15,16,17,20,22,35,36,45,46,49,60,74,77,87,100,102,114,132,158,175,177,180,181,182,183,188,196,205,212,213,215,224,226,227,229,232,239,240,257,258,259,260,261,268,269,270,271,272,273,276,277,278,283,284,285,286,288,290,297,298,299,300,304,306,314,315,316,320,324,325,327,328,334,351,357,368,369,370,374,379,383,385,388,398,399,407,408,409,423,426,441,443,451,452,465,468,475,477,478,482,508,509,519,521,524,527,528,529,531,533,534,535,536,537,538,539,541,542,544,545,546,547,549,550,551,552,553,554,555,556,558,559,560,565,567,568,571,573],has_bias:520,has_enumerate_support:17,has_nam:528,has_rsampl:17,hasattr:[520,539],hash:[517,520,526],hash_prefix:517,hashmap:16,hashstor:16,hasn:547,hat:[259,260,261,297,298,299,357],have:[1,2,5,6,7,9,12,15,16,17,19,22,35,36,59,60,66,73,74,91,98,108,116,124,137,138,149,150,158,176,177,178,180,182,183,184,188,189,196,205,207,212,213,224,226,227,229,232,235,240,249,253,257,268,269,270,271,272,273,276,277,282,283,284,286,294,297,298,299,306,313,320,323,324,325,326,327,367,368,374,375,376,377,401,406,408,423,426,429,456,468,477,478,479,482,485,490,508,509,511,513,517,519,520,521,523,525,527,528,529,531,532,533,534,535,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,556,557,558,559,567,568,571,572,573],hdr:8,head:[249,326,361,363,365,572],head_1:326,head_bia:249,head_h:326,head_i:326,header:[2,10,545],health:7,healthi:[6,7],heard:552,heart:15,heavi:[2,16,534,545],heavili:[4,536,539,547],heavisid:[520,559],heaviside_:520,hei:6,height:[255,256,269,270,272,273,303,315,316,327,352,370,529,531,546,565,568,572,573],held:[12,20,533],hello:521,help:[1,2,4,6,7,9,12,15,16,177,187,279,280,284,320,368,517,528,529,533,534,535,537,538,546,551,552,560],helper:[1,5,16,357,517,521,537,538,546,548,551,567],henc:[60,317,318,319,370,471,537,538,546,551,553,568],here:[1,2,6,7,11,15,16,17,19,182,259,260,261,297,298,299,328,346,357,429,483,517,519,521,523,528,529,531,533,534,537,539,540,541,545,546,547,548,557,558,559,568,571,574],hermitian:19,hessian:[2,532],heterogen:521,heurist:[10,15,572],hex:520,hfft:19,hflip:573,hidden:[5,288,289,304,305,334,336,375,537,558],hidden_s:[288,289,304,305,334,335,336,520,566],hierarch:558,hierarchi:[522,539,548,549,567],high:[4,6,11,12,17,264,433,434,520,527,547,548,551,558,559,568,570],higher:[6,16,152,276,313,327,484,539,541,548,551,556,559,572],highest:[249,433,434],highli:[7,249,374,517,546],highlight:564,hing:[323,325],hinge_embedding_loss:[1,520],hingeembeddingloss:531,hint:[519,521],hinton:547,his:547,histc:[456,520,559],histogram:[152,549,558,567],histogramobserv:[549,567],histor:[12,29,536,544],histori:[2,539,540,547,552],history_s:547,hit:[5,374,517],hmc:17,hmdb51:569,hogwild:534,hoist:525,hoist_conv_packed_param:525,hold:[2,16,20,197,285,321,322,330,331,369,384,398,471,535,539,540,541,542,547,551,552,553,556,558,559,573],holist:6,holomorph:[9,534],homomorph:534,hong:8,hood:[2,527,538,542,553],hook:[2,177,277,284,320,368,374,379,380,381,382,383,384,385,386,395,403,405,538,541,559,565],hop:[175,479],hop_length:[175,479,520,559],horizont:[153,573],hors:571,host:[15,16,177,284,320,368,374,407,537,552,555,559],host_nam:16,hostnam:16,hot:[17,531,571],houseroad:8,how:[2,5,6,7,11,15,16,124,156,161,181,196,285,320,369,370,374,398,446,519,521,526,527,528,529,530,531,533,536,538,539,540,542,543,544,546,551,552,553,558,565,567,571,573],howev:[1,4,5,6,7,9,11,12,15,16,17,100,102,156,178,181,196,197,215,257,271,272,273,277,282,283,374,398,418,518,521,531,533,534,537,539,542,543,544,545,546,547,551,553,554,559,568,569],hparam:558,hparam_dict:558,hparam_domain_discret:558,hpp:538,hspmm:[520,554],hstack:520,hsv:573,html:[2,4,6,11,367,456,543,547,558,564,565,566],http:[2,4,6,11,16,17,110,197,264,337,338,361,367,405,417,456,517,522,526,534,543,545,546,547,548,558,562,564,565,566,571,573],hua:8,hub:[518,526],hub_dir:[517,526],hubconf:517,huber:349,hue:573,hue_factor:573,huge:484,human:[0,12,532,546],hundr:[533,541],hurt:538,hvp:2,hwc:558,hxw:520,hybrid:554,hydrant:571,hyper:[521,558],hyperbol:[26,51,54,89,467,489],hyperparamet:558,hypot:[520,559],hypot_:[520,559],hypotenus:154,i0_:[520,559],i_0:[155,187,491],i_1:19,i_d:491,i_n:[19,491],i_t:304,icdf:17,icml_2006:264,idea:[6,249,537,541,552],ideal:[183,529],idempot:553,ident:[2,10,15,16,17,100,156,161,197,222,253,278,514,522,531,532,543,554,559,567,568,573],identifi:[6,16,196,357,522,527,535,541,551,552,553,558],identity_transform:17,idiom:545,ids:[357,531],idx:[15,177,249,284,320,368,520,529,572],ieee:175,iff:17,ifft:[19,124,161,520,559],ifftn:[19,156],ifs:522,ignor:[6,12,19,28,31,32,33,45,46,58,124,152,156,182,185,239,257,258,274,276,283,295,300,301,312,313,320,323,324,325,326,327,333,349,350,361,366,408,461,479,483,519,524,529,531,539,546,547,559,567],ignore_index:[276,327,520,531],ihfft:19,ilia:8,ill:531,illia:[361,363,365],illustr:[533,539],im2col:[369,520,546],imag:[15,86,247,251,252,268,269,270,271,272,273,276,285,286,298,327,332,352,369,371,372,520,531,557,558,559,568,569,571,572,574],image_height:570,image_s:[568,572],image_set:568,image_width:570,imagefold:569,imagenet:[16,532,569,571],imagenet_data:568,imagenet_root:568,imagin:551,imaginari:[9,19,86,109,124,156,157,169,170,171,174,479,511,512,522,534,559],imagnumb:522,imbalanc:249,img:[529,558,568,571,573],img_batch:558,img_height:573,img_hwc:558,img_siz:573,img_tensor:558,img_width:573,immedi:[6,7,177,178,284,320,368,544,551,553],impact:[525,548,549,557],imped:533,imper:16,implement:[2,5,12,15,16,17,29,33,48,177,180,181,196,197,221,227,249,264,277,284,302,303,320,332,338,354,363,365,368,374,388,401,403,405,418,421,425,429,451,456,483,484,491,504,521,522,527,531,533,534,536,539,540,541,542,543,544,545,546,547,548,549,551,552,554,557,559,561,562,563,564,565,567,568,569,570,571,572,573],impli:[527,534,551],implic:[183,551],implicit:[254,255,256,268,269,270,271,272,273,285,314,315,316,369,520,522,531,546,557,565],implicit_cast:546,implicitcasttyp:546,implicitli:[6,110,183,184,196,254,255,256,314,315,316,519,521],implicitly_compiled_method:519,imported_funct:533,importerror:545,impos:[527,533],imposs:533,improb:15,improv:[1,2,7,13,16,278,288,304,334,518,533,538,539,543,546,547,551,569,571],in1:[262,531],in1_featur:262,in2:[262,531],in2_featur:262,in_channel:[268,269,270,271,272,273,562,563,564,565,572],in_channels_list:572,in_featur:[177,249,284,308,320,368,403,405,562,563,564,565,566],in_fmt:572,in_height:572,in_proj_bia:520,in_proj_weight:520,in_width:572,inaccur:15,inaccuraci:2,inact:12,inactive_split:12,inactive_split_byt:12,inc:521,incas:559,incept:[546,573],inception_v3:571,incid:[551,553],includ:[1,2,3,4,5,6,7,10,11,15,16,19,177,254,255,256,264,277,284,317,318,319,320,368,374,399,400,402,497,498,499,500,517,519,521,525,527,531,536,537,540,541,544,548,549,551,553,558,559,560,565,568,569,570,571],include_last_offset:[283,520,531],include_path:10,inclus:[17,22,152,195,211,218,433,434,476,550,559],incom:[1,16,262,308,527,531,534,549,565,567],incompat:[7,10,175,535],incomplet:[15,523],inconsist:[38,438,539],incorpor:548,incorrect:[4,48,69,113,183,196,479,519,531,537,559],increas:[1,2,6,12,17,61,70,249,258,264,268,269,270,271,272,273,332,452,507,520,531,534,536,537,547,559,572,573],increment:[2,16,277,519,521,534],incur:[1,5,76,542],inde:[519,553],indent:522,independ:[2,7,12,15,16,278,279,280,405,425,519,531,533,534,544,559,565],index:[11,12,15,17,35,36,70,92,93,110,137,158,184,188,204,212,215,219,224,227,229,232,235,249,264,276,282,283,300,321,322,327,330,331,367,369,383,385,392,393,398,407,446,452,456,471,479,487,506,518,519,520,527,528,529,531,534,537,538,543,546,547,549,553,554,556,557,558,559,568,572],index_add:[520,559],index_add_:[456,520,543,559],index_add_cuda_:543,index_copi:[520,546,559],index_copy_:[520,559],index_fil:[520,528,546,559],index_fill_:[520,528,559],index_put:[1,520,546,559],index_put_:[520,559],index_select:[456,520,546,559],indexerror:[383,385],indic:[1,2,3,12,15,16,17,35,36,45,46,47,70,77,92,93,110,124,137,158,177,179,185,188,196,204,212,215,217,223,224,227,229,232,235,249,250,251,252,282,283,286,315,316,317,318,319,323,325,407,446,452,470,471,487,492,497,498,499,500,504,505,514,519,520,528,529,531,539,546,547,551,554,557,558,559,572],indici:559,individu:[6,7,15,77,160,177,222,264,284,320,357,368,528,533,539,541,543,551,559,567,570],induc:531,ineffici:548,inf:[1,17,26,28,31,32,33,54,58,70,104,119,168,169,170,172,173,205,311,351,361,376,383,392,408,452,468,524,533],infer:[2,9,11,12,38,49,110,135,406,438,444,454,455,471,490,518,519,521,528,531,546,547,548,549,554,559,571,572],inferencesess:546,infin:[169,170,172,173,257,314,376,547],infiniband:[16,374,551],infinit:[15,170,197,257,264,524,531,539,551],influenc:7,info:[12,16,215,518,539,570],inform:[2,4,6,14,15,16,19,161,175,177,184,304,320,326,334,361,363,365,398,424,445,519,536,537,539,541,546,548,551,556,558,559,568,570,571,573],infrastructur:7,infti:[74,155,175,221,257,302,303,531],ingredi:[297,298,299],inher:528,inherit:[390,519,521,539,542],init:[12,16,177,284,320,328,368,518,523,541],init_method:[16,374,551],init_process_group:[16,374,538,551],init_rpc:[551,552],init_scal:1,init_weight:[177,284,320,368],initi:[2,4,12,15,22,49,142,159,177,196,197,259,260,261,262,264,271,272,273,277,282,283,284,288,289,290,297,298,299,304,305,306,308,320,328,334,336,357,367,368,374,454,455,471,490,521,531,532,537,538,539,541,545,546,547,550,551,552,559,562,564,565,566,571],initial_accumulator_valu:547,initial_lr:547,initial_se:[12,15,22,550],inject:541,inlin:[10,177,183,536],inline_extens:10,inlined_graph:177,inner:[107,510,546,551],innermost:[17,452],inp:[2,15,369,374],inp_unf:369,inplac:[177,253,263,278,279,280,281,284,292,293,294,307,320,337,338,339,345,347,360,368,520,531,539,546,549,565,567,573],inplace_assign:546,inplaceindexedassign:546,input1:[262,275,288,289,313,329,334,336,520,531,533,545,546],input2:[79,262,275,288,289,313,329,334,336,414,415,520,531,533,545,546,559],input3:[415,520,559],input:[2,5,7,9,11,12,13,15,16,17,19,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,70,72,74,75,77,78,79,80,81,82,83,84,86,87,88,89,90,91,92,93,94,95,96,98,99,100,101,102,103,104,105,106,107,109,112,115,116,117,118,119,120,121,122,124,125,126,127,128,129,130,131,132,133,136,137,138,139,140,141,146,147,148,149,150,151,152,154,155,156,157,158,160,161,162,164,165,168,169,170,171,172,173,174,175,177,178,182,183,184,187,188,189,190,191,192,193,194,197,198,199,200,201,202,203,204,205,206,207,208,209,210,212,213,214,216,218,219,220,221,222,223,224,225,226,227,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,323,324,325,326,327,328,332,333,334,336,337,338,339,340,341,342,343,344,345,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,379,380,381,382,383,384,385,386,387,389,391,392,393,394,398,399,400,402,406,407,408,410,411,413,414,415,416,417,418,419,420,421,422,423,425,426,427,428,430,432,434,436,438,439,440,441,442,443,444,445,446,447,448,449,450,456,463,464,465,466,467,468,469,470,473,474,475,477,478,479,480,481,482,483,484,485,486,487,488,489,492,493,494,495,496,497,499,502,503,504,505,506,507,508,509,510,511,512,516,519,520,521,522,523,524,525,529,531,532,534,536,537,538,539,540,541,543,544,546,547,548,549,550,551,552,554,556,557,559,562,563,565,566,567,568,570,571,572,573],input_1:546,input_2:546,input_3x3:370,input_data:546,input_featur:539,input_fp32:548,input_g:520,input_length:[264,520,531,540],input_list:16,input_nam:546,input_on:[285,369],input_s:[288,289,304,305,334,335,336,566],input_scal:520,input_split:16,input_tensor_list:16,input_to_model:558,input_tupl:519,input_var:[5,277],ins:519,insecur:196,insensit:296,insert:[16,17,20,321,322,330,374,452,461,476,506,519,525,548,549,567],insert_fold_prepack_op:525,insid:[2,6,519,521,525,533,537,539,541,570,572],insight:6,inspect:[1,2,177,182,533,539,541,556,570],inspir:[539,547],inst:568,instal:[2,10,11,16,124,156,161,446,517,519,546,551,558,568,571],instanc:[1,15,16,17,183,197,282,283,285,297,298,299,306,320,362,364,369,374,384,398,403,471,519,521,522,525,527,529,531,533,538,539,540,548,551,552,553,559,565,567,568,569,570],instance_norm:[520,546],instancenorm1d:[531,549],instancenorm2d:[531,549],instancenorm3d:[531,549],instancenorm:290,instantan:12,instanti:[2,16,114,283,398,406,517,519,521,531,539,551,567],instead:[2,5,7,10,15,16,17,19,70,124,131,140,141,156,161,167,177,179,213,227,254,255,256,257,258,259,260,261,274,276,277,279,280,284,295,300,301,302,303,312,313,314,315,316,320,323,324,325,327,333,334,349,350,351,357,366,368,374,408,438,446,452,483,519,521,529,531,533,534,538,539,540,542,543,544,545,546,547,548,551,552,554,559,565,568,573,574],instruct:[4,9,519,546,548],instrument:541,insuffici:12,int16:[134,207,556,559,575],int32:[70,134,215,264,424,452,548,556,559,573,575],int64:[16,38,61,70,112,134,398,437,438,452,531,537,546,556,559,572,573,575],int64tensor:571,int8:[62,63,64,65,134,206,207,208,209,548,556,559,564,567,570,575],int_:[117,118],int_a:495,int_b:495,int_float:520,int_int:520,int_repr:[427,428,520,549,559],int_tensor:556,int_to_int:520,int_zerodim:556,intact:551,integ:[12,15,16,17,27,28,29,30,31,32,33,38,58,59,66,75,81,105,111,130,131,132,135,138,149,150,181,189,197,234,249,264,268,269,270,306,398,409,412,417,421,427,428,431,433,434,435,437,441,449,472,480,484,491,502,515,521,522,528,531,539,546,547,548,549,556,559,565,573,575],integer_interv:17,integergreaterthan:17,integr:[15,60,62,63,64,65,177,284,320,368,429,495,514,541,546,547,556,559],intel:[545,569],intel_openmp:545,intend:[187,531],intens:[547,573],intent:6,intention:551,inter:[143,459,536,538,551],interact:[2,7,11,12,15,522,546,558],interchang:[17,521,547],interconnect:16,interest:[6,7,518,534,548,568,572],interfac:[11,479,539,541,546,547,558,562,563,564,566],interfer:[1,537,546],interleav:547,intermedi:[5,283,361,363,365,519,531,534,540,546],intermediari:[10,17],intern:[1,7,12,15,17,48,98,177,205,259,260,261,357,418,468,471,522,531,533,534,536,537,546,551,552,553,554,557,568,571],internet:[6,568],interop:459,interperet:197,interpol:[191,370,371,372,426,456,546,549,565,567,572,573],interpolation_mod:520,interpret:[12,15,16,17,19,143,177,179,182,183,300,459,517,521,527,531,536,537,554,557,565,570,573],interprocess:12,interrupt:527,intersect:572,interv:[1,17,38,431,432,495,573],intervent:[1,551],intra:[536,538],intraop:460,intrins:548,introduc:[17,197,288,304,334,447,517,535,538,546,551,559],introduct:[16,374,519,522,528,535,551,558],inttensor:[215,216,556,559],intuit:546,inv:[17,78],inv_scal:533,invalid:[235,533,534],invari:[17,398,471,553,554,573],invers:[9,17,19,25,26,51,54,73,78,79,119,124,156,161,175,222,271,272,273,282,283,285,317,318,319,369,401,418,446,520,531,547,559],inverse_indic:[504,505],invert:[17,79,98,156,161,205,222,317,318,319,468,571],invest:7,investig:6,invis:537,invoc:[2,5,178,183,519,539,541,546,551,553,567],invok:[1,11,16,20,177,178,277,284,320,368,374,519,522,525,533,536,538,539,541,547,552],involv:[6,7,9,15,528,534,537,538,540,551,552,553],invstd:520,iotamudelta:8,iou:[571,572],iou_threshold:572,iparam:197,ipc:12,ipc_collect:12,ipc_handl:12,ipp:569,irecv:16,irfft:[19,446,520,559],irfftn:19,irrelev:[2,522],irrespect:[160,213,469,483,485,537],is_accept:520,is_avail:[3,12,16,124,156,161,446,537],is_built:3,is_coalesc:[520,554],is_complet:16,is_complex:[520,556,559],is_contigu:[520,528,557,559],is_cuda:[398,528,555,559],is_determinist:3,is_distribut:[15,520],is_en:1,is_floating_point:[520,528,556,559],is_grad_en:520,is_in_onnx_export:546,is_initi:[12,16],is_leaf:[2,520,528,559],is_mast:16,is_meta:559,is_mpi_avail:16,is_nccl_avail:16,is_ninja_avail:10,is_nonzero:520,is_own:551,is_pin:[15,398,520,528,555,559],is_python_modul:10,is_quant:559,is_same_s:520,is_script:521,is_set_to:[520,559],is_shar:[523,528,555,559],is_sign:[520,528,559],is_spars:[528,555,559],is_tensor:528,is_train:[2,458,560],is_valid_fil:568,is_vulkan_avail:520,isclos:[520,559],isend:16,isfinit:[520,559],isinf:[520,559],isinst:[17,167,520,539],islic:570,isn:[6,15,175,534,537,539],isnan:[520,546,559],isneginf:[520,559],isol:527,isposinf:[520,559],isreal:[520,559],issu:[1,5,7,9,10,14,16,215,304,334,523,527,528,529,531,533,534,539,542,543,545],issubclass:539,istep:197,istft:[520,559],itch:6,item:[15,321,330,461,517,519,520,521,528,546,551,558,559,567,568,572],iter:[1,2,6,12,16,17,177,197,284,320,321,322,330,331,368,374,375,376,377,378,379,380,381,382,383,384,385,386,388,403,404,417,484,520,522,527,529,533,534,535,538,539,547,550,558,570,572],iter_end:15,iter_start:15,iterabledataset:[15,541],iters_to_accumul:533,itertool:[17,72,84,570],its:[1,2,4,6,7,10,11,12,15,16,17,19,45,46,47,78,79,86,99,102,131,154,177,181,220,257,259,260,261,268,269,270,271,272,273,277,284,297,298,299,320,321,330,357,368,374,375,384,387,388,389,390,391,392,393,394,399,405,438,455,456,458,465,484,511,519,521,525,527,531,533,534,535,537,538,539,540,543,544,545,546,547,549,551,552,553,554,556,557,559,567,568,570,571,572,573],itself:[5,6,177,182,183,284,320,351,368,374,379,380,381,382,383,384,385,386,395,519,527,531,543,546,551,557],ivalu:541,ivar:197,jaccard:572,jacobian:[2,17,161,534],jakob:[361,363,365],jang:17,javadoc:518,jax:534,jed:197,jit:[9,10,20,143,176,177,459,460,518,521,523,525,529,536,541,544,546,551,573],jitter:573,job:[16,374,541,547,558],joel:[417,484],johann:8,johnson:8,join:[6,16,20,374,517,522,527,534,538,542],jointli:[17,326],jone:[361,363,365],joulin:249,journal:429,jpeg:[541,570],json:[541,568],juggl:5,jump:[556,559],junji:8,just:[2,3,6,10,17,29,87,183,184,279,280,374,497,498,499,500,517,519,527,533,534,537,539,541,544,546,551,552,557,559,567],jvp:2,k_0:491,k_proj_weight:520,kaiming_normal_:[523,532],kaiming_uniform_:532,kaiser:[187,361,363,365],kaiser_window:520,karl:8,karuppasami:8,kdim:326,keep:[2,6,15,196,259,260,261,282,297,298,299,329,357,374,384,442,517,519,527,529,531,534,537,538,540,542,546,547,551,552,553,572,573],keep_initializers_as_input:546,keep_intermedi:10,keep_var:[177,284,320,368],keepdim:[35,36,45,46,188,212,224,226,227,229,232,239,240,329,408,423,426,477,478,482,508,509,520,524,528,531,546,559],kei:[2,15,177,184,196,284,320,321,326,330,361,362,363,364,365,368,391,520,521,539,541,544,546,547,548,551,552,555,558,559,564],kept:[259,260,261,297,298,299,357,527,531,565,572],kernel:[4,9,10,12,254,255,256,268,269,270,271,272,273,285,286,302,303,314,315,316,317,318,319,369,525,531,539,546,565,572,573],kernel_height:572,kernel_s:[254,255,256,268,269,270,271,272,273,285,286,302,303,314,315,316,317,318,319,369,520,531,558,562,563,564,565,572,573],kernel_shap:546,kernel_width:572,kesheng:197,key_averag:2,key_padding_mask:[326,520],keyboard:571,keypoint:569,keypoint_rcnn:571,keypointrcnn_resnet50_fpn:571,keyword:[1,2,12,15,22,23,25,26,27,28,29,30,31,32,33,35,36,37,38,50,51,52,53,54,58,59,60,62,63,64,65,66,68,70,73,75,77,78,79,81,83,86,87,88,89,91,92,93,94,95,96,99,103,105,108,109,111,112,113,115,117,118,119,120,121,122,130,131,132,135,136,138,139,140,148,149,150,151,152,153,154,155,158,160,172,173,177,178,183,184,187,188,189,190,191,196,198,199,200,201,202,203,204,206,207,208,209,210,212,213,214,216,219,220,224,225,226,227,229,230,231,232,234,235,237,239,240,242,243,245,277,284,294,296,320,368,379,384,388,407,409,413,416,419,420,421,422,423,425,426,430,431,432,433,434,435,436,437,438,440,441,442,449,450,452,463,464,465,466,467,469,470,471,473,474,475,476,477,480,482,483,485,488,489,490,492,496,497,498,499,500,502,508,510,513,515,516,517,522,524,529,539,546,547,551,558],kick:[538,551,552],kickoff:552,kill:[527,540],kind:[16,155,187,375,424,539,542,548,556],kinet:[569,571],kinetics400:568,kite:571,kl_div:[1,520],kl_diverg:17,kl_normal_norm:17,kl_version1:17,kl_version2:17,kldivloss:[531,546],kmnist:569,knife:571,know:[2,5,6,181,374,519,533,534,546,551,552,553,559],knowledg:553,known:[6,14,16,183,184,196,268,269,270,271,272,273,285,304,334,349,369,418,519,520,523,527,532,534,536,543,546,548,551,553,573],knuth:6,knyazev2001:197,knyazev:197,kostmo:8,ksize:573,kth:188,kthvalu:[520,528,559],kullback:[17,300,531],kuzushiji:568,kw_i:326,kwarg:[1,2,5,10,16,177,178,179,215,284,288,296,304,320,334,368,379,384,388,398,451,504,505,517,522,531,539,546,551,555,559,566,567,568,571,573,574],kwlist:558,l1_loss:[1,520],l1loss:[349,531],l1unstructur:388,l2norm:548,l423:546,l_1:[257,258,295,300,301,312,327,367],l_c:258,l_i:367,l_infin:367,l_n:[257,258,295,300,301,312,327,367],l_p:[367,531],lab:573,label:[6,15,249,258,264,274,295,313,323,324,399,531,538,542,543,547,558,568,571],label_img:558,labori:539,lack:9,lambd:[291,355,520,531,547,559,573],lambda1:547,lambda2:547,lambda:[2,15,17,20,74,196,291,355,367,522,531,539,547,551,559,570,573],lambdalr:547,landmark:568,langl:17,languag:[10,182,249,361,518,531,540,546],lapack:[9,78,140,414,415,425,483],laptop:571,lara:8,larg:[6,12,15,22,249,285,369,374,425,518,527,529,531,536,540,544,546,547,551,554,556,559,567,568,571,573],large_model:546,large_pool:12,larger:[1,2,7,61,81,249,277,282,283,313,367,370,374,531,534,537,540,541,544,546,558,559,570,571,572,573],largest:[61,130,197,492,520,521,524,531,549,559,575],last:[2,5,9,15,19,59,66,70,80,100,124,126,149,150,165,175,188,227,232,249,262,268,269,270,271,272,273,283,284,288,304,306,308,327,333,334,362,363,369,374,375,407,408,446,447,452,470,472,479,483,491,492,495,511,512,521,528,531,534,539,543,547,571,573],last_epoch:547,late:533,latenc:536,later:[2,6,14,196,276,304,314,315,316,327,334,347,374,519,531,534,536,537,538,539,544,552,553,565,566],latest:[6,16,17,384,517,546,551],latin1:196,latter:[9,29,177,284,320,368,542,543,567],launch:[4,15,374,534,536,537,551],launcher:16,law:[249,573],layer:[1,16,254,255,256,258,259,260,261,262,268,269,270,271,272,273,279,280,288,289,290,297,298,299,304,305,306,308,314,315,316,326,327,334,336,357,361,362,363,364,365,531,532,534,539,540,541,544,547,548,549,565,567,571],layer_count:546,layer_norm:[1,520,546],layernorm:[290,297,298,299,531,549],layout:[12,38,59,66,111,112,113,123,135,136,149,150,187,195,211,412,413,431,432,433,434,435,436,437,438,471,498,500,515,516,517,519,520,521,523,554,558,559,570],lazi:547,lazili:[12,519],lbfg:547,lbrace:[497,498,499,500],lceil:[38,75],lcm:[520,559],lcm_:[520,559],ldexp:520,ldot:[17,195,211,306,314,315,316],le_:[520,559],lead:[2,6,14,124,304,334,374,446,475,529,536,538,539,545,547,559,573],leadership:7,leaf:[2,490,533,549,559,567],leak:[2,527],leaki:[337,531,532],leaky_relu:[520,532,546],leaky_relu_:[520,531],leakyrelu:[321,531],learn:[1,6,11,17,262,274,279,280,282,283,295,308,328,347,366,367,518,530,531,532,548,551,553,568,569,571],learnabl:[259,260,261,262,268,269,270,271,272,273,282,283,288,289,290,297,298,299,304,305,306,308,328,334,336,357,531,565,566],learned_0:546,learned_14:546,learned_15:546,learned_1:546,learned_2:546,learned_3:546,learned_:546,least:[17,61,100,102,124,128,129,156,161,175,189,197,213,220,249,399,446,517,529,532,535,540,553,555,559,571,572],leav:[2,179,185,475,519,521,534,559,568],left:[38,59,66,67,70,75,103,110,128,130,131,133,149,150,175,179,187,202,203,235,238,249,254,255,256,257,258,268,269,270,271,272,273,276,285,300,301,302,303,309,310,311,312,314,315,316