diff --git a/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md b/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md index 80b15dded71..09619044b8b 100644 --- a/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md +++ b/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md @@ -48,561 +48,6 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [torch.Tensor.bfloat16](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bfloat16) | paddle.Tensor.bfloat16 | - | -| 2 | [torch.Tensor.bool](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bool) | paddle.Tensor.bool | - | -| 3 | [torch.Tensor.byte](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.byte) | paddle.Tensor.byte | - | -| 4 | [torch.Tensor.char](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.char) | paddle.Tensor.char | - | -| 5 | [torch.Tensor.double](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.double) | paddle.Tensor.double | - | -| 6 | [torch.Tensor.float](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.float) | paddle.Tensor.float | - | -| 7 | [torch.Tensor.half](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.half) | paddle.Tensor.half | - | -| 8 | [torch.Tensor.int](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.int) | paddle.Tensor.int | - | -| 9 | [torch.Tensor.long](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.long) | paddle.Tensor.long | - | -| 10 | [torch.Tensor.short](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.short) | paddle.Tensor.short | - | -| 11 | [torch.Tensor.cfloat](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cfloat) | paddle.Tensor.cfloat | - | -| 12 | [torch.Tensor.cdouble](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cdouble) | paddle.Tensor.cdouble | - | -| 13 | [torch.nn.init.calculate_gain](https://pytorch.org/docs/stable/generated/torch.nn.init.calculate_gain.html#torch.nn.init.calculate_gain) | paddle.nn.init.calculate_gain | - | -| 14 | [torch.nn.init.constant_](https://pytorch.org/docs/stable/generated/torch.nn.init.constant_.html#torch.nn.init.constant_) | paddle.nn.init.constant_ | - | -| 15 | [torch.nn.init.dirac_](https://pytorch.org/docs/stable/generated/torch.nn.init.dirac_.html#torch.nn.init.dirac_) | paddle.nn.init.dirac_ | - | -| 16 | [torch.nn.init.eye_](https://pytorch.org/docs/stable/generated/torch.nn.init.eye_.html#torch.nn.init.eye_) | paddle.nn.init.eye_ | - | -| 17 | [torch.nn.init.kaiming_normal_](https://pytorch.org/docs/stable/generated/torch.nn.init.kaiming_normal_.html#torch.nn.init.kaiming_normal_) | paddle.nn.init.kaiming_normal_ | - | -| 18 | [torch.nn.init.kaiming_uniform_](https://pytorch.org/docs/stable/generated/torch.nn.init.kaiming_uniform_.html#torch.nn.init.kaiming_uniform_) | paddle.nn.init.kaiming_uniform_ | - | -| 19 | [torch.nn.init.normal_](https://pytorch.org/docs/stable/generated/torch.nn.init.normal_.html#torch.nn.init.normal_) | paddle.nn.init.normal_ | - | -| 20 | [torch.nn.init.ones_](https://pytorch.org/docs/stable/generated/torch.nn.init.ones_.html#torch.nn.init.ones_) | paddle.nn.init.ones_ | - | -| 21 | [torch.nn.init.orthogonal_](https://pytorch.org/docs/stable/generated/torch.nn.init.orthogonal_.html#torch.nn.init.orthogonal_) | paddle.nn.init.orthogonal_ | - | -| 22 | [torch.nn.init.trunc_normal_](https://pytorch.org/docs/stable/generated/torch.nn.init.trunc_normal_.html#torch.nn.init.trunc_normal_) | paddle.nn.init.trunc_normal_ | - | -| 23 | [torch.nn.init.uniform_](https://pytorch.org/docs/stable/generated/torch.nn.init.uniform_.html#torch.nn.init.uniform_) | paddle.nn.init.uniform_ | - | -| 24 | [torch.nn.init.xavier_normal_](https://pytorch.org/docs/stable/generated/torch.nn.init.xavier_normal_.html#torch.nn.init.xavier_normal_) | paddle.nn.init.xavier_normal_ | - | -| 25 | [torch.nn.init.xavier_uniform_](https://pytorch.org/docs/stable/generated/torch.nn.init.xavier_uniform_.html#torch.nn.init.xavier_uniform_) | paddle.nn.init.xavier_uniform_ | - | -| 26 | [torch.nn.init.zeros_](https://pytorch.org/docs/stable/generated/torch.nn.init.zeros_.html#torch.nn.init.zeros_) | paddle.nn.init.zeros_ | - | -| 27 | [torch.nn.Conv1d](https://pytorch.org/docs/stable/generated/torch.nn.Conv1d.html#torch.nn.Conv1d) | paddle.nn.Conv1d | - | -| 28 | [torch.nn.Conv2d](https://pytorch.org/docs/stable/generated/torch.nn.Conv2d.html#torch.nn.Conv2d) | paddle.nn.Conv2d | - | -| 29 | [torch.nn.Conv3d](https://pytorch.org/docs/stable/generated/torch.nn.Conv3d.html#torch.nn.Conv3d) | paddle.nn.Conv3d | - | -| 30 | [torch.nn.Embedding](https://pytorch.org/docs/stable/generated/torch.nn.Embedding.html#torch.nn.Embedding) | paddle.nn.Embedding | - | -| 31 | [torch.complex](https://pytorch.org/docs/stable/torch.html#torch.complex) | paddle.complex | - | -| 32 | [torch.polar](https://pytorch.org/docs/stable/torch.html#torch.polar) | paddle.polar | - | -| 33 | [torch.cat](https://pytorch.org/docs/stable/torch.html#torch.cat) | paddle.cat | - | -| 34 | [torch.stack](https://pytorch.org/docs/stable/torch.html#torch.stack) | paddle.stack | - | -| 35 | [torch.swapaxes](https://pytorch.org/docs/stable/torch.html#torch.swapaxes) | paddle.swapaxes | - | -| 36 | [torch.swapdims](https://pytorch.org/docs/stable/torch.html#torch.swapdims) | paddle.swapdims | - | -| 37 | [torch.where](https://pytorch.org/docs/stable/torch.html#torch.where) | paddle.where | - | -| 38 | [torch.clamp](https://pytorch.org/docs/stable/torch.html#torch.clamp) | paddle.clamp | - | -| 39 | [torch.clip](https://pytorch.org/docs/stable/torch.html#torch.clip) | paddle.clip | - | -| 40 | [torch.cos](https://pytorch.org/docs/stable/torch.html#torch.cos) | paddle.cos | - | -| 41 | [torch.floor](https://pytorch.org/docs/stable/torch.html#torch.floor) | paddle.floor | - | -| 42 | [torch.log](https://pytorch.org/docs/stable/torch.html#torch.log) | paddle.log | - | -| 43 | [torch.mul](https://pytorch.org/docs/stable/torch.html#torch.mul) | paddle.mul | - | -| 44 | [torch.multiply](https://pytorch.org/docs/stable/torch.html#torch.multiply) | paddle.multiply | - | -| 45 | [torch.pow](https://pytorch.org/docs/stable/torch.html#torch.pow) | paddle.pow | - | -| 46 | [torch.rsqrt](https://pytorch.org/docs/stable/torch.html#torch.rsqrt) | paddle.rsqrt | - | -| 47 | [torch.sign](https://pytorch.org/docs/stable/torch.html#torch.sign) | paddle.sign | - | -| 48 | [torch.sin](https://pytorch.org/docs/stable/torch.html#torch.sin) | paddle.sin | - | -| 49 | [torch.eq](https://pytorch.org/docs/stable/torch.html#torch.eq) | paddle.eq | - | -| 50 | [torch.gt](https://pytorch.org/docs/stable/torch.html#torch.gt) | paddle.gt | - | -| 51 | [torch.view_as_real](https://pytorch.org/docs/stable/torch.html#torch.view_as_real) | paddle.view_as_real | - | -| 52 | [torch.view_as_complex](https://pytorch.org/docs/stable/torch.html#torch.view_as_complex) | paddle.view_as_complex | - | -| 53 | [torch.ger](https://pytorch.org/docs/stable/torch.html#torch.ger) | paddle.ger | - | -| 54 | [torch.Tensor.mul](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mul) | paddle.Tensor.mul | - | -| 55 | [torch.Tensor.mul_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mul_) | paddle.Tensor.mul_ | - | -| 56 | [torch.Tensor.swapaxes](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.swapaxes) | paddle.Tensor.swapaxes | - | -| 57 | [torch.Tensor.swapdims](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.swapdims) | paddle.Tensor.swapdims | - | -| 58 | [torch.autograd.Function](https://pytorch.org/docs/stable/generated/torch.autograd.Function.html#torch.autograd.Function) | paddle.autograd.Function | - | -| 59 | [torch.take_along_dim](https://pytorch.org/docs/stable/torch.html#torch.take_along_dim) | paddle.take_along_dim | - | -| 60 | [torch.Tensor.take_along_dim](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.take_along_dim) | paddle.Tensor.take_along_dim | - | -| 61 | [torch.special.logsumexp](https://pytorch.org/docs/stable/generated/torch.special.logsumexp.html#torch.special.logsumexp) | paddle.special.logsumexp | - | -| 62 | [torch.argwhere](https://pytorch.org/docs/stable/torch.html#torch.argwhere) | paddle.argwhere | - | -| 63 | [torch.concatenate](https://pytorch.org/docs/stable/torch.html#torch.concatenate) | paddle.concatenate | - | -| 64 | [torch.is_autocast_enabled](https://pytorch.org/docs/stable/torch.html#torch.is_autocast_enabled) | paddle.is_autocast_enabled | - | -| 65 | [torch.get_autocast_gpu_dtype](https://pytorch.org/docs/stable/torch.html#torch.get_autocast_gpu_dtype) | paddle.get_autocast_gpu_dtype | - | -| 66 | [torch.cumsum](https://pytorch.org/docs/stable/torch.html#torch.cumsum) | paddle.cumsum | - | -| 67 | [torch.diff](https://pytorch.org/docs/stable/torch.html#torch.diff) | paddle.diff | - | -| 68 | [torch.nn.functional.dropout1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.dropout1d.html#torch.nn.functional.dropout1d) | paddle.nn.functional.dropout1d | - | -| 69 | [torch.nn.parameter.Parameter](https://pytorch.org/docs/stable/generated/torch.nn.parameter.Parameter.html#torch.nn.parameter.Parameter) | paddle.nn.parameter.Parameter | - | -| 70 | [torch.add](https://pytorch.org/docs/stable/torch.html#torch.add) | paddle.add | - | -| 71 | [torch.div](https://pytorch.org/docs/stable/torch.html#torch.div) | paddle.div | - | -| 72 | [torch.divide](https://pytorch.org/docs/stable/torch.html#torch.divide) | paddle.divide | - | -| 73 | [torch.true_divide](https://pytorch.org/docs/stable/torch.html#torch.true_divide) | paddle.true_divide | - | -| 74 | [torch.Tensor.add](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.add) | paddle.Tensor.add | - | -| 75 | [torch.Tensor.add_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.add_) | paddle.Tensor.add_ | - | -| 76 | [torch.Tensor.div](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.div) | paddle.Tensor.div | - | -| 77 | [torch.Tensor.div_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.div_) | paddle.Tensor.div_ | - | -| 78 | [torch.Tensor.divide](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.divide) | paddle.Tensor.divide | - | -| 79 | [torch.Tensor.divide_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.divide_) | paddle.Tensor.divide_ | - | -| 80 | [torch.Tensor.true_divide](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.true_divide) | paddle.Tensor.true_divide | - | -| 81 | [torch.Size](https://pytorch.org/docs/stable/torch.html#torch.Size) | paddle.Size | - | -| 82 | [torch.Tensor.is_cuda](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_cuda) | paddle.Tensor.is_cuda | - | -| 83 | [torch.sub](https://pytorch.org/docs/stable/torch.html#torch.sub) | paddle.sub | - | -| 84 | [torch.Tensor.sub](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sub) | paddle.Tensor.sub | - | -| 85 | [torch.Tensor.sub_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sub_) | paddle.Tensor.sub_ | - | -| 86 | [torch.Tensor.random_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.random_) | paddle.Tensor.random_ | - | -| 87 | [torch.range](https://pytorch.org/docs/stable/torch.html#torch.range) | paddle.range | - | -| 88 | [torch.arange](https://pytorch.org/docs/stable/torch.html#torch.arange) | paddle.arange | - | -| 89 | [torch.randn](https://pytorch.org/docs/stable/torch.html#torch.randn) | paddle.randn | - | -| 90 | [torch.zeros](https://pytorch.org/docs/stable/torch.html#torch.zeros) | paddle.zeros | - | -| 91 | [torch.ones](https://pytorch.org/docs/stable/torch.html#torch.ones) | paddle.ones | - | -| 92 | [torch.full](https://pytorch.org/docs/stable/torch.html#torch.full) | paddle.full | - | -| 93 | [torch.empty](https://pytorch.org/docs/stable/torch.html#torch.empty) | paddle.empty | - | -| 94 | [torch.zeros_like](https://pytorch.org/docs/stable/torch.html#torch.zeros_like) | paddle.zeros_like | - | -| 95 | [torch.ones_like](https://pytorch.org/docs/stable/torch.html#torch.ones_like) | paddle.ones_like | - | -| 96 | [torch.full_like](https://pytorch.org/docs/stable/torch.html#torch.full_like) | paddle.full_like | - | -| 97 | [torch.empty_like](https://pytorch.org/docs/stable/torch.html#torch.empty_like) | paddle.empty_like | - | -| 98 | [torch.Tensor.new_zeros](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.new_zeros) | paddle.Tensor.new_zeros | - | -| 99 | [torch.Tensor.new_ones](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.new_ones) | paddle.Tensor.new_ones | - | -| 100 | [torch.Tensor.new_full](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.new_full) | paddle.Tensor.new_full | - | -| 101 | [torch.Tensor.new_empty](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.new_empty) | paddle.Tensor.new_empty | - | -| 102 | [torch.eye](https://pytorch.org/docs/stable/torch.html#torch.eye) | paddle.eye | - | -| 103 | [torch.cuda.cudart](https://pytorch.org/docs/stable/generated/torch.cuda.cudart.html#torch.cuda.cudart) | paddle.cuda.cudart | - | -| 104 | [torch.cuda.check_error](https://pytorch.org/docs/stable/generated/torch.cuda.check_error.html#torch.cuda.check_error) | paddle.cuda.check_error | - | -| 105 | [torch.cuda.mem_get_info](https://pytorch.org/docs/stable/generated/torch.cuda.mem_get_info.html#torch.cuda.mem_get_info) | paddle.cuda.mem_get_info | - | -| 106 | [torch.cuda.is_initialized](https://pytorch.org/docs/stable/generated/torch.cuda.is_initialized.html#torch.cuda.is_initialized) | paddle.cuda.is_initialized | - | -| 107 | [torch.permute](https://pytorch.org/docs/stable/torch.html#torch.permute) | paddle.permute | - | -| 108 | [torch.Tensor.permute](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.permute) | paddle.Tensor.permute | - | -| 109 | [torch.repeat_interleave](https://pytorch.org/docs/stable/torch.html#torch.repeat_interleave) | paddle.repeat_interleave | - | -| 110 | [torch.Tensor.repeat_interleave](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.repeat_interleave) | paddle.Tensor.repeat_interleave | - | -| 111 | [torch.Tensor.repeat](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.repeat) | paddle.Tensor.repeat | - | -| 112 | [torch.maximum](https://pytorch.org/docs/stable/torch.html#torch.maximum) | paddle.maximum | - | -| 113 | [torch.minimum](https://pytorch.org/docs/stable/torch.html#torch.minimum) | paddle.minimum | - | -| 114 | [torch.topk](https://pytorch.org/docs/stable/torch.html#torch.topk) | paddle.topk | - | -| 115 | [torch.sqrt](https://pytorch.org/docs/stable/torch.html#torch.sqrt) | paddle.sqrt | - | -| 116 | [torch.amin](https://pytorch.org/docs/stable/torch.html#torch.amin) | paddle.amin | - | -| 117 | [torch.amax](https://pytorch.org/docs/stable/torch.html#torch.amax) | paddle.amax | - | -| 118 | [torch.Tensor.stride](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.stride) | paddle.Tensor.stride | - | -| 119 | [torch.Tensor.get_device](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.get_device) | paddle.Tensor.get_device | - | -| 120 | [torch.random.initial_seed](https://pytorch.org/docs/stable/generated/torch.random.initial_seed.html#torch.random.initial_seed) | paddle.random.initial_seed | - | -| 121 | [torch.as_tensor](https://pytorch.org/docs/stable/torch.html#torch.as_tensor) | paddle.as_tensor | - | -| 122 | [torch.tensor](https://pytorch.org/docs/stable/torch.html#torch.tensor) | paddle.tensor | - | -| 123 | [torch.Tensor.copy_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.copy_) | paddle.Tensor.copy_ | - | -| 124 | [torch.Tensor.norm](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.norm) | paddle.Tensor.norm | - | -| 125 | [torch.Tensor](https://pytorch.org/docs/stable/tensors.html#torch.Tensor) | paddle.Tensor | - | -| 126 | [torch.FloatTensor](https://pytorch.org/docs/stable/torch.html#torch.FloatTensor) | paddle.FloatTensor | - | -| 127 | [torch.DoubleTensor](https://pytorch.org/docs/stable/torch.html#torch.DoubleTensor) | paddle.DoubleTensor | - | -| 128 | [torch.HalfTensor](https://pytorch.org/docs/stable/torch.html#torch.HalfTensor) | paddle.HalfTensor | - | -| 129 | [torch.BFloat16Tensor](https://pytorch.org/docs/stable/torch.html#torch.BFloat16Tensor) | paddle.BFloat16Tensor | - | -| 130 | [torch.ByteTensor](https://pytorch.org/docs/stable/torch.html#torch.ByteTensor) | paddle.ByteTensor | - | -| 131 | [torch.CharTensor](https://pytorch.org/docs/stable/torch.html#torch.CharTensor) | paddle.CharTensor | - | -| 132 | [torch.ShortTensor](https://pytorch.org/docs/stable/torch.html#torch.ShortTensor) | paddle.ShortTensor | - | -| 133 | [torch.IntTensor](https://pytorch.org/docs/stable/torch.html#torch.IntTensor) | paddle.IntTensor | - | -| 134 | [torch.LongTensor](https://pytorch.org/docs/stable/torch.html#torch.LongTensor) | paddle.LongTensor | - | -| 135 | [torch.BoolTensor](https://pytorch.org/docs/stable/torch.html#torch.BoolTensor) | paddle.BoolTensor | - | -| 136 | [torch.norm](https://pytorch.org/docs/stable/torch.html#torch.norm) | paddle.norm | - | -| 137 | [torch.linalg.norm](https://pytorch.org/docs/stable/generated/torch.linalg.norm.html#torch.linalg.norm) | paddle.linalg.norm | - | -| 138 | [torch.Tensor.size](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.size) | paddle.Tensor.size | - | -| 139 | [torch.Tensor.to](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.to) | paddle.Tensor.to | - | -| 140 | [torch.nn.Module.to](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.to) | paddle.nn.Module.to | - | -| 141 | [torch.linalg.vector_norm](https://pytorch.org/docs/stable/generated/torch.linalg.vector_norm.html#torch.linalg.vector_norm) | paddle.linalg.vector_norm | - | -| 142 | [torch.functional.split](https://pytorch.org/docs/stable/generated/torch.functional.split.html#torch.functional.split) | paddle.functional.split | - | -| 143 | [torch.functional.unique_consecutive](https://pytorch.org/docs/stable/generated/torch.functional.unique_consecutive.html#torch.functional.unique_consecutive) | paddle.functional.unique_consecutive | - | -| 144 | [torch.functional.atleast_1d](https://pytorch.org/docs/stable/generated/torch.functional.atleast_1d.html#torch.functional.atleast_1d) | paddle.functional.atleast_1d | - | -| 145 | [torch.functional.atleast_2d](https://pytorch.org/docs/stable/generated/torch.functional.atleast_2d.html#torch.functional.atleast_2d) | paddle.functional.atleast_2d | - | -| 146 | [torch.functional.atleast_3d](https://pytorch.org/docs/stable/generated/torch.functional.atleast_3d.html#torch.functional.atleast_3d) | paddle.functional.atleast_3d | - | -| 147 | [torch.functional.broadcast_shapes](https://pytorch.org/docs/stable/generated/torch.functional.broadcast_shapes.html#torch.functional.broadcast_shapes) | paddle.functional.broadcast_shapes | - | -| 148 | [torch.functional.einsum](https://pytorch.org/docs/stable/generated/torch.functional.einsum.html#torch.functional.einsum) | paddle.functional.einsum | - | -| 149 | [torch.functional.norm](https://pytorch.org/docs/stable/generated/torch.functional.norm.html#torch.functional.norm) | paddle.functional.norm | - | -| 150 | [torch.multinomial](https://pytorch.org/docs/stable/torch.html#torch.multinomial) | paddle.multinomial | - | -| 151 | [torch.var](https://pytorch.org/docs/stable/torch.html#torch.var) | paddle.var | - | -| 152 | [torch.rand_like](https://pytorch.org/docs/stable/torch.html#torch.rand_like) | paddle.rand_like | - | -| 153 | [torch.mean](https://pytorch.org/docs/stable/torch.html#torch.mean) | paddle.mean | - | -| 154 | [torch.Tensor.mean](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mean) | paddle.Tensor.mean | - | -| 155 | [torch.msort](https://pytorch.org/docs/stable/torch.html#torch.msort) | paddle.msort | - | -| 156 | [torch.Tensor.msort](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.msort) | paddle.Tensor.msort | - | -| 157 | [torch.Tensor.ravel](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ravel) | paddle.Tensor.ravel | - | -| 158 | [torch.ravel](https://pytorch.org/docs/stable/torch.html#torch.ravel) | paddle.ravel | - | -| 159 | [torch.Tensor.scatter_add](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter_add) | paddle.Tensor.scatter_add | - | -| 160 | [torch.scatter_add](https://pytorch.org/docs/stable/torch.html#torch.scatter_add) | paddle.scatter_add | - | -| 161 | [torch.Tensor.scatter_add_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter_add_) | paddle.Tensor.scatter_add_ | - | -| 162 | [torch.Tensor.tril](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tril) | paddle.Tensor.tril | - | -| 163 | [torch.tril](https://pytorch.org/docs/stable/torch.html#torch.tril) | paddle.tril | - | -| 164 | [torch.Tensor.triu](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.triu) | paddle.Tensor.triu | - | -| 165 | [torch.triu](https://pytorch.org/docs/stable/torch.html#torch.triu) | paddle.triu | - | -| 166 | [torch.bmm](https://pytorch.org/docs/stable/torch.html#torch.bmm) | paddle.bmm | - | -| 167 | [torch.Tensor.bmm](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bmm) | paddle.Tensor.bmm | - | -| 168 | [torch.nn.GELU](https://pytorch.org/docs/stable/generated/torch.nn.GELU.html#torch.nn.GELU) | paddle.nn.GELU | - | -| 169 | [torch.broadcast_shapes](https://pytorch.org/docs/stable/torch.html#torch.broadcast_shapes) | paddle.broadcast_shapes | - | -| 170 | [torch.Tensor.scatter_reduce](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter_reduce) | paddle.Tensor.scatter_reduce | - | -| 171 | [torch.scatter_reduce](https://pytorch.org/docs/stable/torch.html#torch.scatter_reduce) | paddle.scatter_reduce | - | -| 172 | [torch.nn.functional.silu](https://pytorch.org/docs/stable/generated/torch.nn.functional.silu.html#torch.nn.functional.silu) | paddle.nn.functional.silu | - | -| 173 | [torch.Tensor.softmax](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.softmax) | paddle.Tensor.softmax | - | -| 174 | [torch.special.softmax](https://pytorch.org/docs/stable/generated/torch.special.softmax.html#torch.special.softmax) | paddle.special.softmax | - | -| 175 | [torch.softmax](https://pytorch.org/docs/stable/torch.html#torch.softmax) | paddle.softmax | - | -| 176 | [torch.Tensor.clamp](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.clamp) | paddle.Tensor.clamp | - | -| 177 | [torch.Tensor.itemsize](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.itemsize) | paddle.Tensor.itemsize | - | -| 178 | [torch.get_default_dtype](https://pytorch.org/docs/stable/torch.html#torch.get_default_dtype) | paddle.get_default_dtype | - | -| 179 | [torch.einsum](https://pytorch.org/docs/stable/torch.html#torch.einsum) | paddle.einsum | - | -| 180 | [torch.nn.Identity](https://pytorch.org/docs/stable/generated/torch.nn.Identity.html#torch.nn.Identity) | paddle.nn.Identity | - | -| 181 | [torch.Tensor.ndim](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ndim) | paddle.Tensor.ndim | - | -| 182 | [torch.Tensor.T](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.T) | paddle.Tensor.T | - | -| 183 | [torch.Tensor.abs](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.abs) | paddle.Tensor.abs | - | -| 184 | [torch.Tensor.cos](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cos) | paddle.Tensor.cos | - | -| 185 | [torch.Tensor.detach](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.detach) | paddle.Tensor.detach | - | -| 186 | [torch.Tensor.dim](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.dim) | paddle.Tensor.dim | - | -| 187 | [torch.Tensor.fill_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.fill_) | paddle.Tensor.fill_ | - | -| 188 | [torch.Tensor.isnan](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.isnan) | paddle.Tensor.isnan | - | -| 189 | [torch.Tensor.item](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.item) | paddle.Tensor.item | - | -| 190 | [torch.Tensor.log](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log) | paddle.Tensor.log | - | -| 191 | [torch.Tensor.masked_scatter](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.masked_scatter) | paddle.Tensor.masked_scatter | - | -| 192 | [torch.Tensor.masked_fill_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.masked_fill_) | paddle.Tensor.masked_fill_ | - | -| 193 | [torch.Tensor.masked_fill](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.masked_fill) | paddle.Tensor.masked_fill | - | -| 194 | [torch.Tensor.nonzero](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.nonzero) | paddle.Tensor.nonzero | - | -| 195 | [torch.Tensor.normal_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.normal_) | paddle.Tensor.normal_ | - | -| 196 | [torch.Tensor.sigmoid](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sigmoid) | paddle.Tensor.sigmoid | - | -| 197 | [torch.Tensor.sin](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sin) | paddle.Tensor.sin | - | -| 198 | [torch.Tensor.square](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.square) | paddle.Tensor.square | - | -| 199 | [torch.Tensor.tolist](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tolist) | paddle.Tensor.tolist | - | -| 200 | [torch.Tensor.zero_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.zero_) | paddle.Tensor.zero_ | - | -| 201 | [torch.distributed.get_rank](https://pytorch.org/docs/stable/generated/torch.distributed.get_rank.html#torch.distributed.get_rank) | paddle.distributed.get_rank | - | -| 202 | [torch.distributed.get_world_size](https://pytorch.org/docs/stable/generated/torch.distributed.get_world_size.html#torch.distributed.get_world_size) | paddle.distributed.get_world_size | - | -| 203 | [torch.Tensor.shape](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.shape) | paddle.Tensor.shape | - | -| 204 | [torch.float32](https://pytorch.org/docs/stable/torch.html#torch.float32) | paddle.float32 | - | -| 205 | [torch.long](https://pytorch.org/docs/stable/torch.html#torch.long) | paddle.long | - | -| 206 | [torch.int32](https://pytorch.org/docs/stable/torch.html#torch.int32) | paddle.int32 | - | -| 207 | [torch.bfloat16](https://pytorch.org/docs/stable/torch.html#torch.bfloat16) | paddle.bfloat16 | - | -| 208 | [torch.int64](https://pytorch.org/docs/stable/torch.html#torch.int64) | paddle.int64 | - | -| 209 | [torch.bool](https://pytorch.org/docs/stable/torch.html#torch.bool) | paddle.bool | - | -| 210 | [torch.uint8](https://pytorch.org/docs/stable/torch.html#torch.uint8) | paddle.uint8 | - | -| 211 | [torch.Tensor.abs_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.abs_) | paddle.Tensor.abs_ | - | -| 212 | [torch.Tensor.acos](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.acos) | paddle.Tensor.acos | - | -| 213 | [torch.Tensor.acos_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.acos_) | paddle.Tensor.acos_ | - | -| 214 | [torch.Tensor.acosh](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.acosh) | paddle.Tensor.acosh | - | -| 215 | [torch.Tensor.acosh_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.acosh_) | paddle.Tensor.acosh_ | - | -| 216 | [torch.Tensor.angle](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.angle) | paddle.Tensor.angle | - | -| 217 | [torch.Tensor.apply_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.apply_) | paddle.Tensor.apply_ | - | -| 218 | [torch.Tensor.asin](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.asin) | paddle.Tensor.asin | - | -| 219 | [torch.Tensor.asin_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.asin_) | paddle.Tensor.asin_ | - | -| 220 | [torch.Tensor.asinh](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.asinh) | paddle.Tensor.asinh | - | -| 221 | [torch.Tensor.asinh_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.asinh_) | paddle.Tensor.asinh_ | - | -| 222 | [torch.Tensor.atan](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.atan) | paddle.Tensor.atan | - | -| 223 | [torch.Tensor.atan_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.atan_) | paddle.Tensor.atan_ | - | -| 224 | [torch.Tensor.atanh](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.atanh) | paddle.Tensor.atanh | - | -| 225 | [torch.Tensor.atanh_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.atanh_) | paddle.Tensor.atanh_ | - | -| 226 | [torch.Tensor.bincount](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bincount) | paddle.Tensor.bincount | - | -| 227 | [torch.Tensor.bitwise_not](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bitwise_not) | paddle.Tensor.bitwise_not | - | -| 228 | [torch.Tensor.bitwise_not_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bitwise_not_) | paddle.Tensor.bitwise_not_ | - | -| 229 | [torch.Tensor.ceil](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ceil) | paddle.Tensor.ceil | - | -| 230 | [torch.Tensor.ceil_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ceil_) | paddle.Tensor.ceil_ | - | -| 231 | [torch.Tensor.cholesky](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cholesky) | paddle.Tensor.cholesky | - | -| 232 | [torch.Tensor.cholesky_inverse](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cholesky_inverse) | paddle.Tensor.cholesky_inverse | - | -| 233 | [torch.Tensor.clip](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.clip) | paddle.Tensor.clip | - | -| 234 | [torch.Tensor.clip_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.clip_) | paddle.Tensor.clip_ | - | -| 235 | [torch.Tensor.coalesce](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.coalesce) | paddle.Tensor.coalesce | - | -| 236 | [torch.Tensor.conj](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.conj) | paddle.Tensor.conj | - | -| 237 | [torch.Tensor.cos_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cos_) | paddle.Tensor.cos_ | - | -| 238 | [torch.Tensor.cosh](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cosh) | paddle.Tensor.cosh | - | -| 239 | [torch.Tensor.cosh_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cosh_) | paddle.Tensor.cosh_ | - | -| 240 | [torch.Tensor.cumprod](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cumprod) | paddle.Tensor.cumprod | - | -| 241 | [torch.Tensor.cumprod_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cumprod_) | paddle.Tensor.cumprod_ | - | -| 242 | [torch.Tensor.data_ptr](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.data_ptr) | paddle.Tensor.data_ptr | - | -| 243 | [torch.Tensor.deg2rad](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.deg2rad) | paddle.Tensor.deg2rad | - | -| 244 | [torch.Tensor.dense_dim](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.dense_dim) | paddle.Tensor.dense_dim | - | -| 245 | [torch.Tensor.detach_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.detach_) | paddle.Tensor.detach_ | - | -| 246 | [torch.Tensor.diag_embed](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.diag_embed) | paddle.Tensor.diag_embed | - | -| 247 | [torch.Tensor.diagflat](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.diagflat) | paddle.Tensor.diagflat | - | -| 248 | [torch.Tensor.digamma](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.digamma) | paddle.Tensor.digamma | - | -| 249 | [torch.Tensor.digamma_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.digamma_) | paddle.Tensor.digamma_ | - | -| 250 | [torch.Tensor.dtype](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.dtype) | paddle.Tensor.dtype | - | -| 251 | [torch.Tensor.erf](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.erf) | paddle.Tensor.erf | - | -| 252 | [torch.Tensor.erfinv](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.erfinv) | paddle.Tensor.erfinv | - | -| 253 | [torch.Tensor.erfinv_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.erfinv_) | paddle.Tensor.erfinv_ | - | -| 254 | [torch.Tensor.exp](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.exp) | paddle.Tensor.exp | - | -| 255 | [torch.Tensor.exp_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.exp_) | paddle.Tensor.exp_ | - | -| 256 | [torch.Tensor.expm1](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.expm1) | paddle.Tensor.expm1 | - | -| 257 | [torch.Tensor.floor](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.floor) | paddle.Tensor.floor | - | -| 258 | [torch.Tensor.floor_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.floor_) | paddle.Tensor.floor_ | - | -| 259 | [torch.Tensor.frac](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.frac) | paddle.Tensor.frac | - | -| 260 | [torch.Tensor.frac_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.frac_) | paddle.Tensor.frac_ | - | -| 261 | [torch.Tensor.frexp](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.frexp) | paddle.Tensor.frexp | - | -| 262 | [torch.Tensor.grad](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.grad) | paddle.Tensor.grad | - | -| 263 | [torch.Tensor.i0](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.i0) | paddle.Tensor.i0 | - | -| 264 | [torch.Tensor.i0_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.i0_) | paddle.Tensor.i0_ | - | -| 265 | [torch.Tensor.indices](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.indices) | paddle.Tensor.indices | - | -| 266 | [torch.Tensor.inverse](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.inverse) | paddle.Tensor.inverse | - | -| 267 | [torch.Tensor.is_complex](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_complex) | paddle.Tensor.is_complex | - | -| 268 | [torch.Tensor.is_floating_point](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_floating_point) | paddle.Tensor.is_floating_point | - | -| 269 | [torch.Tensor.is_leaf](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_leaf) | paddle.Tensor.is_leaf | - | -| 270 | [torch.Tensor.isfinite](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.isfinite) | paddle.Tensor.isfinite | - | -| 271 | [torch.Tensor.isinf](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.isinf) | paddle.Tensor.isinf | - | -| 272 | [torch.Tensor.isneginf](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.isneginf) | paddle.Tensor.isneginf | - | -| 273 | [torch.Tensor.isposinf](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.isposinf) | paddle.Tensor.isposinf | - | -| 274 | [torch.Tensor.isreal](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.isreal) | paddle.Tensor.isreal | - | -| 275 | [torch.Tensor.istft](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.istft) | paddle.Tensor.istft | - | -| 276 | [torch.Tensor.lgamma](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.lgamma) | paddle.Tensor.lgamma | - | -| 277 | [torch.Tensor.lgamma_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.lgamma_) | paddle.Tensor.lgamma_ | - | -| 278 | [torch.Tensor.log10](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log10) | paddle.Tensor.log10 | - | -| 279 | [torch.Tensor.log10_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log10_) | paddle.Tensor.log10_ | - | -| 280 | [torch.Tensor.log1p](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log1p) | paddle.Tensor.log1p | - | -| 281 | [torch.Tensor.log1p_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log1p_) | paddle.Tensor.log1p_ | - | -| 282 | [torch.Tensor.log2](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log2) | paddle.Tensor.log2 | - | -| 283 | [torch.Tensor.log2_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log2_) | paddle.Tensor.log2_ | - | -| 284 | [torch.Tensor.log_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.log_) | paddle.Tensor.log_ | - | -| 285 | [torch.Tensor.logit](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logit) | paddle.Tensor.logit | - | -| 286 | [torch.Tensor.logit_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logit_) | paddle.Tensor.logit_ | - | -| 287 | [torch.Tensor.lu](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.lu) | paddle.Tensor.lu | - | -| 288 | [torch.Tensor.mT](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mT) | paddle.Tensor.mT | - | -| 289 | [torch.Tensor.masked_scatter_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.masked_scatter_) | paddle.Tensor.masked_scatter_ | - | -| 290 | [torch.Tensor.masked_select](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.masked_select) | paddle.Tensor.masked_select | - | -| 291 | [torch.Tensor.matrix_power](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.matrix_power) | paddle.Tensor.matrix_power | - | -| 292 | [torch.Tensor.mm](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mm) | paddle.Tensor.mm | - | -| 293 | [torch.Tensor.moveaxis](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.moveaxis) | paddle.Tensor.moveaxis | - | -| 294 | [torch.Tensor.mv](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mv) | paddle.Tensor.mv | - | -| 295 | [torch.Tensor.nan_to_num](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.nan_to_num) | paddle.Tensor.nan_to_num | - | -| 296 | [torch.Tensor.nan_to_num_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.nan_to_num_) | paddle.Tensor.nan_to_num_ | - | -| 297 | [torch.Tensor.ndimension](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ndimension) | paddle.Tensor.ndimension | - | -| 298 | [torch.Tensor.neg](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.neg) | paddle.Tensor.neg | - | -| 299 | [torch.Tensor.neg_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.neg_) | paddle.Tensor.neg_ | - | -| 300 | [torch.Tensor.pin_memory](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.pin_memory) | paddle.Tensor.pin_memory | - | -| 301 | [torch.Tensor.polygamma](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.polygamma) | paddle.Tensor.polygamma | - | -| 302 | [torch.Tensor.polygamma_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.polygamma_) | paddle.Tensor.polygamma_ | - | -| 303 | [torch.Tensor.rad2deg](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.rad2deg) | paddle.Tensor.rad2deg | - | -| 304 | [torch.Tensor.reciprocal](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.reciprocal) | paddle.Tensor.reciprocal | - | -| 305 | [torch.Tensor.reciprocal_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.reciprocal_) | paddle.Tensor.reciprocal_ | - | -| 306 | [torch.Tensor.register_hook](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.register_hook) | paddle.Tensor.register_hook | - | -| 307 | [torch.Tensor.rsqrt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.rsqrt) | paddle.Tensor.rsqrt | - | -| 308 | [torch.Tensor.rsqrt_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.rsqrt_) | paddle.Tensor.rsqrt_ | - | -| 309 | [torch.Tensor.sgn](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sgn) | paddle.Tensor.sgn | - | -| 310 | [torch.Tensor.sigmoid_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sigmoid_) | paddle.Tensor.sigmoid_ | - | -| 311 | [torch.Tensor.sign](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sign) | paddle.Tensor.sign | - | -| 312 | [torch.Tensor.signbit](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.signbit) | paddle.Tensor.signbit | - | -| 313 | [torch.Tensor.sin_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sin_) | paddle.Tensor.sin_ | - | -| 314 | [torch.Tensor.sinc](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sinc) | paddle.Tensor.sinc | - | -| 315 | [torch.Tensor.sinc_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sinc_) | paddle.Tensor.sinc_ | - | -| 316 | [torch.Tensor.sinh](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sinh) | paddle.Tensor.sinh | - | -| 317 | [torch.Tensor.sinh_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sinh_) | paddle.Tensor.sinh_ | - | -| 318 | [torch.Tensor.sparse_dim](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sparse_dim) | paddle.Tensor.sparse_dim | - | -| 319 | [torch.Tensor.sqrt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sqrt) | paddle.Tensor.sqrt | - | -| 320 | [torch.Tensor.sqrt_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sqrt_) | paddle.Tensor.sqrt_ | - | -| 321 | [torch.Tensor.t](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.t) | paddle.Tensor.t | - | -| 322 | [torch.Tensor.t_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.t_) | paddle.Tensor.t_ | - | -| 323 | [torch.Tensor.tan](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tan) | paddle.Tensor.tan | - | -| 324 | [torch.Tensor.tan_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tan_) | paddle.Tensor.tan_ | - | -| 325 | [torch.Tensor.tanh](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tanh) | paddle.Tensor.tanh | - | -| 326 | [torch.Tensor.tanh_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tanh_) | paddle.Tensor.tanh_ | - | -| 327 | [torch.Tensor.to_dense](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.to_dense) | paddle.Tensor.to_dense | - | -| 328 | [torch.Tensor.tril_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.tril_) | paddle.Tensor.tril_ | - | -| 329 | [torch.Tensor.triu_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.triu_) | paddle.Tensor.triu_ | - | -| 330 | [torch.Tensor.trunc](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.trunc) | paddle.Tensor.trunc | - | -| 331 | [torch.Tensor.trunc_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.trunc_) | paddle.Tensor.trunc_ | - | -| 332 | [torch.Tensor.values](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.values) | paddle.Tensor.values | - | -| 333 | [torch.\_\_version\_\_](https://pytorch.org/docs/stable/torch.html#torch.__version__) | paddle.\_\_version\_\_ | - | -| 334 | [torch.\_\_version\_\_.split](https://pytorch.org/docs/stable/generated/torch.__version__.split.html#torch.__version__.split) | paddle.\_\_version\_\_.split | - | -| 335 | [torch.diag_embed](https://pytorch.org/docs/stable/torch.html#torch.diag_embed) | paddle.diag_embed | - | -| 336 | [torch.distributed.ReduceOp.MAX](https://pytorch.org/docs/stable/generated/torch.distributed.ReduceOp.html#torch.distributed.ReduceOp.MAX) | paddle.distributed.ReduceOp.MAX | - | -| 337 | [torch.distributed.ReduceOp.MIN](https://pytorch.org/docs/stable/generated/torch.distributed.ReduceOp.html#torch.distributed.ReduceOp.MIN) | paddle.distributed.ReduceOp.MIN | - | -| 338 | [torch.distributed.ReduceOp.SUM](https://pytorch.org/docs/stable/generated/torch.distributed.ReduceOp.html#torch.distributed.ReduceOp.SUM) | paddle.distributed.ReduceOp.SUM | - | -| 339 | [torch.distributed.batch_isend_irecv](https://pytorch.org/docs/stable/generated/torch.distributed.batch_isend_irecv.html#torch.distributed.batch_isend_irecv) | paddle.distributed.batch_isend_irecv | - | -| 340 | [torch.distributed.get_backend](https://pytorch.org/docs/stable/generated/torch.distributed.get_backend.html#torch.distributed.get_backend) | paddle.distributed.get_backend | - | -| 341 | [torch.distributed.is_available](https://pytorch.org/docs/stable/generated/torch.distributed.is_available.html#torch.distributed.is_available) | paddle.distributed.is_available | - | -| 342 | [torch.distributed.is_initialized](https://pytorch.org/docs/stable/generated/torch.distributed.is_initialized.html#torch.distributed.is_initialized) | paddle.distributed.is_initialized | - | -| 343 | [torch.e](https://pytorch.org/docs/stable/torch.html#torch.e) | paddle.e | - | -| 344 | [torch.enable_grad](https://pytorch.org/docs/stable/torch.html#torch.enable_grad) | paddle.enable_grad | - | -| 345 | [torch.inf](https://pytorch.org/docs/stable/torch.html#torch.inf) | paddle.inf | - | -| 346 | [torch.is_grad_enabled](https://pytorch.org/docs/stable/torch.html#torch.is_grad_enabled) | paddle.is_grad_enabled | - | -| 347 | [torch.nan](https://pytorch.org/docs/stable/torch.html#torch.nan) | paddle.nan | - | -| 348 | [torch.newaxis](https://pytorch.org/docs/stable/torch.html#torch.newaxis) | paddle.newaxis | - | -| 349 | [torch.nn.LogSigmoid](https://pytorch.org/docs/stable/generated/torch.nn.LogSigmoid.html#torch.nn.LogSigmoid) | paddle.nn.LogSigmoid | - | -| 350 | [torch.nn.Sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.Sigmoid.html#torch.nn.Sigmoid) | paddle.nn.Sigmoid | - | -| 351 | [torch.nn.Softplus](https://pytorch.org/docs/stable/generated/torch.nn.Softplus.html#torch.nn.Softplus) | paddle.nn.Softplus | - | -| 352 | [torch.nn.Softsign](https://pytorch.org/docs/stable/generated/torch.nn.Softsign.html#torch.nn.Softsign) | paddle.nn.Softsign | - | -| 353 | [torch.nn.Tanh](https://pytorch.org/docs/stable/generated/torch.nn.Tanh.html#torch.nn.Tanh) | paddle.nn.Tanh | - | -| 354 | [torch.nn.Tanhshrink](https://pytorch.org/docs/stable/generated/torch.nn.Tanhshrink.html#torch.nn.Tanhshrink) | paddle.nn.Tanhshrink | - | -| 355 | [torch.nn.TransformerDecoder](https://pytorch.org/docs/stable/generated/torch.nn.TransformerDecoder.html#torch.nn.TransformerDecoder) | paddle.nn.TransformerDecoder | - | -| 356 | [torch.nn.TripletMarginWithDistanceLoss](https://pytorch.org/docs/stable/generated/torch.nn.TripletMarginWithDistanceLoss.html#torch.nn.TripletMarginWithDistanceLoss) | paddle.nn.TripletMarginWithDistanceLoss | - | -| 357 | [torch.nn.utils.parameters_to_vector](https://pytorch.org/docs/stable/generated/torch.nn.utils.parameters_to_vector.html#torch.nn.utils.parameters_to_vector) | paddle.nn.utils.parameters_to_vector | - | -| 358 | [torch.nn.utils.vector_to_parameters](https://pytorch.org/docs/stable/generated/torch.nn.utils.vector_to_parameters.html#torch.nn.utils.vector_to_parameters) | paddle.nn.utils.vector_to_parameters | - | -| 359 | [torch.pi](https://pytorch.org/docs/stable/torch.html#torch.pi) | paddle.pi | - | -| 360 | [torch.set_default_dtype](https://pytorch.org/docs/stable/torch.html#torch.set_default_dtype) | paddle.set_default_dtype | - | -| 361 | [torch.t](https://pytorch.org/docs/stable/torch.html#torch.t) | paddle.t | - | -| 362 | [torch.utils.cpp_extension.BuildExtension](https://pytorch.org/docs/stable/generated/torch.utils.cpp_extension.BuildExtension.html#torch.utils.cpp_extension.BuildExtension) | paddle.utils.cpp_extension.BuildExtension | - | -| 363 | [torch.utils.cpp_extension.BuildExtension.with_options](https://pytorch.org/docs/stable/generated/torch.utils.cpp_extension.BuildExtension.html#torch.utils.cpp_extension.BuildExtension.with_options) | paddle.utils.cpp_extension.BuildExtension.with_options | - | -| 364 | [torch.Tensor.element_size](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.element_size) | paddle.Tensor.element_size | - | -| 365 | [torch.Tensor.view_as](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.view_as) | paddle.Tensor.view_as | - | -| 366 | [torch.dtype](https://pytorch.org/docs/stable/torch.html#torch.dtype) | paddle.dtype | - | -| 367 | [torch.Tensor.\_\_and\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__and__) | paddle.Tensor.\_\_and\_\_ | - | -| 368 | [torch.Tensor.\_\_array\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__array__) | paddle.Tensor.\_\_array\_\_ | - | -| 369 | [torch.Tensor.\_\_bool\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__bool__) | paddle.Tensor.\_\_bool\_\_ | - | -| 370 | [torch.Tensor.\_\_eq\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__eq__) | paddle.Tensor.\_\_eq\_\_ | - | -| 371 | [torch.Tensor.\_\_format\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__format__) | paddle.Tensor.\_\_format\_\_ | - | -| 372 | [torch.Tensor.\_\_getitem\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__getitem__) | paddle.Tensor.\_\_getitem\_\_ | - | -| 373 | [torch.Tensor.\_\_index\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__index__) | paddle.Tensor.\_\_index\_\_ | - | -| 374 | [torch.Tensor.\_\_invert\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__invert__) | paddle.Tensor.\_\_invert\_\_ | - | -| 375 | [torch.Tensor.\_\_len\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__len__) | paddle.Tensor.\_\_len\_\_ | - | -| 376 | [torch.Tensor.\_\_or\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__or__) | paddle.Tensor.\_\_or\_\_ | - | -| 377 | [torch.Tensor.\_\_rpow\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__rpow__) | paddle.Tensor.\_\_rpow\_\_ | - | -| 378 | [torch.Tensor.\_\_rsub\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__rsub__) | paddle.Tensor.\_\_rsub\_\_ | - | -| 379 | [torch.Tensor.\_\_rtruediv\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__rtruediv__) | paddle.Tensor.\_\_rtruediv\_\_ | - | -| 380 | [torch.Tensor.\_\_setitem\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__setitem__) | paddle.Tensor.