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C++
Python API
torch
torch.is_tensor
torch.is_storage
torch.is_complex
torch.is_conj
torch.is_floating_point
torch.is_nonzero
torch.set_default_dtype
torch.get_default_dtype
torch.set_default_device
torch.get_default_device
torch.set_default_tensor_type
torch.numel
torch.set_printoptions
torch.set_flush_denormal
torch.tensor
torch.sparse_coo_tensor
torch.sparse_csr_tensor
torch.sparse_csc_tensor
torch.sparse_bsr_tensor
torch.sparse_bsc_tensor
torch.asarray
torch.as_tensor
torch.as_strided
torch.from_file
torch.from_numpy
torch.from_dlpack
torch.frombuffer
torch.zeros
torch.zeros_like
torch.ones
torch.ones_like
torch.arange
torch.range
torch.linspace
torch.logspace
torch.eye
torch.empty
torch.empty_like
torch.empty_strided
torch.full
torch.full_like
torch.quantize_per_tensor
torch.quantize_per_channel
torch.dequantize
torch.complex
torch.polar
torch.heaviside
torch.adjoint
torch.argwhere
torch.cat
torch.concat
torch.concatenate
torch.conj
torch.chunk
torch.dsplit
torch.column_stack
torch.dstack
torch.gather
torch.hsplit
torch.hstack
torch.index_add
torch.index_copy
torch.index_reduce
torch.index_select
torch.masked_select
torch.movedim
torch.moveaxis
torch.narrow
torch.narrow_copy
torch.nonzero
torch.permute
torch.reshape
torch.row_stack
torch.select
torch.scatter
torch.diagonal_scatter
torch.select_scatter
torch.slice_scatter
torch.scatter_add
torch.scatter_reduce
torch.segment_reduce
torch.split
torch.squeeze
torch.stack
torch.swapaxes
torch.swapdims
torch.t
torch.take
torch.take_along_dim
torch.tensor_split
torch.tile
torch.transpose
torch.unbind
torch.unravel_index
torch.unsqueeze
torch.vsplit
torch.vstack
torch.where
Stream
Event
Generator
torch.seed
torch.manual_seed
torch.initial_seed
torch.get_rng_state
torch.set_rng_state
torch.bernoulli
torch.multinomial
torch.normal
torch.poisson
torch.rand
torch.rand_like
torch.randint
torch.randint_like
torch.randn
torch.randn_like
torch.randperm
SobolEngine
torch.save
torch.load
torch.get_num_threads
torch.set_num_threads
torch.get_num_interop_threads
torch.set_num_interop_threads
no_grad
enable_grad
set_grad_enabled
torch.is_grad_enabled
inference_mode
torch.is_inference_mode_enabled
torch.abs
torch.absolute
torch.acos
torch.arccos
torch.acosh
torch.arccosh
torch.add
torch.addcdiv
torch.addcmul
torch.angle
torch.asin
torch.arcsin
torch.asinh
torch.arcsinh
torch.atan
torch.arctan
torch.atanh
torch.arctanh
torch.atan2
torch.arctan2
torch.bitwise_not
torch.bitwise_and
torch.bitwise_or
torch.bitwise_xor
torch.bitwise_left_shift
torch.bitwise_right_shift
torch.ceil
torch.clamp
torch.clip
torch.conj_physical
torch.copysign
torch.cos
torch.cosh
torch.deg2rad
torch.div
torch.divide
torch.digamma
torch.erf
torch.erfc
torch.erfinv
torch.exp
torch.exp2
torch.expm1
torch.fake_quantize_per_channel_affine
torch.fake_quantize_per_tensor_affine
torch.fix
torch.float_power
torch.floor
torch.floor_divide
torch.fmod
torch.frac
torch.frexp
torch.gradient
torch.imag
torch.ldexp
torch.lerp
torch.lgamma
torch.log
torch.log10
torch.log1p
torch.log2
torch.logaddexp
torch.logaddexp2
torch.logical_and
torch.logical_not
torch.logical_or
torch.logical_xor
torch.logit