,323,324,325,329,330,366,369,370,371,372,377,415,438,452,479,491,507,519,520,531,539,546,547,559,567,572,573],left_ankl:571,left_ear:571,left_elbow:571,left_ey:571,left_hip:571,left_kne:571,left_should:571,left_wrist:571,lefteye_i:568,lefteye_x:568,leftimg8bit:568,leftmouth_i:568,leftmouth_x:568,leg:154,legaci:[531,556,572],legitim:[328,531],leibler:[17,300,531],lemma:17,len:[15,16,19,212,226,240,277,383,385,401,471,472,477,478,482,507,508,509,519,520,531,546,547,554,558,568,571,573],length:[2,12,15,16,17,19,84,109,158,175,183,187,241,258,264,268,277,283,285,288,302,304,326,334,361,369,398,399,400,401,402,429,479,520,529,531,535,540,559,567,571,573],lens_unpack:401,leq:[34,59,60,81,168,190,210,264,276,281,323,325,327,479,531],lerp:[520,559],lerp_:[520,559],less:[2,6,12,15,16,17,110,130,190,197,214,215,249,333,349,355,401,465,498,500,517,520,539,542,549,559,569,571],less_:[520,559],less_equ:[520,559],less_equal_:[520,559],less_than:17,lesser:[534,536,548],let:[2,6,15,17,187,528,529,534,537,538,539,542,543,544,545,552,553,558,559],letter:[110,568],level:[6,11,12,15,140,277,374,519,522,527,532,536,539,548,551,558,559,570,571],leverag:551,lexic:522,lexicograph:407,lfloor:[75,130,133,249,254,255,256,268,269,270,271,272,273,285,302,303,314,315,316,369,370,371,372,438,446,479,531],lgamma:[520,559],lgamma_:[520,559],lib64:10,lib:[196,451,545],libenzi:8,librari:[4,7,9,10,11,12,15,215,441,518,536,538,539,540,541,542,545,546,548,551,569],library_root:11,librosa:479,libtorch:11,libx264:570,lie:[351,353,531,558,572,573],lies:[426,568],life:559,lifetim:[6,551],lift:529,light:[558,571,572],lighter:573,like:[1,2,4,5,6,7,9,10,11,12,15,16,17,19,48,59,66,105,110,111,149,150,160,180,181,183,187,196,249,257,285,288,297,298,299,304,321,322,330,331,334,369,374,375,398,412,431,435,451,469,515,517,518,519,521,527,528,529,531,533,537,540,541,542,544,545,546,548,549,551,552,556,559,563,567,569,570,573],likelihood:[17,249,327,333,531],likewis:572,lim:[17,175],lim_:[257,534],limit:[15,124,156,161,264,282,388,446,518,527,529,534,538,543,544,548,549,551,552,569],limits_:204,linalg:[408,518],linalg_det:520,linalg_norm:520,line:[2,4,16,177,181,320,461,519,522,531,535,539,543,545,546],line_search_fn:547,linear1:548,linear:[1,2,8,12,79,177,182,191,216,257,263,284,287,294,320,322,334,336,338,347,354,357,368,370,374,387,388,389,390,391,393,394,395,396,397,403,405,417,426,456,469,520,521,524,525,532,534,537,538,539,540,544,546,547,548,549,559,562,563,567,571],linear_fp32:548,linear_int8_w_fp32_inp:548,linear_weight_fp32:548,linear_weight_int8:548,linear_with_activation_int8:548,linearfunct:539,linearli:[370,425,531,540,547,548,549,565],linearrelu:549,lineartransform:573,liner:337,linewidth:461,link:[10,11,17,268,269,270,271,272,273,285,314,315,316,369,529,531,541,546],linker:10,linspac:[9,61,520,523],linux:[11,16,517],list:[1,2,5,6,7,10,11,12,15,16,17,20,49,55,56,57,69,72,80,84,97,110,111,127,135,161,177,183,184,226,240,277,282,284,306,320,322,331,357,368,374,375,379,380,381,382,383,384,385,386,395,398,399,400,401,402,408,412,431,435,448,471,472,477,478,482,490,491,504,505,515,517,519,520,522,523,524,525,528,529,531,539,543,544,545,546,547,548,549,551,552,554,555,556,557,558,559,560,567,568,570,571,572,573,574],listconstruct:[519,546],listen:16,listloopmodel:546,listofproperti:558,liter:[520,522,529],literatur:[268,269,270],littl:[16,539,553],live:[177,284,320,368,519,540,547,551,553],llion:[361,363,365],lmbda:547,load:[1,2,9,10,11,181,183,320,374,451,519,525,526,529,541,545,546,547,548,568,569,571],load_inlin:10,load_nvprof:2,load_state_dict:[1,177,196,284,320,368,517,544,547],load_state_dict_from_url:[517,526],load_url:[526,571],loadabl:517,loadann:568,loaded_even:544,loaded_numb:544,loaded_smal:544,loaded_weight:559,loader:[15,547,568],loaiza:17,loc:[17,196],local:[1,16,114,197,279,280,285,309,369,374,406,458,517,521,527,531,533,538,540,551,552,553,558,568],local_process_rank:16,local_rank:[16,357],local_response_norm:520,local_valu:551,localhost:[551,552],locallr_0:558,localresponsenorm:531,locat:[2,10,12,17,48,69,70,92,93,113,188,196,224,227,229,232,235,277,285,352,369,374,452,517,519,526,531,546,547,553,554,558,559,568,571,573],lock:[6,15,16,17,534,537,542,552],log10:[1,520,528,559],log10_:[520,528,559],log1p:[1,520,528,546,559],log1p_:[520,528,559],log2:[1,121,520,528,546,559],log2_:[520,528,559],log:[1,10,15,17,120,122,194,200,202,204,205,212,238,249,257,258,276,300,310,311,324,327,333,350,351,354,468,520,528,531,537,539,546,558,559,560],log_2:203,log_:[198,199,200,201,520,528,559],log_abs_det_jacobian:17,log_dir:558,log_input:[333,520,531],log_norm:17,log_normal_:[520,528,559,560],log_pob:249,log_prob:[17,249,264,520,531],log_sigmoid:[520,546],log_softmax:[1,264,520,529,546],log_target:[300,520,531],logabsdet:468,logaddexp2:[520,559],logaddexp:[203,520,559],logarithm:[103,194,198,199,200,201,202,203,204,211,264,531],logcumsumexp:[520,559],logdet:[468,520,546,559],logdir:558,loggingtensor:539,logic:[5,15,19,62,63,64,65,206,207,208,209,424,445,522,539,548],logical_and:[520,559],logical_and_:[520,559],logical_not:[520,528,559],logical_not_:[520,528,559],logical_or:[520,559],logical_or_:[520,559],logical_xor:[520,559],logical_xor_:[520,559],logist:[17,347,350,531],logit:[17,258,520,531,559],logit_:[520,559],logsoftmax:[276,327,351,531],logspac:[9,520,523],logsumexp:[202,520,528,546,559],long_tensor:556,long_zerodim:556,longer:[2,16,29,374,551,553],longest:[264,399,401,402,540],longtensor:[45,46,47,92,93,137,158,188,224,227,229,232,235,282,283,323,407,437,470,471,487,492,514,531,554,556,559],look:[4,6,7,11,16,17,249,332,390,418,519,521,528,531,533,534,541,542,545,546,551,552],lookup:[17,282,519,522,531,536,546,552],loop:[12,183,374,519,520,536,540,546,548,558,567,570,573],loop_and_list:546,loop_count:546,loop_in_traced_fn:519,loop_rang:546,loopmodel2:546,loopmodel:546,loos:541,lorentz:17,lose:529,loss0:533,loss1:533,loss:[1,2,9,17,175,249,257,258,264,274,276,295,300,301,312,313,323,324,325,327,333,349,350,366,367,374,399,517,529,534,538,540,547,548,551,552,558,568,571],loss_fn:[1,533,538,542,547],loss_func:[374,551],lost:[1,161,268,269,270,271,272,273,277,317,318,319,425,571],lot:[6,527,534,542,550,552,558],low:[2,6,12,17,140,264,417,429,433,434,484,520,527,559],lower:[2,16,17,67,70,77,78,79,81,110,152,227,235,249,337,424,442,452,485,496,497,498,519,520,530,531,532,534,546,547,548,570,572],lower_bound:17,lower_choleski:17,lower_triangular:17,lowercas:16,lowercholeski:17,lowercholeskytransform:17,lowest:[76,382,383,391,392,433,434,539],lowrank_multivariate_norm:17,lp_pool1d:520,lp_pool2d:520,lppool1d:531,lppool2d:531,lr_0:558,lr_decai:547,lr_lambda:547,lr_schedul:547,lrelu:321,lrn:309,lru:[124,156,161,446,537],lstm:[2,5,305,520,537,546,548,549,558],lstm_cell:520,lstmcell:[1,548,549],lstsq:[520,559],lsun:569,lt_:[520,559],lu_data:[216,217,520,559],lu_pivot:[216,217,520,559],lu_solv:[520,559],lu_unpack:215,lukasz:[361,363,365],lvert:[34,168,366,531],m_state_dict:544,macbook:558,machin:[3,16,354,374,541,543,550,551,552,569],machine_nam:16,machineri:539,maco:[16,527],macro:10,maddison:17,made:[2,7,363,365,521,545,547,558,573],mae:301,magic:[520,522],magma:[78,215,483,545],magma_2:545,magma_hom:545,magnitud:[1,405,425,532,533,537],mai:[1,2,3,4,6,10,12,14,15,16,17,33,48,61,69,87,110,113,124,132,156,161,175,177,178,181,183,196,197,202,249,264,268,269,270,271,272,273,276,284,304,320,327,334,363,365,368,374,408,425,441,444,446,456,479,518,519,521,525,529,531,533,535,536,537,539,540,543,544,545,546,547,551,553,554,555,559,560,569,573],main:[15,16,17,99,100,101,102,497,498,499,500,519,527,529,531,533,534,538,539,545,551,552,558,559],main_tag:558,mainli:[17,264,531,567],maintain:[1,6,15,16,17,253,374,398,518,531,533,537,569,573],major:[2,6,12,300,518,531,546,554,569],make:[2,4,5,10,11,12,15,16,17,19,61,77,78,79,100,114,177,181,197,257,264,268,269,270,271,272,273,284,320,346,368,374,388,406,454,485,492,517,519,521,527,528,531,533,534,535,537,538,539,540,542,543,545,546,547,548,549,551,552,553,556,558,559,565,568,570,573,574],make_dict:519,make_grid:[558,574],malici:196,manag:[1,2,6,17,22,114,374,406,458,522,540,541,546,550,551,552,559,560],mandat:539,mandatorili:15,mani:[1,2,6,7,9,10,15,16,22,48,177,264,284,320,368,497,498,499,500,519,521,528,532,534,535,536,539,541,548,549,553,556,558,559,560,569],manipul:[533,540,548,549],manner:[2,5,529,535,559],manoj:8,mantissa:[537,559],manual:[1,15,16,257,258,276,324,325,327,398,519,527,531,533,537,539,540,545,546,547,548,558],manual_se:[12,15,22,520,528,543,550,573],manual_seed_al:12,map:[10,17,26,54,180,181,196,197,271,272,273,279,280,285,317,318,319,321,326,330,428,504,505,522,529,531,534,538,539,545,546,548,549,551,552,553,555,567,572,573],map_:[523,559],map_loc:[180,196,374,517,526],margin:[274,295,313,323,325,366,367,520,531,558],margin_ranking_loss:[1,520],marginrankingloss:531,mark:[2,12,20,374,519,521,534,538,539,552,559],mark_dirti:[2,539],mark_non_differenti:[2,539],marker:12,market:[6,7],marten:532,martinsson:[417,484],mask:[219,253,264,326,361,362,363,364,365,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,520,528,529,531,559,572,573],mask_rcnn:571,masked_fil:[520,528,546,559],masked_fill_:[520,528,529,559],masked_scatt:[520,546,559],masked_scatter_:[520,559],masked_select:[520,528,546,559],maskrcnn_resnet50_fpn:571,mass:17,massa:8,master:[6,361,517,546,551],master_addr:[16,551,552],master_port:[16,551,552],mat1:[31,231,520,554,559],mat2:[31,68,231,520,554,559],mat:[32,237,415,429,520,554,558,559,568],match:[1,2,12,16,17,177,196,219,283,284,320,368,370,374,409,427,491,519,524,528,531,534,535,539,544,546,547,548,551,556,559,565,568,573],materi:[2,539],math:[15,120,121,122,221,300,417,484,519,521,531],mathbb:327,mathbf:[17,403,405],mathbin:[28,31,32,58,68],mathcal:[262,268,269,270,271,272,273,282,283,288,289,304,305,308,334,336,337,357,435,532],mathemat:[2,9,161,221,257,259,260,261,297,298,299,357,374,446,531,534,560],mathematician:534,mathrm:[17,60,117,118,119,259,260,261,290,297,298,299,306,333,357],matmul:[1,3,9,68,77,160,231,369,417,418,425,469,483,485,520,528,537,559],matplotlib:558,matric:[17,28,31,58,68,76,77,79,98,100,140,197,205,213,215,222,231,417,425,461,468,469,483,484,485,496,497,499,520,524,528,531,554,559],matrix:[3,17,28,31,32,33,58,60,67,68,74,76,77,78,79,98,99,100,102,109,110,140,160,197,205,213,215,217,220,221,222,223,231,235,237,282,283,369,403,408,414,415,416,417,418,425,468,469,471,483,484,485,491,493,496,497,498,499,500,507,524,528,529,531,532,536,537,548,554,558,559,572,573],matrix_exp:[520,559],matrix_pow:[221,520,559],matrix_rank:520,matter:[2,4,7,100,180,181,183,534],max:[2,15,16,35,36,45,61,74,77,81,82,92,152,160,182,213,223,227,250,251,252,263,264,274,275,283,286,295,302,303,307,309,313,314,315,316,317,318,319,323,324,325,328,338,339,345,366,367,369,376,401,519,520,524,531,535,537,540,546,547,549,559,565,567,573,574,575],max_:[314,315,316,403],max_bin:558,max_ev:547,max_indic:[224,227],max_it:547,max_job:10,max_lr:547,max_memory_alloc:[12,537],max_memory_cach:12,max_memory_reserv:[12,537],max_momentum:547,max_norm:[1,282,283,376,520,531,533],max_pool1d:520,max_pool1d_with_indic:520,max_pool2d:[520,549,565],max_pool2d_with_indic:520,max_pool3d:520,max_pool3d_with_indic:520,max_queu:558,max_siz:[3,537],max_unpool1d:520,max_unpool2d:520,max_unpool3d:520,max_val:[294,520,531],max_valu:[294,520],maxim:[81,224,317,318,319,547],maximum:[12,17,35,45,92,93,152,197,224,294,377,429,442,520,531,533,537,547,548,549,559,567,572,573],maxnorm:[442,520,559],maxpool1d:[317,531,546],maxpool2d:[318,321,531,546,549,565],maxpool3d:[319,456,531,546],maxpool:[286,546],maxunpool1d:[250,314,531],maxunpool2d:[251,286,315,531],maxunpool3d:[252,316,531],may04_22:558,mayb:6,mc3:571,mc3_18:571,mean:[1,2,3,5,6,11,15,16,17,58,181,227,235,247,248,249,251,252,253,257,258,259,260,261,262,263,264,274,276,278,281,283,287,288,290,291,292,293,294,295,297,298,299,300,301,304,306,307,308,310,311,312,313,323,324,325,327,328,333,334,337,338,339,345,347,348,349,350,351,353,354,355,356,357,358,359,360,366,367,374,409,435,436,478,484,509,519,520,521,527,528,529,531,532,533,537,538,539,540,545,546,547,548,549,551,552,553,559,565,570,571,573],mean_di:520,mean_dy_xmu:520,mean_vector:573,meant:[398,533,551],meantim:[257,258,274,276,295,300,301,312,313,323,324,325,327,333,349,350,366,531],measur:[12,17,257,258,274,295,300,301,312,313,366,367,531,537,541,547],mechan:[16,518,527,539,541,548,549,551,552],median:[17,520,528,559],medium:6,meet:537,megabyt:374,meiyu:197,member:[6,7,15,16,177,284,320,368,519,521,540],membership:[7,522],memcheck:537,memo:[177,284,320,368],memoiz:17,memori:[2,5,9,17,18,48,69,83,110,111,112,113,134,136,177,185,283,284,304,305,320,361,362,363,368,374,398,406,413,432,434,436,490,516,519,525,527,529,531,534,542,547,548,549,551,555,556,557,559,566,570,571],memory_alloc:[12,537],memory_cach:12,memory_effici:[185,571],memory_format:[83,111,112,136,177,284,320,368,374,413,432,434,436,516,520,559],memory_key_padding_mask:[361,362,363],memory_mask:[361,362,363],memory_reserv:[12,537],memory_snapshot:[12,537],memory_stat:[12,537],memory_summari:12,mendoza:8,mention:[517,521,529,537,539,557,572],mere:6,merg:[6,7,15,321,330],mesh:558,meshgrid:520,messag:[6,12,21,517,519,520,522,540,546,547,551,553],messmer:8,met:197,meta:[551,558,559,568],metaclass:522,metadata:[196,451,539,544,551,552,558,570],metadata_head:558,metadatatensor:539,meter:571,meth:[196,573],method2:184,method:[1,6,10,11,12,15,16,17,20,45,46,47,124,156,161,177,178,179,181,182,183,184,185,196,197,223,249,257,282,284,320,321,322,330,331,368,374,379,381,384,387,388,389,391,392,393,394,395,401,403,418,446,479,483,517,519,522,525,527,528,529,531,532,533,537,539,540,542,544,546,547,548,549,551,553,554,556,558,559,560,567,568,570,571,573],metric:[12,547,558],metric_dict:558,michael:8,microwav:571,middl:546,might:[2,4,7,10,11,16,17,91,109,183,184,268,269,270,271,272,273,374,375,517,519,534,536,538,539,541,543,546,551,552,553,557,559,568,573],mileston:547,millisecond:12,mimick:9,min:[15,16,35,36,46,81,82,93,152,235,263,307,309,328,339,345,417,425,483,497,498,499,500,520,524,528,531,546,547,549,551,559,565,567,573,574,575],min_indic:[229,520],min_lr:547,min_siz:[571,572],min_val:[294,520,531],min_valu:294,min_x:213,mind:[282,534,546,573],minfunc:547,ming:197,mingzh:8,mingzhe09088:8,mini:[15,259,260,261,282,283,290,295,297,298,299,306,313,323,325,357,366,531,565,571,574],minibatch:[15,215,249,257,258,274,276,295,300,301,312,313,323,324,325,327,333,349,350,366,370,531,565],minim:[2,6,9,45,46,81,229,517,533,542,544,547,548,567],minimum:[10,36,46,61,93,152,229,264,294,367,471,520,547,548,549,556,559,567,571,572,573],ministri:539,minkowski:[74,531],minlength:[61,520,559],minmax:548,minmaxobserv:[549,567],minor:[7,12],minu:122,minut:[6,16,558],miopen_batch_norm:520,miopen_convolut:520,miopen_convolution_transpos:520,miopen_depthwise_convolut:520,miopen_rnn:520,mirror:559,misalign:528,mise:17,mismatch:[1,161,521,533,538,539,540,573],misnom:131,miss:[177,274,284,297,298,299,320,368,545,546],missing_kei:[177,284,320,368],mistak:540,mix:[10,17,374,518,536,546],mixtur:[1,17],mixture_distribut:17,mixture_same_famili:17,mkl:[124,156,161,446,536,545],mkl_2020:545,mkl_fft:545,mkl_num_thread:536,mkl_thread:536,mkldnn:559,mkldnn_adaptive_avg_pool2d:520,mkldnn_convolut:520,mkldnn_convolution_backward_weight:520,mkldnn_cpu_runtim:536,mkldnn_linear:520,mkldnn_max_pool2d:520,mkldnn_max_pool3d:520,mkldnn_reorder_conv2d_weight:520,mkldnn_reorder_conv3d_weight:520,mmap:527,mnasnet0_5:571,mnasnet0_75:571,mnasnet1_0:571,mnasnet1_3:571,mnist:[558,569],mnist_train:558,mnt:16,mobil:[525,548,571],mobile_optim:518,mobilenet_v2:[546,571],mobilenetv2:571,mobilenetv3:[293,531],mobileoptimizertyp:525,mod:[184,521,564,565,566,567],mode:[2,4,15,16,17,19,161,177,183,185,259,260,261,283,284,290,297,298,299,300,306,320,335,357,368,370,371,374,406,456,457,458,520,525,528,531,532,537,538,540,546,547,548,549,551,559,565,567,568,571,573],model0:533,model1:533,model:[1,2,4,5,12,16,17,177,179,183,185,196,249,277,284,299,320,326,346,357,361,363,365,368,374,375,378,388,404,479,519,521,522,525,526,531,534,536,537,538,542,543,544,546,549,551,552,558,569,572,573],model_dir:[517,526],model_fp32:548,model_fp32_fus:548,model_fp32_prepar:548,model_int8:548,model_paramet:547,model_zoo:[518,571],moder:5,modestli:547,modf:520,modif:[2,11,134,374,548,559],modifi:[1,2,15,87,155,175,177,178,187,282,284,320,361,363,365,368,374,376,377,387,388,389,391,392,393,394,519,528,531,533,534,537,539,544,546,547,551,557,559,567],modl:17,modul:[1,2,5,10,16,19,124,156,161,177,178,179,180,181,182,183,184,185,196,249,253,259,260,261,262,268,269,270,271,272,273,277,278,279,280,282,283,284,290,297,298,299,306,308,321,322,326,330,331,335,346,351,357,361,368,374,375,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,401,403,405,446,451,517,518,522,525,527,529,530,531,533,534,536,537,538,540,541,542,543,545,546,547,549,551,558,559,560,561,562,563,564,565,566,567,571,572,573],modular:[1,533],module_kwarg:531,moduledict:521,modulelist:573,modules_to_fus:567,modulo:17,modulu:446,moment:[2,525,527,546,547,551,565],momentum:[259,260,261,297,298,299,357,520,531,534,547,562,565],momet:570,monitor:[12,124,156,161,446,537,547],monoton:[17,70,452],mont:17,moor:418,more:[1,2,4,7,9,10,11,12,14,15,16,17,19,48,55,56,57,67,69,70,76,77,79,98,101,113,124,156,160,161,163,165,167,177,184,197,200,203,205,216,249,253,258,263,264,282,283,284,304,320,326,332,333,334,345,357,368,374,375,407,408,418,424,425,445,446,451,452,456,468,469,483,485,496,517,519,521,526,527,528,529,530,531,532,534,536,537,539,540,541,544,546,547,548,551,552,553,554,556,557,558,559,560,565,568,570,571,572,573],more_img:529,moreov:[161,374,551,559],most:[2,4,6,11,12,15,16,17,165,232,249,517,519,521,523,527,529,531,534,537,539,542,543,547,548,552,553,554,556,558,559],mostli:[6,17],motiv:[6,552],motorbik:571,motorcycl:571,mountain:568,mous:571,moustapha:249,move:[5,177,180,196,233,259,260,261,284,320,357,368,521,525,526,527,529,531,537,540,542,547,548,551,555,559,567],movedim:[520,557,559],movement:557,moviepi:558,movingaverageminmaxobserv:[549,567],movingaverageperchannelminmaxobserv:[549,567],mpi:16,mro:522,mrshenli:8,mse_loss:[1,520],mseloss:[349,531,538],msg:12,msys2:545,much:[1,2,4,6,7,11,15,197,283,374,388,519,534,537,544,547,551,552,559,573],mul:[2,236,519,520,528,539,546,552,554,556,559,565],mul_:[9,520,528,554,559],mul_scalar:565,mulbackward0:2,mulconst:539,mult:15,multi:[4,12,177,258,277,288,304,320,323,324,325,334,361,363,370,374,519,536,537,546,551,556,559,560,572],multi_head_attention_forward:520,multi_margin_loss:[1,520],multicast:16,multidimension:297,multihead:326,multihead_attn:326,multiheadattent:[361,363,365],multilabel_margin_loss:[1,520],multilabel_soft_margin_loss:520,multilabelmarginloss:531,multilabelsoftmarginloss:531,multilay:[288,304],multilin:558,multilinear:110,multimarginloss:531,multinomi:[520,546,559],multipl:[1,3,12,15,16,17,20,28,30,31,35,36,45,46,74,110,177,184,189,220,224,229,231,257,258,271,272,273,274,276,283,284,285,295,300,301,309,312,313,320,323,324,325,327,333,349,350,366,368,369,374,379,380,381,382,383,384,385,386,491,496,517,521,527,528,529,531,534,536,537,538,541,542,543,544,545,547,548,551,552,553,554,559,567,568,570,572,573],multiplex:551,multipli:[1,27,28,29,30,31,32,33,58,68,110,156,161,220,231,234,237,257,268,269,270,273,288,304,370,371,372,415,479,480,520,528,531,537,547,554,559,565,571,573],multiplicand:234,multiplicativelr:547,multiply_:[520,559],multiprocess:[15,16,277,374,518,529,538,552,568],multiprocessing_context:15,multiscaleroialign:572,multisteplr:547,multithread:537,multivari:[17,238],multivariate_norm:17,must:[1,2,10,12,15,16,17,19,20,22,27,28,29,30,31,32,33,53,58,60,62,63,64,65,68,70,73,81,86,91,100,102,104,124,128,129,132,137,138,154,177,181,183,189,191,197,216,218,219,220,233,234,235,238,245,258,264,268,269,270,271,272,273,277,283,284,285,314,320,323,355,368,374,388,398,416,417,420,422,441,446,447,452,456,460,479,484,491,498,500,511,514,519,520,521,524,527,528,529,531,532,533,534,535,538,539,542,544,546,547,548,549,550,551,552,553,555,559,565,570,573],mutabl:[183,519],mutat:[374,559,567,573],mute:517,mutex:534,mutual:[15,16],mvlgamma:[520,559],mvlgamma_:[520,559],mvn:17,my_add:552,my_api:541,my_const:519,my_constraint:17,my_dict:[519,521],my_experi:558,my_factori:17,my_imag:558,my_image_batch:558,my_image_hwc:558,my_int:[519,521],my_lib:545,my_lib_add_backward_cuda:545,my_lib_add_forward_cuda:545,my_list:521,my_lstm:540,my_mesh:558,my_model:[374,519],my_modul:519,my_module_inst:519,my_paramet:521,my_qconfig:567,my_registri:17,my_script_add:551,my_script_modul:[519,521],my_scripted_model:519,my_segmentation_transform:573,my_submodul:521,my_transform:17,my_variable_nam:521,myconstraint:17,myconstraintclass:17,mycpuorg:8,myfloat32func:533,myfunc:2,myiterabledataset:15,mymm:533,mymodel:[533,542,567],mymodul:[179,181,182,185,321,322,330,331,519,521,540,544],mypi:[167,521],myrotationtransform:573,myscriptmodul:519,mytransform:17,n_0:531,n_1:[124,156,446],n_bin:520,n_class:249,n_d:[124,156,446],n_epoch:15,n_fft:[175,479,520,559],n_frame:175,n_i:[124,156,161,254,255,256,268,269,270,314,315,316,366,367,446],n_iter:558,n_k:531,n_power_iter:403,n_t:288,naiv:15,name:[2,10,12,16,17,19,131,177,180,181,184,196,284,320,368,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,403,405,451,455,507,517,518,519,520,522,523,526,527,532,538,539,541,546,551,552,555,558,565,567,568,569,572,575],named_buff:[177,284,320,368,544],named_children:[177,284,320,368],named_flat_img:529,named_img:529,named_modul:[177,284,320,368],named_paramet:[177,284,320,368,544],named_tensor:529,namedshap:[368,529],namedtensor:[368,529],namedtupl:[15,92,93,109,140,177,188,213,224,227,229,232,249,284,320,368,417,425,468,469,470,483,485,492,496,519,521],namespac:[1,519,522,539,546,549],nan:[1,2,17,26,28,31,32,33,34,50,54,58,70,168,169,170,171,198,200,205,210,225,230,239,240,450,452,468,473,483,485,531,533],nanquantil:[520,559],nansum:[520,559],narrow:[520,528,546,557,559],narrow_copi:[520,554,559],nasdaq:558,natalia:8,nathan:[417,484],nativ:[1,181,519,527,551,569,572],native_batch_norm:520,native_group_norm:520,native_layer_norm:520,native_norm:520,natur:[2,4,6,9,16,17,198,200,249],nbatch:[257,258],nbcsm:8,nccl2:374,nccl:374,nccl_async_error_handl:16,nccl_blocking_wait:16,nccl_debug:16,nccl_debug_subsi:16,nccl_socket_ifnam:16,nchannel:328,nchw:558,ncrop:573,ndarrai:[49,134,471,490,546,559,573],ndata:539,ndim:[528,559],ndimens:[523,528,559],ne_:[520,559],nearest:[370,372,531,549,565,573],nearli:[2,417,542,551,559],necessari:[1,2,10,15,22,158,182,399,400,519,529,534,535,537,538,545,548,551,552,553,556,559],necessarili:[3,16,17,109,227,276,327,418,537,539,546],need:[1,2,6,7,11,12,15,16,17,19,48,69,76,100,102,113,161,219,235,317,318,319,320,326,361,363,365,379,383,385,409,476,483,485,518,519,521,525,527,529,531,534,536,537,539,540,541,542,543,544,545,546,547,548,551,552,553,554,555,556,559,562,567,