\_\_setitem\_\_ | - | -| 381 | [torch.matmul](https://pytorch.org/docs/stable/torch.html#torch.matmul) | paddle.matmul | - | -| 382 | [torch.linalg.matmul](https://pytorch.org/docs/stable/generated/torch.linalg.matmul.html#torch.linalg.matmul) | paddle.linalg.matmul | - | -| 383 | [torch.Tensor.multiply](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.multiply) | paddle.Tensor.multiply | - | -| 384 | [torch.Tensor.multiply_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.multiply_) | paddle.Tensor.multiply_ | - | -| 385 | [torch.Tensor.matmul](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.matmul) | paddle.Tensor.matmul | - | -| 386 | [torch.Tensor.amax](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.amax) | paddle.Tensor.amax | - | -| 387 | [torch.Tensor.amin](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.amin) | paddle.Tensor.amin | - | -| 388 | [torch.log2](https://pytorch.org/docs/stable/torch.html#torch.log2) | paddle.log2 | - | -| 389 | [torch.Tensor.remainder](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.remainder) | paddle.Tensor.remainder | - | -| 390 | [torch.remainder](https://pytorch.org/docs/stable/torch.html#torch.remainder) | paddle.remainder | - | -| 391 | [torch.broadcast_to](https://pytorch.org/docs/stable/torch.html#torch.broadcast_to) | paddle.broadcast_to | - | -| 392 | [torch.nn.functional.embedding](https://pytorch.org/docs/stable/generated/torch.nn.functional.embedding.html#torch.nn.functional.embedding) | paddle.nn.functional.embedding | - | -| 393 | [torch.no_grad](https://pytorch.org/docs/stable/torch.html#torch.no_grad) | paddle.no_grad | - | -| 394 | [torch.reshape](https://pytorch.org/docs/stable/torch.html#torch.reshape) | paddle.reshape | - | -| 395 | [torch.Tensor.bitwise_or_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.bitwise_or_) | paddle.Tensor.bitwise_or_ | - | -| 396 | [torch.Tensor.view](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.view) | paddle.Tensor.view | - | -| 397 | [torch.unique_consecutive](https://pytorch.org/docs/stable/torch.html#torch.unique_consecutive) | paddle.unique_consecutive | - | -| 398 | [torch.Tensor.cumsum](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cumsum) | paddle.Tensor.cumsum | - | -| 399 | [torch.Tensor.expand](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.expand) | paddle.Tensor.expand | - | -| 400 | [torch.isfinite](https://pytorch.org/docs/stable/torch.html#torch.isfinite) | paddle.isfinite | - | -| 401 | [torch.isinf](https://pytorch.org/docs/stable/torch.html#torch.isinf) | paddle.isinf | - | -| 402 | [torch.isnan](https://pytorch.org/docs/stable/torch.html#torch.isnan) | paddle.isnan | - | -| 403 | [torch.flatten](https://pytorch.org/docs/stable/torch.html#torch.flatten) | paddle.flatten | - | -| 404 | [torch.Tensor.flatten](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.flatten) | paddle.Tensor.flatten | - | -| 405 | [torch.roll](https://pytorch.org/docs/stable/torch.html#torch.roll) | paddle.roll | - | -| 406 | [torch.Tensor.sum](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.sum) | paddle.Tensor.sum | - | -| 407 | [torch.sum](https://pytorch.org/docs/stable/torch.html#torch.sum) | paddle.sum | - | -| 408 | [torch.prod](https://pytorch.org/docs/stable/torch.html#torch.prod) | paddle.prod | - | -| 409 | [torch.ceil](https://pytorch.org/docs/stable/torch.html#torch.ceil) | paddle.ceil | - | -| 410 | [torch.floor_divide](https://pytorch.org/docs/stable/torch.html#torch.floor_divide) | paddle.floor_divide | - | -| 411 | [torch.masked_select](https://pytorch.org/docs/stable/torch.html#torch.masked_select) | paddle.masked_select | - | -| 412 | [torch.finfo](https://pytorch.org/docs/stable/torch.html#torch.finfo) | paddle.finfo | - | -| 413 | [torch.is_complex](https://pytorch.org/docs/stable/torch.html#torch.is_complex) | paddle.is_complex | - | -| 414 | [torch.concat](https://pytorch.org/docs/stable/torch.html#torch.concat) | paddle.concat | - | -| 415 | [torch.nonzero](https://pytorch.org/docs/stable/torch.html#torch.nonzero) | paddle.nonzero | - | -| 416 | [torch.Tensor.pow](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.pow) | paddle.Tensor.pow | - | -| 417 | [torch.Tensor.prod](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.prod) | paddle.Tensor.prod | - | -| 418 | [torch.Tensor.reshape](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.reshape) | paddle.Tensor.reshape | - | -| 419 | [torch.argsort](https://pytorch.org/docs/stable/torch.html#torch.argsort) | paddle.argsort | - | -| 420 | [torch.Tensor.argsort](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.argsort) | paddle.Tensor.argsort | - | -| 421 | [torch.Tensor.squeeze](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.squeeze) | paddle.Tensor.squeeze | - | -| 422 | [torch.chunk](https://pytorch.org/docs/stable/torch.html#torch.chunk) | paddle.chunk | - | -| 423 | [torch.Tensor.chunk](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.chunk) | paddle.Tensor.chunk | - | -| 424 | [torch.any](https://pytorch.org/docs/stable/torch.html#torch.any) | paddle.any | - | -| 425 | [torch.nn.functional.one_hot](https://pytorch.org/docs/stable/generated/torch.nn.functional.one_hot.html#torch.nn.functional.one_hot) | paddle.nn.functional.one_hot | - | -| 426 | [torch.unbind](https://pytorch.org/docs/stable/torch.html#torch.unbind) | paddle.unbind | - | -| 427 | [torch.Tensor.unbind](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.unbind) | paddle.Tensor.unbind | - | -| 428 | [torch.is_floating_point](https://pytorch.org/docs/stable/torch.html#torch.is_floating_point) | paddle.is_floating_point | - | -| 429 | [torch.is_tensor](https://pytorch.org/docs/stable/torch.html#torch.is_tensor) | paddle.is_tensor | - | -| 430 | [torch.isin](https://pytorch.org/docs/stable/torch.html#torch.isin) | paddle.isin | - | -| 431 | [torch.Tensor.expand_as](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.expand_as) | paddle.Tensor.expand_as | - | -| 432 | [torch.logsumexp](https://pytorch.org/docs/stable/torch.html#torch.logsumexp) | paddle.logsumexp | - | -| 433 | [torch.Tensor.logsumexp](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logsumexp) | paddle.Tensor.logsumexp | - | -| 434 | [torch.argmax](https://pytorch.org/docs/stable/torch.html#torch.argmax) | paddle.argmax | - | -| 435 | [torch.Tensor.argmax](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.argmax) | paddle.Tensor.argmax | - | -| 436 | [torch.argmin](https://pytorch.org/docs/stable/torch.html#torch.argmin) | paddle.argmin | - | -| 437 | [torch.Tensor.argmin](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.argmin) | paddle.Tensor.argmin | - | -| 438 | [torch.all](https://pytorch.org/docs/stable/torch.html#torch.all) | paddle.all | - | -| 439 | [torch.Tensor.all](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.all) | paddle.Tensor.all | - | -| 440 | [torch.Tensor.any](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.any) | paddle.Tensor.any | - | -| 441 | [torch.tensor_split](https://pytorch.org/docs/stable/torch.html#torch.tensor_split) | paddle.tensor_split | - | -| 442 | [torch.nn.functional.gelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.gelu.html#torch.nn.functional.gelu) | paddle.nn.functional.gelu | - | -| 443 | [torch.layer_norm](https://pytorch.org/docs/stable/torch.html#torch.layer_norm) | paddle.layer_norm | - | -| 444 | [torch.logical_not](https://pytorch.org/docs/stable/torch.html#torch.logical_not) | paddle.logical_not | - | -| 445 | [torch.Tensor.logical_not](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logical_not) | paddle.Tensor.logical_not | - | -| 446 | [torch.logical_and](https://pytorch.org/docs/stable/torch.html#torch.logical_and) | paddle.logical_and | - | -| 447 | [torch.Tensor.logical_and](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logical_and) | paddle.Tensor.logical_and | - | -| 448 | [torch.logical_or](https://pytorch.org/docs/stable/torch.html#torch.logical_or) | paddle.logical_or | - | -| 449 | [torch.Tensor.logical_or](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logical_or) | paddle.Tensor.logical_or | - | -| 450 | [torch.logical_xor](https://pytorch.org/docs/stable/torch.html#torch.logical_xor) | paddle.logical_xor | - | -| 451 | [torch.Tensor.logical_xor](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.logical_xor) | paddle.Tensor.logical_xor | - | -| 452 | [torch.index_select](https://pytorch.org/docs/stable/torch.html#torch.index_select) | paddle.index_select | - | -| 453 | [torch.Tensor.index_select](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.index_select) | paddle.Tensor.index_select | - | -| 454 | [torch.dot](https://pytorch.org/docs/stable/torch.html#torch.dot) | paddle.dot | - | -| 455 | [torch.Tensor.dot](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.dot) | paddle.Tensor.dot | - | -| 456 | [torch.nn.functional.conv1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv1d.html#torch.nn.functional.conv1d) | paddle.nn.functional.conv1d | - | -| 457 | [torch.nn.functional.conv2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv2d.html#torch.nn.functional.conv2d) | paddle.nn.functional.conv2d | - | -| 458 | [torch.nn.functional.conv3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv3d.html#torch.nn.functional.conv3d) | paddle.nn.functional.conv3d | - | -| 459 | [torch.conv1d](https://pytorch.org/docs/stable/torch.html#torch.conv1d) | paddle.conv1d | - | -| 460 | [torch.conv2d](https://pytorch.org/docs/stable/torch.html#torch.conv2d) | paddle.conv2d | - | -| 461 | [torch.conv3d](https://pytorch.org/docs/stable/torch.html#torch.conv3d) | paddle.conv3d | - | -| 462 | [torch.complex128](https://pytorch.org/docs/stable/torch.html#torch.complex128) | paddle.complex128 | - | -| 463 | [torch.complex64](https://pytorch.org/docs/stable/torch.html#torch.complex64) | paddle.complex64 | - | -| 464 | [torch.float64](https://pytorch.org/docs/stable/torch.html#torch.float64) | paddle.float64 | - | -| 465 | [torch.float16](https://pytorch.org/docs/stable/torch.html#torch.float16) | paddle.float16 | - | -| 466 | [torch.int16](https://pytorch.org/docs/stable/torch.html#torch.int16) | paddle.int16 | - | -| 467 | [torch.int8](https://pytorch.org/docs/stable/torch.html#torch.int8) | paddle.int8 | - | -| 468 | [torch.Tensor.narrow](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.narrow) | paddle.Tensor.narrow | - | -| 469 | [torch.narrow](https://pytorch.org/docs/stable/torch.html#torch.narrow) | paddle.narrow | - | -| 470 | [torch.Tensor.type_as](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.type_as) | paddle.Tensor.type_as | - | -| 471 | [torch.nn.Sequential](https://pytorch.org/docs/stable/generated/torch.nn.Sequential.html#torch.nn.Sequential) | paddle.nn.Sequential | - | -| 472 | [torch.nn.PixelUnshuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelUnshuffle.html#torch.nn.PixelUnshuffle) | paddle.nn.PixelUnshuffle | - | -| 473 | [torch.nn.Upsample](https://pytorch.org/docs/stable/generated/torch.nn.Upsample.html#torch.nn.Upsample) | paddle.nn.Upsample | - | -| 474 | [torch.nn.PixelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelShuffle.html#torch.nn.PixelShuffle) | paddle.nn.PixelShuffle | - | -| 475 | [torch.nn.LocalResponseNorm](https://pytorch.org/docs/stable/generated/torch.nn.LocalResponseNorm.html#torch.nn.LocalResponseNorm) | paddle.nn.LocalResponseNorm | - | -| 476 | [torch.nn.ChannelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html#torch.nn.ChannelShuffle) | paddle.nn.ChannelShuffle | - | -| 477 | [torch.nn.AdaptiveLogSoftmaxWithLoss](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveLogSoftmaxWithLoss.html#torch.nn.AdaptiveLogSoftmaxWithLoss) | paddle.nn.AdaptiveLogSoftmaxWithLoss | - | -| 478 | [torch.Tensor.corrcoef](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.corrcoef) | paddle.Tensor.corrcoef | - | -| 479 | [torch.Tensor.multinomial](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.multinomial) | paddle.Tensor.multinomial | - | -| 480 | [torch.get_rng_state](https://pytorch.org/docs/stable/torch.html#torch.get_rng_state) | paddle.get_rng_state | - | -| 481 | [torch.Tensor.trace](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.trace) | paddle.Tensor.trace | - | -| 482 | [torch.Tensor.clone](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.clone) | paddle.Tensor.clone | - | -| 483 | [torch.Tensor.contiguous](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.contiguous) | paddle.Tensor.contiguous | - | -| 484 | [torch.Tensor.is_contiguous](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_contiguous) | paddle.Tensor.is_contiguous | - | -| 485 | [torch.utils.cpp_extension.CUDA_HOME](https://pytorch.org/docs/stable/generated/torch.utils.cpp_extension.CUDA_HOME.html#torch.utils.cpp_extension.CUDA_HOME) | paddle.utils.cpp_extension.CUDA_HOME | - | -| 486 | [torch.Tensor.is_coalesced](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_coalesced) | paddle.Tensor.is_coalesced | - | -| 487 | [torch.torch.int32](https://pytorch.org/docs/stable/generated/torch.torch.int32.html#torch.torch.int32) | paddle.paddle.int32 | - | -| 488 | [torch.transpose](https://pytorch.org/docs/stable/torch.html#torch.transpose) | paddle.transpose | - | -| 489 | [torch.Tensor.transpose](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.transpose) | paddle.Tensor.transpose | - | -| 490 | [torch.unsqueeze](https://pytorch.org/docs/stable/torch.html#torch.unsqueeze) | paddle.unsqueeze | - | -| 491 | [torch.Tensor.unsqueeze](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.unsqueeze) | paddle.Tensor.unsqueeze | - | -| 492 | [torch.sigmoid](https://pytorch.org/docs/stable/torch.html#torch.sigmoid) | paddle.sigmoid | - | -| 493 | [torch.Tensor.topk](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.topk) | paddle.Tensor.topk | - | -| 494 | [torch.outer](https://pytorch.org/docs/stable/torch.html#torch.outer) | paddle.outer | - | -| 495 | [torch.nn.functional.sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.sigmoid.html#torch.nn.functional.sigmoid) | paddle.nn.functional.sigmoid | - | -| 496 | [torch.Tensor.requires_grad](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.requires_grad) | paddle.Tensor.requires_grad | - | -| 497 | [torch.Tensor.data](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.data) | paddle.Tensor.data | - | -| 498 | [torch.Tensor.cpu](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cpu) | paddle.Tensor.cpu | - | -| 499 | [torch.Tensor.\_\_add\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__add__) | paddle.Tensor.\_\_add\_\_ | - | -| 500 | [torch.Tensor.\_\_ge\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__ge__) | paddle.Tensor.\_\_ge\_\_ | - | -| 501 | [torch.Tensor.\_\_gt\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__gt__) | paddle.Tensor.\_\_gt\_\_ | - | -| 502 | [torch.Tensor.\_\_le\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__le__) | paddle.Tensor.\_\_le\_\_ | - | -| 503 | [torch.Tensor.\_\_lt\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__lt__) | paddle.Tensor.\_\_lt\_\_ | - | -| 504 | [torch.Tensor.\_\_mul\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__mul__) | paddle.Tensor.\_\_mul\_\_ | - | -| 505 | [torch.Tensor.\_\_ne\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__ne__) | paddle.Tensor.\_\_ne\_\_ | - | -| 506 | [torch.Tensor.\_\_neg\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__neg__) | paddle.Tensor.\_\_neg\_\_ | - | -| 507 | [torch.Tensor.\_\_radd\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__radd__) | paddle.Tensor.\_\_radd\_\_ | - | -| 508 | [torch.Tensor.\_\_rmul\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__rmul__) | paddle.Tensor.\_\_rmul\_\_ | - | -| 509 | [torch.Tensor.\_\_sub\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__sub__) | paddle.Tensor.\_\_sub\_\_ | - | -| 510 | [torch.Tensor.\_\_reduce\_ex\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__reduce_ex__) | paddle.Tensor.\_\_reduce\_ex\_\_ | - | -| 511 | [torch.from_numpy](https://pytorch.org/docs/stable/torch.html#torch.from_numpy) | paddle.from_numpy | - | -| 512 | [torch.greater](https://pytorch.org/docs/stable/torch.html#torch.greater) | paddle.greater | - | -| 513 | [torch.nn.functional.layer_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.layer_norm.html#torch.nn.functional.layer_norm) | paddle.nn.functional.layer_norm | - | -| 514 | [torch.nn.attention.sdpa_kernel](https://pytorch.org/docs/stable/generated/torch.nn.attention.sdpa_kernel.html#torch.nn.attention.sdpa_kernel) | paddle.nn.attention.sdpa_kernel | - | -| 515 | [torch.nn.attention.SDPBackend](https://pytorch.org/docs/stable/generated/torch.nn.attention.SDPBackend.html#torch.nn.attention.SDPBackend) | paddle.nn.attention.SDPBackend | - | -| 516 | [torch.nn.attention._cur_sdpa_kernel_backends](https://pytorch.org/docs/stable/generated/torch.nn.attention._cur_sdpa_kernel_backends.html#torch.nn.attention._cur_sdpa_kernel_backends) | paddle.nn.attention._cur_sdpa_kernel_backends | - | -| 517 | [torch.nn.SiLU](https://pytorch.org/docs/stable/generated/torch.nn.SiLU.html#torch.nn.SiLU) | paddle.nn.SiLU | - | -| 518 | [torch.randperm](https://pytorch.org/docs/stable/torch.html#torch.randperm) | paddle.randperm | - | -| 519 | [torch.Tensor.ge](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ge) | paddle.Tensor.ge | - | -| 520 | [torch.Tensor.gt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.gt) | paddle.Tensor.gt | - | -| 521 | [torch.Tensor.le](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.le) | paddle.Tensor.le | - | -| 522 | [torch.Tensor.lt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.lt) | paddle.Tensor.lt | - | -| 523 | [torch.Tensor.ne](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ne) | paddle.Tensor.ne | - | -| 524 | [torch.manual_seed](https://pytorch.org/docs/stable/torch.html#torch.manual_seed) | paddle.manual_seed | - | -| 525 | [torch.asarray](https://pytorch.org/docs/stable/torch.html#torch.asarray) | paddle.asarray | - | -| 526 | [torch.ne](https://pytorch.org/docs/stable/torch.html#torch.ne) | paddle.ne | - | -| 527 | [torch.lt](https://pytorch.org/docs/stable/torch.html#torch.lt) | paddle.lt | - | -| 528 | [torch.less](https://pytorch.org/docs/stable/torch.html#torch.less) | paddle.less | - | -| 529 | [torch.le](https://pytorch.org/docs/stable/torch.html#torch.le) | paddle.le | - | -| 530 | [torch.ge](https://pytorch.org/docs/stable/torch.html#torch.ge) | paddle.ge | - | -| 531 | [torch.get_default_device](https://pytorch.org/docs/stable/torch.html#torch.get_default_device) | paddle.get_default_device | - | -| 532 | [torch.Tensor.eq](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.eq) | paddle.Tensor.eq | - | -| 533 | [torch.Tensor.less](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.less) | paddle.Tensor.less | - | -| 534 | [torch.Tensor.greater](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.greater) | paddle.Tensor.greater | - | -| 535 | [torch.gather](https://pytorch.org/docs/stable/torch.html#torch.gather) | paddle.gather | - | -| 536 | [torch.Tensor.gather](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.gather) | paddle.Tensor.gather | - | -| 537 | [torch.Tensor.scatter](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter) | paddle.Tensor.scatter | - | -| 538 | [torch.Tensor.scatter_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter_) | paddle.Tensor.scatter_ | - | -| 539 | [torch.scatter](https://pytorch.org/docs/stable/torch.html#torch.scatter) | paddle.scatter | - | -| 540 | [torch.cuda.get_device_properties](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_properties.html#torch.cuda.get_device_properties) | paddle.cuda.get_device_properties | - | -| 541 | [torch.cuda.get_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state.html#torch.cuda.get_rng_state) | paddle.cuda.get_rng_state | - | -| 542 | [torch.cuda.is_current_stream_capturing](https://pytorch.org/docs/stable/generated/torch.cuda.is_current_stream_capturing.html#torch.cuda.is_current_stream_capturing) | paddle.cuda.is_current_stream_capturing | - | -| 543 | [torch.cuda.manual_seed_all](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed_all.html#torch.cuda.manual_seed_all) | paddle.cuda.manual_seed_all | - | -| 544 | [torch.cuda.set_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state.html#torch.cuda.set_rng_state) | paddle.cuda.set_rng_state | - | -| 545 | [torch.get_device_module](https://pytorch.org/docs/stable/torch.html#torch.get_device_module) | paddle.get_device_module | - | -| 546 | [torch.cuda.is_available](https://pytorch.org/docs/stable/generated/torch.cuda.is_available.html#torch.cuda.is_available) | paddle.cuda.is_available | - | -| 547 | [torch.device](https://pytorch.org/docs/stable/torch.html#torch.device) | paddle.device | - | -| 548 | [torch.cuda.get_device_capability](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_capability.html#torch.cuda.get_device_capability) | paddle.cuda.get_device_capability | - | -| 549 | [torch.cuda.current_device](https://pytorch.org/docs/stable/generated/torch.cuda.current_device.html#torch.cuda.current_device) | paddle.cuda.current_device | - | -| 550 | [torch.cuda.device_count](https://pytorch.org/docs/stable/generated/torch.cuda.device_count.html#torch.cuda.device_count) | paddle.cuda.device_count | - | -| 551 | [torch.cuda.empty_cache](https://pytorch.org/docs/stable/generated/torch.cuda.empty_cache.html#torch.cuda.empty_cache) | paddle.cuda.empty_cache | - | -| 552 | [torch.cuda.memory_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.memory_allocated.html#torch.cuda.memory_allocated) | paddle.cuda.memory_allocated | - | -| 553 | [torch.cuda.memory_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.memory_reserved.html#torch.cuda.memory_reserved) | paddle.cuda.memory_reserved | - | -| 554 | [torch.cuda.set_device](https://pytorch.org/docs/stable/generated/torch.cuda.set_device.html#torch.cuda.set_device) | paddle.cuda.set_device | - | -| 555 | [torch.cuda.current_stream](https://pytorch.org/docs/stable/generated/torch.cuda.current_stream.html#torch.cuda.current_stream) | paddle.cuda.current_stream | - | ### 2. 仅 API 调用方式不一致 **分类简介** @@ -614,232 +59,6 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [fairscale.nn.model\_parallel.initialize.get\_model\_parallel\_rank](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/initialize.py#L155) | [paddle.distributed.fleet.base.topology.\_HYBRID\_PARALLEL\_GROUP.get\_model\_parallel\_rank](https://github.com/PaddlePaddle/Paddle/blob/ddac1b431483ddc0f1ee600e799aa31fc0a75961/python/paddle/distributed/fleet/base/topology.py#L463) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/fairscale.nn.model_parallel.initialize.get_model_parallel_rank.html) | -| 2 | [fairscale.nn.model\_parallel.initialize.get\_model\_parallel\_world\_size](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/initialize.py#L150) | [paddle.distributed.fleet.base.topology.\_HYBRID\_PARALLEL\_GROUP.\_mp\_degree](https://github.com/PaddlePaddle/Paddle/blob/ddac1b431483ddc0f1ee600e799aa31fc0a75961/python/paddle/distributed/fleet/base/topology.py#L185) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/fairscale.nn.model_parallel.initialize.get_model_parallel_world_size.html) | -| 3 | [flash\_attn.\_\_version\_\_.split](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/__init__.py) | [paddle.\_\_version\_\_.split](https://github.com/PaddlePaddle/Paddle/tree/develop) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/flash_attn.__version__.split.html) | -| 4 | [torch.Tensor.argwhere](https://pytorch.org/docs/stable/generated/torch.Tensor.argwhere.html#torch.Tensor.argwhere) | [paddle.Tensor.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nonzero-as-tuple-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.argwhere.html) | -| 5 | [torch.Tensor.bernoulli](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli.html#torch.Tensor.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html#bernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.bernoulli.html) | -| 6 | [torch.Tensor.clamp_](https://pytorch.org/docs/stable/generated/torch.Tensor.clamp_.html?highlight=clamp_#torch.Tensor.clamp_) | [paddle.Tensor.clip_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id6) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.clamp_.html) | -| 7 | [torch.Tensor.col_indices](https://pytorch.org/docs/stable/generated/torch.Tensor.col_indices.html) | paddle.Tensor.cols | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.col_indices.html) | -| 8 | [torch.Tensor.conj_physical](https://pytorch.org/docs/stable/generated/torch.Tensor.conj_physical.html#torch.Tensor.conj_physical) | [paddle.Tensor.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#conj-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.conj_physical.html) | -| 9 | [torch.Tensor.crow_indices](https://pytorch.org/docs/stable/generated/torch.Tensor.crow_indices.html) | paddle.Tensor.crows | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.crow_indices.html) | -| 10 | [torch.Tensor.det](https://pytorch.org/docs/stable/generated/torch.Tensor.det.html?highlight=det#torch.Tensor.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.det.html) | -| 11 | [torch.Tensor.erf_](https://pytorch.org/docs/stable/generated/torch.Tensor.erf_.html) | paddle.erf_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.erf_.html) | -| 12 | [torch.Tensor.expm1_](https://pytorch.org/docs/stable/generated/torch.Tensor.expm1_.html) | paddle.expm1_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.expm1_.html) | -| 13 | [torch.Tensor.fix](https://pytorch.org/docs/stable/generated/torch.Tensor.fix.html?highlight=fix#torch.Tensor.fix) | [paddle.Tensor.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#trunc-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.fix.html) | -| 14 | [torch.Tensor.fix_](https://pytorch.org/docs/stable/generated/torch.Tensor.fix_.html) | paddle.Tensor.trunc_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.fix_.html) | -| 15 | [torch.Tensor.hardshrink](https://pytorch.org/docs/stable/generated/torch.Tensor.hardshrink.html?highlight=torch+tensor+hardshrink#torch.Tensor.hardshrink) | [paddle.nn.functional.hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardshrink_cn.html#hardshrink) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.hardshrink.html) | -| 16 | [torch.Tensor.is_inference](https://pytorch.org/docs/stable/generated/torch.Tensor.is_inference.html) | paddle.Tensor.stop_gradient | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_inference.html) | -| 17 | [torch.Tensor.lu_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.lu_solve.html#torch-tensor-lu-solve) | [paddle.linalg.lu_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.lu_solve.html) | -| 18 | [torch.Tensor.matrix_exp](https://pytorch.org/docs/stable/generated/torch.Tensor.matrix_exp.html#torch-tensor-matrix-exp) | [paddle.linalg.matrix_exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_exp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.matrix_exp.html) | -| 19 | [torch.Tensor.movedim](https://pytorch.org/docs/stable/generated/torch.Tensor.movedim.html) | [paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.movedim.html) | -| 20 | [torch.Tensor.mvlgamma](https://pytorch.org/docs/stable/generated/torch.Tensor.mvlgamma.html#torch-tensor-mvlgamma) | [paddle.Tensor.multigammaln](https://github.com/PaddlePaddle/Paddle/blob/be090bd0bc9ac7a8595296c316b3a6ed3dc60ba6/python/paddle/tensor/math.py#L5099) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.mvlgamma.html) | -| 21 | [torch.Tensor.mvlgamma_](https://pytorch.org/docs/stable/generated/torch.Tensor.mvlgamma_.html#torch-tensor-mvlgamma) | [paddle.Tensor.multigammaln_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/multigammaln__cn.html#multigammaln) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.mvlgamma_.html) | -| 22 | [torch.Tensor.negative](https://pytorch.org/docs/stable/generated/torch.negative.html#torch.negative) | [paddle.Tensor.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html#cn-api-paddle-neg) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.negative.html) | -| 23 | [torch.Tensor.negative_](https://pytorch.org/docs/stable/generated/torch.Tensor.negative_.html) | paddle.Tensor.neg_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.negative_.html) | -| 24 | [torch.Tensor.nelement](https://pytorch.org/docs/stable/generated/torch.Tensor.nelement.html?highlight=nelement#torch.Tensor.nelement) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.nelement.html) | -| 25 | [torch.Tensor.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.numel.html) | -| 26 | [torch.Tensor.ormqr](https://pytorch.org/docs/stable/generated/torch.Tensor.orgqr.html#torch.Tensor.orgqr) | [paddle.linalg.ormqr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/ormqr_cn.html#ormqr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.ormqr.html) | -| 27 | [torch.Tensor.pinverse](https://pytorch.org/docs/stable/generated/torch.Tensor.pinverse.html#torch.Tensor.pinverse) | paddle.Tensor.pinv | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.pinverse.html) | -| 28 | [torch.Tensor.positive](https://pytorch.org/docs/stable/generated/torch.Tensor.positive.html#torch.Tensor.positive) | [paddle.positive](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/positive_cn.html#positive) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.positive.html) | -| 29 | [torch.Tensor.retain_grad](https://pytorch.org/docs/stable/generated/torch.Tensor.retain_grad.html) | [paddle.Tensor.retain_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Overview_cn.html#paddle) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.retain_grad.html) | -| 30 | [torch.Tensor.sparse_mask](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_mask.html) | [paddle.sparse.mask_as](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sparse/mask_as_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.sparse_mask.html) | -| 31 | [torch.Tensor.square_](https://pytorch.org/docs/stable/generated/torch.Tensor.square_.html) | paddle.square_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.square_.html) | -| 32 | [torch.Tensor.to_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse.html#torch.Tensor.to_sparse) | paddle.Tensor.to_sparse_coo | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.to_sparse.html) | -| 33 | [torch.autograd.Function.forward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.forward.html#torch.autograd.Function.forward) | [paddle.autograd.PyLayer.forward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#forward-ctx-args-kwargs) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.Function.forward.html) | -| 34 | [torch.autograd.enable_grad](https://pytorch.org/docs/stable/generated/torch.enable_grad.html#enable-grad) | [paddle.enable_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/enable_grad.html#enable-grad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.enable_grad.html) | -| 35 | torch.autograd.function.FunctionCtx | [paddle.autograd.PyLayerContext](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#pylayercontext) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.html) | -| 36 | [torch.autograd.function.FunctionCtx.mark\_non\_differentiable](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_non_differentiable.html#torch.autograd.function.FunctionCtx.mark_non_differentiable) | [paddle.autograd.PyLayerContext.mark\_non\_differentiable](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#mark-non-differentiable-self-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.autograd.function.FunctionCtx.mark_non_differentiable.html) | -| 37 | [torch.autograd.function.FunctionCtx.save\_for\_backward](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.save_for_backward.html#torch.autograd.function.FunctionCtx.save_for_backward) | [paddle.autograd.PyLayerContext.save\_for\_backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#save-for-backward-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.save_for_backward.html) | -| 