torch.hypot
torch.i0
torch.igamma
torch.igammac
torch.mul
torch.multiply
torch.mvlgamma
torch.nan_to_num
torch.neg
torch.negative
torch.nextafter
torch.polygamma
torch.positive
torch.pow
torch.quantized_batch_norm
torch.quantized_max_pool1d
torch.quantized_max_pool2d
torch.rad2deg
torch.real
torch.reciprocal
torch.remainder
torch.round
torch.rsqrt
torch.sigmoid
torch.sign
torch.sgn
torch.signbit
torch.sin
torch.sinc
torch.sinh
torch.softmax
torch.sqrt
torch.square
torch.sub
torch.subtract
torch.tan
torch.tanh
torch.true_divide
torch.trunc
torch.xlogy
torch.argmax
torch.argmin
torch.amax
torch.amin
torch.aminmax
torch.all
torch.any
torch.max
torch.min
torch.dist
torch.logsumexp
torch.mean
torch.nanmean
torch.median
torch.nanmedian
torch.mode
torch.norm
torch.nansum
torch.prod
torch.quantile
torch.nanquantile
torch.std
torch.std_mean
torch.sum
torch.unique
torch.unique_consecutive
torch.var
torch.var_mean
torch.count_nonzero
torch.hash_tensor
torch.allclose
torch.argsort
torch.eq
torch.equal
torch.ge
torch.greater_equal
torch.gt
torch.greater
torch.isclose
torch.isfinite
torch.isin
torch.isinf
torch.isposinf
torch.isneginf
torch.isnan
torch.isreal
torch.kthvalue
torch.le
torch.less_equal
torch.lt
torch.less
torch.maximum
torch.minimum
torch.fmax
torch.fmin
torch.ne
torch.not_equal
torch.sort
torch.topk
torch.msort
torch.stft
torch.istft
torch.bartlett_window
torch.blackman_window
torch.hamming_window
torch.hann_window
torch.kaiser_window
torch.atleast_1d
torch.atleast_2d
torch.atleast_3d
torch.bincount
torch.block_diag
torch.broadcast_tensors
torch.broadcast_to
torch.broadcast_shapes
torch.bucketize
torch.cartesian_prod
torch.cdist
torch.clone
torch.combinations
torch.corrcoef
torch.cov
torch.cross
torch.cummax
torch.cummin
torch.cumprod
torch.cumsum
torch.diag
torch.diag_embed
torch.diagflat
torch.diagonal
torch.diff
torch.einsum
torch.flatten
torch.flip
torch.fliplr
torch.flipud
torch.kron
torch.rot90
torch.gcd
torch.histc
torch.histogram
torch.histogramdd
torch.meshgrid
torch.lcm
torch.logcumsumexp
torch.ravel
torch.renorm
torch.repeat_interleave
torch.roll
torch.searchsorted
torch.tensordot
torch.trace
torch.tril
torch.tril_indices
torch.triu
torch.triu_indices
torch.unflatten
torch.vander
torch.view_as_real
torch.view_as_complex
torch.resolve_conj
torch.resolve_neg
torch.addbmm
torch.addmm
torch.addmv
torch.addr
torch.baddbmm
torch.bmm
torch.chain_matmul
torch.cholesky
torch.cholesky_inverse
torch.cholesky_solve
torch.dot
torch.geqrf
torch.ger
torch.inner
torch.inverse
torch.det
torch.logdet
torch.slogdet
torch.lu
torch.lu_solve
torch.lu_unpack
torch.matmul
torch.matrix_power
torch.matrix_exp
torch.mm
torch.mv
torch.orgqr
torch.ormqr
torch.outer
torch.pinverse
torch.qr
torch.svd
torch.svd_lowrank
torch.pca_lowrank
torch.lobpcg
torch.trapz
torch.trapezoid
torch.cumulative_trapezoid
torch.triangular_solve
torch.vdot
torch._foreach_abs
torch._foreach_abs_
torch._foreach_acos
torch._foreach_acos_
torch._foreach_asin
torch._foreach_asin_
torch._foreach_atan
torch._foreach_atan_
torch._foreach_ceil
torch._foreach_ceil_
torch._foreach_cos
torch._foreach_cos_
torch._foreach_cosh
torch._foreach_cosh_
torch._foreach_erf
torch._foreach_erf_