568,569],need_weight:[326,520],needs_input_grad:[2,539],needsinput:541,neeraj:8,neerajprad:8,neg:[10,12,15,17,19,22,61,169,170,172,205,218,222,235,249,258,307,314,323,327,333,349,366,367,491,495,497,498,499,500,506,519,520,528,531,532,534,546,550,559,573],neg_:[520,528,559],negative_:[520,559],negative_binomi:17,negative_id:367,negative_slop:[307,520,531,532],neglig:[2,546],negoti:[7,551],neighbor:[175,370,372,479,549,572],neighborhood:[285,369],neighbour:[309,531,565],neither:[15,16,551],nelement:[324,350,523,559],nep:539,neq:[242,323,325,547],nest:[1,2,12,178,183,320,551,559],nesterov:547,net:[1,11,177,183,184,277,284,320,368,374,388,521,533,537,547,558],netlifi:6,network:[1,2,6,11,17,177,183,184,253,259,260,261,264,277,278,279,280,284,320,327,332,337,345,347,357,361,363,365,368,401,403,519,521,531,532,533,534,537,543,546,547,551,552,553,567,572,573],neural:[6,11,253,264,278,320,327,332,345,347,361,363,365,519,521,531,532,537,547,571],neurip:17,neuron:278,never:[2,5,6,16,74,175,196,374,398,534,551,559],nevertheless:553,new_:[537,559],new_bn:544,new_data:546,new_empti:[520,546,559],new_factor:1,new_ful:[520,537,546,559],new_group:[16,357],new_interv:1,new_lr:547,new_m:544,new_on:[523,559],new_scal:1,new_stat:[12,22,462,550],new_strategi:527,new_tensor:[523,537,559],new_zero:[520,546,559],newer:[3,536,537,544],newli:[6,427,428,534],newtyp:521,next:[2,15,16,17,245,288,289,300,305,334,336,374,527,531,533,534,536,542,546,551,552,556,558,559,568,570],next_layer_fp32:548,next_layer_int8:548,next_stat:17,nextaft:[520,559],nextafter_:[520,559],nfs:16,ngimel:8,nhead:[361,362,363,364,365],nhwc:[556,558],nice:[2,268,269,270,271,272,273,285,314,315,316,369,529,534],nichola:17,niederreit:429,nielsen:17,niki:[361,363,365],ninja:[10,545],nist:568,niter:[197,417,484],nll:327,nll_loss2d:520,nll_loss:[1,520,546],nllloss:[276,300,351,456,531],nlp:[297,298,299],nms:572,nn_func:539,nn_module_inst:519,nnode:16,nnq:567,nnz:[2,471,554,559],no_grad:[2,5,114,177,284,320,368,546,560],no_sync:374,noam:[361,363,365],noarch:545,nock:17,node:[16,264,277,374,525,537,546,551,552,553],node_rank:16,nois:[520,543],nola:175,nomin:521,non:[1,2,5,9,10,12,14,16,17,22,38,61,68,70,73,77,87,90,160,177,178,183,184,197,207,215,220,235,254,255,256,269,270,272,273,276,284,288,303,304,314,315,316,317,318,319,320,323,325,326,327,334,336,361,367,368,374,407,452,453,456,471,491,504,519,521,523,527,532,535,537,539,540,543,550,551,553,556,557,558,559,565,566,567,572,573],non_block:[177,284,320,368,398,520,537,555,559],non_leaf_module_list:567,noncontigu:2,nondet_tol:2,nondetermin:[2,543],nondeterminist:[61,264,268,269,270,271,272,273,456,531,559],none:[1,2,10,12,15,16,17,19,20,23,24,25,26,27,28,29,30,31,32,33,35,36,37,38,39,40,41,42,43,44,45,46,49,50,51,52,53,54,58,59,60,61,62,63,64,65,66,68,70,73,75,77,78,79,81,82,86,87,88,89,90,91,92,93,94,95,96,99,103,105,106,108,109,111,112,113,115,117,118,119,120,121,122,123,125,130,131,132,133,135,136,137,138,139,140,141,146,147,148,149,150,151,152,153,154,155,158,160,161,172,173,175,176,177,180,181,182,183,184,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,206,207,208,209,210,211,212,213,214,215,216,219,220,223,224,225,226,227,229,230,231,232,234,235,236,237,239,240,242,243,244,245,247,248,251,252,254,255,256,257,258,259,260,261,264,274,276,277,282,283,284,286,294,295,300,301,302,303,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,330,331,333,335,349,350,351,353,357,361,362,363,364,365,366,367,368,370,371,372,374,377,379,380,381,382,383,384,385,386,401,402,403,404,405,407,408,409,410,412,413,416,417,419,420,421,422,423,425,426,429,430,431,432,433,434,435,436,437,438,440,441,442,443,447,449,450,451,452,461,462,463,464,465,466,467,469,470,471,473,474,475,476,477,479,480,481,482,483,484,485,488,489,490,492,497,498,499,500,502,504,505,507,508,510,513,515,516,517,519,520,521,524,525,526,527,528,529,531,532,537,539,542,544,546,547,548,550,551,554,555,558,559,562,564,565,567,568,570,571,572,573,574],nonexist:521,nonfinit:168,nonlinear:[257,274,295,334,336,532,566],nonlinearli:6,nonloc:522,nonmask:384,nonneg:[17,367,417,421,484],nonnegative_integ:17,nonzero:[2,175,206,208,209,215,514,520,546,559],noopobserv:[549,567],noordhui:8,noplot:6,nor:[15,16,374,424],noreturn:521,norm:[1,19,74,104,213,216,217,282,283,312,329,362,364,366,376,382,383,388,391,392,403,405,442,520,523,524,531,533,546,547,559,561],norm_except_dim:520,norm_typ:[282,283,302,303,376,520,531],normal:[1,2,19,109,124,156,161,175,177,179,202,253,259,260,261,279,280,290,297,298,299,306,309,345,357,362,364,376,377,388,396,397,403,405,435,436,442,446,456,479,517,519,520,523,528,532,534,537,551,558,559,560,571,573,574],normal_:[520,528,532,537,559,560],normalized_shap:[306,520,531,565],nose:571,nose_i:568,nose_x:568,not_equ:[520,559],not_equal_:[520,559],notabl:573,notat:[461,522,559],note:[2,3,9,10,11,14,15,16,17,18,19,20,38,53,61,76,91,100,161,167,175,195,197,211,257,258,264,268,269,270,271,272,273,274,276,282,283,295,300,301,304,312,313,321,323,324,325,326,327,330,333,334,349,350,361,366,374,408,425,429,456,479,517,518,519,520,522,527,531,534,535,536,537,538,539,541,542,543,544,546,547,548,549,552,553,554,557,558,559,567,568,570,571,573],notebook:[6,574],noth:[6,10,12,519,521,553],notic:[16,19,161,257,370,483,518,519,547,569],notifi:[7,553],notimpl:[522,539],notimplementederror:17,notion:[2,15,259,260,261,297,298,299,357],now:[2,5,12,142,161,183,335,370,388,519,528,529,533,534,535,537,538,539,546,547,552,553,559,571,573],nproc:[527,538,552],nproc_per_nod:16,nrow:574,nsdf3:568,nthread:568,nuanc:6,nuc:[383,392,408,524],nuclear:[408,524],nuclear_norm:520,num:[235,288,290,334],num_alloc_retri:12,num_averag:547,num_batches_track:544,num_channel:[290,529,565],num_class:[520,531,568,571],num_decoder_lay:361,num_direct:[288,304,334],num_embed:[282,283,531],num_encoder_lay:361,num_featur:[177,259,260,261,284,297,298,299,320,357,368,531,565],num_gpus_you_hav:16,num_group:[290,520,565],num_head:[326,520],num_kei:16,num_keypoint:571,num_lay:[288,304,334,335,362,364,520,546],num_lin:568,num_oom:12,num_output_channel:573,num_paramet:328,num_proc:533,num_process:542,num_replica:15,num_sampl:[15,235,520,559],num_send_recv_thread:551,num_threshold:558,num_work:[15,545,568],num_worker_thread:551,number:[1,2,3,4,5,6,10,15,16,17,22,27,28,29,30,31,32,33,38,58,60,61,68,69,72,80,81,84,90,105,109,110,111,115,123,124,131,132,136,139,143,144,145,148,152,156,158,159,161,190,197,202,214,218,227,234,235,238,240,242,246,247,248,249,250,251,252,254,255,256,257,258,262,263,264,268,269,270,271,272,273,274,276,277,281,282,285,286,287,288,289,290,291,292,293,294,295,300,301,304,305,306,307,308,310,311,312,313,314,315,316,320,323,324,325,326,327,328,333,334,336,337,338,339,345,347,348,349,350,351,353,354,355,356,358,359,360,361,362,363,364,365,366,367,369,374,382,383,385,386,388,391,392,393,394,398,399,400,402,403,407,409,411,412,417,419,422,429,431,432,433,435,436,441,443,444,445,446,447,448,453,454,457,459,460,461,462,471,476,479,484,491,498,500,504,505,507,510,511,512,515,518,520,521,522,523,524,527,529,531,532,535,537,539,544,546,547,550,551,552,554,555,556,558,559,560,565,567,568,570,571,572,573,574,575],number_of_vertic:558,numel:[19,165,520,528,559],numer:[1,15,17,29,70,161,183,184,212,223,258,259,260,261,290,297,298,299,306,351,354,357,403,452,522,525,531,539,546,547,548,559,575],numpi:[15,34,49,134,408,420,443,461,471,490,523,524,535,539,540,543,545,546,556,557,558,559,568,573,575],nvcc:[10,12],nvidia:[2,16,456,537,540,543,545,560],nvlink:551,nvprof:[2,4],nvtx:[2,4],nvvp:2,nxm:572,nyquist:19,o_ort:546,o_t:304,obermey:8,obj:[12,166,167,182,451,545],object:[1,2,12,15,16,17,18,20,22,166,167,177,180,181,182,183,184,196,197,218,277,279,280,284,297,298,299,320,357,368,390,399,400,451,517,521,522,524,525,526,527,534,536,537,539,540,541,542,543,544,545,546,547,550,551,553,555,556,558,559,568,569,570,572,573,574,575],obscur:10,observ:[1,257,258,259,260,261,274,276,295,297,298,299,300,301,312,313,323,324,325,327,333,349,350,357,366,531,533,534,541,548,549],observer_en:567,observer_kwarg:567,observer_non_leaf_module_list:567,observerbas:567,obtain:[2,15,16,17,223,264,327,374,417,484,527,528,531,536,548,559,571],obviou:[540,553,554],obvious:6,occas:[2,6,534],occasion:554,occupi:[12,309,531,537,575],occur:[1,9,12,15,175,178,264,521,529,531,533,537,540,546,551,553,557,559],occurr:[227,398,504,505],oct:520,octob:12,odd:[17,19],odict_kei:391,odot:304,off:[2,6,12,59,66,149,150,175,183,258,458,531,536,538,541,549,551,552],offer:[16,537],offici:[7,16,249,571],offlin:[181,573],offset:[48,100,101,102,283,374,427,428,498,500,520,531,548,559,568,572,573],offset_group:572,often:[1,2,4,6,10,15,16,17,161,183,232,282,297,298,299,300,531,534,540,541,543,546,547,551,558,559,570],old:[16,413,451,516,519,534,545,547],older:[537,544],omagma:545,omega:479,omega_1:[124,156,446],omega_d:[124,156,446],omega_i:[124,156],omit:[2,5,10,16,19,110,333,545,546,551,573,574],omkl:545,omniglot:569,omp:536,omp_num_thread:536,onc:[1,2,6,11,15,16,18,110,177,196,277,284,320,368,374,425,459,519,525,527,533,534,536,537,539,541,546,547,558],one:[1,2,4,5,6,9,10,11,12,15,16,17,19,20,48,55,61,69,70,101,110,113,124,156,161,162,164,165,187,195,211,220,225,230,235,249,254,257,258,259,260,261,264,268,271,272,273,276,283,286,297,298,299,301,302,303,312,320,324,357,370,374,375,378,388,399,404,405,407,408,425,427,428,446,452,456,461,475,494,506,518,519,524,525,527,528,529,531,534,535,536,537,538,539,541,542,543,545,546,547,551,553,555,556,558,559,565,568,569,570,571,572,573],one_hot:520,one_hot_categor:17,onecyclelr:547,ones:[2,15,16,17,20,48,60,69,113,123,175,182,196,258,285,290,306,324,325,327,369,374,379,380,381,382,383,384,385,386,388,389,402,413,442,514,520,523,528,529,531,534,535,537,539,543,546,547,551,553,556,559,568,571],ones_:532,ones_lik:[520,537,546],onesid:[161,175,446,479,520,559],onfunctionent:541,onfunctionexit:541,ongo:551,onli:[1,2,3,4,5,6,7,9,12,15,16,17,18,19,20,35,36,59,60,66,68,109,111,113,124,149,150,156,157,161,168,177,178,182,183,184,187,196,197,249,271,272,273,277,282,283,284,285,300,320,323,325,328,335,357,368,369,370,374,398,399,400,408,418,421,425,439,446,456,457,459,475,479,483,485,490,498,500,504,505,511,512,520,521,525,527,528,529,531,532,533,534,537,538,539,540,541,542,543,544,545,546,547,548,549,551,552,553,554,556,557,558,559,565,567,569,570,571],onlin:547,only_input:2,onnx:[399,400,518,529,571],onnx_model:546,onnxruntim:546,onto:[12,180,181,196,527,540],oom:540,opaqu:16,open:[2,7,17,180,196,519,527,545,551,569],openbla:545,opencv:11,openmp:[536,545],oper:[1,4,5,6,7,9,11,12,15,17,20,28,31,38,48,58,59,61,66,68,69,73,76,83,92,93,94,95,111,112,113,123,124,135,136,144,149,150,156,161,177,181,182,183,184,187,195,204,211,220,231,240,253,258,263,264,268,269,270,271,272,273,277,278,279,280,281,283,284,285,286,292,293,294,295,296,301,307,312,317,318,319,320,337,338,339,345,349,360,368,369,374,401,408,412,413,422,423,431,432,433,434,435,436,437,438,445,446,456,471,475,482,483,485,490,514,515,516,518,519,522,524,531,533,535,536,537,538,540,542,543,547,550,551,552,554,556,557,559,562,563,565,567,569,570,572,573],operand:[110,522,539,556],operator_export_typ:546,operatorexporttyp:546,operatornam:[133,257,258,264,295,300,301,312,367,464],opinion:6,opnam:546,opportun:[519,552],oppos:573,opposit:19,ops:[1,2,16,183,184,523,525,528,529,536,537,539,546,547,557,559,560,565,567,569],opset:546,opset_vers:[546,571],opt:[182,196,451,519,539],opt_einsum:110,optim:[1,2,6,9,10,11,16,17,110,177,182,183,184,197,221,259,260,261,282,284,297,298,299,320,323,324,325,350,357,368,374,417,518,519,521,525,529,532,536,538,539,540,542,546,548,549,567],optima:547,optimiz:[519,546],optimization_blocklist:525,optimize_for_mobil:525,optimizer0:533,optimizer1:533,optimizer2:533,optimizer_class:551,optimizer_param:374,optimum:547,option:[1,2,5,10,12,15,16,17,19,22,23,25,26,27,28,29,30,31,32,33,34,35,36,37,38,47,48,49,50,51,52,53,54,58,59,60,61,62,63,64,65,66,68,70,73,75,77,78,79,81,83,84,87,88,89,90,91,92,93,94,95,96,99,100,101,102,103,104,105,108,109,111,112,113,115,117,118,119,120,121,122,123,124,130,131,132,135,136,137,138,139,140,148,149,150,151,152,153,154,155,156,158,160,161,168,172,173,175,177,183,184,187,188,189,190,191,194,195,196,197,198,199,200,201,202,203,204,206,207,208,209,210,211,212,213,214,215,216,219,220,223,224,225,226,227,229,230,231,232,234,235,237,239,240,242,243,245,249,253,255,256,257,258,259,263,264,268,269,270,271,272,273,274,275,276,279,280,281,282,283,284,285,286,292,293,294,295,297,300,301,302,303,306,307,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,327,329,330,331,333,337,338,339,345,349,350,351,353,357,360,361,362,363,364,365,366,367,368,369,370,371,372,375,379,380,381,382,383,384,385,386,396,397,398,399,400,401,402,403,405,407,408,409,412,413,416,417,419,421,422,423,425,426,429,430,431,432,433,434,435,436,437,438,440,441,442,443,446,449,450,452,461,463,464,465,466,467,469,470,471,473,474,475,476,477,479,480,482,483,484,485,488,489,490,492,496,497,498,499,500,502,504,505,507,508,510,513,515,516,517,519,520,523,524,525,526,531,532,539,540,541,543,546,551,554,556,558,559,565,567,568,570,571,572,573,574],orang:571,ord:[408,520,524],order:[2,5,6,16,17,19,20,47,67,76,100,109,127,128,129,155,187,197,233,235,249,264,277,321,330,346,374,384,398,399,400,401,408,421,452,469,470,483,485,492,495,498,500,504,507,517,519,520,522,524,527,528,529,531,534,535,537,538,539,546,547,548,551,552,553,556,559,571,572,573],ordereddict:[321,330,346,388,520,544,572],ordin:[556,559],ordinari:[12,533],ordinarili:[1,533],org:[2,4,6,11,17,197,337,338,361,367,405,417,517,522,534,543,545,558,562,564,565,566,571,573],organ:[6,7,538,541],orgqr:[520,559],origin:[2,9,15,19,71,76,158,160,161,175,180,182,183,184,219,233,249,253,277,347,357,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,398,401,403,405,447,469,470,472,483,485,492,504,505,519,527,529,531,537,539,540,541,542,544,546,547,548,555,559,567,572,573],original_nam:544,ormqr:[520,559],orphan:[288,304,334],ort:546,ort_sess:546,ortho:[19,197],ortho_bparam:197,ortho_fparam:197,ortho_iparam:197,orthogon:[197,414,415,425,532],orthogonal_:[523,532],orthonorm:[19,483,485],ossci:545,ostmo:8,other:[1,2,4,6,7,10,11,12,15,17,27,34,38,49,53,62,64,65,67,70,91,100,104,105,106,114,115,116,131,132,138,139,146,147,148,153,154,158,168,182,189,190,192,193,202,203,204,206,208,209,212,214,220,224,225,229,230,233,234,236,242,245,268,269,270,271,272,273,277,285,320,321,330,369,374,388,406,408,410,438,441,452,458,471,475,480,481,490,494,497,499,510,511,517,519,520,521,522,523,524,525,527,528,529,531,533,534,535,536,537,538,539,540,542,544,546,547,548,551,552,553,558,559,565,567,570,571,573,574],other_help:521,othersubtensor:539,otherwis:[1,2,6,7,9,10,15,16,22,27,28,29,30,31,32,33,35,36,38,49,58,70,81,109,116,177,178,188,196,197,212,218,224,226,227,229,232,234,238,240,255,256,279,280,284,288,291,292,293,294,304,307,320,324,325,327,328,334,335,337,349,355,360,366,367,368,374,398,402,406,417,423,425,426,429,438,444,452,454,477,478,479,482,483,485,504,505,508,509,514,521,525,528,531,533,539,542,546,547,550,551,553,555,556,557,558,559,565,567,568,570,571],otim:[33,531],our:[2,6,257,534,539,542,546,548,552,554],out0:544,out0_relu:544,out:[1,2,6,7,9,11,12,23,24,25,26,27,28,29,30,31,32,33,35,36,37,38,39,40,41,42,43,44,50,51,52,53,54,58,60,61,62,63,64,65,68,70,73,75,77,78,79,81,82,86,87,88,89,91,92,93,94,95,96,99,103,105,106,108,109,111,115,117,118,119,120,121,122,123,125,130,131,132,133,135,136,137,138,139,140,141,146,147,148,151,152,153,154,155,158,160,172,173,182,188,189,190,191,192,193,194,195,198,199,200,201,202,203,204,206,207,208,209,210,211,212,213,214,215,216,219,220,224,225,226,227,229,230,231,232,234,235,236,237,239,242,243,244,245,254,255,256,262,265,266,267,268,269,270,271,272,273,278,279,280,288,289,302,303,308,314,315,316,317,318,319,332,334,336,340,341,342,343,344,361,362,363,364,365,368,369,370,371,372,373,382,383,384,385,407,408,409,410,412,413,416,419,420,421,422,425,426,429,430,431,433,435,437,438,440,441,442,449,450,452,463,464,465,466,467,469,470,473,474,475,476,477,480,481,483,485,488,489,490,492,494,497,499,501,502,508,510,513,514,515,516,517,519,520,524,527,529,531,534,535,538,539,542,546,548,549,551,552,553,554,556,558,559,565,566,567,570,572,573],out_channel:[268,269,270,271,272,273,562,563,564,565,572],out_dim:[520,529],out_featur:[177,262,284,308,320,368,403,405,562,563,564,565,566],out_fmt:572,out_h:572,out_height:572,out_i:187,out_int32:[70,452,520],out_j:270,out_ort:546,out_padh:531,out_padt:531,out_padw:531,out_proj_bia:520,out_proj_weight:520,out_unf:369,out_w:572,out_width:572,outdim:520,outer:[33,110,141,520,559,571],outlier:349,outlin:552,outmost:551,output0:533,output1:[249,288,334,533,546],output2:[249,288,334],output:[1,2,4,5,6,12,15,16,17,19,20,23,25,26,27,28,29,30,31,32,33,35,36,37,38,45,46,48,50,51,52,53,54,55,56,57,58,60,61,62,63,64,65,68,70,73,74,75,77,78,79,81,87,88,89,91,92,93,94,95,96,99,100,102,103,105,108,109,110,111,112,113,115,117,118,119,120,121,122,123,130,131,132,135,136,137,138,139,140,148,151,152,153,154,155,158,160,161,172,173,175,177,182,183,184,188,189,190,191,194,195,198,199,200,201,202,203,204,206,207,208,209,210,211,212,214,215,216,219,220,224,225,226,227,229,230,231,232,234,235,237,239,240,242,243,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,323,324,325,326,327,328,329,332,333,334,336,337,338,339,340,341,342,343,344,345,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,366,367,368,369,370,371,372,373,374,399,401,402,403,405,407,408,409,412,413,416,421,422,423,426,429,430,431,432,433,434,435,436,437,438,440,441,442,443,446,449,450,452,456,461,463,464,465,466,467,469,470,473,474,475,476,477,478,479,480,482,483,485,488,489,492,496,497,499,502,504,505,507,508,509,510,513,515,516,517,519,520,524,525,528,529,531,533,534,536,538,539,540,545,546,547,548,549,552,554,556,557,558,559,562,563,565,566,567,568,570,571,572,573],output_2d:309,output_4d:309,output_devic:[16,277,357,374,531],output_featur:539,output_nam:546,output_nr:520,output_pad:[271,272,273,520,531],output_ratio:[286,520],output_s:[246,247,248,250,251,252,272,285,286,317,318,319,369,520,531,565,572,573],output_scal:520,output_split:16,output_tensor_list:16,output_zero_point:520,outsid:[1,5,7,15,26,54,521,531,537,540,547,573],outstand:551,oven:571,over:[2,7,15,16,17,73,92,93,94,95,110,177,183,196,204,226,240,246,247,248,250,251,252,253,254,255,256,257,258,259,260,261,264,268,269,270,271,272,273,274,276,283,284,285,286,290,295,297,298,299,300,301,302,303,306,309,312,313,314,315,316,320,323,324,325,327,333,349,350,352,357,366,368,369,376,405,442,477,478,479,482,491,524,527,528,529,531,533,535,536,538,539,542,546,547,551,552,554,559,560,565,568,572,573,574],overal:[2,7,16,19,534,536,542,573],overall_end:15,overall_start:15,overestim:[417,484],overflow:[94,95,124,156,161,240,423,446,482,498,500,531,548,573],overhead:[1,2,4,16,374,536,537,538,541,552,559,565],overheard:568,overlap:[2,15,175,285,369,374,479,537,556,572],overload:[16,521],overparameter:17,overrid:[10,16,17,257,258,274,276,295,300,301,312,313,323,324,325,327,333,349,350,366,379,451,461,531,546,547,551,558],overridden:[2,10,320,539],override_dict:539,overriden:539,overshoot:531,oversubscript:536,overview:[11,16,374,527,534,548,551],overwhelm:6,overwrit:[15,16,321,330,534],overwritten:[565,566,567],owen:429,own:[1,6,7,16,17,19,177,196,268,269,270,271,272,273,320,533,537,546,548,551,553],owner:[517,539,551,552],owner_nam:551,ownerrref:[551,553],ownership:[6,7],p1d:531,p2d:531,p3d:531,p_c:258,p_i:[366,367],p_tensor:559,pacakg:16,pace:6,pack:[217,277,288,304,334,398,399,400,401,520,525,540,545,565],pack_padded_sequ:[288,304,334,398,401,540],pack_sequ:[304,334,401],packag:[6,12,17,20,374,517,539,547,551,558,560,569,570],packagesnotfounderror:545,packed_hh:520,packed_ih:520,packed_input:540,packed_output:540,packed_weight:520,packedsequ:[13,288,304,334,399,400,401],pad:[15,19,175,254,255,256,264,265,266,267,268,269,270,271,272,273,282,285,314,315,316,317,318,319,323,324,326,340,341,342,343,344,369,373,399,401,402,479,520,540,546,548,558,562,563,564,565,572,573,574],pad_if_need:573,pad_mod:[479,559],pad_packed_sequ:540,pad_valu:574,padd:565,padded_input:540,padding_idx:[282,520,531],padding_input:540,padding_mod:[268,269,270,271,272,273,520,531,562,563,564,565,573],padding_valu:[401,402],padh:[531,565],padt:531,padw:[531,565],page:[1,6,15,197,361,363,365,537,538],pai:[545,557],pair:[16,19,38,74,109,313,321,326,330,438,521,528,531,547,551,552,553,554,558],pairwis:[17,295,329,366,572],pairwise_dist:520,pairwisedist:[367,531],paper119:367,paper:[6,17,249,253,259,260,261,263,278,279,280,286,290,293,297,298,299,306,332,337,345,349,357,361,363,365,366,367,531,547,571,572],parallel:[0,1,15,16,143,144,178,277,326,357,374,459,460,518,531,533,534,536,542,545,551,553,573],parallel_info:[0,536],parallelli:568,param1:17,param2:17,param:[1,2,17,56,57,177,186,284,320,330,331,368,374,520,525,532,533,534,538,547,567,568,571,573],param_byt:547,param_group:547,param_shap:17,paramet:[1,2,5,10,12,15,16,17,18,19,20,22,23,25,26,27,28,29,30,31,32,33,34,35,36,37,38,45,46,47,48,49,50,51,52,53,54,55,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,83,84,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,108,109,110,111,112,113,115,117,118,119,120,121,122,123,124,126,127,128,129,130,131,132,135,136,137,138,139,140,148,149,150,151,152,153,154,155,156,157,158,160,161,162,164,165,166,167,168,171,172,173,174,175,176,177,178,180,181,182,183,184,187,188,189,190,191,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,229,230,231,232,233,234,235,237,238,239,240,241,242,243,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,349,350,351,353,354,355,357,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,399,400,401,402,403,404,405,407,408,409,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,454,455,456,457,458,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,482,483,485,486,487,488,489,490,491,492,494,495,496,497,498,499,500,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,519,523,524,525,526,527,529,531,532,533,534,538,539,541,542,543,544,546,548,549,550,551,552,554,555,558,559,565,566,567,568,569,570,571,572,573,574],parameter:[17,559],parameteriz:17,parameters_to_prun:388,parameters_to_vector:388,parameterserver2:551,parametr:[17,381,539],params_rref:551,parent:[527,545,553,558,567],parenthes:522,parenthesi:[2,114,406],pariti:374,park:571,parmar:[361,363,365],pars:[2,16],parse_arg:[16,537,546],parser:[16,537],part:[1,4,5,6,7,10,11,16,17,86,109,124,156,161,169,170,171,174,177,181,183,184,284,320,368,374,497,498,499,500,517,518,519,521,525,526,533,534,539,540,544,546,547,548,551,552,553,554,558,567,568,569,570],parti:[7,517,519,537,569],partial:[17,102,216,317,318,319,384,522,529,531,534,539,546,553,567],particip:[15,16,374,552],particular:[1,6,15,177,277,284,320,368,496,519,521,537,539,540,541,546,547,559,568],particularli:[15,276,277,327,519],partit:[249,552,553],partli:7,partner:6,pascal:[568,571],pass:[1,2,5,6,10,15,16,17,19,20,70,102,109,177,183,184,196,249,250,251,252,277,282,283,284,286,300,320,325,346,349,362,363,364,365,368,374,379,384,398,401,451,452,483,490,517,519,522,525,527,528,529,531,532,533,534,536,537,538,539,541,546,547,548,549,551,553,554,558,559,567,568,570,571,572,573],past:[16,540,571],paszk:[7,8],patch:[6,285,369],path:[2,4,10,16,335,517,521,534,539,544,568,570,574],path_importer_cach:517,path_to_a_test_video:570,path_to_hub_dir:517,pathlib:574,pathlik:[196,451],patienc:547,pattern:[16,277,401,519,534,537,539,540,544,548,549],paus:551,pca:417,pct_start:547,pdb:[179,182,185,519,521],pdf:[264,337,534,562],pdist:[1,329,520],peak:[12,374,547],peer:[6,16,537],penal:367,penalti:[1,547,565],pend:[551,558],penros:418,peopl:[6,534],pep:[519,521],per:[1,10,12,15,16,110,197,257,258,259,260,261,274,276,277,283,290,295,297,298,299,300,301,306,312,313,323,324,325,327,333,349,350,357,361,362,363,364,365,366,374,405,409,417,427,461,484,529,530,531,536,538,541,548,549,552,558,559,567,570,571],per_channel_affin:[427,549,567],per_channel_symmetr:549,per_index_weight:283,per_sample_weight:[283,520,531],per_tensor_affin:[428,549,567],per_tensor_symmetr:[549,567],per_work:15,percentag:547,perchannelminmaxobserv:[549,567],perfectli:572,perform:[1,2,5,9,13,14,15,16,17,28,29,30,31,32,33,49,58,61,68,94,95,105,124,156,161,177,181,183,197,202,231,237,240,264,268,269,270,271,272,273,283,284,288,300,304,320,328,334,368,374,398,408,417,423,445,446,452,456,482,483,484,518,519,524,527,528,529,530,531,532,533,534,536,537,538,539,543,547,548,549,551,552,553,554,555,556,557,558,559,565,567,569,570,572,573],perhap:569,period:[12,59,66,149,150,187,520,542,547],perman:[379,380,381,382,383,384,385,386,395,553],permiss:539,permit:554,permut:[15,110,437,520,529,546,557,559],perplex:17,perserved_method:525,persist:[5,6,13,177,284,288,304,320,334,368,544,545],persistent_work:15,person:[6,7,518,568,569],perspect:[538,552,573],perturb:[2,161],pervas:17,peter:8,peterjc123:[8,545],phase:[2,545],phenomenon:540,phi:[287,531],phone:571,photo:568,phototour:569,phy:429,physic:[522,536],pic:573,pick:[551,573],pickl:[15,196,320,451,527,544],pickle_load_arg:196,pickle_modul:[196,451],pickle_protocol:451,pid:540,piec:[6,552],pieter:8,pietern:8,pil:[568,569],pil_to_tensor:573,pillow:[558,573],piltotensor:573,pin:[111,113,177,284,320,368,398,490,555,559],pin_memori:[15,111,113,490,519,520,537,555,559],pinvers:[520,559],pip:[545,558],pipe:551,pipelin:[551,573],pivot:[215,216,217,425,559],pixel:[269,279,280,327,332,370,531,565,568,572,573,574],pixel_shuffl:[332,520,546],pixelshuffl:531,pixelwis:571,pizza:571,pkg:545,place:[1,6,9,12,15,16,22,48,69,113,177,235,253,263,277,278,279,280,281,284,292,293,294,307,320,336,337,338,339,345,360,368,374,376,377,387,388,389,391,392,393,394,447,491,519,521,529,531,533,537,541,546,549,551,552,555,557,559,565,567,568,573],placehold:[296,549],places365:569,plai:16,plain:[10,258,321,330],plan:[2,3,6,16,124,156,161,374,425,446],plane:[100,246,247,248,250,251,252,254,255,256,268,269,270,271,272,273,286,302,303,306,309,314,315,316,405,448,531,565,568],plant:571,platform:[10,425,525,543,548,571],pleas:[1,2,4,6,7,9,11,16,17,48,61,69,113,264,268,269,270,271,272,273,300,374,418,523,528,529,530,531,533,539,543,545,546,547,548,551,552,557,558,559,564,565,566,568,573],plenti:540,plot:[536,558],plu:[2,573],plugin:558,plume:568,pmf:17,png:[568,570],point:[1,2,6,7,9,12,15,22,38,59,60,66,132,142,149,150,161,164,175,177,183,184,191,195,197,202,211,245,254,255,256,268,269,270,271,272,273,284,285,314,315,316,320,368,369,374,418,426,427,428,429,438,441,454,455,461,495,519,521,522,530,531,533,534,538,547,548,549,551,552,556,558,559,565,566,567,568,570,572,573,575],pointer:[12,335,538,541,551,553,559],pointwis:[17,202,203,528,535],poisson:[333,520,531],poisson_nll_loss:[1,520],poissonnllloss:531,polar:[17,520],poli:568,polici:[17,547],policy_network:17,polosukhin:[361,363,365],polyfil:519,polygamma:[520,559],polygamma_:[520,559],polygon:568,polymorph:521,polynomi:221,pool:[12,246,247,248,250,251,252,254,255,256,286,302,303,314,315,316,317,318,319,321,536,539,542,549,551,565,572],pooled_w:572,poor:[533,534],pop:[12,321,330],popul:[2,17,559],popular:569,popularli:573,port:16,portion:[133,277,374,379,380,381,382,383,384,385,386,485,531,547],pos_weight:[258,520,531],pose:552,posit:[2,15,17,19,22,59,61,66,77,78,79,149,150,170,173,177,178,197,218,233,258,268,269,270,275,277,283,284,320,326,354,361,366,367,368,447,497,498,499,500,506,517,520,528,529,531,539,546,550,559,567,572,573,575],position:[528,529],positive_definit:17,positive_id:367,positive_integ:17,positivedefinit:17,possess:7,possibl:[7,10,11,15,17,177,183,196,258,264,284,320,368,444,472,479,519,521,527,528,531,532,534,536,538,539,542,543,545,548,551,553,556,559,567,568],post:[6,540,545,548,549,567,571,573],postprocess:571,pot:571,potenti:[16,61,264,268,269,270,271,272,273,374,521,527,531,534,546,557,559],potential_energi:17,pottedpl:571,pow:[1,2,520,528,533,546,559],pow_:[520,528,559],pow_adder_reduc:2,pow_reduc:2,powbackward0:2,power:[222,302,303,403,422,442,507,522,531,547,573],powertransform:17,pr_curv:558,practic:[15,17,518,519,527,529,534,539,544,570,571],pradhan:8,pre:[2,11,177,284,320,368,379,380,381,382,383,384,385,386,387,517,519,525,536,546,547,559,568,571],preced:[522,536,547,548],precis:[2,10,17,124,156,161,254,255,256,258,268,269,270,314,315,316,374,425,446,461,518,530,531,534,537,546,548,549,556,558,559,570,571,575],precision_matrix:17,precompil:541,precondit:197,precondition:197,pred:[374,547,551],predict:[249,258,547,558,571],predict_net:546,preemptiv:[374,567],preexist:2,prefer:[7,15,161,197,327,452,519],prefetch:15,prefetch_factor:15,prefix:[16,177,284,320,368,517,554,565,567],prefixstor:16,prehook:567,prelu:[1,321,520,546],prepack:525,prepar:[522,546,549],prepare_for_backward:538,prepare_qat:[548,549,567],prepend:[10,15,16,177,220,284,320,368,426,535],preprocess:[11,177,559,571],prerequisit:538,presenc:7,present:[7,16,177,215,249,284,320,368,398,517,526,527,528,529,533,534,539,552,556,568,570,571,572],preserv:[2,15,128,129,181,321,330,370,451,452,479,519,525,528,531,532,537,546,551,556,559,565,573],preserve_format:[83,112,136,413,432,434,436,516,556,559],preserve_rng_st:5,preserved_method:525,pressur:[2,534],pretrain:[282,283,517,534,546,571],pretrained_backbon:571,pretti:[177,461,519],prevent:[1,6,12,15,16,94,95,175,240,278,326,349,374,423,482,498,500,527,531,533,538,540,548,553,554],previou:[16,181,288,304,334,379,380,381,382,383,384,385,386,429,479,525,534,545,553,559,573],previous:[2,180,519,535,537,550,551,559],previous_layer_fp32:548,previous_layer_int8:548,prim:[519,546],primari:[7,522],primarili:[17,20,548,559,567],primit:[16,519,521,522,536,551],princip:417,print:[2,15,20,177,180,182,215,262,284,296,308,320,332,368,387,388,389,390,393,461,517,519,520,531,536,537,539,546,547,549,551,558,559,562,563,565,566,568,570,572],printable_graph:546,printer:519,printout:12,prior:[2,6,7,197,388,535,539,547,548],prioriti:[6,12,521],pritam:8,pritamdamania87:8,privat:539,pro:[545,558],prob:[17,520],probabilist:[417,484],probabl:[15,60,202,235,249,253,264,278,279,280,288,300,304,327,334,527,531,539,545,546,558,559,573],problem:[6,16,183,197,213,276,327,527,531,534,540,542,545,553],problemat:[6,519],proce:[533,537,551],procedur:[183,184,197,551,568],proceed:[12,552,553],process:[1,2,9,10,12,16,17,181,197,257,258,274,276,282,283,295,300,301,312,313,317,318,319,323,324,325,327,333,349,350,357,361,363,365,366,374,517,519,527,528,529,531,534,536,537,538,539,541,542,543,545,548,553,554,555,568,571],process_group:[357,374,551],process_id:357,processcontext:527,processgroup:16,processgroupag:551,processgroupgloo:[538,551],processgroupmpi:538,processgroupnccl:538,processgrouprpcbackendopt:551,prod:[1,19,284,285,369,520,528,546,559],prod_:[124,156,161,269,270,272,273,446],prod_d:[285,369],produc:[1,6,10,12,15,19,22,140,182,183,184,187,224,227,229,264,268,269,270,271,272,273,374,429,438,456,519,521,527,528,531,533,534,535,537,541,543,544,545,554,557,564,565,566,573],producer_info:541,product:[2,11,16,17,28,31,32,33,58,68,72,76,91,94,107,110,220,231,237,288,289,304,305,416,423,491,510,519,528,531,534,541,559,573],prof:2,profil:[4,461,551],profile_memori:2,program:[2,4,12,15,16,87,519,521,522,534,537,540,541,542,544,545,558],programm:521,progress:[12,507,517,526,547,571],prohibit:544,project:[6,110,417,517,569],projector:558,promot:[71,105,131,279,280,424,445,480,556],promote_typ:520,prompt:545,promptli:197,prone:[527,542],propabl:425,propag:[2,17,28,31,32,33,35,36,58,527,528,539,541,546,549,554,565,567],propagate_qconfig_:[549,567],proper:[15,268,269,270,271,272,273,521,534,537,545],properli:[6,15,19,321,322,330,331,374,483,485,539,542,544,551,552,556],properti:[2,15,17,19,177,253,351,375,398,531,534,537,547,551,556,575],proport:[302,303,573],proportion:[370,531,565],propos:[7,8,547,552],protect:534,proto:546,protobuf:546,protocol:[15,451,539,545,551],prototyp:[16,20,374,518,529,544,546,551,556,569],prove:527,proven:[6,278,374],provid:[1,2,6,7,9,10,11,12,15,16,17,20,67,70,73,78,79,110,175,180,182,183,195,197,211,271,272,273,276,288,289,304,305,317,318,319,326,327,334,336,361,374,379,417,445,452,471,498,500,517,519,521,525,527,528,529,531,537,538,539,546,547,549,551,552,553,554,555,556,558,559,560,565,566,567,570,571,572,573,575],proxi:551,prune:[379,380,381,382,383,384,385,386],pruned_tensor:[379,380,381,382,383,384,385,386],pruning_method:388,pruning_typ:[384,388],ps_roi_align:572,ps_roi_pool:572,pseudo:[22,418],pseudoinvers:17,pseudorandom:[60,235,409,417,419,433,484],psi:[103,421],psroialign:572,psroipool:572,pth:[517,519,526,544],ptq:548,pts:570,pts_unit:570,publish:[6,197],puhrsch:8,pull:[7,11],purchas:7,pure:[11,178,519],purg:558,purge_step:558,purpos:[16,220,264,461,552,559],push:[6,7,12],put:[6,15,196,290,517,527,537,542,552,553,559,568],put_:[520,559],pyav:569,pybind11:[10,11,521],pybind:10,pyc:541,pycapsul:18,pypi:[518,569],pyplot:558,pyramid:572,python3:[196,451],python:[1,2,4,7,10,11,12,15,16,21,35,36,72,73,84,90,105,113,159,177,178,179,181,182,183,196,212,226,233,240,277,321,322,330,331,374,408,438,444,447,454,477,478,482,491,508,509,517,518,524,527,529,531,534,535,536,537,538,539,540,541,542,544,545,546,549,550,551,552,553,554,559,569,573],python_only_fn:182,pytorch:[0,2,3,4,9,10,12,15,17,48,71,85,124,131,141,156,161,166,167,181,195,211,257,264,361,374,398,408,446,451,456,479,517,521,526,529,530,535,536,537,540,541,542,545,547,548,549,551,552,556,557,558,559,564,565,566,568,569,571,572,575],pytorch_jit:519,pytorch_no_cuda_memory_cach:537,q_add:565,q_filter:565,q_input:565,q_per_channel_axi:[520,549,559],q_per_channel_scal:[520,549,559],q_per_channel_zero_point:[520,549,559],q_proj_weight:520,q_scale:[520,549,559],q_zero_point:[520,549,559],qat:548,qconfig:[548,549,562,564,567],qconfig_dict:[548,567],qconfig_propagation_list:567,qconfig_spec:567,qconfigdynam:[549,567],qfunction:549,qint32:[427,428,549,565],qint8:[427,428,548,549,563,565,566,567],qmnist:569,qnnpack:548,qparams_dict:[564,565,566],qscheme:[520,549,559,567],qtensor:[520,559],quad:[257,258,300,301,312,327,367],quadrant:53,quadrat:540,qualiti:[6,568,570],quant:[548,562,564,567],quant_max:[520,567],quant_min:[520,567],quantifi:367,quantil:[227,239,520,559],quantiti:[16,382,383,385,386,388,391,392,393,394,547],quantiz:[2,9,97,427,428,518,546,556,559,561,562,564],quantization_schem:[427,428],quantize_dynam:[548,549,567],quantize_dynamic_jit:549,quantize_jit:549,quantize_per_channel:[520,549],quantize_per_tensor:[520,549,565],quantize_qat:[549,567],quantized_batch_norm:520,quantized_gru:520,quantized_gru_cel:520,quantized_input:565,quantized_lstm:520,quantized_lstm_cel:520,quantized_max_pool1d:520,quantized_max_pool2d:520,quantized_rnn_relu_cel:520,quantized_rnn_tanh_cel:520,quantstub:[548,549,567],quantwrapp:[549,567],quasi:429,quasirandom:429,quennevil:8,queri:[12,326,520,537],question:[518,534],queu:[12,537,559],queue:[6,527,558],queue_2:527,quick:[2,6],quickli:6,quint8:[427,428,548,549,565,567],quit:[6,539,540,551],quotient:131,qw_i:326,r2plus1d_18:571,r3d:571,r3d_18:571,r_t:288,race:534,racket:571,rad2deg:[520,528,559],rad2deg_:[520,528],radian:[17,37,53,96,430,520],rais:[1,2,5,6,10,17,22,179,180,185,196,218,222,383,385,388,398,456,522,524,527,534,537,539,540,550,551,559,568,573],raise_except:2,ram:196,rand:[1,2,17,19,160,182,183,184,185,199,201,210,361,362,363,364,365,374,419,432,519,520,521,523,528,529,531,546,551,552,557,558,559,560,571,572],rand_lik:[520,523,560],randint:[61,232,264,367,520,523,529,531,554,558,559,560,571,573],randint_lik:[520,523,560],randn:[2,9,17,25,26,27,28,29,30,31,32,35,36,45,46,47,48,50,51,52,53,54,55,56,57,58,68,73,75,76,77,78,79,81,88,89,90,91,92,93,94,95,98,99,100,101,102,104,105,110,124,130,156,157,158,160,161,182,198,200,204,205,212,215,216,217,219,220,221,222,224,226,227,229,231,232,233,234,237,243,246,247,248,250,251,252,253,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,272,273,275,276,278,279,280,281,284,285,286,287,288,289,290,291,292,293,294,296,297,298,299,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,319,327,328,329,330,331,332,333,334,336,337,338,339,344,345,347,348,351,352,353,354,355,356,357,358,359,360,366,368,369,373,411,418,422,423,425,426,436,439,440,446,449,450,463,466,467,468,469,470,473,474,477,478,482,483,485,486,488,489,491,494,495,496,497,499,502,508,509,511,512,514,520,521,523,528,529,531,534,535,536,537,538,539,543,544,546,548,554,556,558,559,560,562,563,565,566],randn_lik:[520,523,546,560],random:[17,22,60,145,159,197,218,253,264,288,304,337,379,385,386,393,394,409,417,429,431,432,433,434,435,436,437,453,462,484,517,518,520,531,546,558,559,568,571,572,573],random_:[257,258,276,327,520,528,531,559,560],random_devic:22,random_offset:568,random_sampl:520,random_split:15,random_tensor:552,random_unstructur:[390,395],randomaffin:573,randomappli:573,randomchoic:573,randomcrop:[568,573],randomeras:573,randomgrayscal:573,randomhorizontalflip:573,randomli:[2,15,253,278,279,280,337,385,531,541,565,566,568,573],randomord:573,randomperspect:573,randomresizedcrop:573,randomrot:573,randomsampl:15,randomsizedcrop:573,randomverticalflip:573,randperm:[520,523,560],rang:[1,2,12,15,16,17,22,26,54,60,81,119,124,126,152,156,161,202,218,239,249,276,284,286,289,294,305,311,322,327,331,336,351,352,353,374,377,426,446,506,519,520,531,534,536,537,540,542,546,547,548,550,556,558,559,560,566,567,568,571,573,574],range_pop:12,range_push:12,rangl:17,rank:[15,16,17,213,223,313,357,374,417,418,483,484,538,542,551,552],rao:8,rapidli:540,rare:[6,533],rate:[1,17,279,280,419,541,558,570,571],rather:[2,5,10,140,461,519,529,531,535,539,546,548,551,558,559,565,574],ratio:[17,286,520,572,573],ravel:384,raw:[276,570],rbrace:[497,498,499,500],rceil:[38,75],rcond:[418,520],rdinat:[471,554],reach:[6,7,15,197,542,547,551],reachabl:16,read:[15,16,48,180,196,490,528,529,534,535,537,541,546,547,548,551,559,570],read_imag:570,read_video:570,read_video_timestamp:570,readabl:[0,2,12,15,546],reader:570,reader_md:570,readi:[6,10,20,59,66,149,150,374,519,538,551,552],readlin:[180,196],readonli:3,readthedoc:110,real:[2,15,17,19,27,28,29,30,31,32,33,58,81,86,109,124,156,161,169,170,171,174,175,234,329,332,367,446,479,483,485,511,512,517,520,534,548,551,553,557,559,573],real_vector:17,realiti:4,realli:[2,6,483,485,534],realloc:158,realvector:17,rearrang:[332,529,531],reason:[15,16,19,183,184,227,257,451,519,521,531,534,538,544,546,551,556,567],rebas:6,rebuild:6,rebuilt:6,recal:[258,539,558,571],receiv:[2,6,12,15,16,17,20,374,527,533,542,547,551,552,553],recent:[1,2,6,165,521,539,543],recip:[1,320,379,533],reciproc:[1,450,520,528,546,559],reciprocal_:[520,528,559],recogn:[15,551],recognit:[568,571],recommend:[1,2,15,16,17,19,22,87,167,178,197,249,277,374,490,504,517,519,527,529,531,532,533,534,536,537,539,542,544,546,548,551,559],recomput:[5,405,531,547],recompute_scale_factor:531,reconstruct:[12,257,258,544],record:[2,12,38,59,66,111,112,113,123,135,136,149,150,177,183,187,195,211,277,284,320,368,412,413,431,432,433,434,435,436,437,438,471,490,515,516,519,521,533,534,537,546,549,551,558,559,567],record_ev:12,record_shap:2,record_stream:[523,559],recordfunct:541,recordfunctioncallback:541,recordingobserv:[549,567],recov:[19,156,161,217,374,398,533,540],recoveri:540,recreat:[2,534],rectangl:573,rectangular:217,rectifi:[337,338,531,532,549,565],recurr:[16,183,264,277,288,289,304,334,401,537,547,566],recurs:[17,177,182,284,320,368,521,539,547],recursivescriptmodul:544,recv1:552,recv2:552,recv:[16,552],red:521,redirect:10,redistribut:545,reduc:[1,2,12,16,28,35,36,45,46,212,224,226,227,229,232,239,240,257,258,259,260,261,274,276,283,295,300,301,312,313,323,324,325,327,333,349,350,357,366,374,406,423,425,426,477,478,482,483,508,509,520,524,527,528,531,536,538,543,544,545,547,548,551,554,559,567],reduce_add:12,reduce_multigpu:16,reduce_op:16,reduce_rang:[548,549,567],reduce_scatt:16,reduce_scatter_multigpu:16,reducelronplateau:547,reduceop:16,reducesum:546,reduct:[1,16,202,239,257,258,264,274,276,283,295,300,301,312,313,323,324,325,327,333,349,350,366,367,374,520,524,528,531,538,548,549,559],redunct:374,redund:[16,19,161,446,479],redundantli:533,reevalu:547,refactor:[6,545],refcount:[527,542],refer:[2,12,15,16,17,20,48,69,113,124,163,178,182,186,197,264,326,367,374,417,429,484,517,520,524,527,528,530,531,533,534,538,539,540,542,543,548,551,552,556,557,558,559,560,569,571,572,573],referenc:[496,521,534,551],refin:529,refine_nam:[520,528,529],reflect:[134,175,195,211,268,269,270,340,341,479,519,531,540,557,559,573],reflection_pad1d:520,reflection_pad2d:520,reflection_pad:546,reflectionpad1d:456,reflectionpad2d:[456,531],reflector:140,refriger:571,regard:[271,272,273,282,283,519,531,553],regardless:[1,15,504,533,544,551],region:[1,17,286,294,485,519,527,531,533,537,565,572,573],regist:[2,11,16,17,177,196,284,320,321,322,330,331,368,374,375,527,538,539,541,546,551,559],register_backend:[16,551],register_backward_hook:[177,284,320,368],register_buff:[177,284,320,368,519,521,539],register_custom_op_symbol:546,register_forward_hook:[177,284,320,368],register_forward_pre_hook:[177,277,284,320,368],register_hook:[2,177,284,320,368,523,528,559],register_kl:17,register_packag:196,register_paramet:[177,284,320,368,539],registr:374,regress:[6,257,300,543,571],regular:[2,4,9,16,264,278,279,280,320,321,322,330,331,529,531,539,541,546,547,548,549],regularli:[6,546],reinforc:[17,347,531],reiniti:517,reinterpret:[17,559],reinterpreted_batch_ndim:17,rel:[2,7,10,17,34,168,366,367,531,536,537,541,547],relat:[6,7,15,16,19,285,369,374,417,551],relationship:[2,83,367,534,544],relative_error:537,relative_path_to_checkpoint:517,relative_to:545,relax:[17,183,184],relaxed_bernoulli:17,relaxed_categor:17,releas:[6,12,14,16,29,33,131,141,156,161,195,211,300,304,334,408,438,446,451,479,517,518,521,527,531,536,537,543,544,545,546,551,569],relev:[7,522,533,534,548,559,570],reli:[7,15,195,211,277,534,536,538,543,544,557],reliabl:551,reload:517,relu1:[346,567],relu2:346,relu6:[520,549],relu:[182,320,334,336,346,354,361,363,365,519,520,525,529,532,544,546,548,549,561,562,563,566,567],relu_:[520,531,549],rem:545,remain:[2,17,213,233,374,379,380,381,382,383,384,385,386,395,444,527,533,540,568],remaind:[132,520,559],remainder_:[520,559],remap:[22,180,196,218,517,526,550],rememb:[540,542],remot:[15,16,374,551,552,571],remov:[2,7,16,33,124,141,156,161,175,177,220,284,320,321,330,368,374,379,380,381,382,383,384,385,386,391,392,393,394,396,397,408,438,446,475,495,503,525,531,544,553,559,567,572],removablehandl:[177,284,320,368],remove_dropout:525,remove_qconfig:567,remove_small_box:572,renam:[520,528,529],rename_:[520,528,529],rename_map:529,renamed_img:529,render:[6,558],rendezv:[538,551],renorm:[1,282,283,520,531,559],renorm_:[520,559],rep:546,repackag:540,reparameter:[17,379,380,381,382,383,384,385,386,395,396,397,405],reparametr:[17,379,380,381,382,383,384,385,386,389,531],reparametriz:17,repeat:[17,215,417,443,484,520,531,546,559,572,573],repeat_interleav:[456,520,559],repeatedli:[124,156,161,446,537,554],repetit:443,repl:2,replac:[1,2,10,15,16,179,180,185,235,360,387,388,389,391,392,393,394,405,519,520,525,534,541,542,545,546,548,549,559,561,567],replic:[15,181,268,269,270,277,285,342,343,344,369,374,531],replica:[15,16,277,374,538],replication_pad1d:520,replication_pad2d:520,replication_pad3d:520,replication_pad:546,replicationpad1d:456,replicationpad2d:[456,531],replicationpad3d:456,repo:[6,517,545,547,571],repo_nam:517,repo_or_dir:517,repo_own:517,report:[2,4,7,533,537,571],repositori:[7,517,539,542],repr:461,repres:[2,9,12,15,17,18,19,110,124,152,168,169,171,174,176,183,184,249,264,288,320,334,367,369,378,379,382,383,384,385,386,388,391,392,393,394,398,404,415,417,426,469,479,485,495,504,505,511,512,519,521,534,539,541,546,547,548,549,551,554,556,568,572,575],represent:[1,19,177,320,326,519,539,546,548,549,554,559,565,572,575],reproduc:[6,15,61,264,268,269,270,271,272,273,517,518,531,547,559],requant:548,request:[7,12,16,197,533,534,536,537,547,551,552,553],requir:[1,2,5,7,10,11,12,15,16,17,19,128,129,161,177,197,283,284,320,361,362,363,364,365,367,368,374,375,379,456,479,483,517,519,523,525,527,529,531,533,534,536,537,538,539,540,541,542,544,546,547,548,551,552,553,558,559,567,568,570,571,573],require_grad:2,requires_grad:[2,17,38,49,59,66,111,112,113,114,123,135,136,149,150,177,187,195,211,257,258,276,282,283,284,301,312,313,320,327,333,366,367,368,374,375,406,412,413,431,432,433,434,435,436,437,438,458,471,490,515,516,520,523,528,529,531,539,544,546,551,552,554,559,560],requires_grad_:[2,177,264,284,320,368,490,520,528,531,554,559],rerr:197,rerun:5,res1:546,res2:546,res:[68,546,548],resampl:573,rescal:[257,258,276,324,325,327,351,353,403,531,573],research:[6,517,534,544],resembl:11,reserv:[12,522],reserved_byt:12,reset:[2,12,288,335,417,429,484,546,550],reset_max_memory_alloc:12,reset_max_memory_cach:12,reset_peak_memory_stat:12,reset_peak_stat:12,reshap:[11,108,285,340,341,342,343,369,403,408,472,491,513,520,524,529,546,554,557,558,559,573],reshape_a:[520,546,557,559],reshuffl:15,resid:[16,196,374,537,559],residu:[197,213,571],resili:[547,551],resiz:[134,370,528,531,549,555,559,568,571,573],resize_:[2,188,519,520,521,528,549,555,559],resize_as_:[2,520,528,559],resizeas_:554,resized_crop:573,resnet101:571,resnet152:571,resnet18:[517,519,521,526,534,571],resnet34:571,resnet3d:571,resnet50:[517,558,571],resnet:[517,519,521,546,558],resnext101_32x8d:571,resnext50_32x4d:571,resolut:[332,522,531,568,575],resolv:[6,7,17,271,272,273,285,521,522,545],resourc:[10,15,527],respect:[1,2,16,17,31,32,33,54,100,102,113,177,197,257,264,271,272,273,277,284,288,304,320,321,330,334,366,367,368,370,379,383,385,425,469,483,491,529,533,547,555,559,567,568,572,573],respond:6,respons:[4,6,7,16,17,20,309,374,531,534,537,539,551],rest:[6,15,529,543,548,549,551,554,567],restart:[527,547,558],restor:[5,22,447,544],restrict:[15,300,521,522,529,534,548