38 | [torch.autograd.function.FunctionCtx.set\_materialize\_grads](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.set_materialize_grads.html#torch.autograd.function.FunctionCtx.set_materialize_grads) | [paddle.autograd.PyLayerContext.set\_materialize\_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#set-materialize-grads-self-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.set_materialize_grads.html) | -| 39 | [torch.autograd.grad\_mode.set\_grad\_enabled](https://docs.pytorch.org/docs/stable/generated/torch.autograd.grad_mode.set_grad_enabled.html#torch.autograd.grad_mode.set_grad_enabled) | [paddle.set\_grad\_enabled](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_grad_enabled_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.grad_mode.set_grad_enabled.html) | -| 40 | [torch.autograd.graph.saved\_tensors\_hooks](https://pytorch.org/docs/stable/autograd.html?highlight=saved_tensors_hooks#torch.autograd.graph.saved_tensors_hooks) | [paddle.autograd.saved\_tensors\_hooks](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/saved_tensors_hooks_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.graph.saved_tensors_hooks.html) | -| 41 | [torch.backends.cuda.is_built](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+is_available#torch.backends.cuda.is_built) | [paddle.device.is\_compiled\_with\_cuda](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/is_compiled_with_cuda_cn.html#is-compiled-with-cuda) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.backends.cuda.is_built.html) | -| 42 | [torch.backends.cudnn.version](https://pytorch.org/docs/stable/generated/torch.backends.cudnn.version.html) | [paddle.device.get\_cudnn\_version](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/get_cudnn_version_cn.html#get-cudnn-version) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.backends.cudnn.version.html) | -| 43 | [torch.cpu.current_device](https://pytorch.org/docs/stable/generated/torch.cpu.current_device.html) | [paddle.get_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/get_device_cn.html#get-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cpu.current_device.html) | -| 44 | [torch.cuda.Event](https://pytorch.org/docs/stable/generated/torch.cuda.Event.html#torch.cuda.Event) | [paddle.device.cuda.Event](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/Event_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.Event.html) | -| 45 | [torch.cuda.StreamContext](https://pytorch.org/docs/stable/generated/torch.cuda.StreamContext.html#torch.cuda.StreamContext) | [paddle.device.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/stream_guard_cn.html#stream-guard) | - | -| 46 | [torch.cuda.get\_device\_name](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_name.html) | [paddle.device.cuda.get\_device\_name](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/get_device_name_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.get_device_name.html) | -| 47 | [torch.cuda.get\_rng\_state\_all](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state_all.html#torch.cuda.get_rng_state_all) | paddle.get_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.cuda.get_rng_state_all.html) | -| 48 | [torch.cuda.is\_bf16\_supported](https://pytorch.org/docs/stable/cuda.html) | [paddle.amp.is\_bfloat16\_supported](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/is_bfloat16_supported_cn.html#is-bfloat16-supported) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.is_bf16_supported.html) | -| 49 | [torch.cuda.manual_seed](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed.html#torch.cuda.manual_seed) | [paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/seed_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.cuda.manual_seed.html) | -| 50 | [torch.cuda.max\_memory\_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_allocated.html#torch.cuda.max_memory_allocated) | [paddle.device.cuda.max\_memory\_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/max_memory_allocated_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.max_memory_allocated.html) | -| 51 | [torch.cuda.max\_memory\_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_reserved.html#torch.cuda.max_memory_reserved) | [paddle.device.cuda.max\_memory\_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/max_memory_reserved_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.max_memory_reserved.html) | -| 52 | [torch.cuda.nvtx.range_pop](https://pytorch.org/docs/stable/generated/torch.cuda.nvtx.range_pop.html#torch.cuda.nvtx.range_pop) | [paddle.framework.core.nvprof\_nvtx\_pop](https://github.com/PaddlePaddle/Paddle/blob/645dfb4040a15712cea9ccfed4dcb0655aeeb0ea/paddle/fluid/pybind/pybind.cc#L2468) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.nvtx.range_pop.html) | -| 53 | [torch.cuda.reset\_max\_memory\_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.reset_max_memory_allocated.html#torch.cuda.reset_max_memory_allocated) | [paddle.device.cuda.reset\_max\_memory\_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/reset_max_memory_allocated_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.reset_max_memory_allocated.html) | -| 54 | [torch.cuda.reset\_max\_memory\_cached](https://docs.pytorch.org/docs/stable/generated/torch.cuda.reset_max_memory_cached.html#torch-cuda-reset-max-memory-cached) | [paddle.device.cuda.reset\_max\_memory\_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/reset_max_memory_reserved_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.reset_max_memory_cached.html) | -| 55 | [torch.cuda.set_stream](https://pytorch.org/docs/stable/generated/torch.cuda.set_stream.html#torch.cuda.set_stream) | [paddle.device.set_stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/set_stream_cn.html#set-stream) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.set_stream.html) | -| 56 | [torch.cuda.stream](https://pytorch.org/docs/stable/generated/torch.cuda.stream.html) | [paddle.device.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/stream_guard_cn.html#stream-guard) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.stream.html) | -| 57 | [torch.distributed.ReduceOp](https://pytorch.org/docs/stable/distributed.html?highlight=torch+distributed+reduceop#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/ReduceOp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.ReduceOp.html) | -| 58 | [torch.distributed.is\_nccl\_available](https://pytorch.org/docs/stable/distributed.html#torch.distributed.is_nccl_available) | [paddle.core.is\_compiled\_with\_nccl](https://github.com/PaddlePaddle/Paddle/blob/61de6003525166856157b6220205fe53df638376/python/paddle/jit/sot/utils/paddle_api_config.py#L159) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributed.is_nccl_available.html) | -| 59 | [torch.distributions.constraints.Constraint](https://pytorch.org/docs/stable/distributions.html#module-torch.distributions.constraints) | [paddle.distribution.constraint.Constraint](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/distribution/constraint.py) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.constraints.Constraint.html) | -| 60 | [torch.distributions.distribution.Distribution.log_prob](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution.log_prob) | [paddle.distribution.Distribution.log_prob](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html#log-prob-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.distribution.Distribution.log_prob.html) | -| 61 | [torch.distributions.kl.kl_divergence](https://pytorch.org/docs/stable/distributions.html?highlight=torch+distributions+kl+kl_divergence#torch.distributions.kl.kl_divergence) | [paddle.distribution.kl_divergence](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/kl_divergence_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.kl.kl_divergence.html) | -| 62 | torch.is_inference | paddle.Tensor.stop_gradient | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.is_inference.html) | -| 63 | [torch.max](https://pytorch.org/docs/stable/generated/torch.max.html?highlight=max#torch.max) | paddle.compat.max | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.max.html) | -| 64 | [torch.median](https://pytorch.org/docs/stable/generated/torch.median.html?highlight=median#torch.median) | paddle.compat.median | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.median.html) | -| 65 | [torch.min](https://pytorch.org/docs/stable/generated/torch.min.html?highlight=min#torch.min) | paddle.compat.min | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.min.html) | -| 66 | [torch.nanmedian](https://pytorch.org/docs/stable/generated/torch.nanmedian.html?highlight=nanmedian#torch.nanmedian) | paddle.compat.nanmedian | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nanmedian.html) | -| 67 | [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html) | [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.AdaptiveAvgPool1d.html) | -| 68 | [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html) | [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.AdaptiveAvgPool2d.html) | -| 69 | [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html) | [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.AdaptiveAvgPool3d.html) | -| 70 | [torch.nn.HuberLoss](https://pytorch.org/docs/stable/generated/torch.nn.HuberLoss.html#torch.nn.HuberLoss) | [paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SmoothL1Loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.HuberLoss.html) | -| 71 | [torch.nn.MaxUnpool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool1d.html?highlight=maxunpool1d#torch.nn.MaxUnpool1d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool1D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool1d.html) | -| 72 | [torch.nn.MaxUnpool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool2d.html?highlight=maxunpool2d#torch.nn.MaxUnpool2d) | [paddle.nn.MaxUnPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool2d.html) | -| 73 | [torch.nn.MaxUnpool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool3d.html?highlight=maxunpool3d#torch.nn.MaxUnpool3d) | [paddle.nn.MaxUnPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool3d.html) | -| 74 | [torch.nn.Module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module#torch.nn.Module) | [paddle.nn.Layer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.html) | -| 75 | [torch.nn.Module.apply](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+apply#torch.nn.Module.apply) | [paddle.nn.Layer.apply](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.apply.html) | -| 76 | [torch.nn.Module.children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.children) | [paddle.nn.Layer.children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#children) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.children.html) | -| 77 | [torch.nn.Module.eval](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.eval) | [paddle.nn.Layer.eval](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#eval) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.eval.html) | -| 78 | [torch.nn.Module.modules](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.modules) | [paddle.nn.Layer.sublayers](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Layer_cn.html#sublayers-include-self-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.modules.html) | -| 79 | [torch.nn.Module.named_children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_children) | [paddle.nn.Layer.named_children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-children) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.named_children.html) | -| 80 | [torch.nn.Module.train](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.train) | [paddle.nn.Layer.train](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#train) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.train.html) | -| 81 | [torch.nn.Unfold](https://pytorch.org/docs/stable/generated/torch.nn.Unfold.html?highlight=nn+unfold#torch.nn.Unfold) | paddle.compat.Unfold | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Unfold.html) | -| 82 | [torch.nn.UpsamplingBilinear2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingBilinear2d.html?highlight=upsamplingbilinear2d#torch.nn.UpsamplingBilinear2d) | [paddle.nn.UpsamplingBilinear2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/UpsamplingBilinear2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.UpsamplingBilinear2d.html) | -| 83 | [torch.nn.UpsamplingNearest2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingNearest2d.html?highlight=upsampl#torch.nn.UpsamplingNearest2d) | [paddle.nn.UpsamplingNearest2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/UpsamplingNearest2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.UpsamplingNearest2d.html) | -| 84 | [torch.nn.ZeroPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ZeroPad2d.html?highlight=zeropad#torch.nn.ZeroPad2d) | [paddle.nn.ZeroPad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ZeroPad2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ZeroPad2d.html) | -| 85 | [torch.nn.functional.pad](https://pytorch.org/docs/stable/generated/torch.nn.functional.pad.html) | paddle.compat.pad | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pad.html) | -| 86 | [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html#torch.nn.functional.softmax) | paddle.compat.softmax | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.softmax.html) | -| 87 | [torch.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.numel.html) | -| 88 | [torch.optim.Optimizer.add\_param\_group](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.add_param_group.html?highlight=torch+optim+optimizer+add_param_group#torch.optim.Optimizer.add_param_group) | paddle.optimizer.Optimizer._add_param_group | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.add_param_group.html) | -| 89 | [torch.optim.Optimizer.load\_state\_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.load_state_dict.html#torch.optim.Optimizer.load_state_dict) | [paddle.optimizer.Optimizer.load\_state\_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.load_state_dict.html) | -| 90 | [torch.optim.Optimizer.state_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.state_dict.html?highlight=torch+optim+optimizer+state_dict#torch.optim.Optimizer.state_dict) | [paddle.optimizer.Optimizer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.state_dict.html) | -| 91 | [torch.optim.Optimizer.step](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.step.html#torch-optim-optimizer-step) | [paddle.optimizer.Optimizer.step](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html#step) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Optimizer.step.html) | -| 92 | [torch.sort](https://pytorch.org/docs/stable/generated/torch.sort.html?highlight=sort#torch.sort) | paddle.compat.sort | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.sort.html) | -| 93 | [torch.split](https://pytorch.org/docs/stable/generated/torch.split.html?highlight=torch%20split#torch.split) | paddle.compat.split | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.split.html) | -| 94 | [torch.utils.data.ChainDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ChainDataset) | [paddle.io.ChainDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ChainDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.ChainDataset.html) | -| 95 | [torch.utils.data.ConcatDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset) | [paddle.io.ConcatDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ConcatDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.ConcatDataset.html) | -| 96 | [torch.utils.data.Dataset](https://pytorch.org/docs/stable/data.html?highlight=torch%20utils%20data%20dataset#torch.utils.data.Dataset) | [paddle.io.Dataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/Dataset_cn.html#dataset) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Dataset.html) | -| 