torch._foreach_erfc
torch._foreach_erfc_
torch._foreach_exp
torch._foreach_exp_
torch._foreach_expm1
torch._foreach_expm1_
torch._foreach_floor
torch._foreach_floor_
torch._foreach_log
torch._foreach_log_
torch._foreach_log10
torch._foreach_log10_
torch._foreach_log1p
torch._foreach_log1p_
torch._foreach_log2
torch._foreach_log2_
torch._foreach_neg
torch._foreach_neg_
torch._foreach_tan
torch._foreach_tan_
torch._foreach_sin
torch._foreach_sin_
torch._foreach_sinh
torch._foreach_sinh_
torch._foreach_round
torch._foreach_round_
torch._foreach_sqrt
torch._foreach_sqrt_
torch._foreach_lgamma
torch._foreach_lgamma_
torch._foreach_frac
torch._foreach_frac_
torch._foreach_reciprocal
torch._foreach_reciprocal_
torch._foreach_sigmoid
torch._foreach_sigmoid_
torch._foreach_trunc
torch._foreach_trunc_
torch._foreach_zero_
torch.compiled_with_cxx11_abi
torch.result_type
torch.can_cast
torch.promote_types
torch.use_deterministic_algorithms
torch.are_deterministic_algorithms_enabled
torch.is_deterministic_algorithms_warn_only_enabled
torch.set_deterministic_debug_mode
torch.get_deterministic_debug_mode
torch.set_float32_matmul_precision
torch.get_float32_matmul_precision
torch.set_warn_always
torch.get_device_module
torch.is_warn_always_enabled
torch.vmap
torch._assert
torch.sym_float
torch.sym_fresh_size
torch.sym_int
torch.sym_max
torch.sym_min
torch.sym_not
torch.sym_ite
torch.sym_sum
torch.cond
torch.compile
Aliases in torch
torch.functional.align_tensors
torch.functional.atleast_1d
torch.functional.atleast_2d
torch.functional.atleast_3d
torch.functional.block_diag
torch.functional.broadcast_shapes
torch.functional.broadcast_tensors
torch.functional.cartesian_prod
torch.functional.cdist
torch.functional.chain_matmul
torch.functional.einsum
torch.functional.lu
torch.functional.meshgrid
torch.functional.norm
torch.functional.split
torch.functional.stft
torch.functional.tensordot
torch.functional.unique
torch.functional.unique_consecutive
torch.functional.unravel_index
Aliases in torch.nn
Sequential
ModuleList
ModuleDict
ParameterList
ParameterDict
Conv1d
Conv2d
Conv3d
ConvTranspose1d
ConvTranspose2d
ConvTranspose3d
LazyConv1d
LazyConv2d
LazyConv3d
LazyConvTranspose1d
LazyConvTranspose2d
LazyConvTranspose3d
Unfold
Fold
MaxPool1d
MaxPool2d
MaxPool3d
MaxUnpool1d
MaxUnpool2d
MaxUnpool3d
AvgPool1d
AvgPool2d
AvgPool3d
FractionalMaxPool2d
FractionalMaxPool3d
LPPool1d
LPPool2d
LPPool3d
AdaptiveMaxPool1d
AdaptiveMaxPool2d
AdaptiveMaxPool3d
AdaptiveAvgPool1d
AdaptiveAvgPool2d
AdaptiveAvgPool3d
ReflectionPad1d
ReflectionPad2d
ReflectionPad3d
ReplicationPad1d
ReplicationPad2d
ReplicationPad3d
ZeroPad1d
ZeroPad2d
ZeroPad3d
ConstantPad1d
ConstantPad2d
ConstantPad3d
CircularPad1d
CircularPad2d
CircularPad3d
ELU
Hardshrink
Hardsigmoid
Hardtanh
Hardswish
LeakyReLU
LogSigmoid
MultiheadAttention
PReLU
ReLU
ReLU6
RReLU
SELU
CELU
GELU
Sigmoid
SiLU
Mish
Softplus
Softshrink
Softsign
Tanh
Tanhshrink
Threshold
GLU
Softmin
Softmax
Softmax2d
LogSoftmax
AdaptiveLogSoftmaxWithLoss
BatchNorm1d
BatchNorm2d
BatchNorm3d
LazyBatchNorm1d
LazyBatchNorm2d
LazyBatchNorm3d
GroupNorm
SyncBatchNorm
InstanceNorm1d
InstanceNorm2d
InstanceNorm3d
LazyInstanceNorm1d
LazyInstanceNorm2d