,549],restructur:6,result:[2,4,6,10,12,15,16,17,19,20,27,28,29,30,31,32,35,36,48,58,61,69,72,81,83,84,92,93,94,95,98,110,113,124,156,161,178,183,184,186,188,191,204,205,212,224,226,227,229,232,234,240,277,279,280,285,288,304,334,349,369,374,406,407,409,417,418,422,423,426,429,445,446,452,468,477,478,479,482,484,487,494,497,499,508,509,519,520,521,524,525,528,529,531,532,533,534,535,536,537,538,539,540,543,546,547,551,552,554,556,558,559,570,571,572,573],result_avg:573,result_typ:520,resum:[547,551,553,558],ret:[539,551],ret_fut:551,retain:[2,35,36,45,46,49,188,212,224,226,227,229,232,239,240,408,423,426,451,477,478,482,497,498,499,500,508,509,524,527,542,559],retain_grad:[2,520,559],retain_graph:[2,520,533,534,551,559],rethink:571,retinanet_resnet50_fpn:571,retri:[12,553],retriev:[2,5,15,16,282,285,369,399,531,541,551,552,553,570],return_complex:[175,479,520,559],return_count:[504,505,520,559],return_indic:[250,251,252,286,314,315,316,317,318,319,520,531,565],return_invers:[504,505,520,559],return_typ:[92,93,188,224,227,229,232,468,492,496],reus:[2,16,534,551,559,573],reveal:[538,554],revers:[1,17,127,374,379,380,381,382,383,384,385,386,395,507,520,521,534,538,559,573],revert:[7,354,531,553],review:7,reward:17,rewrit:[525,534],rfc:552,rfft:[19,161,520,559],rfftn:19,rfloor:[75,130,133,249,254,255,256,268,269,270,271,272,273,285,302,303,314,315,316,369,370,371,372,438,446,479,531],rgb:[298,299,558,570,571,573],rgb_to_grayscal:573,rgba:573,rho:547,riba:[366,367],richard:17,riemann:534,right:[1,6,16,17,38,59,66,67,70,75,103,104,110,128,130,131,133,149,150,154,175,187,196,202,203,235,238,249,254,255,256,257,258,268,269,270,271,272,273,276,285,300,301,302,303,309,310,311,312,314,315,316,323,324,325,329,330,335,366,369,370,371,372,377,438,452,479,491,496,507,517,520,527,528,529,531,539,546,547,553,567,572,573],right_ankl:571,right_ear:571,right_elbow:571,right_ey:571,right_hip:571,right_kne:571,right_should:571,right_wrist:571,righteye_i:568,righteye_x:568,rightmost:17,rightmouth_i:568,rightmouth_x:568,risk:6,riski:6,rmsprop:547,rng:[5,12,15,453,540,543,550],rnn:[14,288,289,304,305,336,375,398,520,523,540,546,548,549,558,566,567],rnn_relu:520,rnn_relu_cel:520,rnn_tanh:520,rnn_tanh_cel:520,rnncell:[1,548,549],robin:16,robust:[197,527,569],roi:572,roi_align:572,roi_pool:572,roi_width:572,roialign:572,roipool:572,roll:[520,559],root:[450,473,520,525,534,547,551,552,554,568],ross:349,rot90:[520,559],rotat:[17,448,573],rotation_transform:573,rough:6,roughli:[15,161,538,571],round:[15,16,19,38,131,425,520,528,531,546,548,559,564,567],round_:[520,528,559],roundtrip:[6,19],routin:[78,197,483],row:[15,74,109,123,128,129,188,212,213,224,226,227,229,232,235,239,240,407,423,426,442,477,478,482,498,500,507,508,509,513,520,531,554,558,559,574],row_limit:2,rowmajor:[2,374],rpc:[20,374,518,552,553],rpc_async:[20,551,553],rpc_backend_opt:551,rpc_sync:[551,552,553],rpc_timeout:551,rpcagent:551,rpcbackendopt:551,rpn:571,rprop:547,rref1:[551,552],rref2:[551,552],rref:[374,552],rrefid:553,rrelu:[520,546],rrelu_:[520,531],rrelu_with_nois:520,rrelu_with_noise_:520,rsampl:17,rsqrt:[1,520,528,546,559],rsqrt_:[520,528,559],rst:6,rsub:[520,546],rtol:[2,34,168,519,520,559],rule:[2,16,17,70,71,259,260,261,297,298,299,357,379,380,381,382,383,384,385,386,452,495,519,521,528,534,535,539,556,559],run:[1,2,3,4,5,6,11,15,16,20,110,124,156,161,177,178,180,183,184,196,197,227,259,260,261,277,284,297,298,299,320,357,368,446,456,460,498,500,518,519,525,527,533,534,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,558,560,564,567,569],run_14h:558,run_arg:567,run_fn:[2,5,567],run_model:540,run_nam:558,run_process:552,runnabl:[533,558],running_mean:[177,259,260,261,284,297,298,299,320,357,368,520,531,544],running_var:[177,259,260,261,284,297,298,299,320,357,368,520,531,544],runtim:[2,5,10,16,195,211,528,529,539,542,546,567],runtimeerror:[1,2,10,22,165,218,235,456,519,521,524,528,533,535,540,543,545,546,550,556,559,568,573],runtimewarn:17,rv0:519,rv1:519,rvert:[34,168],rvert_p:[366,531],s1064827500366124:197,s1064827500370883:197,s_min:264,s_n:264,sacrif:571,safe:[1,12,16,374,519,533,534,541,551],safest:[10,554],safeti:[519,529],sai:[6,519,533,534,540,546,552,553,559,568],said:2,sam:[7,8],same:[1,2,6,10,11,12,15,16,17,19,20,28,35,36,49,58,60,61,68,69,70,73,86,91,100,102,110,112,116,124,132,134,136,137,156,157,158,161,175,177,181,182,183,184,188,212,219,224,226,227,229,232,240,241,247,248,251,252,253,255,256,257,258,259,260,261,262,263,265,266,267,269,270,271,272,273,275,276,278,279,280,281,283,285,287,290,291,292,293,294,295,297,298,299,300,301,303,306,307,308,309,310,311,312,313,315,316,317,318,319,323,324,326,327,328,329,333,337,338,339,340,341,342,343,344,345,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,369,370,373,374,379,380,381,382,383,384,385,386,398,402,409,413,419,420,422,423,425,426,432,434,436,439,441,443,444,446,447,452,456,476,477,478,482,487,495,504,505,506,508,509,516,517,519,521,527,528,529,531,533,534,535,536,537,538,539,540,541,542,543,544,546,548,549,551,552,553,554,555,556,557,558,559,562,563,564,565,566,567,568,570,571,572,573,574],sampl:[15,17,22,60,184,215,235,253,257,258,262,268,269,270,271,272,273,274,276,278,279,280,282,283,295,297,298,299,300,301,308,312,313,323,324,325,327,333,337,349,350,357,366,374,409,417,419,429,433,495,531,532,533,537,541,547,558,559,565,568,572,573],sample_input_cpu:519,sample_input_gpu:519,sample_n:17,sample_r:558,sample_shap:17,sampler:549,sampling_ratio:572,samplingprob:541,sandwich:571,sane:461,satisfi:[2,13,17,19,34,70,161,249,264,285,288,304,334,388,425,452,479,534,547,556,559,572],satur:[531,573],saturation_factor:573,save:[2,5,6,9,11,16,176,177,179,180,183,185,196,284,320,368,374,519,520,526,529,534,539,542,543,546,547,548,558,559,567,568,570,574],save_for_backward:[2,533,539],save_imag:574,save_invstd:520,save_mean:520,save_to_buff:176,saved_tensor:[2,533,534,539],saved_weight:559,sax:532,sbd:569,sbdataset:568,sbu:569,sbucaptionedphotodataset:568,scalar1:520,scalar2:520,scalar:[2,17,27,29,30,49,70,105,135,190,191,220,234,239,249,257,258,264,276,277,295,300,301,306,313,323,324,325,327,333,349,350,366,367,407,412,413,422,424,426,452,471,480,490,504,505,514,515,516,520,521,531,532,534,539,546,547,551,554,556,558,559,565],scalar_scalar:520,scalar_tensor:[520,546],scalar_valu:558,scalartensor:539,scale:[6,15,17,31,32,33,58,211,253,278,282,283,306,345,370,371,372,427,428,480,518,520,529,531,532,540,547,548,549,559,565,567,568,571,572,573,574],scale_channel:529,scale_each:574,scale_factor:[370,371,372,520,531,565],scale_fn:547,scale_grad_by_freq:[282,283,520,531],scale_hh:520,scale_ih:520,scale_mod:547,scale_rang:573,scale_tril:17,scaled_grad_param:533,scaler:[1,533],scales_d:520,scales_h:520,scales_w:520,scatter:[12,16,277,520,540,546,551,559],scatter_:[520,559],scatter_add:[520,546,559],scatter_add_:[456,520,559],scatter_list:16,scenario:[1,15,537,546,551],scene:[544,558],schedul:541,schema:[519,520],scheme:[548,559,567],schmidtm:547,sci:197,sci_mod:461,scientif:461,scipi:[74,531,558,568,571],scissor:571,scope:[6,357,388,519,521,540,546,553],score:[276,571,572],scrambl:429,scratch:[6,534],script:[1,4,15,16,179,181,183,185,517,521,525,536,541,544,551,571,573],script_add:551,script_method:[519,546],script_modul:525,scriptabl:[185,569],scripted_fn:519,scripted_modul:[182,544],scripted_transform:573,scriptfuncion:182,scriptfunct:[180,182,183],scriptmodul:[176,180,181,182,183,184,519,521,525,546],scrutini:6,search:[6,9,70,293,452,519,528,529,531,567,571],searchsort:520,seat:7,sebastian:8,sec:570,second:[2,5,10,16,27,28,31,33,34,45,46,47,53,58,62,64,65,68,91,100,102,109,115,138,139,148,153,154,168,189,190,196,202,203,214,220,225,230,231,234,242,245,249,255,256,262,269,270,272,273,282,283,288,303,304,309,313,315,316,334,388,448,471,494,498,500,507,510,521,531,534,540,543,545,551,554,558,570,573],secondli:257,section:[2,6,15,17,277,319,401,519,521,522,527,529,533,534,538,539,542,552,558,559,562],see:[1,2,3,4,5,6,7,10,11,12,14,15,16,17,35,36,38,45,46,47,49,59,61,66,68,83,98,105,111,113,123,124,135,140,149,150,156,161,177,182,183,184,186,187,188,195,197,203,205,211,212,215,224,226,227,229,231,232,239,240,249,257,258,264,268,269,270,271,272,273,274,276,277,282,283,284,288,295,300,301,304,312,313,317,318,319,320,323,324,325,326,327,333,334,337,347,349,350,362,363,364,365,366,367,368,370,374,375,383,392,401,403,405,407,412,414,415,418,423,424,426,431,433,435,437,438,444,445,446,451,456,468,471,477,478,479,482,490,498,500,508,509,514,515,517,518,519,520,521,522,526,527,528,529,531,533,534,537,539,540,541,542,543,544,545,546,548,549,551,552,554,556,557,559,560,564,565,566,569,571,572,573,574],seed:[12,15,22,159,218,417,429,484,520,540,543,550,568,573],seed_al:12,seek:[180,196,570],seem:[6,546,573],seen:[2,17,73,271,272,273,519,534,547,559],segfault:527,segment:[5,12,568,569,573],select:[2,3,11,12,13,15,17,61,76,197,264,268,269,270,271,272,273,288,304,334,393,394,514,519,520,527,528,529,531,536,537,543,546,548,549,557,559,568,570,571,572,573],select_model_mode_for_export:546,self:[1,2,15,16,20,157,176,177,179,181,182,183,184,185,249,253,284,320,321,322,330,331,345,347,363,365,368,383,385,398,422,439,519,520,521,528,529,531,533,534,535,536,539,540,544,546,547,548,549,551,555,559,573],self_cpu_memory_usag:2,self_cpu_time_tot:2,self_cuda_memory_usag:2,selu:[253,520,546],selu_:520,semant:[7,12,45,46,47,69,181,505,518,521,546,568,569,573],semi:[274,295,532],semidefinit:79,send1:552,send2:552,send:[6,12,15,16,527,538,542,545,551,552,553,560],sender:[16,553],sens:[4,17,388,504,505,534],sensit:[349,546,552,572],sent:[12,16,496,527,542,551,552,553],separ:[1,2,10,15,16,19,110,140,181,288,290,297,298,299,304,306,328,334,409,517,520,531,533,534,536,537,544,547,552,558,574],seq:[2,73,84,288,304,334,401,503,559],seq_len:[288,304,334],seq_unpack:401,sequenc:[2,12,15,17,70,72,73,76,97,108,111,140,153,183,249,264,268,277,283,288,304,326,334,361,362,363,364,365,384,398,399,400,401,402,409,412,429,431,435,452,476,479,513,515,519,531,537,540,546,547,551,559,567,573],sequenceat:546,sequenceinsert:546,sequenti:[5,15,177,284,320,357,368,388,527,546,561,573],sequentialsampl:15,seri:[264,297],serial:[11,15,181,196,451,517,518,520,526,529,534,537,541,542,548,551,552],serializ:[519,546],seriou:527,serv:[1,6,11,16,547,551,552],server:[6,15,16,548,551],server_stor:16,servic:538,sess:546,set:[0,1,2,5,7,10,12,14,15,16,17,20,22,38,61,67,70,84,111,113,124,142,156,161,177,180,182,183,184,195,196,197,211,215,218,223,249,253,257,258,259,260,261,262,264,268,269,270,271,272,273,274,276,277,278,279,280,282,284,288,290,295,297,298,299,300,301,302,303,304,306,308,312,313,317,318,319,320,323,324,325,326,327,333,334,349,350,357,366,367,368,374,425,429,438,446,453,454,455,456,458,459,460,461,462,465,479,490,497,498,499,500,517,519,521,522,524,525,526,527,531,532,533,535,536,537,538,539,540,541,542,543,545,546,547,548,550,551,558,559,565,567,568,570,571,572,573],set_:[2,520,559],set_backoff_factor:1,set_current_stream:570,set_default_dtyp:142,set_default_tensor_typ:[38,49,59,66,111,113,123,135,142,149,150,187,195,211,412,431,433,435,437,438,471,490,498,500,515],set_detect_anomali:2,set_determinist:[3,163,543],set_devic:[12,16,374,556],set_dir:517,set_epoch:15,set_grad_en:[2,114,520,560],set_growth_factor:1,set_growth_interv:1,set_image_backend:569,set_materialize_grad:[2,539],set_num_interop_thread:536,set_num_thread:536,set_result:[20,551],set_rng_stat:[12,550],set_rng_state_al:12,set_sharing_strategi:527,set_start_method:542,set_stat:22,set_timeout:16,set_to_non:[177,284,320,368,547],set_trac:[179,182,185,519],set_train:546,set_video_backend:569,setapiusagehandl:541,setapiusagelogg:541,setexportmoduleextrafileshook:541,setup:[10,374,536,551,552,567],setuptool:10,sever:[11,16,110,246,247,248,249,250,251,252,254,255,256,257,268,269,270,271,272,273,286,302,303,309,314,315,316,317,318,319,371,372,519,531,533,536,537,541,547,548,549,551,565,573],sgd:[1,15,282,374,533,534,538,547,551,552],sgdr:547,sgn:[133,464,520,528,559],sgn_:[520,528,559],sha256:[517,526],shadow:[374,573],shall:320,shallow:[277,366,367],shamelessli:461,shao:197,shape:[2,9,12,17,19,27,29,30,48,53,60,61,73,74,102,104,105,109,110,111,113,115,124,131,132,135,139,148,154,156,158,161,183,184,187,190,191,213,214,219,233,234,235,242,245,249,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,275,276,278,279,280,281,282,283,284,285,287,288,289,290,291,292,293,294,295,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,323,324,326,327,328,329,332,333,334,336,337,338,339,340,341,342,343,344,345,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,383,385,409,412,422,426,431,433,434,435,441,443,444,446,447,471,475,479,480,483,485,487,495,504,505,514,515,519,520,528,529,531,534,535,539,540,546,551,554,558,559,565,566,568,571,572,573,574],shape_as_tensor:546,shard:[6,15],share:[2,6,10,12,15,17,18,134,157,241,277,409,439,451,475,494,506,520,533,534,536,542,544,545,546,551,555,557,559],share_folder_nam:16,share_memori:542,share_memory_:[523,527,555,559],shared_memori:527,sharedfil:16,shazeer:[361,363,365],shear:573,sheep:571,shell:10,shen:8,shi:332,shift:[253,259,260,261,357,447,520,522,531,559,572,573,574],ship:[536,551],shippabl:6,shm_open:527,shorter:[175,546,551],shortest:399,shorthand:187,shorttensor:[556,559],should:[1,2,4,5,6,7,10,11,12,15,16,17,27,28,31,32,33,38,58,59,60,61,66,81,91,110,111,112,113,123,124,135,136,149,150,156,161,175,177,179,182,183,184,185,187,195,196,202,211,217,221,234,249,257,258,262,274,276,277,279,280,283,284,288,304,313,320,327,328,334,366,368,370,374,379,380,381,382,383,384,385,386,388,391,392,393,394,398,399,400,412,413,425,427,431,432,433,434,435,436,437,438,444,471,490,496,515,516,517,518,519,521,526,527,529,531,533,534,536,537,538,539,540,542,543,545,546,547,548,551,553,554,557,558,559,565,567,568,569,571,572,573,574],shouldn:[554,557],shout:546,show:[0,3,4,6,15,16,517,528,536,537,538,547,551,553],showcas:[7,317,537,542],shown:[1,12,519,533,539,540,548,573],shrinkag:[291,355,531],shuffl:[15,558,568],shufflenet_v2_x0_5:571,shufflenet_v2_x1_0:571,shufflenet_v2_x1_5:571,shufflenet_v2_x2_0:571,shufflenetv2:571,shut:[15,551],shutdown:[15,551,552],siam:197,side:[2,10,19,104,110,161,175,254,255,256,265,266,267,268,269,270,271,272,273,285,314,315,316,340,341,342,343,344,369,373,446,479,496,517,519,531,533,546,547,551,565,572,573],sigma:[17,258,288,289,304,305,347,348,403,520,531,559,573],sigma_i:573,sigma_max:573,sigma_min:573,sigma_x:573,sigmoid:[1,17,257,258,288,289,304,305,347,520,528,529,532,546,559],sigmoid_:[520,528,559],sigmoidtransform:17,sign:[6,17,53,100,132,313,441,465,468,520,528,546,549,556,559,571],sign_:[520,528,559],signal:[9,19,124,156,161,175,246,247,248,250,251,252,254,255,256,268,269,270,286,302,303,309,314,315,316,371,372,446,479,527,531,542,551,565],signal_2d:309,signal_4d:309,signal_length:175,signal_ndim:[124,156,161,446,520,559],signal_s:[161,520,559],signatur:[2,15,177,195,211,284,320,368,398,408,479,539,548,549,559],signbit:[520,559],signific:[2,534,537,547],significand:[556,559],significantli:[2,374],silent:[12,158,183,320],silli:539,silu:520,silu_:520,sim:[60,333,419,435,531],similar:[6,15,16,17,72,84,161,177,274,275,284,285,295,297,298,299,320,366,368,398,409,443,505,521,527,528,531,534,536,539,546,552,554,559,562,564,565,566,568,572,575],similarli:[6,16,49,77,288,304,334,379,380,381,382,383,384,385,386,395,497,498,499,500,521,540,546,567,570],simon:8,simpl:[1,11,12,182,259,260,261,282,357,517,519,522,531,533,536,538,539,540,541,546,551],simplecustombatch:15,simplequeu:542,simpler:[519,534,539],simplest:[254,255,256,268,269,270,314,315,316,539,548,553,567],simplex:17,simpli:[2,10,15,17,167,253,278,374,379,380,381,382,383,384,385,386,519,521,534,554,567],simplic:552,simplifi:[20,180,311,534,547,552],simul:[17,548,549,564,567],simultan:[534,547,551],sin:[10,50,150,221,420,520,528,546,558,559],sin_:[520,528,559],sin_add:10,sinc:[6,12,15,16,17,19,76,109,161,175,177,179,181,215,257,284,317,318,319,320,368,370,388,483,485,519,520,521,525,531,533,534,537,539,540,541,544,545,546,547,550,551,552,554,556,557,559,565,573],sine:[51,466,467],sing:524,singl:[2,10,16,17,20,35,36,48,59,66,69,113,149,150,165,176,177,183,184,187,202,247,248,251,252,255,256,258,268,269,270,272,273,276,277,284,286,290,302,303,306,315,316,320,328,332,357,368,374,376,377,378,404,422,444,472,504,505,519,521,527,529,531,534,536,537,539,542,543,544,546,547,548,551,552,553,555,556,559,565,567,570,572,573],singleton:[17,306,506,535,559],singular:[98,197,205,215,223,417,418,468,483,484,524],sinh:[1,51,520,528,559],sinh_:[520,528,559],sink:571,site:6,situat:[17,527,542,548,549,553],size:[2,3,6,12,15,16,17,19,32,33,35,36,38,48,58,59,61,66,68,69,70,77,79,80,91,94,95,98,100,110,111,112,113,116,124,135,136,137,149,150,156,158,160,161,175,177,188,195,197,205,211,212,213,215,216,220,223,224,226,227,229,232,233,235,237,240,246,247,248,249,250,251,252,254,255,256,257,258,259,260,261,262,264,265,266,267,268,269,270,271,272,273,276,277,282,283,284,285,286,290,296,297,298,299,300,301,302,303,306,308,309,312,313,314,315,316,317,318,319,320,323,324,325,326,327,332,340,341,342,343,344,357,361,367,368,369,370,371,372,373,374,388,398,399,400,401,402,403,405,407,409,412,413,416,417,418,419,423,424,425,426,427,428,429,431,432,433,434,435,436,438,446,447,452,468,469,471,472,475,476,477,478,479,482,483,484,485,490,491,496,504,505,506,508,509,511,512,515,516,519,520,524,525,528,529,531,533,534,535,537,538,539,540,541,543,544,546,547,548,551,554,555,556,558,559,562,563,565,566,567,568,571,572,573,574],size_averag:[257,258,274,276,295,300,301,312,313,323,324,325,327,333,349,350,366,520,531],sizedim:559,sizeof:555,skateboard:571,skeleton:379,skew:[2,4],ski:571,skip:[1,519,533,534,538,539,547],sky:568,slack:6,sleep:20,slice:[35,36,259,260,261,351,353,357,442,503,519,522,531,546,557,559],slide:[175,285,314,369,479,531],slightli:[7,15,408,417,452,484,517,571],slogdet:[520,559],slope:[307,532],slow:[2,504,542,558],slow_conv3d:520,slow_conv_dilated2d:520,slow_conv_dilated3d:520,slow_conv_transpose2d:520,slow_conv_transpose3d:520,slow_set_futur:20,slower:[2,4,16,68,531,539,543,571],slowli:550,small:[1,2,6,7,12,15,16,17,38,200,202,249,275,329,333,346,370,418,519,521,531,537,539,540,544,548,568],small_pool:12,smaller:[15,80,81,374,424,472,544,547,559,572,573],smallest:[75,188,197,424,492,524,554,575],smart:[539,551],smartcat2010:8,smessmer:8,smi:[12,537,540],smm:520,smnt:568,smoke:568,smooth:[354,546,547],smooth_l1_loss:[1,520],smoother:517,smoothl1loss:531,snapshot:[12,537],snd_tensor:558,snedecor:17,snippet:[517,544],snow:568,snowboard:571,snowi:568,sobol:429,soboleng:429,socket:[527,551],sofa:571,soft:[355,531,571],soft_margin_loss:[1,520],softmarginloss:531,softmax:[1,17,249,311,352,520,529,537,546],softmaxtransform:17,softmin:[1,520],softplu:[1,520,546],softshrink:520,softshrinkag:355,softsign:520,softwar:[456,547],sole:547,solid:[553,573],solut:[6,9,213,257,374,469,496,520,532,533,540,542],solv:[6,9,79,197,213,216,496,520,534,545,559],solver:[469,496],some:[1,2,5,6,7,10,12,14,16,17,19,61,161,175,177,181,183,249,253,257,258,264,268,269,270,271,272,273,274,276,277,278,284,295,297,298,299,300,301,304,312,313,320,323,324,325,327,333,334,349,350,366,368,374,375,425,483,517,519,520,521,522,525,527,528,529,531,533,534,537,539,540,541,542,543,544,545,546,547,548,551,552,553,554,558,559,565,568,571,572,573],some_dict:521,some_entry_point:182,some_fil:16,some_fn2:519,some_fn3:519,some_fn4:519,some_fn:519,someon:[6,529],someth:[6,183,523,527,528,534,545,551],sometim:[2,6,161,183,285,369,518,527,531,540,542,556,559,569],somewhat:534,somewher:[529,541],soon:[9,551,553],sophist:547,sort:[2,47,110,152,249,399,400,407,452,492,504,520,539,540,546,549,559,572],sort_bi:2,sorted_indic:[398,401],sorted_sequ:[452,520],sorted_sequence_1d:452,soumith:[7,8],sound:558,sourc:[0,1,2,3,4,5,10,12,15,16,17,20,21,35,36,55,56,57,67,69,72,74,76,85,110,114,137,145,159,163,166,167,175,177,178,179,180,181,182,183,184,185,186,196,197,217,218,228,233,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,408,417,429,451,453,454,455,456,458,461,462,472,479,484,491,517,519,520,521,525,527,529,531,532,540,541,546,547,550,551,552,554,555,558,559,561,562,563,564,565,566,567,568,569,570,571,572,573,574],space:[15,17,183,184,195,211,249,268,269,270,271,272,273,285,300,315,316,369,495,531,534,544,565,572,573],spadd:554,span:[12,300,551,559],spandan:8,spandantiwari:8,spars:[1,2,9,68,137,165,197,282,283,351,417,456,471,484,518,520,523,532,543,547,556,557,559],sparse_:532,sparse_coo:[471,554,556,559],sparse_coo_tensor:[520,523,554,559],sparse_dim:[471,520,554,559],sparse_grad:[137,520],sparse_mask:[520,554,559],sparse_resize_:520,sparse_resize_and_clear_:520,sparseadam:[282,547],sparseaddmmbackward:554,sparsedim:559,sparsefloattensor:554,sparsetensor:[2,471,554,559],sparsiti:532,spatia:531,spatial:[74,260,285,332,352,369,370,371,372,531,565,572],spatial_scal:572,spatio:[261,357],spawn:[15,178,374,533,538,542,545,552],spawncontext:527,speak:[161,554],special:[6,9,19,196,277,375,407,522,529,534,539,541,548,557,558,567],specif:[2,5,6,7,10,12,16,17,22,80,156,161,175,177,183,184,227,284,285,306,320,368,379,517,519,521,523,529,534,537,542,543,546,547,548,551,553,558,559,570,572],specifi:[2,10,12,15,16,17,19,48,61,90,94,95,99,100,102,137,177,183,184,196,197,207,223,233,240,255,256,257,258,264,272,274,276,277,283,284,285,295,300,301,306,312,313,318,320,323,324,325,326,327,333,349,350,361,366,367,368,369,371,372,374,377,379,380,381,382,383,384,385,386,388,391,392,393,394,405,408,417,423,429,444,447,448,451,461,482,504,505,506,507,517,519,521,524,526,528,529,531,537,539,545,546,547,548,550,551,554,555,556,558,559,565,567,568,569,572,573,574],spectral:[9,187,396,403],spectral_norm:[277,396],speed:[6,10,124,156,161,249,446,483,536,537,538,539,540,548,551],spend:[4,6,197],spent:[2,4,16,536,547],sphinx:6,split:[6,15,16,73,80,277,374,519,520,528,531,546,551,557,559,565,568,571,572],split_siz:[472,520,559],split_size_or_sect:472,split_with_s:[520,557],spmm:554,sponsorship:7,spoon:571,sport:571,spotri:78,spread:537,sqrt:[19,117,118,124,154,156,161,187,259,260,261,262,268,269,270,271,272,273,288,289,290,297,298,299,302,303,304,305,306,308,334,336,357,446,450,520,528,532,533,546,547,554,559],sqrt_:[520,528,559],squar:[98,99,101,109,160,175,205,213,215,222,247,251,255,256,269,270,272,273,286,303,312,315,316,319,349,361,450,468,469,473,507,520,531,547,554,559,565,573],square_:[520,559],squeez:[35,36,188,212,224,226,227,229,232,240,423,426,477,478,482,508,509,520,528,546,554,557,559],squeeze_:[520,559],squeezebackward1:2,squeezenet1_0:571,squeezenet1_1:571,src:[16,235,361,364,365,487,520,549,559],src_key_padding_mask:[361,364,365],src_mask:[361,365],src_tensor:16,srinivasan:8,ssa:519,sse3:457,ssnl:8,sspaddmm:[520,554],sspmm:554,stabil:[1,212,258,259,260,261,290,297,298,299,306,354,357,403,531,547],stabl:[1,2,16,17,110,197,258,483,485,518,539,543,546,551,564,565,566,569],stack:[1,2,12,15,17,108,153,264,288