97 | [torch.utils.data.IterableDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.IterableDataset) | [paddle.io.IterableDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/IterableDataset_cn.html#iterabledataset) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.IterableDataset.html) | -| 98 | [torch.utils.data.Sampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.Sampler) | [paddle.io.Sampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Sampler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Sampler.html) | -| 99 | [torch.utils.data.SequentialSampler](https://pytorch.org/docs/stable/generated/torch.utils.data.SequentialSampler.html) | [paddle.io.SequenceSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SequenceSampler_cn.html#sequencesampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.SequentialSampler.html) | -| 100 | [torch.utils.data.Subset](https://pytorch.org/docs/stable/data.html#torch.utils.data.Subset) | [paddle.io.Subset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Subset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Subset.html) | -| 101 | [torch.utils.data.default_collate](https://pytorch.org/docs/stable/data.html?highlight=default_collate#torch.utils.data.default_collate) | paddle.io.dataloader.collate.default_collate_fn | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.utils.data.default_collate.html) | -| 102 | [torch.utils.data.get\_worker\_info](https://pytorch.org/docs/stable/data.html#torch.utils.data.get_worker_info) | [paddle.io.get\_worker\_info](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/get_worker_info_cn.html#get-worker-info) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.get_worker_info.html) | -| 103 | [torch.utils.data.random_split](https://pytorch.org/docs/stable/data.html?highlight=torch+utils+data+random_split#torch.utils.data.random_split) | [paddle.io.random_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/random_split_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.random_split.html) | -| 104 | torchvision.io.ImageReadMode.GRAY | 'gray' | - | -| 105 | torchvision.io.ImageReadMode.RGB | 'rgb' | - | -| 106 | torchvision.io.ImageReadMode.UNCHANGED | 'unchanged' | - | -| 107 | torchvision.models.AlexNet_Weights.DEFAULT | 'DEFAULT' | - | -| 108 | torchvision.models.AlexNet_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 109 | torchvision.models.DenseNet121_Weights.DEFAULT | 'DEFAULT' | - | -| 110 | torchvision.models.DenseNet121_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 111 | torchvision.models.DenseNet161_Weights.DEFAULT | 'DEFAULT' | - | -| 112 | torchvision.models.DenseNet161_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 113 | torchvision.models.DenseNet169_Weights.DEFAULT | 'DEFAULT' | - | -| 114 | torchvision.models.DenseNet169_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 115 | torchvision.models.DenseNet201_Weights.DEFAULT | 'DEFAULT' | - | -| 116 | torchvision.models.DenseNet201_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 117 | torchvision.models.GoogLeNet_Weights.DEFAULT | 'DEFAULT' | - | -| 118 | torchvision.models.GoogLeNet_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 119 | torchvision.models.Inception_V3_Weights.DEFAULT | 'DEFAULT' | - | -| 120 | torchvision.models.Inception_V3_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 121 | torchvision.models.MobileNet_V2_Weights.DEFAULT | 'DEFAULT' | - | -| 122 | torchvision.models.MobileNet_V2_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 123 | torchvision.models.MobileNet_V2_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 124 | torchvision.models.MobileNet_V3_Large_Weights.DEFAULT | 'DEFAULT' | - | -| 125 | torchvision.models.MobileNet_V3_Large_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 126 | torchvision.models.MobileNet_V3_Large_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 127 | torchvision.models.MobileNet_V3_Small_Weights.DEFAULT | 'DEFAULT' | - | -| 128 | torchvision.models.MobileNet_V3_Small_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 129 | torchvision.models.MobileNet_V3_Small_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 130 | torchvision.models.ResNeXt50_32X4D_Weights.DEFAULT | 'DEFAULT' | - | -| 131 | torchvision.models.ResNeXt50_32X4D_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 132 | torchvision.models.ResNeXt50_32X4D_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 133 | torchvision.models.ResNet101_64x4d_Weights.DEFAULT | 'DEFAULT' | - | -| 134 | torchvision.models.ResNet101_64x4d_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 135 | torchvision.models.ResNet101_Weights.DEFAULT | 'DEFAULT' | - | -| 136 | torchvision.models.ResNet101_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 137 | torchvision.models.ResNet101_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 138 | torchvision.models.ResNet152_Weights.DEFAULT | 'DEFAULT' | - | -| 139 | torchvision.models.ResNet152_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 140 | torchvision.models.ResNet152_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 141 | torchvision.models.ResNet18_Weights.DEFAULT | 'DEFAULT' | - | -| 142 | torchvision.models.ResNet18_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 143 | torchvision.models.ResNet34_Weights.DEFAULT | 'DEFAULT' | - | -| 144 | torchvision.models.ResNet34_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 145 | torchvision.models.ResNet50_Weights.DEFAULT | 'DEFAULT' | - | -| 146 | torchvision.models.ResNet50_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 147 | torchvision.models.ResNet50_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 148 | torchvision.models.ShuffleNet_V2_X0_5_Weights.DEFAULT | 'DEFAULT' | - | -| 149 | torchvision.models.ShuffleNet_V2_X0_5_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 150 | torchvision.models.ShuffleNet_V2_X1_0_Weights.DEFAULT | 'DEFAULT' | - | -| 151 | torchvision.models.ShuffleNet_V2_X1_0_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 152 | torchvision.models.ShuffleNet_V2_X1_5_Weights.DEFAULT | 'DEFAULT' | - | -| 153 | torchvision.models.ShuffleNet_V2_X1_5_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 154 | torchvision.models.ShuffleNet_V2_X2_0_Weights.DEFAULT | 'DEFAULT' | - | -| 155 | torchvision.models.ShuffleNet_V2_X2_0_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 156 | torchvision.models.SqueezeNet1_0_Weights.DEFAULT | 'DEFAULT' | - | -| 157 | torchvision.models.SqueezeNet1_0_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 158 | torchvision.models.SqueezeNet1_1_Weights.DEFAULT | 'DEFAULT' | - | -| 159 | torchvision.models.SqueezeNet1_1_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 160 | torchvision.models.VGG11_BN_Weights.DEFAULT | 'DEFAULT' | - | -| 161 | torchvision.models.VGG11_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 162 | torchvision.models.VGG11_Weights.DEFAULT | 'DEFAULT' | - | -| 163 | torchvision.models.VGG11_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 164 | torchvision.models.VGG13_BN_Weights.DEFAULT | 'DEFAULT' | - | -| 165 | torchvision.models.VGG13_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 166 | torchvision.models.VGG13_Weights.DEFAULT | 'DEFAULT' | - | -| 167 | torchvision.models.VGG13_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 168 | torchvision.models.VGG16_BN_Weights.DEFAULT | 'DEFAULT' | - | -| 169 | torchvision.models.VGG16_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 170 | torchvision.models.VGG16_Weights.DEFAULT | 'DEFAULT' | - | -| 171 | torchvision.models.VGG16_Weights.IMAGENET1K_FEATURES | 'IMAGENET1K_FEATURES' | - | -| 172 | torchvision.models.VGG16_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 173 | torchvision.models.VGG19_BN_Weights.DEFAULT | 'DEFAULT' | - | -| 174 | torchvision.models.VGG19_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 175 | torchvision.models.VGG19_Weights.DEFAULT | 'DEFAULT' | - | -| 176 | torchvision.models.VGG19_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 177 | torchvision.models.Wide_ResNet101_2_Weights.DEFAULT | 'DEFAULT' | - | -| 178 | torchvision.models.Wide_ResNet101_2_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 179 | torchvision.models.Wide_ResNet101_2_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 180 | torchvision.models.Wide_ResNet50_2_Weights.DEFAULT | 'DEFAULT' | - | -| 181 | torchvision.models.Wide_ResNet50_2_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | -| 182 | torchvision.models.Wide_ResNet50_2_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | -| 183 | [torchvision.ops.RoIPool](https://pytorch.org/vision/main/generated/torchvision.ops.RoIPool.html) | [paddle.vision.ops.RoIPool](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/RoIPool_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.ops.RoIPool.html) | -| 184 | [torchvision.transforms.CenterCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.CenterCrop.html) | [paddle.vision.transforms.CenterCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/CenterCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.CenterCrop.html) | -| 185 | [torchvision.transforms.ColorJitter](https://pytorch.org/vision/main/generated/torchvision.transforms.ColorJitter.html) | [paddle.vision.transforms.ColorJitter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/ColorJitter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.ColorJitter.html) | -| 186 | [torchvision.transforms.Compose](https://pytorch.org/vision/main/generated/torchvision.transforms.Compose.html) | [paddle.vision.transforms.Compose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Compose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.Compose.html) | -| 187 | [torchvision.transforms.Grayscale](https://pytorch.org/vision/main/generated/torchvision.transforms.Grayscale.html) | [paddle.vision.transforms.Grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Grayscale_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.Grayscale.html) | -| 188 | [torchvision.transforms.InterpolationMode.BICUBIC](https://pytorch.org/vision/stable/index.html) | 'bicubic' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BICUBIC.html) | -| 189 | [torchvision.transforms.InterpolationMode.BILINEAR](https://pytorch.org/vision/stable/index.html) | 'bilinear' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BILINEAR.html) | -| 190 | [torchvision.transforms.InterpolationMode.BOX](https://pytorch.org/vision/stable/index.html) | 'box' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BOX.html) | -| 191 | [torchvision.transforms.InterpolationMode.HAMMING](https://pytorch.org/vision/stable/index.html) | 'hamming' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.HAMMING.html) | -| 192 | [torchvision.transforms.InterpolationMode.LANCZOS](https://pytorch.org/vision/stable/index.html) | 'lanczos' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.LANCZOS.html) | -| 193 | [torchvision.transforms.InterpolationMode.NEAREST](https://pytorch.org/vision/stable/index.html) | 'nearest' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.NEAREST.html) | -| 194 | [torchvision.transforms.InterpolationMode.NEAREST_EXACT](https://pytorch.org/vision/stable/index.html) | 'nearest_exact' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.NEAREST_EXACT.html) | -| 195 | [torchvision.transforms.Pad](https://pytorch.org/vision/main/generated/torchvision.transforms.Pad.html) | [paddle.vision.transforms.Pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Pad__upper_cn.html#pad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.Pad.html) | -| 196 | [torchvision.transforms.RandomAffine](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomAffine.html) | [paddle.vision.transforms.RandomAffine](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomAffine_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomAffine.html) | -| 197 | [torchvision.transforms.RandomCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomCrop.html) | [paddle.vision.transforms.RandomCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomCrop.html) | -| 198 | [torchvision.transforms.RandomRotation](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomRotation.html) | [paddle.vision.transforms.RandomRotation](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomRotation_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomRotation.html) | -| 199 | [torchvision.transforms.ToTensor](https://pytorch.org/vision/main/generated/torchvision.transforms.ToTensor.html?highlight=totensor#torchvision.transforms.ToTensor) | [paddle.vision.transforms.ToTensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/ToTensor_cn.html#totensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.ToTensor.html) | -| 200 | [torchvision.transforms.functional.adjust_brightness](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_brightness.html) | [paddle.vision.transforms.adjust_brightness](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_brightness_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_brightness.html) | -| 201 | [torchvision.transforms.functional.adjust_contrast](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_contrast.html) | [paddle.vision.transforms.adjust_contrast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_contrast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_contrast.html) | -| 202 | [torchvision.transforms.functional.adjust_hue](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_hue.html) | [paddle.vision.transforms.adjust_hue](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_hue_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_hue.html) | -| 203 | [torchvision.transforms.functional.affine](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.affine.html) | [paddle.vision.transforms.affine](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/affine_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.affine.html) | -| 204 | [torchvision.transforms.functional.center_crop](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.center_crop.html) | [paddle.vision.transforms.center_crop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/center_crop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.center_crop.html) | -| 205 | [torchvision.transforms.functional.crop](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.crop.html) | [paddle.vision.transforms.crop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/crop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.crop.html) | -| 206 | [torchvision.transforms.functional.erase](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.erase.html?highlight=erase#torchvision.transforms.functional.erase) | [paddle.vision.transforms.erase](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/erase_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.erase.html) | -| 207 | [torchvision.transforms.functional.hflip](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.hflip.html) | [paddle.vision.transforms.hflip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/hflip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.hflip.html) | -| 208 | [torchvision.transforms.functional.pad](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.pad.html) | [paddle.vision.transforms.pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/pad_cn.html) | - | -| 209 | [torchvision.transforms.functional.perspective](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.perspective.html#perspective) | [paddle.vision.transforms.perspective](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/perspective_cn.html#cn-api-paddle-vision-transforms-perspective) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.perspective.html) | -| 210 | [torchvision.transforms.functional.rotate](https://pytorch.org/vision/stable/generated/torchvision.transforms.functional.rotate.html) | [paddle.vision.transforms.rotate](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/rotate_cn.html#cn-api-paddle-vision-transforms-rotate) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.rotate.html) | -| 211 | [torchvision.transforms.functional.to_grayscale](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.to_grayscale.html?highlight=to_grayscale#torchvision.transforms.functional.to_grayscale) | [paddle.vision.transforms.to_grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/to_grayscale_cn.html#to-grayscale) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.to_grayscale.html) | -| 212 | [torchvision.transforms.functional.to_tensor](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.to_tensor.html) | [paddle.vision.transforms.