LazyInstanceNorm3d
LayerNorm
LocalResponseNorm
RMSNorm
RNNBase
RNN
LSTM
GRU
RNNCell
LSTMCell
GRUCell
Transformer
TransformerEncoder
TransformerDecoder
TransformerEncoderLayer
TransformerDecoderLayer
Identity
Linear
Bilinear
LazyLinear
Dropout
Dropout1d
Dropout2d
Dropout3d
AlphaDropout
FeatureAlphaDropout
Embedding
EmbeddingBag
CosineSimilarity
PairwiseDistance
L1Loss
MSELoss
CrossEntropyLoss
CTCLoss
NLLLoss
PoissonNLLLoss
GaussianNLLLoss
KLDivLoss
BCELoss
BCEWithLogitsLoss
MarginRankingLoss
HingeEmbeddingLoss
MultiLabelMarginLoss
HuberLoss
SmoothL1Loss
SoftMarginLoss
MultiLabelSoftMarginLoss
CosineEmbeddingLoss
MultiMarginLoss
TripletMarginLoss
TripletMarginWithDistanceLoss
PixelShuffle
PixelUnshuffle
Upsample
UpsamplingNearest2d
UpsamplingBilinear2d
ChannelShuffle
torch.nn.utils.clip_grad.clip_grad_norm_
torch.nn.utils.clip_grad.clip_grad_norm
torch.nn.utils.clip_grad.clip_grad_value_
torch.nn.utils.convert_parameters.parameters_to_vector
torch.nn.utils.convert_parameters.vector_to_parameters
torch.nn.utils.fusion.fuse_conv_bn_eval
torch.nn.utils.fusion.fuse_conv_bn_weights
torch.nn.utils.fusion.fuse_linear_bn_eval
torch.nn.utils.fusion.fuse_linear_bn_weights
torch.nn.utils.memory_format.convert_conv2d_weight_memory_format
torch.nn.utils.memory_format.convert_conv3d_weight_memory_format
torch.nn.utils.weight_norm.weight_norm
torch.nn.utils.weight_norm.remove_weight_norm
torch.nn.utils.spectral_norm.spectral_norm
torch.nn.utils.spectral_norm.remove_spectral_norm
torch.nn.utils.init.skip_init
torch.nn
Buffer
Parameter
UninitializedParameter
UninitializedBuffer
Module
Sequential
ModuleList
ModuleDict
ParameterList
ParameterDict
torch.nn.modules.module.register_module_forward_pre_hook
torch.nn.modules.module.register_module_forward_hook
torch.nn.modules.module.register_module_backward_hook
torch.nn.modules.module.register_module_full_backward_pre_hook
torch.nn.modules.module.register_module_full_backward_hook
torch.nn.modules.module.register_module_buffer_registration_hook
torch.nn.modules.module.register_module_module_registration_hook
torch.nn.modules.module.register_module_parameter_registration_hook
Conv1d
Conv2d
Conv3d
ConvTranspose1d
ConvTranspose2d
ConvTranspose3d
LazyConv1d
LazyConv2d
LazyConv3d
LazyConvTranspose1d
LazyConvTranspose2d
LazyConvTranspose3d
Unfold
Fold
MaxPool1d
MaxPool2d
MaxPool3d
MaxUnpool1d
MaxUnpool2d
MaxUnpool3d
AvgPool1d
AvgPool2d
AvgPool3d
FractionalMaxPool2d
FractionalMaxPool3d
LPPool1d
LPPool2d
LPPool3d
AdaptiveMaxPool1d
AdaptiveMaxPool2d
AdaptiveMaxPool3d
AdaptiveAvgPool1d
AdaptiveAvgPool2d
AdaptiveAvgPool3d
ReflectionPad1d
ReflectionPad2d
ReflectionPad3d
ReplicationPad1d
ReplicationPad2d
ReplicationPad3d
ZeroPad1d
ZeroPad2d
ZeroPad3d
ConstantPad1d
ConstantPad2d
ConstantPad3d
CircularPad1d
CircularPad2d
CircularPad3d
ELU
Hardshrink
Hardsigmoid
Hardtanh
Hardswish
LeakyReLU
LogSigmoid
MultiheadAttention
PReLU
ReLU
ReLU6
RReLU
SELU
CELU
GELU
Sigmoid
SiLU
Mish
Softplus
Softshrink
Softsign
Tanh
Tanhshrink
Threshold
GLU
Softmin
Softmax
Softmax2d
LogSoftmax
AdaptiveLogSoftmaxWithLoss
BatchNorm1d
BatchNorm2d
BatchNorm3d
LazyBatchNorm1d
LazyBatchNorm2d
LazyBatchNorm3d
GroupNorm
SyncBatchNorm
InstanceNorm1d
InstanceNorm2d