,304,334,362,364,402,513,520,537,538,540,546,573],stacktransform:17,stage:[6,518,553,569],stagnat:547,stai:[6,277,542,548,551,559],stand:[521,553],standalon:[182,183,519],standard:[6,10,17,253,259,260,261,290,297,298,299,306,357,363,365,409,417,435,477,478,521,522,532,536,542,546,549,559,568,571,573],star:[268,269,270],start:[2,4,7,12,15,16,20,38,191,195,211,241,249,283,321,323,374,379,383,385,398,438,459,517,520,521,527,529,531,534,535,537,538,540,542,545,546,547,551,552,553,559,570,571],start_dim:[126,284,520,559],start_epoch:15,start_ev:537,start_method:527,start_process:527,start_pt:570,startpoint:573,startup:4,stash:[2,5,374,539],stat:[12,357,374],state:[1,2,5,12,15,17,22,145,177,178,183,197,284,288,289,304,305,320,334,336,368,375,429,462,525,533,534,537,538,542,544,545,547,549,550,565,573],state_dict:[1,177,284,320,368,391,517,526,538,542,544,546,547],stateless:549,statement:[183,522,534,539,542,544,546,551],stathopoulo:197,stathopoulosetal2002:197,static_async_add:551,static_k:520,static_v:520,staticmethod:[2,533,539,551],statist:[12,17,202,259,260,261,290,297,298,299,306,357,540,547,567],statu:[215,518,522,527,569],std:[10,22,409,505,520,528,532,541,545,546,559,571,573],std_mean:[520,528],stddev:17,stderr:[517,526,571],stdin:[2,539,543],stdout:547,steepest:534,step:[1,4,7,10,15,16,17,28,38,61,151,195,197,211,286,374,398,429,438,519,520,529,531,533,534,537,538,540,542,543,545,548,551,552,558,559,565,567,568],step_between_clip:568,step_siz:547,step_size_down:547,step_size_up:547,steplr:547,steps_per_epoch:547,stft:[9,59,66,149,150,175,187,520,559],stick:17,stickbreakingtransform:17,still:[1,2,15,16,17,161,185,301,312,349,451,519,527,528,529,533,534,537,538,540,544,545,547,551,552,553,567],stirl:[333,531],stitch:551,stl10:569,stl10_binari:568,stmt:536,stochast:[15,17,286],stop:[12,17,38,197,264,398,438,519,547,551,571],storag:[2,12,48,157,158,166,180,196,219,241,277,439,451,475,494,517,518,523,526,527,534,537,542,544,551,556,557,559],storage_offset:[48,520,559],storage_typ:[523,559],storageshar:545,store1:16,store2:16,store:[2,5,10,12,28,68,180,181,197,202,282,387,388,389,391,392,393,394,398,517,519,529,530,538,539,540,541,546,548,551,552,553,554,558,559,567,568,573],store_tru:537,str:[2,10,12,16,19,176,177,197,257,258,264,268,269,270,271,272,273,274,276,283,284,295,300,301,312,313,320,321,323,324,325,327,330,333,335,336,349,350,361,366,367,368,370,379,380,381,382,383,384,385,386,387,389,391,392,393,394,395,396,397,403,405,451,479,519,520,521,522,525,527,529,531,547,551,555,558,559,565,568,570,572,573,574],straight:[257,531],strategi:[6,15,16,249,521],stream:[15,559,568,570],stream_id:570,stream_typ:570,strict:[2,177,183,184,284,320,368],strictli:[7,15,177,284,320,368,534],stride:[2,9,38,48,59,66,111,113,123,135,136,149,150,160,187,195,211,213,254,255,256,268,269,270,271,272,273,285,302,303,314,315,316,317,318,319,332,369,374,412,431,433,434,435,437,438,444,469,483,485,498,500,511,515,520,522,528,531,546,551,556,558,559,562,563,564,565,572],strike:6,string:[0,2,10,12,16,110,177,180,181,196,257,258,264,268,269,270,274,276,283,284,295,300,301,312,313,320,321,323,324,325,327,330,333,349,350,366,367,368,388,451,455,479,517,520,521,522,526,527,529,531,539,541,546,551,555,556,558,559,565,567,568,569,570,574],strip:[519,531,546],strip_doc_str:546,strive:6,strong:7,strong_wolf:547,strongli:[7,279,280,517],struct:[11,525,541],structur:[6,7,15,183,320,384,388,417,484,521,522,537,538,539,542,544,545,546,547,551,558,559,560,570],stub:[549,567],student:17,studi:534,studio:545,style:[407,519,521,549],styliz:[297,298,299],sub:[20,182,183,184,224,227,229,332,361,362,364,442,481,519,520,528,546,554,556,559,567],sub_:[520,528,554,559],subclass:[1,2,10,15,17,181,320,375,379,384,522,533,551,559,568],subdir:568,subfold:10,subgradi:547,subgraph:[375,538],subject:[9,16,20,38,213,374,528,529,539,548,551,556],submatrix:17,submit:[12,543],submodul:[11,177,181,182,277,284,320,321,322,368,374,519,521,525,544,546,548,567],subpackag:571,subprocess:[15,16,540,542],subregion:1,subscript:522,subsequ:[6,10,11,16,177,183,268,269,270,271,272,273,284,320,368,543,551],subset:[15,16,177,182,284,320,368,519,521,539,546,548,549,571],subsetrandomsampl:15,subspac:[326,417,483,484,559],substanti:7,substitut:[534,556],subsystem:[6,9],subtensor2:539,subtensor:539,subtl:[6,297,298,299],subtleti:[15,277,540],subtli:547,subtract:[480,520,531,559,573],subtract_:[520,559],subtyp:521,succ:570,succe:[16,539,545],succeed:215,success:[7,17,215,384],successfulli:[16,457,527,544,546,551],succinct:517,suffici:[10,17,161,517,546,548,549,556],suffix:[558,559],sugar:521,suggest:[7,274,517,523,533,534,540],suhan:8,suit:[519,521,546,551],suitabl:[15,17,70,187,452,547,558,570],suitcas:571,sum:[1,2,12,15,16,17,95,110,202,203,204,212,213,235,240,257,258,264,273,274,276,277,283,285,295,300,301,302,303,312,313,323,324,325,327,333,349,350,351,353,366,367,369,374,388,393,394,408,471,493,520,524,528,531,533,534,537,538,539,546,547,551,552,554,559],sum_:[28,124,155,156,175,221,238,254,255,256,268,269,270,302,303,309,323,327,329,349,479,491],sum_i:[324,325,350],sum_j:[212,276,311,351,353,531],sum_pair:521,sum_to_s:[520,559],sumbackward0:2,sumbackward1:2,summar:[4,461],summari:[2,12,461,558,571],summarywrit:558,summat:[110,175,204,212],sunset:[7,8],suo:8,superclass:539,superresolut:546,supervis:[274,295],suppli:[1,5,6,10,11,16],support:[1,2,3,6,7,9,10,11,12,15,16,17,28,29,31,35,36,58,59,66,68,105,109,124,131,149,150,157,182,183,187,197,213,220,221,225,230,231,268,269,270,271,272,273,282,283,285,308,320,325,357,367,369,374,413,425,439,446,457,480,498,500,511,512,516,517,519,521,522,523,524,525,527,530,531,534,535,536,539,542,544,545,547,548,549,551,554,556,557,558,559,565,568,569,570,572,573],suppos:[15,16,175,485,554,572,573],suppress:[550,572],sure:[2,6,15,16,114,183,184,197,374,406,492,528,534,538,540,545,546,547,551,552,553,558,573],surfboard:571,surg:196,surpass:532,surpris:517,surrog:17,surround:[1,521,533,567],sutskev:547,svd:[9,98,205,223,417,418,468,484,520,559,573],svhn:569,svi:17,swa_lr:547,swa_model:547,swa_schedul:547,swa_start:547,swa_util:547,swalr:547,swap:[366,367,494,520,522,531,549,559,567],swap_modul:[549,567],swish:[347,531],symbol:[14,21,304,334,545,546],symbolic_fn:546,symbolic_foo_forward:546,symbolic_help:546,symbolic_nam:546,symbolic_opset10:546,symbolic_opset9:546,symbolic_opset:546,symeig:[9,109,520,559],symmetr:[19,59,66,77,78,79,149,150,187,197,223,485,520,548,549,567,573],symmetri:[19,161,446,479],sync:[1,374,538],sync_bn_modul:357,sync_bn_network:357,syncbatchnorm:374,synchron:[4,12,197,357,374,407,536,537,538,542,551],syntact:7,syntax:[177,519],sys:517,system:[6,10,11,12,79,180,196,216,361,363,365,374,457,469,496,522,534,536,537,541,545,551],t4d:531,t_0:547,t_co:15,t_max:547,t_modul:[396,397,403,405],t_mult:547,tabl:[2,16,282,520,531,539,551,571],tag:[2,6,16,196,517,518,541,558,569],tag_nam:517,tag_scalar_dict:558,tail:15,taiwan:558,take:[1,2,4,6,7,10,12,15,17,19,20,79,91,100,102,131,160,249,258,283,286,288,304,315,316,317,318,319,320,328,334,361,371,372,374,422,469,496,517,519,520,525,527,528,529,531,533,534,536,537,538,539,540,543,545,546,548,549,551,552,553,556,557,558,559,567,568,570,572],taken:[17,19,38,110,264,276,283,327,461,483,485,531,536,537,539,540,541,544,546,568,572],takewhil:570,talk:541,tall:[539,559],tamper:196,tan:[1,52,520,528,546,558,559],tan_:[520,528,559],tangent:[54,488,489],tanh:[17,54,288,289,304,305,334,336,359,520,528,529,532,546,559,566],tanh_:[520,528,559],tanhshrink:520,tanhtransform:17,tanx:558,tape:6,tar:568,tarbal:568,target:[1,20,71,246,247,248,249,250,251,252,257,258,264,276,286,295,300,301,312,313,317,318,319,323,324,325,326,327,333,349,350,361,370,520,531,533,534,542,547,548,551,558,559,565,567,568,571,573],target_dict:567,target_length:[264,520,531],target_n:264,target_transform:568,target_typ:568,task:[2,6,178,186,297,298,299,536,541,545,571,573],tau:[140,414,415,520,531],taylor:221,tbb:536,tcp:551,tcpstore:16,tdr:545,team:[6,7,544],technic:[6,7,534,540],techniqu:[278,379,530,548],teddi:571,tell:[2,6,180,196,519,534,539,559],temperatur:[17,531],tempor:[259,261,264,357,370,531],temporari:[10,375,540,567],temporarili:546,temporary_fil:517,ten:[521,558,573],ten_crop:573,tencrop:573,tend:[6,456],teng:8,tenni:571,tensor1:[29,30,220,445,520,559],tensor2:[29,30,220,445,520,559],tensor:[1,3,5,6,10,12,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,72,73,74,75,76,77,78,79,80,81,82,83,84,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,145,146,147,148,149,150,151,152,153,154,155,156,157,158,160,161,162,164,165,167,168,169,170,171,172,173,174,175,177,180,181,182,183,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,237,238,239,240,241,242,243,244,245,249,253,254,257,258,264,265,266,267,268,269,270,271,272,273,274,276,277,278,279,280,282,283,284,285,288,289,295,300,301,304,305,311,312,313,314,317,318,319,320,323,324,325,327,328,332,334,336,340,341,342,343,344,350,351,352,353,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,395,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,454,455,456,457,458,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,518,519,521,524,530,531,532,533,534,535,536,537,538,540,542,543,545,546,547,550,551,552,554,555,558,565,566,567,568,569,570,571,572,574],tensor_a:[72,84],tensor_b:72,tensor_dict:544,tensor_index:11,tensor_list:16,tensorboard:518,tensordataset:15,tensordot:[1,520,523,537],tensorfloat32:[28,31,58,68,220,231,268,269,270,271,272,273,308,531,537],tensorfloat:3,tensorflow:[17,534,547,558],tensorpipeag:551,tensorpiperpcbackendopt:551,term:[7,17,19,76,110,249,257,268,269,270,304,305,325,333,349,374,379,380,381,382,383,384,385,386,518,531,533,534,540,547,549,552,559,566,569],termin:[527,547,551],terminolog:[259,260,261,357,568],test10k:568,test50k:568,test:[2,10,16,166,167,170,172,173,465,518,519,522,527,543,547,548,558,568,569,570,571,573],test_input:547,testcod:521,text:[6,17,23,25,26,27,28,29,30,31,32,33,34,37,38,50,51,52,53,54,58,59,60,66,68,75,81,87,88,89,105,109,130,131,133,139,148,149,150,151,154,155,168,175,190,191,194,195,204,210,211,212,213,214,234,235,242,243,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,279,280,281,282,285,287,288,289,290,291,292,293,294,295,297,298,299,300,301,302,303,304,305,306,307,308,310,311,312,313,314,315,316,317,318,319,323,324,325,326,327,328,332,333,334,336,337,338,339,340,341,342,343,344,345,347,348,349,350,351,353,354,355,356,357,358,359,360,367,368,369,370,371,372,373,377,419,420,422,425,435,438,440,450,463,464,466,467,473,479,480,485,488,489,514,531,532,547,558,559,565,566,567,573],text_str:558,texttt:[34,168,249,559],tf32:3,tgt:[15,361,362,363],tgt_key_padding_mask:[361,362,363],tgt_mask:[361,362,363],thalloc:545,than:[1,2,4,5,7,9,10,12,15,16,35,36,48,61,69,75,76,100,101,113,128,129,130,139,148,152,158,165,175,182,188,190,200,214,224,227,229,232,235,238,257,258,277,282,283,313,318,333,349,355,366,367,374,401,403,408,423,424,442,456,461,465,498,500,510,517,519,521,523,529,530,531,532,534,535,537,539,540,542,543,544,546,547,548,551,554,556,558,559,565,568,569,570,571,572,573,574],thank:[17,539],thc:545,thc_state:545,thcstate:545,thcudacheck:545,thcudatensor:545,thcudatensor_cadd:545,thcudatensor_fil:545,thcudatensor_issamesizea:545,thcudatensor_resizea:545,the_templ:520,thei:[1,2,5,6,7,9,12,15,16,17,20,28,31,32,33,35,36,58,81,168,169,175,177,180,188,196,213,219,224,227,229,232,235,271,272,273,284,285,320,326,335,346,368,369,374,375,376,398,401,426,456,479,507,519,521,523,525,527,528,529,531,533,534,537,538,539,542,544,545,546,547,548,549,551,554,558,559,560,567,568,570,571,572,573],them:[1,2,5,6,9,11,15,16,48,69,97,100,113,196,226,240,282,320,351,353,384,399,402,477,478,482,517,521,525,527,528,529,531,533,534,535,539,540,541,543,545,547,548,549,551,552,553,554,558,559,568],themselv:[2,492,537,567],theophil:507,theori:534,therebi:[15,548],therefor:[1,2,5,15,16,17,19,48,59,66,149,150,156,161,183,283,369,418,490,531,533,534,539,540,541,546,547,553,554,559,573],theta:[17,520,531],thi:[1,2,3,4,5,6,7,10,11,12,14,15,16,17,19,20,26,28,31,33,34,45,46,47,48,54,58,61,68,74,76,83,87,91,94,95,98,100,102,107,108,109,110,114,124,131,138,140,141,142,149,153,156,160,161,167,175,177,178,179,180,181,182,183,184,185,187,189,195,196,197,200,202,205,211,215,220,224,227,229,231,232,237,239,240,249,253,257,258,259,260,261,264,268,269,270,271,272,273,274,276,277,278,279,280,282,283,284,285,286,290,295,297,298,299,300,302,303,304,306,308,314,315,316,317,318,319,320,323,327,332,334,335,349,351,354,357,363,365,366,368,369,370,371,372,374,375,388,398,399,400,401,402,403,405,406,413,414,415,416,417,418,421,423,425,429,438,443,446,454,455,456,458,461,468,469,475,479,482,483,485,486,504,505,506,510,511,512,513,516,517,518,519,520,521,522,523,524,525,527,528,529,531,532,533,534,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,558,559,560,561,562,563,564,565,567,568,569,570,571,572,573,574,575],thin:425,thing:[2,6,16,257,521,531,534,537,539,540,542,548,553,554,567],think:[6,519,521,534,553],third:[17,108,215,249,256,270,273,316,519,537],thnn_conv2d:520,thnn_conv_depthwise2d:520,thoma:8,those:[2,4,12,15,48,100,102,183,196,249,257,258,274,276,283,295,300,301,312,313,323,324,325,327,333,349,350,366,370,374,483,521,528,529,531,533,537,543,544,547,548,549,551,553,562],though:[2,16,19,519,522,529,534,542],thrash:16,thread:[1,2,8,12,15,16,20,114,143,144,277,406,458,459,460,518,519,533,541,542,546,551,553,560,570],threadlocaldebuginfo:541,three:[2,9,16,57,256,270,273,316,538,539,547,548,551,553,558,568],threej:558,threshold:[223,349,354,461,520,533,546,547,558,571],threshold_:[520,531],threshold_mod:547,through:[1,2,5,6,7,11,15,16,17,98,178,183,184,186,205,327,362,363,364,365,425,468,483,485,517,518,521,527,528,529,531,539,540,541,545,546,548,549,551,552,553,557,559,560,567,569,575],throughout:[398,548],throughput:536,thrown:[12,20,238,559],thtensorrandom:235,thu:[2,15,16,17,19,220,282,320,370,374,471,519,525,531,534,536,539,540,541,546,547,548,551,557,559,565,567],thumb:16,tie:[17,571],tile:559,time:[2,4,6,10,12,15,16,17,19,20,22,27,28,29,30,31,32,33,34,58,68,74,76,94,109,110,168,175,177,180,183,184,191,196,197,213,220,231,234,235,237,238,243,254,255,256,258,259,260,261,264,268,269,270,271,272,273,277,283,284,285,286,288,297,298,299,304,306,307,314,315,316,317,318,319,320,332,334,354,357,368,369,370,371,372,374,407,416,425,443,448,475,479,480,483,491,518,521,522,525,527,531,532,534,536,537,538,539,540,541,542,543,545,547,548,549,551,552,553,554,558,559,565,566,567,569,570,571,573],time_:570,timedelta:16,timefram:551,timeit:536,timelin:[2,4],timeout:[15,16,527,551],timestamp:[558,570],tini:[559,575],tip:6,tiwari:8,tl_flip:573,tmp:[2,10,16,517],to_dens:[520,554],to_dlpack:18,to_grayscal:573,to_her:[374,551,552,553],to_mkldnn:[520,559],to_pil_imag:573,to_spars:[520,543,554,559],to_tensor:573,toaster:571,todai:548,togeth:[1,15,16,17,124,156,288,304,334,374,376,525,533,540,541,549,551,552,553,558,573],toilet:571,token:[517,522],tol:[197,223,520],told:521,toler:[2,34,168,183,184,197,223,519,547],tolerance_chang:547,tolerance_grad:547,tolist:[555,559],too:[6,10,264,320,375,531,533,536,540,542,543,545,553,554],tool:[2,4,7,517,519,521,536,537,545],toothbrush:571,top:[2,15,17,257,258,295,301,312,327,367,370,379,383,385,492,522,527,531,539,568,569,571,572,573],top_level_events_onli:2,top_level_method:521,topic:[7,541],topilimag:573,topk:[520,528,546,549,559],topolog:2,torch:[7,9,11,13,22,114,176,177,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,379,380,381,382,383,384,385,386,398,406,429,458,518,519,520,521,528,529,533,534,535,536,537,538,540,541,542,543,545,548,551,552,553,557,568,569,570,571,572,574],torch_14808_1591070686:545,torch_extens:10,torch_extensions_dir:10,torch_funct:539,torch_hom:517,torch_model_zoo:571,torch_shm_manag:527,torchaudio:[9,518,569],torchelast:[518,569],torchscript:[178,179,182,183,185,518,522,544,546,551,569,570,572,573],torchserv:[518,569],torchtext:[518,569],torchvis:[517,518,519,521,534,558],toronto:264,total:[2,4,6,12,15,16,264,285,295,301,312,326,349,369,374,376,407,409,411,461,479,517,521,529,531,537,547],total_averag:2,total_count:17,total_length:[401,540],total_loss:540,total_step:547,totensor:[558,568,571,573],touch:[6,546],toward:[7,131,197,245,374,448],tr_flip:573,trace:[2,6,11,15,178,182,184,197,520,521,523,534,537,544,559],trace_modul:[183,519],trace_nam:2,traceabl:[21,519],traceback:[2,165,521,527,539,543],traced_bar:519,traced_cpu:519,traced_fn:519,traced_foo:[183,519],traced_gpu:519,traced_modul:544,tracer:[183,546],tracerwarn:519,track:[2,5,12,259,260,261,297,298,299,357,374,384,527,529,537,539,540,541,547,552,553,559],track_running_stat:[259,260,261,297,298,299,357,544,565],tracker:[6,7,197],trade:[5,258,536],tradeoff:[548,552],tradition:9,traffic:571,trail:[400,402,532,535,539,573],train2017:571,train:[1,11,12,15,16,177,179,182,183,249,253,259,260,261,276,277,278,284,290,297,298,299,306,320,327,357,368,374,403,517,519,520,525,531,532,534,537,538,540,544,547,549,551,553,558,562,564,567,568,571,573],train_batch:547,train_extra:568,train_fn:534,train_load:537,train_nov:568,trainabl:[547,571],trainable_backbone_lay:571,trainer3:551,trainer:551,training_loop:548,training_method:179,trainingmod:546,trainload:558,trainset:558,trainval:568,tran:175,transb:546,transfer:[15,16,527,537,551],transform:[15,19,124,156,161,175,262,290,297,298,299,306,308,362,363,364,365,446,479,531,534,548,558,565,567,568,569,571],transform_input:571,transform_to:17,transformation_matrix:573,transformed_distribut:17,transformer_decod:362,transformer_encod:364,transformer_model:361,transformerdecoderlay:362,transformerencoderlay:364,transit:519,translat:[534,553,573],transmit:551,transpar:[538,551,553],transport:551,transpos:[77,160,213,271,272,273,369,401,415,425,469,483,485,486,496,520,528,531,534,546,554,557,559],transpose_:[2,520,554,559],transposed_data:15,trapezoid:495,trapz:520,travers:[374,538,539,549,552,567],treat:[2,17,196,206,207,208,209,240,283,306,324,325,327,351,407,479,487,521,528,531,534,547,551,556,559],tree:[6,320,361,553,568],tri:[1,6,177,284,320,368,521,527,540,547,559],triag:7,trial:17,triangl:[154,558],triangular2:547,triangular:[17,77,78,79,425,485,496,497,498,499,500,531,547],triangular_solv:[520,559],trick:[2,17,258,531,534,541,571],tricki:[534,553],trickier:553,trigger:[1,2,6,7,20,461,533,538,541,544,551,559],tril:[520,559],tril_:[520,559],tril_indic:[520,523],trilinear:[370,456,531],trim:[19,59,66,149,150,175],trip:19,tripl:531,triplet:[366,367],triplet_loss:[366,367],triplet_margin_loss:[1,520],tripletmarginloss:[367,531],tripletmarginwithdistanceloss:[366,531],triu:[496,520,546,559],triu_:[520,559],triu_indic:[520,523],trivial:[76,553],tropp:[417,484],trou:[268,269,270,271,272,273,285,369],troubleshoot:6,troublesom:539,truck:571,true_divid:[520,546,559],true_divide_:[520,559],truli:546,trunc:[29,125,131,520,528,559],trunc_:[520,528,559],truncat:[131,502,537,540],trust:[15,196],truth:[558,571],tseq:17,tune:[16,547],tup:521,tupl:[2,5,12,15,19,35,36,48,49,55,56,57,90,92,93,109,111,113,127,135,140,177,183,184,188,197,212,213,215,217,224,226,227,229,232,233,240,246,247,248,250,251,252,254,255,256,264,265,266,267,268,269,270,271,272,273,277,284,285,286,302,303,314,315,316,317,318,319,320,321,330,340,341,342,343,344,368,369,370,371,372,373,388,401,407,408,412,414,425,431,433,435,444,447,448,469,470,471,477,478,482,483,485,490,491,492,503,504,505,508,509,514,515,519,520,522,524,527,529,531,539,544,546,547,551,554,558,559,565,568,570,572,573,574],tuple_or_list:521,turn:[10,15,163,183,362,364,534,543,546,552],tutori:[7,11,16,519,539,541,544,546,548],tval:520,tvar:197,tvmonitor:571,twelv:556,twice:[1,2,20,533,534,540,571],two:[1,2,4,9,10,11,12,15,16,17,19,34,56,74,92,93,100,107,116,121,161,168,181,191,196,220,224,227,229,232,255,257,258,268,269,270,271,272,273,274,276,285,288,295,300,301,303,304,306,312,313,315,323,324,325,327,328,333,334,349,350,366,367,369,399,405,407,408,426,438,446,471,483,491,510,517,519,521,524,528,529,531,534,535,536,537,538,539,544,545,547,548,549,551,552,553,554,558,559,568,570,571,572,573],two_fft:19,two_ifft:19,twse:558,txhxwxc:568,txt:[180,181],type1:[424,520],type2:[424,520],type:[2,10,11,12,16,17,20,22,27,28,29,30,31,32,33,38,49,56,57,58,59,61,62,63,64,65,66,67,69,70,71,72,73,76,81,84,94,95,105,109,111,112,113,123,124,131,135,136,138,142,149,150,152,156,161,162,164,165,174,175,177,178,182,183,184,186,187,189,195,197,211,213,215,234,240,249,253,277,284,320,321,330,368,374,376,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,402,407,408,412,413,423,424,427,428,429,431,432,433,434,435,436,437,438,443,445,446,452,455,471,472,479,480,482,485,490,498,500,504,505,507,514,515,516,517,518,519,522,523,524,525,528,531,533,536,537,541,545,548,549,551,554,555,556,558,559,560,565,567,568,570,571,572,573],type_a:[520,528,546,559],type_p:17,type_q:17,typecheck:167,typeerror:[388,539],typic:[10,15,16,17,177,274,284,295,320,368,374,517,518,519,534,536,543,544,546,547,548,549,557,569,575],typing_extens:[519,521],typo:6,ubc:547,ucf101:569,udf:553,uint8:[134,388,424,427,428,445,548,556,558,559,570,573,575],uint8_t:559,uint8tensor:571,uint_tensor:556,ultim:[7,10],umbrella:571,unabl:[6,547],unaffect:559,unari:[522,528],unavailbl:521,unbalanc:[276,327],unbatch:124,unbias:[259,260,261,290,297,298,299,306,357,477,478,508,509,520,559],unbind:[520,528,546,557,559],unchang:[177,284,320,326,361,368,442,475,533,559,567,573],unclear:559,uncoalesc:[471,554],uncondition:[399,517,539],unconstrain:17,undefin:[2,16,161,257,537,539,559],under:[1,2,4,15,71,177,264,284,320,368,442,527,531,533,534,538,542,545,548,549,550,553,558,560],underflow:[1,533],underli:[12,16,17,48,140,157,158,177,196,241,414,415,439,494,506,519,531,537,540,549,551,557,559,565],underscor:[517,529,551,554,559],understand:[6,7,346,532,534,537,544,558],understood:73,undertak:6,underwai:2,undesir:[11,61,264,268,269,270,271,272,273,531,539,559],undon:[379,380,381,382,383,384,385,386,395],unequ:[269,270,272,273,565],uneven:374,unexpect:[16,91,177,284,320,368,475,519,539],unexpected_kei:[177,284,320,368],unexpectedli:[374,559],unflatten:[520,528,529,557],unflattened_img:529,unflattened_named_img:529,unflattened_s:368,unfold:[285,520,546,557,559],unfortun:[2,5,7,15,374,571],unicod:522,unicodedecodeerror:196,unifi:529,unifies_names_from_input_tensor:528,uniform:[60,337,431,432,532,559,560],uniform_:[26,54,60,238,520,528,532,539,559,560],uniformli:[17,433,434,495,573],unind:550,uniniti:[111,112,113,559],union:[2,12,177,246,247,248,250,251,252,254,255,256,265,266,267,268,269,270,271,272,273,284,285,286,302,303,306,314,315,316,317,318,319,320,340,341,342,343,344,368,369,370,371,372,373,376,377,451,521,529,568,572,574],uniqu:[16,227,233,505,517,519,523,526,539,546,551,552,553,558,559,570],unique_consecut:[504,520,559],unit:[109,253,263,287,288,289,337,338,347,381,382,386,389,391,394,496,531,536,549,565,566,570],unit_interv:17,unitari:[124,156,161,446],unitriangular:[496,520,559],univari