InstanceNorm3d
LazyInstanceNorm1d
LazyInstanceNorm2d
LazyInstanceNorm3d
LayerNorm
LocalResponseNorm
RMSNorm
RNNBase
RNN
LSTM
GRU
RNNCell
LSTMCell
GRUCell
Transformer
TransformerEncoder
TransformerDecoder
TransformerEncoderLayer
TransformerDecoderLayer
Identity
Linear
Bilinear
LazyLinear
Dropout
Dropout1d
Dropout2d
Dropout3d
AlphaDropout
FeatureAlphaDropout
Embedding
EmbeddingBag
CosineSimilarity
PairwiseDistance
L1Loss
MSELoss
CrossEntropyLoss
CTCLoss
NLLLoss
PoissonNLLLoss
GaussianNLLLoss
KLDivLoss
BCELoss
BCEWithLogitsLoss
MarginRankingLoss
HingeEmbeddingLoss
MultiLabelMarginLoss
HuberLoss
SmoothL1Loss
SoftMarginLoss
MultiLabelSoftMarginLoss
CosineEmbeddingLoss
MultiMarginLoss
TripletMarginLoss
TripletMarginWithDistanceLoss
PixelShuffle
PixelUnshuffle
Upsample
UpsamplingNearest2d
UpsamplingBilinear2d
ChannelShuffle
DataParallel
DistributedDataParallel
torch.nn.utils.clip_grad_norm_
torch.nn.utils.clip_grad_norm
torch.nn.utils.clip_grad_value_
torch.nn.utils.get_total_norm
torch.nn.utils.clip_grads_with_norm_
torch.nn.utils.parameters_to_vector
torch.nn.utils.vector_to_parameters
torch.nn.utils.fuse_conv_bn_eval
torch.nn.utils.fuse_conv_bn_weights
torch.nn.utils.fuse_linear_bn_eval
torch.nn.utils.fuse_linear_bn_weights
torch.nn.utils.convert_conv2d_weight_memory_format
torch.nn.utils.convert_conv3d_weight_memory_format
torch.nn.utils.weight_norm
torch.nn.utils.remove_weight_norm
torch.nn.utils.spectral_norm
torch.nn.utils.remove_spectral_norm
torch.nn.utils.skip_init
BasePruningMethod
PruningContainer
Identity
RandomUnstructured
L1Unstructured
RandomStructured
LnStructured
CustomFromMask
torch.nn.utils.prune.identity
torch.nn.utils.prune.random_unstructured
torch.nn.utils.prune.l1_unstructured
torch.nn.utils.prune.random_structured
torch.nn.utils.prune.ln_structured
torch.nn.utils.prune.global_unstructured
torch.nn.utils.prune.custom_from_mask
torch.nn.utils.prune.remove
torch.nn.utils.prune.is_pruned
torch.nn.utils.parametrizations.orthogonal
torch.nn.utils.parametrizations.weight_norm
torch.nn.utils.parametrizations.spectral_norm
torch.nn.utils.parametrize.register_parametrization
torch.nn.utils.parametrize.remove_parametrizations
torch.nn.utils.parametrize.cached
torch.nn.utils.parametrize.is_parametrized
torch.nn.utils.parametrize.transfer_parametrizations_and_params
torch.nn.utils.parametrize.type_before_parametrizations
ParametrizationList
torch.nn.utils.stateless.functional_call
PackedSequence
torch.nn.utils.rnn.pack_padded_sequence
torch.nn.utils.rnn.pad_packed_sequence
torch.nn.utils.rnn.pad_sequence
torch.nn.utils.rnn.pack_sequence
torch.nn.utils.rnn.unpack_sequence
torch.nn.utils.rnn.unpad_sequence
torch.nn.utils.rnn.invert_permutation
torch.nn.parameter.is_lazy
torch.nn.factory_kwargs
Flatten
Unflatten
LazyModuleMixin
torch.nn.functional
torch.nn.functional.conv1d
torch.nn.functional.conv2d
torch.nn.functional.conv3d
torch.nn.functional.conv_transpose1d
torch.nn.functional.conv_transpose2d
torch.nn.functional.conv_transpose3d
torch.nn.functional.unfold
torch.nn.functional.fold
torch.nn.functional.avg_pool1d
torch.nn.functional.avg_pool2d
torch.nn.functional.avg_pool3d
torch.nn.functional.max_pool1d
torch.nn.functional.max_pool2d