:17,univers:521,unix:[15,527],unknown:553,unlabel:568,unless:[1,2,4,6,16,61,177,227,284,320,368,374,388,456,524,534,537,543,547,559,567],unlik:[2,6,17,224,227,229,306,521,527,542,543,556,559],unlist:1,unmask:[326,361],unment:529,unmodifi:1,unnam:[528,529],unncessari:557,unnecessari:[537,539,544],unnorm:[276,531],unnot:527,unoccupi:12,unord:[321,330],unpack:[217,277,288,304,334,401,522,539,540],unpack_data:217,unpack_pivot:217,unpickl:[15,196],unpool:[317,318,319],unpooled_output:319,unprun:[382,383,385,386,387,388,389,390,391,392,393,394],unreadi:538,unreduc:[257,258,300,301,312,327,367],unrel:[6,533,539],unresolv:545,unrol:[521,546],unsafe_chunk:520,unsafe_split:520,unsafe_split_with_s:520,unscal:[1,374],unscale_:[1,533],unseg:264,unsign:[549,556,559],unskip:1,unsort:[399,400],unsorted_indic:[398,401],unspecif:351,unspecifi:[16,546,558,559,567],unsqueez:[338,520,539,546,557,558,559],unsqueeze_:[520,559],unstabl:[1,17,98,205,418,468,531],unstructur:[384,388],unsuccess:16,unsupport:[519,522,529,546],unsupported_linear_op:521,untest:529,until:[6,12,16,20,197,527,531,534,537,540,551,553,559],untouch:15,untrack:183,untrain:546,untrust:196,unus:[12,179,182,296,374,519,521,537,538],unused_argument1:296,unused_argument2:296,unused_method:519,unusu:6,unwant:558,upcom:[16,533],updat:[1,2,7,9,259,260,261,277,282,283,288,297,298,299,321,330,357,517,519,525,533,534,538,542,544,545,547,551,552,553,558,559,567],update_bn:547,update_paramet:547,upgrad:547,upon:[15,527,553],upper:[17,67,70,77,78,79,81,152,337,425,437,452,485,496,499,500,520,531,532,547,559,573],upper_bound:17,uppercas:16,ups:6,upsampl:[272,371,372,549,565,567],upsample_bicubic2d:520,upsample_bilinear2d:520,upsample_bilinear:[549,565],upsample_linear1d:520,upsample_nearest1d:[520,546],upsample_nearest2d:[520,546],upsample_nearest3d:[520,546],upsample_nearest:[549,565],upsample_r:567,upsample_trilinear3d:520,upsample_trilinear:531,upscal:332,upscale_factor:[332,520,531],upstream:545,url:[2,16,517,526,551],usa:558,usag:[1,2,4,6,11,12,15,17,197,374,418,519,529,533,534,540,546,553,558,559,560,565,567],use:[1,2,3,5,6,7,9,10,11,12,15,17,19,20,48,74,140,151,158,161,167,177,179,181,182,183,184,187,196,197,219,227,235,254,255,256,264,265,266,267,277,284,288,289,300,302,303,304,305,314,315,316,317,320,327,334,335,336,340,341,342,343,344,367,368,370,373,374,399,400,405,427,438,443,451,452,456,477,478,484,490,495,504,508,509,517,519,520,521,525,527,528,529,530,531,532,533,534,536,537,539,540,541,542,543,544,545,546,548,551,552,556,558,559,560,565,567,568,570,571,572,573,574],use_cuda:2,use_distribut:16,use_dynam:520,use_env:16,use_external_data_format:546,use_gpu:519,use_input_stat:[520,531],use_memory_effic:185,use_memory_effici:185,use_mkldnn:536,use_mm_for_euclid_dist:74,use_mm_for_euclid_dist_if_necessari:74,use_ninja:10,use_openmp:536,use_separate_proj_weight:520,use_tbb:536,used:[1,2,3,4,6,9,10,11,12,13,15,16,17,20,58,59,60,66,109,124,143,144,149,150,152,156,161,177,180,182,183,184,188,196,197,249,255,256,257,258,259,260,261,269,270,271,272,273,274,276,277,279,280,282,284,288,295,297,298,299,303,304,306,309,315,316,320,327,328,333,334,336,354,357,366,367,368,374,375,376,409,446,451,453,455,456,458,459,460,470,477,478,479,485,492,506,508,509,510,517,519,520,521,523,524,526,529,531,532,533,534,536,537,539,541,542,543,545,546,547,548,549,550,551,552,553,554,556,558,559,560,562,564,565,567,568,569,571,572,573,574],useful:[1,2,6,12,15,17,94,95,175,202,240,276,285,300,327,332,401,406,423,482,484,517,519,521,529,531,536,539,541,544,546,547,548,551,552,560,567,572,573],user:[2,5,9,11,12,15,16,17,177,196,268,269,270,271,272,273,284,320,361,363,365,368,374,388,517,518,519,521,527,529,533,534,537,539,541,542,546,547,548,551,552,557,558,559,564,565,566,567,569,570,573],userrref:[551,553],userwarn:[535,546],uses:[1,2,4,10,12,15,16,17,22,38,49,59,66,98,111,113,123,135,149,150,182,187,195,196,205,211,259,260,261,264,265,266,267,290,297,298,299,306,328,340,341,342,343,344,349,357,373,374,412,429,431,433,435,437,438,468,471,483,490,498,500,515,517,519,531,533,534,536,537,538,539,540,541,543,545,547,551,552,553,556,559,565,567,568,569],using:[1,2,5,6,7,9,10,11,15,16,17,33,61,76,78,110,158,175,177,179,180,181,182,183,184,185,196,197,215,216,223,253,257,258,264,265,266,267,268,269,270,271,272,273,274,277,278,279,280,282,283,284,288,294,295,304,320,322,329,331,334,340,341,342,343,344,346,366,367,368,373,374,403,418,429,451,490,495,517,518,519,521,522,523,527,529,531,532,533,534,536,537,538,539,540,541,542,543,544,545,546,547,548,549,551,552,553,558,559,560,565,568,570,571,573],usp:569,usual:[2,6,10,15,279,280,295,297,298,299,483,519,533,536,540,541,546,549,551,558,559,567],uszkoreit:[361,363,365],utf:196,util:[1,6,12,20,177,284,288,304,320,334,368,379,380,381,382,383,384,385,386,398,518,533,535,536,537,539,540,541,546,547,551,564,565,566,568,569,571],v100:[13,288,304,334,571],v_1:329,v_2:329,v_proj_weight:520,val2017:571,val:[520,532,559,568],val_loss:547,valid:[2,16,17,177,268,269,270,271,272,273,383,388,392,425,514,519,521,529,546,547,551,552,565,567,568,571],validate_arg:17,valu:[1,2,5,6,7,9,10,12,15,17,19,20,22,23,26,27,29,30,33,35,36,38,45,46,47,54,59,60,61,66,70,74,81,90,92,93,98,115,135,137,139,148,149,150,151,152,157,161,165,169,170,171,174,175,177,178,180,183,186,188,190,195,196,197,200,205,211,214,215,218,223,224,226,227,229,232,235,239,242,245,249,254,255,256,257,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,281,283,284,285,290,291,294,295,297,298,299,300,302,303,306,308,311,313,314,315,316,317,318,319,320,321,325,326,327,328,329,330,333,349,351,352,353,354,355,357,360,361,363,365,366,367,368,369,370,374,377,398,401,402,407,408,412,413,417,418,420,422,426,428,438,439,442,443,447,452,461,468,470,471,479,483,484,492,495,497,498,499,500,502,504,505,506,514,515,516,517,519,520,522,524,526,527,531,532,533,534,536,537,539,540,544,546,547,548,549,550,551,554,556,557,558,559,560,565,566,567,568,570,571,572,573,574],valueerror:[398,401,539],vamshi:8,vander:[520,523],vandermond:507,var1:547,var2:547,var_mean:[520,528],vari:[398,547,567],variabl:[5,10,12,14,17,111,113,183,197,262,268,269,270,271,272,273,277,282,283,288,289,304,305,308,320,323,328,334,336,374,398,399,400,401,402,412,431,433,435,456,490,515,517,529,534,536,537,540,543,545,546,547,551,558,559,562,563,564,565,566,567,571],variabletyp:546,varianc:[17,259,260,261,297,298,299,357,435,436,508,509,531,532,547],variant:[1,239,496,541,547,549,559,567],variat:[17,539],varieti:552,variou:[3,5,7,10,15,197,527,542,547,570],vase:571,vaswani:[361,363,365],vc2017:545,vdantu:8,vdim:326,vdot:[520,559],vec1:[33,520,559],vec2:[33,141,416,520,559],vec:[32,237,404,408,520,559],vector:[2,9,17,31,32,33,48,53,69,74,84,91,94,95,99,101,113,220,235,237,258,259,260,261,264,277,282,283,285,290,297,298,299,329,357,366,369,376,378,404,408,416,417,483,485,507,524,531,534,548,558,559,568,573],vehicl:7,veloc:547,verbos:[10,517,529,546,547,558],veri:[2,4,6,9,297,298,299,375,521,527,534,539,540,542,545,547,550,551,552,571],verifi:[2,10,517,519,526,539,546],verify_ninja_avail:10,versa:[134,313,534,555,559],version:[3,5,12,14,17,149,180,181,220,241,258,304,320,321,334,370,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,456,479,494,517,528,529,531,534,535,537,539,541,543,545,546,547,548,549,559,560,562,564,565,567,568,572,573],versu:[6,324],vert:[275,329,531],vertex:558,vertic:[513,558,573],vertical_flip:573,vertices_tensor:558,vflip:573,vframe:570,vgg11:571,vgg11_bn:571,vgg13:571,vgg13_bn:571,vgg16:571,vgg16_bn:571,vgg19:571,vgg19_bn:571,vgg:546,vhp:2,via:[2,6,10,11,12,15,16,17,73,114,197,259,260,261,277,290,297,298,299,306,357,403,405,477,478,508,509,519,521,527,532,534,537,539,540,542,546,547,552,556,557,559,572],vice:[134,313,534,555,559],vid_tensor:558,video:[332,529,558,568,569],video_arrai:570,video_classif:571,video_codec:570,video_fp:570,video_path:570,video_read:569,videoclip:568,videoread:570,viehmann:8,view:[2,6,7,9,15,48,55,56,57,69,80,87,102,127,128,129,283,288,304,334,369,370,371,372,374,376,444,447,448,472,482,487,493,511,512,518,519,520,527,529,531,535,546,549,551,553,556,559,568,573],view_a:[520,557,559],view_as_complex:[9,520],view_as_imag:557,view_as_r:[9,520,557],viewbackward:2,vincent:8,vincentqb:8,violat:7,virtual:546,vishwak:8,vishwakftw:8,visibl:[12,16,321,322,330,331,374,571],vision:[7,517,569,571,572],visual:[2,268,269,270,271,272,273,285,314,315,316,369,545,558],vitali:8,vitalyfedyunin:8,vjp:2,voc2012:568,voc:[569,571],vocdetect:568,vocsegment:568,vol:175,volumetr:[261,357,370,531],von:17,von_mis:17,vs2017:545,vs2017_runtim:545,vstack:520,vulkan:525,vw_i:326,vychisl:429,w_hf:304,w_hg:304,w_hh:520,w_hi:304,w_hn:288,w_ho:304,w_hr:288,w_hz:288,w_if:304,w_ig:304,w_ih:520,w_ii:304,w_in:288,w_io:304,w_ir:288,w_iz:288,w_j:352,w_n:[257,258],w_y:536,w_z:536,wai:[2,5,6,7,10,15,16,17,19,110,257,283,297,298,299,320,363,365,374,519,521,527,528,529,531,534,536,539,540,542,545,546,547,548,551,552,554,557,559,567,568,570,571],wait:[2,12,16,20,178,374,520,527,536,537,538,547,551],wait_al:20,wait_ev:12,wait_stream:[12,537],walk:[11,539,552,553,557],walkthrough:533,walltim:558,wang:8,want:[1,2,6,12,15,16,140,183,184,286,370,374,375,451,490,517,531,533,534,536,537,539,546,547,554,559,565,567,570,571],warm:547,warmup:2,warn:[10,178,183,535,539,546,550],wasn:[196,519],wast:6,weaker:17,weight:[15,17,61,177,182,184,191,235,257,258,262,268,269,270,271,272,273,276,282,283,284,288,289,290,304,305,306,308,320,324,325,326,327,328,334,336,347,361,368,374,388,390,391,392,393,394,395,396,397,403,405,517,520,521,525,529,531,532,534,539,540,544,546,548,549,558,559,562,564,565,566,567,571,572],weight_decai:547,weight_fake_qu:[562,564],weight_g:[405,520],weight_hh:[289,305,336],weight_hh_l:[288,304,334],weight_ih:[289,305,336],weight_ih_l:[288,304,334],weight_mask:[391,394],weight_norm:[397,546],weight_orig:391,weight_scal:520,weight_siz:520,weight_stride0:520,weight_u:403,weight_v:405,weight_zero_point:520,weighted_kernel_sum:184,weightedrandomsampl:15,weird:571,welcom:6,well:[2,6,10,16,177,181,183,259,260,261,284,300,320,357,368,374,425,483,519,528,529,531,533,534,539,542,543,546,551,553,554,557,558,560,567,570,571,573],were:[1,2,3,12,16,20,180,196,376,384,401,452,487,521,531,533,539,544,546,554,559],weren:2,what:[1,2,5,6,7,16,17,183,184,268,269,270,271,272,273,285,315,316,369,379,380,381,382,383,384,385,386,517,519,521,528,539,546,547,548,551,552,554,568],whatev:[490,496,559],wheel:545,when:[1,2,4,5,6,7,10,12,15,16,17,20,33,38,61,74,77,84,87,98,132,161,168,169,170,171,174,177,178,182,183,184,196,197,205,210,213,223,227,235,249,254,255,256,257,258,259,260,261,264,268,269,270,271,272,273,274,276,277,283,284,285,290,295,297,298,299,300,301,302,303,306,312,313,315,316,320,323,324,325,326,327,328,333,349,350,351,352,354,357,366,368,369,370,371,372,374,375,379,380,381,382,383,384,385,386,401,403,406,407,408,409,417,422,425,426,441,444,456,468,475,479,483,485,486,490,491,498,500,504,514,517,519,521,524,525,527,528,529,531,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,556,557,558,559,565,567,568,571,572,573],whenev:[7,282,527,531,552,553],where:[1,2,3,4,6,7,9,10,11,12,15,16,17,19,35,36,59,66,70,77,79,92,93,98,99,109,115,124,137,139,148,149,150,151,156,160,161,168,169,170,171,174,175,187,188,190,196,197,202,205,212,214,215,216,220,223,224,226,227,229,232,235,238,240,242,249,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,275,276,281,282,283,285,287,288,289,290,291,292,293,294,295,297,298,299,300,301,302,303,304,305,307,308,309,310,311,312,313,314,315,316,317,318,319,323,324,325,326,327,328,329,332,333,334,336,337,338,339,340,341,342,343,344,345,347,348,349,350,351,353,354,355,356,357,358,359,360,361,366,367,369,370,371,372,373,374,399,400,401,402,407,418,423,425,426,442,443,446,468,469,470,471,477,478,479,482,483,485,492,496,497,498,499,500,504,505,508,509,511,512,519,520,522,526,527,531,532,533,534,535,537,539,540,543,546,547,548,551,553,554,556,558,559,565,567,568,570,571,572,573,574],wherev:[7,528],whether:[1,2,3,6,7,10,12,15,16,17,35,36,45,46,59,66,77,78,79,84,85,124,149,150,156,161,175,177,188,212,215,223,224,226,227,229,232,235,239,240,264,274,284,295,300,320,329,333,367,368,374,390,408,423,426,446,456,457,458,477,478,479,482,483,485,492,496,504,505,508,509,517,526,531,533,537,539,546,547,551,554,555,557,558,559,568,570],which:[1,2,4,5,6,7,10,11,12,15,17,19,20,21,22,26,48,54,61,70,73,76,80,90,99,100,101,102,109,132,137,140,158,160,165,175,178,181,182,183,196,202,219,223,232,235,241,247,248,249,251,252,253,255,256,259,260,261,264,269,270,272,273,277,283,288,297,298,299,300,302,303,304,306,311,315,316,317,318,319,323,325,349,351,353,357,366,367,374,379,380,381,382,383,384,385,386,387,388,389,391,392,393,394,395,405,417,426,427,438,441,443,444,447,456,461,472,475,483,495,497,498,499,500,504,506,517,519,521,523,525,526,527,529,531,533,534,535,536,537,538,539,540,541,543,545,546,547,548,550,551,552,553,554,555,556,558,559,561,564,565,566,567,568,570,571,572,573,575],whichev:[531,570],whilst:[17,537,570],white:573,whiten:573,whitespac:522,who:[6,9,534],whole:[15,16,175,177,284,320,357,368,534,542,570,573],whose:[16,17,76,100,115,139,148,177,184,190,195,211,214,242,284,320,368,374,409,420,534,539,546,558,568],why:[6,546],wide:536,wide_resnet101_2:571,wide_resnet50_2:571,wider:547,width:[17,152,255,256,269,270,272,273,303,315,316,327,352,370,529,531,546,565,567,568,572,573],wikipedia:[531,534],wildcard:529,willing:7,win:479,win_length:[175,479,520,559],window:[15,16,59,66,149,150,175,187,254,255,256,286,302,303,314,315,316,317,318,319,479,518,520,531,559],window_length:[59,66,149,150,187,520],wine:571,wip:6,wire:551,wirting:2,wise:[16,17,29,30,37,53,87,115,132,138,139,148,153,189,190,206,207,208,209,214,225,230,238,242,263,273,281,291,292,293,294,307,310,328,337,338,339,345,347,348,349,354,356,358,359,441,513,531,536,557,565],wish:[1,533,539],wit:519,with_arg:[549,567],with_cuda:[10,545],with_pytorch_error_handl:10,with_replac:[84,520],with_stack:2,within:[2,5,7,12,15,16,17,22,218,264,279,280,285,314,320,357,369,374,379,380,381,382,383,384,385,386,387,389,391,392,393,394,395,452,506,519,521,536,537,539,541,546,547,548,550,551,552,558,570],without:[1,2,5,6,7,12,15,17,19,83,140,161,175,235,259,260,261,283,297,298,299,306,328,357,374,389,429,444,503,517,521,525,527,529,531,533,534,535,537,539,542,543,544,546,547,548,550,551,558,559,571,572,573,575],won:[1,5,177,182,284,320,368,374,517,531,533,534,539,546,551,560,572],woodburi:17,word:[1,2,16,70,249,268,269,270,282,283,361,374,452,521,531,534,540,552],word_language_model:[361,546],work:[1,2,3,5,6,7,9,10,11,12,16,17,111,113,182,197,277,335,351,374,459,490,517,519,522,527,528,529,531,534,536,537,538,539,542,544,545,548,549,551,552,554,559,560,567,573],workaround:543,worker0:551,worker1:[20,374,551,552],worker2:551,worker:[6,10,15,16,374,551,552,553,568],worker_id:15,worker_info:15,worker_init_fn:[15,540],worker_nam:551,workerinfo:551,workflow:[11,517,539,548],workground:545,workload:[15,16,541,551],workspac:[10,546],world:[16,357,374,534,548],world_siz:[16,374,538,551,552],worri:551,wors:456,worst:539,worth:[15,517,557],would:[2,3,5,7,9,15,16,17,19,76,111,113,160,179,180,183,184,238,257,258,288,304,334,374,375,398,406,445,452,490,494,519,521,528,529,531,533,534,535,536,537,538,539,544,546,548,551,552,553,554,559,570],wouldn:553,wrap:[1,2,11,15,177,183,277,284,320,357,368,374,401,519,520,533,538,539,545,547,548,549,551,552,559,567],wrapper:[12,16,20,21,277,374,519,521,527,549,565,567],write:[6,7,16,48,69,113,181,451,521,529,531,537,540,546,547,554,558,559,570],write_jpeg:570,write_png:570,write_video:570,writeabl:87,writer:558,written:[2,277,519,521,525,534,538,539,544,546,547,555,558],wrong:[16,374,538,542,545,547],wrote:6,www:[264,367,547,558],x86:[457,548],x86_x64:545,x_0:[137,565],x_1:[92,93,94,95,137,262,274,275,531],x_2:[92,93,94,95,262,274,275,531],x_3:[92,93,94,95],x_clone:527,x_cpu:537,x_cpu_long:537,x_gpu:537,x_i:[81,92,93,94,95,137,200,311,329,349,351,353,366,422,531],x_j:[311,351,353,531],x_n:[257,258,295,300,301,312,534],x_out:567,x_t:[259,260,261,288,297,298,299,304,334,357],xavier_normal_:532,xavier_uniform_:532,xcosx:558,xdg_cache_hom:517,xeon:536,xiaoqiang:8,xing:429,xla:[518,569],xml:568,xnnpack:525,xor:[65,209],xsinx:558,xuhdev:8,xxx:568,xxy:568,xxz:568,xywh:572,xyxi:572,y_cpu:537,y_cpu_long:537,y_gpu:537,y_hard:531,y_i:[81,92,93,94,95,200,349,366],y_n:[257,258,295,300,301,312,327,534],y_soft:531,yang:[7,8,197],ycbcr:573,year:[551,568],yes:6,yet:[12,178,179,185,232,374,379,383,385,518,521,529,548,551,553,556,559,569,573],yf225:8,yield:[15,100,102,177,210,284,320,368,514,522,548],yinghai:8,you:[1,2,4,5,6,7,9,10,11,12,14,15,16,17,48,61,69,110,113,140,177,179,183,184,185,196,264,268,269,270,271,272,273,276,284,304,317,318,319,320,325,326,327,334,352,361,363,365,368,370,374,399,406,425,444,451,490,517,519,521,523,525,527,528,531,533,534,535,537,539,540,541,542,543,544,545,546,547,548,550,551,552,553,554,556,557,558,559,560,565,567,568,571,573],your:[1,2,4,6,9,10,11,12,15,16,17,177,179,183,184,185,268,269,270,271,272,273,320,327,374,425,452,457,504,519,521,527,528,529,533,534,535,537,539,540,541,543,545,546,547,548,550,552,554,558,559,560,567,571,573],your_training_script:16,yourself:542,z_n:534,z_t:288,zach:8,zdevito:8,zebra:571,zero:[1,2,12,17,19,33,55,56,57,60,61,77,79,90,98,123,131,151,152,160,165,175,177,197,205,206,207,208,209,215,216,235,240,253,254,255,256,264,268,269,270,271,272,273,275,278,279,280,282,283,284,285,288,289,290,302,303,304,305,306,314,315,316,317,318,319,320,326,329,333,334,336,355,361,368,369,370,373,382,383,384,385,400,407,411,418,425,427,428,465,468,469,471,475,483,485,490,496,516,519,520,523,527,528,529,531,532,534,537,539,545,546,547,548,549,551,554,556,558,559,560,562,563,564,565,566,567,572,573],zero_:[2,520,528,529,531,554,559],zero_grad:[1,2,177,284,320,368,374,533,540,542,547],zero_infin:[264,520,531],zero_point:[427,428,520,548,549,559,565,567],zero_point_hh:520,zero_point_ih:520,zeros_:532,zeros_lik:[520,523,537,546],zeroth:[155,187],zhang:8,zhangguanheng66:8,zheng:8,zhong:573,zip:[15,517,520,521,526,541,546,568],zipf:249,zipfil:451},titles:["torch.__config__","Automatic Mixed Precision package - torch.cuda.amp","Automatic differentiation package - torch.autograd","torch.backends","torch.utils.bottleneck","torch.utils.checkpoint","PyTorch Contribution Guide","PyTorch Governance","PyTorch Governance | Persons of Interest","Complex Numbers","torch.utils.cpp_extension","C++","torch.cuda","<no title>","<no title>","torch.utils.data","Distributed communication package - torch.distributed","Probability distributions - torch.distributions","torch.utils.dlpack","torch.fft","torch.futures","torch.Assert","Generator","torch.abs","torch.absolute","torch.acos","torch.acosh","torch.add","torch.addbmm","torch.addcdiv","torch.addcmul","torch.addmm","torch.addmv","torch.addr","torch.allclose","torch.amax","torch.amin","torch.angle","torch.arange","torch.arccos","torch.arccosh","torch.arcsin","torch.arcsinh","torch.arctan","torch.arctanh","torch.argmax","torch.argmin","torch.argsort","torch.as_strided","torch.as_tensor","torch.asin","torch.asinh","torch.atan","torch.atan2","torch.atanh","torch.atleast_1d","torch.atleast_2d","torch.atleast_3d","torch.baddbmm","torch.bartlett_window","torch.bernoulli","torch.bincount","torch.bitwise_and","torch.bitwise_not","torch.bitwise_or","torch.bitwise_xor","torch.blackman_window","torch.block_diag","torch.bmm","torch.broadcast_tensors","torch.bucketize","torch.can_cast","torch.cartesian_prod","torch.cat","torch.cdist","torch.ceil","torch.chain_matmul","torch.cholesky","torch.cholesky_inverse","torch.cholesky_solve","torch.chunk","torch.clamp","torch.clip","torch.clone","torch.combinations","torch.compiled_with_cxx11_abi","torch.complex","torch.conj","torch.cos","torch.cosh","torch.count_nonzero","torch.cross","torch.cummax","torch.cummin","torch.cumprod","torch.cumsum","torch.deg2rad","torch.dequantize","torch.det","torch.diag","torch.diag_embed","torch.diagflat","torch.diagonal","torch.digamma","torch.dist","torch.div","torch.divide","torch.dot","torch.dstack","torch.eig","torch.einsum","torch.empty","torch.empty_like","torch.empty_strided","enable_grad","torch.eq","torch.equal","torch.erf","torch.erfc","torch.erfinv","torch.exp","torch.exp2","torch.expm1","torch.eye","torch.fft","torch.fix","torch.flatten","torch.flip","torch.fliplr","torch.flipud","torch.floor","torch.floor_divide","torch.fmod","torch.frac","torch.from_numpy","torch.full","torch.full_like","torch.gather","torch.gcd","torch.ge","torch.geqrf","torch.ger","torch.get_default_dtype","torch.get_num_interop_threads","torch.get_num_threads","torch.get_rng_state","torch.greater","torch.greater_equal","torch.gt","torch.hamming_window","torch.hann_window","torch.heaviside","torch.histc","torch.hstack","torch.hypot","torch.i0","torch.ifft","torch.imag","torch.index_select","torch.initial_seed","torch.inverse","torch.irfft","torch.is_complex","torch.is_deterministic","torch.is_floating_point","torch.is_nonzero","torch.is_storage","torch.is_tensor","torch.isclose","torch.isfinite","torch.isinf","torch.isnan","torch.isneginf","torch.isposinf","torch.isreal","torch.istft","ScriptFunction","ScriptModule","torch.jit.fork","torch.jit.ignore","torch.jit.load","torch.jit.save","torch.jit.script","torch.jit.trace","torch.jit.trace_module","torch.jit.unused","torch.jit.wait","torch.kaiser_window","torch.kthvalue","torch.lcm","torch.le","torch.lerp","torch.less","torch.less_equal","torch.lgamma","torch.linspace","torch.load","torch.lobpcg","torch.log","torch.log10","torch.log1p","torch.log2","torch.logaddexp","torch.logaddexp2","torch.logcumsumexp","torch.logdet","torch.logical_and","torch.logical_not","torch.logical_or","torch.logical_xor","torch.logit","torch.logspace","torch.logsumexp","torch.lstsq","torch.lt","torch.lu","torch.lu_solve","torch.lu_unpack","torch.manual_seed","torch.masked_select","torch.matmul","torch.matrix_exp","torch.matrix_power","torch.matrix_rank","torch.max","torch.maximum","torch.mean","torch.median","torch.meshgrid","torch.min","torch.minimum","torch.mm","torch.mode","torch.movedim","torch.mul","torch.multinomial","torch.multiply","torch.mv","torch.mvlgamma","torch.nanquantile","torch.nansum","torch.narrow","torch.ne","torch.neg","torch.negative","torch.nextafter","AdaptiveAvgPool1d","AdaptiveAvgPool2d","AdaptiveAvgPool3d","AdaptiveLogSoftmaxWithLoss","AdaptiveMaxPool1d","AdaptiveMaxPool2d","AdaptiveMaxPool3d","AlphaDropout","AvgPool1d","AvgPool2d","AvgPool3d","BCELoss","BCEWithLogitsLoss","BatchNorm1d","BatchNorm2d","BatchNorm3d","Bilinear","CELU","CTCLoss","ConstantPad1d","ConstantPad2d","ConstantPad3d","Conv1d","Conv2d","Conv3d","ConvTranspose1d","ConvTranspose2d","ConvTranspose3d","CosineEmbeddingLoss","CosineSimilarity","CrossEntropyLoss","DataParallel","Dropout","Dropout2d","Dropout3d","ELU","Embedding","EmbeddingBag","Flatten","Fold","FractionalMaxPool2d","GELU","GRU","GRUCell","GroupNorm","Hardshrink","Hardsigmoid","Hardswish","Hardtanh","HingeEmbeddingLoss","Identity","InstanceNorm1d","InstanceNorm2d","InstanceNorm3d","KLDivLoss","L1Loss","LPPool1d","LPPool2d","LSTM","LSTMCell","LayerNorm","LeakyReLU","Linear","LocalResponseNorm","LogSigmoid","LogSoftmax","MSELoss","MarginRankingLoss","MaxPool1d","MaxPool2d","MaxPool3d","MaxUnpool1d","MaxUnpool2d","MaxUnpool3d","Module","ModuleDict","ModuleList","MultiLabelMarginLoss","MultiLabelSoftMarginLoss","MultiMarginLoss","MultiheadAttention","NLLLoss","PReLU","PairwiseDistance","ParameterDict","ParameterList","PixelShuffle","PoissonNLLLoss","RNN","RNNBase","RNNCell","RReLU","ReLU","ReLU6","ReflectionPad1d","ReflectionPad2d","ReplicationPad1d","ReplicationPad2d","ReplicationPad3d","SELU","Sequential","SiLU","Sigmoid","SmoothL1Loss","SoftMarginLoss","Softmax","Softmax2d","Softmin","Softplus","Softshrink","Softsign","SyncBatchNorm","Tanh","Tanhshrink","Threshold","Transformer","TransformerDecoder","TransformerDecoderLayer","TransformerEncoder","TransformerEncoderLayer","TripletMarginLoss","TripletMarginWithDistanceLoss","Unflatten","Unfold","Upsample","UpsamplingBilinear2d","UpsamplingNearest2d","ZeroPad2d","DistributedDataParallel","Parameter","torch.nn.utils.clip_grad_norm_","torch.nn.utils.clip_grad_value_","torch.nn.utils.parameters_to_vector","BasePruningMethod","CustomFromMask","Identity","L1Unstructured","LnStructured","PruningContainer","RandomStructured","RandomUnstructured","torch.nn.utils.prune.custom_from_mask","torch.nn.utils.prune.global_unstructured","torch.nn.utils.prune.identity","torch.nn.utils.prune.is_pruned","torch.nn.utils.prune.l1_unstructured","torch.nn.utils.prune.ln_structured","torch.nn.utils.prune.random_structured","torch.nn.utils.prune.random_unstructured","torch.nn.utils.prune.remove","torch.nn.utils.remove_spectral_norm","torch.nn.utils.remove_weight_norm","PackedSequence","torch.nn.utils.rnn.pack_padded_sequence","torch.nn.utils.rnn.pack_sequence","torch.nn.utils.rnn.pad_packed_sequence","torch.nn.utils.rnn.pad_sequence","torch.nn.utils.spectral_norm","torch.nn.utils.vector_to_parameters","torch.nn.utils.weight_norm","no_grad","torch.nonzero","torch.norm","torch.normal","torch.not_equal","torch.numel","torch.ones","torch.ones_like","torch.orgqr","torch.ormqr","torch.outer","torch.pca_lowrank","torch.pinverse","torch.poisson","torch.polar","torch.polygamma","torch.pow","torch.prod","torch.promote_types","torch.qr","torch.quantile","torch.quantize_per_channel","torch.quantize_per_tensor","SobolEngine","torch.rad2deg","torch.rand","torch.rand_like","torch.randint","torch.randint_like","torch.randn","torch.randn_like","torch.randperm","torch.range","torch.real","torch.reciprocal","torch.remainder","torch.renorm","torch.repeat_interleave","torch.reshape","torch.result_type","torch.rfft","torch.roll","torch.rot90","torch.round","torch.rsqrt","torch.save","torch.searchsorted","torch.seed","torch.set_default_dtype","torch.set_default_tensor_type","torch.set_deterministic","torch.set_flush_denormal","set_grad_enabled","torch.set_num_interop_threads","torch.set_num_threads","torch.set_printoptions","torch.set_rng_state","torch.sigmoid","torch.sign","torch.signbit","torch.sin","torch.sinh","torch.slogdet","torch.solve","torch.sort","torch.sparse_coo_tensor","torch.split","torch.sqrt","torch.square","torch.squeeze","torch.stack","torch.std","torch.std_mean","torch.stft","torch.sub","torch.subtract","torch.sum","torch.svd","torch.svd_lowrank","torch.symeig","torch.t","torch.take","torch.tan","torch.tanh","torch.tensor","torch.tensordot","torch.topk","torch.trace","torch.transpose","torch.trapz","torch.triangular_solve","torch.tril","torch.tril_indices","torch.triu","torch.triu_indices","torch.true_divide","torch.trunc","torch.unbind","torch.unique","torch.unique_consecutive","torch.unsqueeze","torch.vander","torch.var","torch.var_mean","torch.vdot","torch.view_as_complex","torch.view_as_real","torch.vstack","torch.where","torch.zeros","torch.zeros_like","torch.hub","PyTorch documentation","TorchScript","TorchScript Builtins","TorchScript Language Reference","Python Language Reference Coverage","TorchScript Unsupported Pytorch Constructs","torch.linalg","torch.utils.mobile_optimizer","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","Extending PyTorch","Frequently Asked Questions","Features for large-scale deployments","Multiprocessing best practices","Reproducibility","Serialization semantics","Windows FAQ","torch.onnx","torch.optim","Quantization","Quantization Operation coverage","torch.random","Distributed RPC Framework","Distributed Autograd Design","Remote Reference Protocol","torch.sparse","torch.Storage","Tensor Attributes","Tensor Views","torch.utils.tensorboard","torch.Tensor","torch","torch.nn.intrinsic","torch.nn.intrinsic.qat","torch.nn.intrinsic.quantized","torch.nn.qat","torch.nn.quantized","torch.nn.quantized.dynamic","torch.quantization","torchvision.datasets","torchvision","torchvision.io","torchvision.models","torchvision.ops","torchvision.transforms","torchvision.utils","Type Info"],titleterms:{"break":521,"case":[6,519],"class":[519,521,523,548],"default":[2,15,521],"enum":521,"export":546,"float":544,"function":[2,7,16,17,19,519,520,521,523,524,528,530,531,533,534,546,548,549,554,565,567,573],"import":[517,545],"new":6,"return":[521,540,553],"static":548,"var":508,"while":521,Adding:[6,539,546],For:521,Not:523,One:545,Ops:[1,523,560],The:6,Use:[521,537,546],With:523,__config__:0,__torch_function__:539,about:[6,534],abs:[9,23],absolut:24,access:[9,521],accumul:533,aco:25,acosh:26,across:544,activ:[530,531],adaptive_avg_pool1d:531,adaptive_avg_pool2d:531,adaptive_avg_pool3d:531,adaptive_max_pool1d:531,adaptive_max_pool2d:531,adaptive_max_pool3d:531,adaptiveavgpool1d:246,adaptiveavgpool2d:247,adaptiveavgpool3d:248,adaptivelogsoftmaxwithloss:249,adaptivemaxpool1d:250,adaptivemaxpool2d:251,adaptivemaxpool3d:252,add:27,addbmm:28,addcdiv:29,addcmul:30,addmm:31,addmv:32,addr:33,adjust:547,affine_grid:531,agnost:537,alexnet:[546,571],algebra:9,algorithm:[543,547,552],align:529,all:547,allclos:34,alloc:540,alpha_dropout:531,alphadropout:253,alwai:544,amax:35,amd:8,amin:36,amp:1,amper:537,angl:[9,37],anomali:2,api:[2,8,11,519,529,536,539,541,548,567,570],appendix:519,arang:38,arcco:39,arccosh:40,arcsin:41,arcsinh:42,arctan:43,arctanh:44,argmax:45,argmin:46,argsort:47,argument:553,arithmet:521,as_strid:48,as_tensor:49,asin:50,asinh:51,ask:[6,519,540,546],assert:21,assign:521,assumpt:553,asynchron:[16,537,542],atan2:53,atan:52,atanh:54,aten:546,atleast_1d:55,atleast_2d:56,atleast_3d:57,attach:541,attribut:[519,521,523,556],author:11,autocast:[1,533],autograd:[2,8,9,11,529,533,534,539,551,552],automat:[1,2,15,519,533],averag:547,avg_pool1d:531,avg_pool2d:531,avg_pool3d:531,avgpool1d:254,avgpool2d:255,avgpool3d:256,avoid:[6,542,543],awai:528,awar:548,backend:[3,16,551],background:[552,553],backward:[534,535,552],baddbmm:58,bartlett_window:59,basepruningmethod:379,basic:[16,529,551],batch:[15,547],batch_norm:531,batchnorm1d:259,batchnorm2d:[260,565],batchnorm3d:[261,565],bceloss:257,bcewithlogitsloss:258,behavior:[1,15],benchmark:[8,543],bernoulli:[17,60],best:[537,542,548],beta:17,between:523,bilinear:[262,531],binary_cross_entropi:[1,531],binary_cross_entropy_with_logit:[1,531],bincount:61,binomi:17,bitwise_and:62,bitwise_not:63,bitwise_or:64,bitwise_xor:65,bla:560,blackman_window:66,block_diag:67,bmm:68,bottleneck:4,bound:523,broadcast:535,broadcast_tensor:69,broken:545,bucket:70,buffer:[537,542],bug:6,build:[6,8,536,541,545],built:[519,520],builtin:520,c10:8,cach:[517,537],calculu:534,call:521,can:[1,534,540],can_cast:71,caption:568,care:547,cartesian_prod:72,cast:521,cat:73,categor:17,cauchi:17,cdist:74,ceil:75,celeba:568,celu:[263,531],cffi:545,chain_matmul:76,chang:7,channel:545,characterist:571,check:[2,519,534],checkpoint:5,chi2:17,choleski:77,cholesky_invers:78,cholesky_solv:79,choos:16,chunk:80,cifar:568,cityscap:568,clamp:81,classif:571,claus:545,clip:[82,533],clip_grad_norm_:376,clip_grad_value_:377,clone:83,closur:547,cnn:571,coco:568,code:[6,519,537],codebas:6,collate_fn:15,collect:[12,16],combin:84,come:[16,534],common:[6,16,541],commun:[12,16],comparison:[519,521,560],compat:535,compiled_with_cxx11_abi:85,complex:[9,86,534],compon:545,composit:573,comput:[2,534,552,560],concurr:534,conj:87,conjug:534,consider:541,constant:[519,521],constantpad1d:265,constantpad2d:266,constantpad3d:267,constraint:17,construct:[521,523,547],contain:530,content:544,context:[2,552],continu:521,continuousbernoulli:17,contract:528,contribut:6,control:543,controversi:7,conv1d:[268,531,565],conv2d:[269,531,564,565],conv3d:[270,531,565],conv_transpose1d:531,conv_transpose2d:531,conv_transpose3d:531,convbn1d:561,convbn2d:[561,562],convbnrelu1d:561,convbnrelu2d:[561,562],convers:573,convolut:[530,531,543,571],convrelu1d:561,convrelu2d:[561,562,563],convrelu3d:563,convtranspose1d:271,convtranspose2d:272,convtranspose3d:273,core:7,correct:[2,534],correctli:523,cos:88,cosh:89,cosine_embedding_loss:531,cosine_similar:531,cosineembeddingloss:274,cosinesimilar:275,count_nonzero:90,coverag:[522,528,539,548,549],cpp:545,cpp_extens:10,cpu:[8,534,536],creat:[9,519,529],creation:560,cross:[91,534],cross_entropi:531,crossentropyloss:276,ctc_loss:531,ctcloss:264,cuda:[1,3,8,12,527,537,540,542,543,545],cudnn:3,cufft:537,cummax:92,cummin:93,cumprod:94,cumsum:95,current:529,custom:[533,539,546,547,548],custom_from_mask:387,customfrommask:380,data:[15,538,540,546],data_parallel:531,dataload:8,dataparallel:[277,530,531,533,537],dataset:[15,568],datasetfold:568,deadlock:542,debug:[519,567],decis:7,deeplabv3:571,defin:[521,539],deg2rad:96,densenet:571,depend:552,deploy:541,deprec:2,dequant:[97,565],deriv:[17,534],descriptor:527,design:[538,551,552,553],det:98,detect:[2,568,571],determin:[534,543],develop:[6,7],devic:[537,556],diag:99,diag_emb:100,diagflat:101,diagon:102,dict:521,differenti:2,digamma:103,dim:528,dimens:[528,529],dirichlet:17,disabl:[2,15,519,560],discuss:6,dispatch:8,dist:104,distanc:[530,531],distribut:[8,16,17,530,531,538,551,552],distributeddataparallel:[374,533,537,538],div:[105,544],diverg:[17,523],divid:106,divis:544,dlpack:18,doc:6,document:[6,518],doe:534,doesn:540,domain:534,dot:107,down:545,download:517,driver:545,dropout2d:[279,531],dropout3d:[280,531],dropout:[278,530,531],dstack:108,dtype:[533,544,549,556],dure:552,dynam:[548,549,566],edg:519,eig:109,einsum:110,elig:1,elu:[281,531,565],embed:[282,531],embedding_bag:531,embeddingbag:283,emnist:568,empti:111,empty_lik:112,empty_strid:113,enable_grad:114,encod:534,end:[546,552],engin:8,entrypoint:517,environ:[16,541],equal:116,erf:117,erfc:118,erfinv:119,error:[540,545],event:12,exampl:[533,538,546,552],except:540,exclud:534,execut:537,exp2:121,exp:120,explicit:529,expm1:122,exponenti:17,exponentialfamili:17,express:521,extend:[11,539],extens:[11,12,539,541,545],extern:546,eye:123,factori:528,fakedata:568,faq:[7,545],fashion:568,fast:552,faster:571,featur:[6,541],feature_alpha_dropout:531,fft:[19,124],fight:542,file:[16,527],file_descriptor:527,file_system:527,fine:570,finfo:575,fishersnedecor:17,fix:[6,125],flatten:[126,284],fleet:541,flickr:568,flip:127,fliplr:128,flipud:129,float16:1,float32:1,floatfunct:565,floor:130,floor_divid:131,fmod:132,fold:[285,531],fork:178,format:546,formula:534,forward:552,found:545,frac:133,fractionalmaxpool2d:286,framework:551,freed:540,frequent:[6,519,540,546],from:[9,517,528,534,545,546],from_numpi:134,full:[135,544],full_lik:136,fulli:571,futur:20,gamma:17,gather:137,gcd:138,gelu:[287,531],gener:[8,12,22,535,543,560,573],geometr:17,geqrf:140,ger:141,get:6,get_default_dtyp:142,get_num_interop_thread:143,get_num_thread:144,get_rng_stat:145,global_unstructur:388,glu:531,googlenet:571,govern:[7,8],gpu:[16,530,531,533,540],gradient:[1,2,533,560],grain:570,graph:[519,534],greater:146,greater_equ:147,grid_sampl:531,group:[16,551],groupnorm:[290,565],gru:288,grucel:[289,566],guid:[6,7],gumbel:17,gumbel_softmax:531,halfcauchi:17,halfnorm:17,hamming_window:149,handler:540,hann_window:150,hardshrink:[291,531],hardsigmoid:[292,531],hardswish:[293,531,565],hardtanh:[294,531],heavisid:151,higher:2,hinge_embedding_loss:531,hingeembeddingloss:295,hip:8,histc:152,histori:534,hmdb51:568,hogwild:542,hook:534,how:[517,534,547],hstack:153,hub:517,hypot:154,ident:[296,381,389,540],ifft:156,ignor:179,iinfo:575,imag:[9,157,570,573],imagefold:568,imagenet:568,implement:[6,517,538,553],improv:6,incept:571,includ:545,independ:17,index:560,index_select:158,indic:518,infer:[529,536,544],info:575,init:532,initi:16,initial_se:159,input:[1,528,533],inspect:519,instal:545,instanc:571,instance_norm:531,instancenorm1d:[297,565],instancenorm2d:[298,565],instancenorm3d:[299,565],instead:537,integ:544,interest:8,interfac:[16,565],intern:538,interpol:531,interpret:519,intrins:[549,561,562,563],introduct:548,invers:160,ipc:545,irfft:161,is_complex:162,is_determinist:163,is_floating_point:164,is_nonzero:165,is_prun:390,is_storag:166,is_tensor:167,isclos:168,isfinit:169,isinf:170,isn:540,isnan:171,isneginf:172,isposinf:173,isreal:174,issu:6,istft:175,iter:[15,521],jit:[8,178,179,180,181,182,183,184,185,186,519],join:560,kaiser_window:187,keep:528,kei:[7,16,545],keypoint:571,kinet:568,kl_div:531,kldivloss:300,kmnist:568,known:517,kthvalu:188,l1_loss:531,l1_unstructur:391,l1loss:301,l1unstructur:382,languag:[519,521,522],lapack:560,laplac:17,larg:541,launch:16,layer:530,layer_norm:531,layernorm:[306,565],layout:[2,556],lcm:189,leaky_relu:531,leakyrelu:307,learn:547,lerp:191,less:192,less_equ:193,level:[2,8,567],lgamma:194,librari:[8,543],lifetim:553,like:539,limit:[517,546],linalg:524,linear:[9,308,530,531,564,565,566],linearrelu:[562,563],linspac:195,list:521,liter:521,ln_structur:392,lnstructur:383,load:[15,180,196,517,544],loader:540,lobpcg:197,local:[2,560],local_response_norm:531,localresponsenorm:309,log10:199,log1p:200,log2:201,log:[198,541],log_softmax:531,logaddexp2:203,logaddexp:202,logcumsumexp:204,logdet:205,logic:[517,521],logical_and:206,logical_not:207,logical_or:208,logical_xor:209,logit:210,logitrelaxedbernoulli:17,lognorm:17,logsigmoid:[310,531],logsoftmax:311,logspac:211,logsumexp:212,lookup:521,loop:521,loss:[530,531,533],lowrankmultivariatenorm:17,lp_pool1d:531,lp_pool2d:531,lppool1d:302,lppool2d:303,lstm:[304,543,566],lstmcell:[305,566],lstsq:213,lsun:568,lu_solv:216,lu_unpack:217,maintain:[7,8],make:[6,7],manag:[12,527,537],manipul:529,manual:2,manual_se:218,map:15,margin_ranking_loss:531,marginrankingloss:313,mask:571,masked_select:219,match:[521,529],math:[520,560],matmul:220,matrix_exp:221,matrix_pow:222,matrix_rank:223,max:224,max_pool1d:531,max_pool2d:531,max_pool3d:531,max_unpool1d:531,max_unpool2d:531,max_unpool3d:531,maximum:225,maxpool1d:314,maxpool2d:315,maxpool3d:316,maxunpool1d:317,maxunpool2d:318,maxunpool3d:319,mean:226,mechan:534,median:227,memori:[12,15,537,540],memory_format:556,meshgrid:228,metadata:541,method:[2,520,521,523],migrat:519,min:229,minimum:230,mistak:6,mix:[1,519,533,571],mixin:2,mixturesamefamili:17,mkl:3,mkldnn:[3,8],mnasnet:571,mnist:568,mobile_optim:525,mobilenet:571,mode:[232,552],model:[11,517,533,540,541,547,548,567,571],model_zoo:526,moder:7,modul:[8,320,519,520,521,523,539,544,548],moduledict:321,modulelist:[322,521],more:6,movedim:233,mse_loss:531,mseloss:312,mul:234,multi:[15,16,530,531],multi_margin_loss:531,multiheadattent:326,multilabel_margin_loss:531,multilabel_soft_margin_loss:531,multilabelmarginloss:323,multilabelsoftmarginloss:324,multimarginloss:325,multinomi:[17,235],multipl:[533,539],multipli:236,multiprocess:[8,527,537,542,545],multithread:534,multivariatenorm:17,mutat:560,mvlgamma:238,name:[521,528,529],nanquantil:239,nansum:240,narrow:241,nccl:16,need:533,neg:[243,244],negativebinomi:17,network:[16,540,571],nextaft:245,nll_loss:531,nllloss:327,no_grad:406,node:534,non:[15,530,531,534,546],nondeterminist:543,nonlinear:530,nonzero:407,norm:408,normal:[17,409,530,531,547],not_equ:410,note:551,notic:517,number:[9,12,534,536,540,543],numel:411,numer:2,nvidia:12,nvtx:12,object:571,observ:567,old:9,omniglot:568,one:533,one_hot:531,onehotcategor:17,ones:412,ones_lik:413,onli:573,onlin:6,onnx:[8,546],onnx_aten:546,onnx_aten_fallback:546,onnx_fallthrough:546,open:6,openmp:3,oper:[2,8,16,521,528,529,534,539,541,545,546,548,549,560],ops:[533,572],optim:[8,533,534,547,551,552],option:[521,536,545,547],order:15,orgqr:414,ormqr:415,other:[16,530,543,560],out:[528,540],outer:416,over:[1,521],overrid:539,overview:6,own:534,owner:553,pack_padded_sequ:399,pack_sequ:400,packag:[1,2,11,16,527,545],packedsequ:398,pad:[530,531],pad_packed_sequ:401,pad_sequ:402,pairwise_dist:531,pairwisedist:329,parallel:[537,538,540,560],paramet:[375,521,547],parameterdict:330,parameterlist:331,parameters_to_vector:378,pareto:17,parti:16,particip:6,particular:533,pass:[542,552],pathwis:17,pattern:521,pca_lowrank:417,pdist:531,penalti:533,peopl:7,per:[533,547],perform:[8,544],permut:528,person:[8,571],philosophi:7,phototour:568,pictur:534,pil:573,pin:[15,537],pinvers:418,pipe:545,pixel_shuffl:531,pixelshuffl:332,place:[2,528,534,535,560],places365:568,plan:537,platform:15,point:[16,541],pointwis:560,poisson:[17,419],poisson_nll_loss:531,poissonnllloss:333,polar:420,polygamma:421,pool:[530,531],pow:422,powerpc:8,practic:[537,542,548],precis:[1,533],prefer:1,prelu:[328,531],prepar:[548,567],preserv:544,print:521,probabl:17,process:[6,7,15,533,551],processgroup:538,prod:423,profil:[2,541],project:7,promot:[1,6],promote_typ:424,propag:529,properli:540,properti:523,propos:6,protect:545,protocol:553,provid:548,prune:[387,388,389,390,391,392,393,394,395],pruningcontain:384,publish:517,pull:6,put:547,python:[6,519,520,521,522,523],pytorch:[6,7,8,11,16,518,519,520,523,534,539,543,544,546],qat:[549,562,564],qfunction:565,qmnist:568,quantil:426,quantiz:[530,548,549,563,565,566,567],quantize_per_channel:427,quantize_per_tensor:428,quasi:560,question:[6,519,540,546],queue:542,rad2deg:430,rand:431,rand_lik:432,randint:433,randint_lik:434,randn:435,randn_lik:436,random:[12,15,540,543,550,560],random_structur:393,random_unstructur:394,randomstructur:385,randomunstructur:386,randperm:437,rang:[438,521],rate:547,raw:546,readabl:6,real:[9,439],reason:553,reciproc:440,record:552,recurr:[530,540],recurs:519,reduct:560,refer:[1,519,521,522,529,553],refin:521,reflectionpad1d:340,reflectionpad2d:341,registri:17,relaxedbernoulli:17,relaxedonehotcategor:17,relu6:[339,531,565],relu:[338,531,565],remaind:441,remot:553,remov:[395,528],remove_spectral_norm:396,remove_weight_norm:397,renorm:442,repeat_interleav:443,replicationpad1d:342,replicationpad2d:343,replicationpad3d:344,report:[6,540],represent:9,reproduc:543,request:6,requires_grad:534,reshap:444,resnet:571,resnext:571,resolut:521,result_typ:445,retain:534,retinanet:571,reus:542,review:6,rfft:446,rng:8,rnn:[334,399,400,401,402,543],rnnbase:335,rnncell:[336,566],robust:6,rocm:8,roll:447,rot90:448,round:449,rpc:551,rref:[551,553],rrelu:[337,531],rsqrt:450,rule:529,run:517,runtim:[536,540,571],safeti:534,sampl:560,sampler:15,save:[181,451,517,541,544],sbd:568,sbu:568,scale:[1,533,541],scenario:553,schedul:547,schema:523,scheme:549,score:17,script:[182,519,545,546],scriptabl:573,scriptfunct:176,scriptmodul:[177,544],searchsort:452,seed:453,segment:571,selu:[345,531],semant:[529,535,537,544,571],sequenti:346,serial:[9,544,560],set_default_dtyp:454,set_default_tensor_typ:455,set_determinist:456,set_flush_denorm:457,set_grad_en:458,set_num_interop_thread:459,set_num_thread:460,set_printopt:461,set_rng_stat:462,share:[16,527,553],shufflenet:571,shut:545,sigmoid:[348,463,531],sign:464,signbit:465,silu:[347,531],simd:8,simpl:[521,552],sin:466,singl:[15,533],sinh:467,slice:[521,560],slogdet:468,smart:552,smooth_l1_loss:531,smoothl1loss:349,sobolengin:429,soft_margin_loss:531,softmarginloss:350,softmax2d:352,softmax:[351,531],softmin:[353,531],softplu:[354,531],softshrink:[355,531],softsign:[356,531],solv:469,sort:470,sourc:[6,543,545],spars:[530,531,554],sparse_coo_tensor:471,spawn:[16,527],specif:[1,15],spectral:560,spectral_norm:403,speed:545,split:472,sqrt:473,squar:474,squeez:475,squeezenet:571,stack:476,start:6,statement:521,std:477,std_mean:478,step:547,stft:479,stl10:568,stochast:547,storag:555,store:16,strategi:[527,547],stream:[12,537],studentt:17,style:15,sub:480,subclass:539,subgraph:534,submit:6,subprocess:527,subscript:521,subsystem:529,subtract:481,sum:[482,530],summari:548,support:[520,528,529,546],svd:483,svd_lowrank:484,svhn:568,swa:547,symeig:485,syncbatchnorm:357,synchron:16,system:[16,527],tabl:[518,544],take:[487,547],tan:488,tanh:[358,489,531],tanhshrink:[359,531],tcp:16,tenet:7,tensor:[2,9,11,490,520,523,527,528,529,539,544,548,549,556,557,559,560,573],tensorboard:558,tensordot:491,tensorfloat:537,tensorpip:551,ternari:521,test:[6,539],tf32:537,them:544,third:16,thread:[534,536],threshold:[360,531],through:542,tip:542,togeth:547,tool:12,top:567,topk:492,torch:[0,1,2,3,4,5,8,10,12,15,16,17,18,19,20,21,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,376,377,378,387,388,389,390,391,392,393,394,395,396,397,399,400,401,402,403,404,405,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,523,524,525,526,527,530,531,532,539,544,546,547,549,550,554,555,556,558,559,560,561,562,563,564,565,566,567,573,575],torchaudio:8,torchscript:[11,519,520,521,523,536,541],torchserv:8,torchtext:8,torchvis:[8,546,568,569,570,571,572,573,574],trace:[183,493,519,546],trace_modul:184,tracer:519,train:[533,542,546,548],transform:[17,361,530,573],transformeddistribut:17,transformerdecod:362,transformerdecoderlay:363,transformerencod:364,transformerencoderlay:365,transit:9,transpos:494,trapz:495,triag:6,triangular_solv:496,tril:497,tril_indic:498,triplet_margin_loss:531,triplet_margin_with_distance_loss:531,tripletmarginloss:366,tripletmarginwithdistanceloss:367,triu:499,triu_indic:500,true_divid:501,trunc:502,tune:536,tupl:521,tutori:[6,551],type:[1,15,521,539,546,575],typic:533,ucf101:568,unbind:503,uncontroversi:7,unflatten:368,unfold:[369,531],unifi:528,uniform:17,uniqu:504,unique_consecut:505,unscal:533,unsqueez:506,unsupport:[521,523],unus:185,upsampl:[370,531],upsample_bilinear:531,upsample_nearest:531,upsamplingbilinear2d:371,upsamplingnearest2d:372,usag:[541,545],use:[16,547],useful:534,user:553,usp:568,util:[4,5,8,10,15,16,18,376,377,378,387,388,389,390,391,392,393,394,395,396,397,399,400,401,402,403,404,405,525,526,530,558,560,567,574],valu:[16,521,553],vander:507,var_mean:509,variabl:[2,16,519,521],variant:528,vdot:510,vector_to_paramet:404,version:544,vgg:571,video:[570,571],view:[544,557],view_as_complex:511,view_as_r:512,vision:[530,531],voc:568,vonmis:17,vstack:513,wait:186,warn:519,weibul:17,weight:[530,547],weight_norm:405,what:534,where:[514,517],which:16,wide:[541,571],widest:1,win:545,window:[8,545],wirting:534,without:545,work:[15,533,540],worker:540,wrapper:539,write:[534,539],xla:8,zero:515,zeropad2d:373,zeros_lik:516}})