torch.nn.functional.max_pool3d
torch.nn.functional.max_unpool1d
torch.nn.functional.max_unpool2d
torch.nn.functional.max_unpool3d
torch.nn.functional.lp_pool1d
torch.nn.functional.lp_pool2d
torch.nn.functional.lp_pool3d
torch.nn.functional.adaptive_max_pool1d
torch.nn.functional.adaptive_max_pool2d
torch.nn.functional.adaptive_max_pool3d
torch.nn.functional.adaptive_avg_pool1d
torch.nn.functional.adaptive_avg_pool2d
torch.nn.functional.adaptive_avg_pool3d
torch.nn.functional.fractional_max_pool2d
torch.nn.functional.fractional_max_pool3d
torch.nn.functional.scaled_dot_product_attention
torch.nn.functional.threshold
torch.nn.functional.threshold_
torch.nn.functional.relu
torch.nn.functional.relu_
torch.nn.functional.hardtanh
torch.nn.functional.hardtanh_
torch.nn.functional.hardswish
torch.nn.functional.relu6
torch.nn.functional.elu
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torch.nn.functional.glu
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torch.nn.functional.softmin
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torch.nn.functional.softshrink
torch.nn.functional.gumbel_softmax
torch.nn.functional.log_softmax
torch.nn.functional.tanh
torch.nn.functional.sigmoid
torch.nn.functional.hardsigmoid
torch.nn.functional.silu
torch.nn.functional.mish
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torch.nn.functional.group_norm
torch.nn.functional.instance_norm
torch.nn.functional.layer_norm
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torch.nn.functional.rms_norm
torch.nn.functional.normalize
torch.nn.functional.linear
torch.nn.functional.bilinear
torch.nn.functional.dropout
torch.nn.functional.alpha_dropout
torch.nn.functional.feature_alpha_dropout
torch.nn.functional.dropout1d
torch.nn.functional.dropout2d
torch.nn.functional.dropout3d
torch.nn.functional.embedding
torch.nn.functional.embedding_bag
torch.nn.functional.one_hot
torch.nn.functional.pairwise_distance
torch.nn.functional.cosine_similarity
torch.nn.functional.pdist
torch.nn.functional.binary_cross_entropy
torch.nn.functional.binary_cross_entropy_with_logits
torch.nn.functional.poisson_nll_loss
torch.nn.functional.cosine_embedding_loss
torch.nn.functional.cross_entropy
torch.nn.functional.ctc_loss
torch.nn.functional.gaussian_nll_loss
torch.nn.functional.hinge_embedding_loss
torch.nn.functional.kl_div
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torch.nn.functional.margin_ranking_loss
torch.nn.functional.multilabel_margin_loss
torch.nn.functional.multilabel_soft_margin_loss
torch.nn.functional.multi_margin_loss
torch.nn.functional.nll_loss
torch.nn.functional.huber_loss
torch.nn.functional.smooth_l1_loss
torch.nn.functional.soft_margin_loss
torch.nn.functional.triplet_margin_loss
torch.nn.functional.triplet_margin_with_distance_loss
torch.nn.functional.pixel_shuffle
torch.nn.functional.pixel_unshuffle
torch.nn.functional.pad
torch.nn.functional.interpolate
torch.nn.functional.upsample
torch.nn.functional.upsample_nearest
torch.nn.functional.upsample_bilinear
torch.nn.functional.grid_sample
torch.nn.functional.affine_grid
torch.nn.functional.torch.nn.parallel.data_parallel
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