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/to_tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.functional.to_tensor.html) | -| 213 | [torchvision.transforms.functional.vflip](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.vflip.html) | [paddle.vision.transforms.vflip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/vflip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.vflip.html) | -| 214 | [transformers.StoppingCriteriaList](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/generation/stopping_criteria.py#L503) | paddleformers.generation.StoppingCriteriaList | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/transformers.StoppingCriteriaList.html) | -| 215 | [transformers.generation.LogitsProcessorList](https://hf-mirror.com/docs/transformers/v4.42.0/en/internal/generation_utils#transformers.LogitsProcessorList) | paddleformers.generation.LogitsProcessorList | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.generation.LogitsProcessorList.html) | -| 216 | [transformers.generation.utils.GenerateOutput](https://github.com/huggingface/transformers/blob/v4.42.0/src/transformers/generation/utils.py#L345) | paddleformers.transformers.model_outputs.BaseModelOutput | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.generation.utils.GenerateOutput.html) | -| 217 | [transformers.modeling_outputs.BaseModelOutputWithPast](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/output#transformers.modeling_outputs.BaseModelOutputWithPast) | paddleformers.transformers.model_outputs.BaseModelOutputWithPast | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.modeling_outputs.BaseModelOutputWithPast.html) | -| 218 | [transformers.modeling_outputs.CausalLMOutputWithPast](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/output#transformers.modeling_outputs.CausalLMOutputWithPast) | paddleformers.transformers.model_outputs.CausalLMOutputWithPast | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.modeling_outputs.CausalLMOutputWithPast.html) | -| 219 | [transformers.utils.add\_start\_docstrings\_to\_model\_forward](https://github.com/huggingface/transformers/blob/44b231671db25974cfebcdae34402ad5099bf37a/src/transformers/utils/doc.py#L45) | paddleformers.trainer.utils.add_start_docstrings_to_model_forward | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.utils.add_start_docstrings_to_model_forward.html) | -| 220 | [torch.Tensor.device](https://pytorch.org/docs/stable/generated/torch.Tensor.device.html) | [paddle.Tensor.place](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#place) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.device.html) | -| 221 | [torch.Tensor.imag](https://pytorch.org/docs/stable/generated/torch.Tensor.imag.html) | [paddle.Tensor.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#imag-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.imag.html) | -| 222 | [torch.Tensor.is_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse.html) | [paddle.Tensor.is_sparse](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_sparse.html) | -| 223 | [torch.Tensor.is\_sparse\_csr](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse_csr.html) | [paddle.Tensor.is\_sparse\_csr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_sparse_csr.html) | -| 224 | [torch.Tensor.real](https://pytorch.org/docs/stable/generated/torch.Tensor.real.html) | [paddle.Tensor.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#real-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.real.html) | -| 225 | torch.autograd.function.FunctionCtx.saved_tensors | paddle.autograd.PyLayerContext.saved_tensor | - | -| 226 | [torch.distributed.ReduceOp.PRODUCT](https://pytorch.org/docs/stable/distributed.html#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp.PROD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/ReduceOp_cn.html#reduceop) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributed.ReduceOp.PRODUCT.html) | ### 3. 仅参数名不一致 **分类简介** @@ -848,222 +67,6 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [torch.sparse.mm](https://pytorch.org/docs/stable/generated/torch.sparse.mm.html?highlight=torch+sparse+mm#torch.sparse.mm) | [paddle.sparse.matmul](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/matmul_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.sparse.mm.html) | -| 2 | [torch.nn.functional.leaky\_relu\_](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-tensor-methods) | [paddle.nn.functional.leaky\_relu\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/leaky_relu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.leaky_relu_.html) | -| 3 | [torch.Tensor.index\_put\_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_put_.html#torch.Tensor.index_put_) | paddle.Tensor.index_put_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.index_put_.html) | -| 4 | [torch.diagonal_scatter](https://pytorch.org/docs/stable/generated/torch.diagonal_scatter.html?highlight=diagonal_scatter#torch.diagonal_scatter) | [paddle.diagonal_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagonal_scatter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.diagonal_scatter.html) | -| 5 | [torch.imag](https://pytorch.org/docs/stable/generated/torch.imag.html?highlight=imag#torch.imag) | [paddle.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/imag_cn.html#imag) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.imag.html) | -| 6 | [torch.Tensor.as_strided](https://pytorch.org/docs/stable/generated/torch.Tensor.as_strided.html?highlight=as_strided#torch.Tensor.as_strided) | [paddle.Tensor.as_strided](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#as-strided-x-shape-stride-offset-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.as_strided.html) | -| 7 | [torch.trapezoid](https://pytorch.org/docs/stable/generated/torch.trapezoid.html#torch.trapezoid) | [paddle.trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trapezoid_cn.html#trapezoid) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.trapezoid.html) | -| 8 | [torch.Tensor.minimum](https://pytorch.org/docs/stable/generated/torch.Tensor.minimum.html) | [paddle.Tensor.minimum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#minimum-y-axis-1-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.minimum.html) | -| 9 | [torch.nn.AdaptiveMaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveMaxPool3d.html?highlight=adaptivemaxpool3d#torch.nn.AdaptiveMaxPool3d) | [paddle.nn.AdaptiveMaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AdaptiveMaxPool3D_cn.html#adaptivemaxpool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.AdaptiveMaxPool3d.html) | -| 10 | [torch.Tensor.bitwise_and](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_and.html) | paddle.Tensor.bitwise_and | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.bitwise_and.html) | -| 11 | [torch.nn.CosineSimilarity](https://pytorch.org/docs/stable/generated/torch.nn.CosineSimilarity.html?highlight=nn+cosinesimilarity#torch.nn.CosineSimilarity) | [paddle.nn.CosineSimilarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CosineSimilarity_cn.html#cosinesimilarity) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.CosineSimilarity.html) | -| 12 | [torch.cholesky_solve](https://pytorch.org/docs/stable/generated/torch.cholesky_solve.html?highlight=cholesky#torch.cholesky_solve) | [paddle.linalg.cholesky_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_solve_cn.html#cholesky-solve) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.cholesky_solve.html) | -| 13 | [torch.Tensor.rot90](https://pytorch.org/docs/stable/generated/torch.Tensor.rot90.html?highlight=torch+tensor+rot90#torch.Tensor.rot90) | paddle.Tensor.rot90 | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.rot90.html) | -| 14 | [torch.nn.functional.adaptive\_avg\_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_avg_pool1d.html?highlight=adaptive_avg_pool1d#torch.nn.functional.adaptive_avg_pool1d) | [paddle.nn.functional.adaptive\_avg\_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_avg_pool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_avg_pool1d.html) | -| 15 | [torch.nn.Module.register_module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_module) | [paddle.nn.Layer.add_sublayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#add-sublayer-name-sublayer) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.register_module.html) | -| 16 | [torch.Tensor.lcm_](https://pytorch.org/docs/stable/generated/torch.Tensor.lcm_.html) | paddle.Tensor.lcm_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.lcm_.html) | -| 17 | [torch.nn.Module.parameters](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.parameters) | [paddle.nn.Layer.parameters](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#parameters-include-sublayers-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.parameters.html) | -| 18 | [torch.vsplit](https://pytorch.org/docs/stable/generated/torch.vsplit.html#torch.vsplit) | [paddle.vsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vsplit_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.vsplit.html) | -| 19 | [torch.nn.functional.adaptive\_avg\_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_avg_pool2d.html?highlight=adaptive_avg_pool2d#torch.nn.functional.adaptive_avg_pool2d) | [paddle.nn.functional.adaptive\_avg\_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_avg_pool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_avg_pool2d.html) | -| 20 | [torch.Tensor.dsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.dsplit.html) | [paddle.Tensor.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dsplit-num_or_indices-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.dsplit.html) | -| 21 | [torch.Tensor.ldexp](https://pytorch.org/docs/stable/generated/torch.Tensor.ldexp.html#torch.Tensor.ldexp) | [paddle.Tensor.ldexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.ldexp.html) | -| 22 | [torch.isreal](https://pytorch.org/docs/stable/generated/torch.isreal.html#torch-isreal) | [paddle.isreal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isreal_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.isreal.html) | -| 23 | [torch.Tensor.vdot](https://pytorch.org/docs/stable/generated/torch.Tensor.vdot.html#torch.Tensor.vdot) | [paddle.Tensor.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dot-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.vdot.html) | -| 24 | [torch.nn.utils.parametrizations.weight_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.parametrizations.weight_norm.html) | [paddle.nn.utils.weight_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/weight_norm_cn.html#weight-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.parametrizations.weight_norm.html) | -| 25 | [torch.pca_lowrank](https://pytorch.org/docs/stable/generated/torch.pca_lowrank.html#torch.pca_lowrank) | [paddle.linalg.pca_lowrank](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/pca_lowrank_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.pca_lowrank.html) | -| 26 | [torch.Tensor.igamma_](https://pytorch.org/docs/stable/generated/torch.Tensor.igamma_.html#torch.Tensor.igamma_) | [paddle.Tensor.gammainc_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gammainc__cn.html#gammainc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.igamma_.html) | -| 27 | [torch.Tensor.var](https://pytorch.org/docs/stable/generated/torch.Tensor.var.html#torch.Tensor.var) | [paddle.Tensor.var](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#var-axis-none-unbiased-true-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.var.html) | -| 28 | [torch.nn.functional.fold](https://pytorch.org/docs/stable/generated/torch.nn.functional.fold.html?highlight=functional+fold#torch.nn.functional.fold) | [paddle.nn.functional.fold](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/fold_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.fold.html) | -| 29 | [torch.Tensor.bitwise_or](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_or.html) | paddle.Tensor.bitwise_or | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.bitwise_or.html) | -| 30 | [torch.unflatten](https://pytorch.org/docs/stable/generated/torch.unflatten.html#torch.unflatten) | [paddle.unflatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/unflatten_cn.html#unflatten) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.unflatten.html) | -| 31 | [torch.feature\_alpha\_dropout](https://pytorch.org/docs/stable/jit_builtin_functions.html) | [paddle.nn.functional.feature\_alpha\_dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/feature_alpha_dropout_cn.html#feature_alpha-dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.feature_alpha_dropout.html) | -| 32 | [torch.Tensor.heaviside](https://pytorch.org/docs/stable/generated/torch.Tensor.heaviside.html?highlight=torch+tensor+heaviside#torch.Tensor.heaviside) | [paddle.Tensor.heaviside](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#heaviside-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.heaviside.html) | -| 33 | [torch.distributed.scatter\_object\_list](https://pytorch.org/docs/stable/distributed.html#torch.distributed.scatter_object_list) | [paddle.distributed.scatter\_object\_list](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/scatter_object_list_cn.html#scatter-object-list) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributed.scatter_object_list.html) | -| 34 | [torch.nn.functional.tanh](https://pytorch.org/docs/stable/generated/torch.nn.functional.tanh.html) | [paddle.nn.functional.tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tanh_cn.html#tanh) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.tanh.html) | -| 35 | [torch.nn.functional.elu_](https://www.paddlepaddle.org.cn/documentation/docs/stable/api/paddle/nn/functional/elu__cn.html) | [paddle.nn.functional.elu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu__cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.elu_.html) | -| 36 | [torch.Tensor.nextafter](https://pytorch.org/docs/stable/generated/torch.Tensor.nextafter.html#torch.Tensor.nextafter) | [paddle.Tensor.nextafter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nextafter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.nextafter.html) | -| 37 | [torch.flip](https://pytorch.org/docs/stable/generated/torch.flip.html?highlight=flip#torch.flip) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/flip_cn.html#flip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.flip.html) | -| 38 | [torch.corrcoef](https://pytorch.org/docs/stable/generated/torch.corrcoef.html?highlight=corrcoef#torch.corrcoef) | [paddle.linalg.corrcoef](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/corrcoef_cn.html#corrcoef) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.corrcoef.html) | -| 39 | [torch.nn.functional.logsigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.logsigmoid.html?highlight=logsigmoid#torch.nn.functional.logsigmoid) | [paddle.nn.functional.log_sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/log_sigmoid_cn.html) | - | -| 40 | [torch.Tensor.dist](https://pytorch.org/docs/stable/generated/torch.Tensor.dist.html?highlight=dist#torch.Tensor.dist) | [paddle.Tensor.dist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dist-y-p-2) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.dist.html) | -| 41 | [torch.Tensor.flip](https://pytorch.org/docs/stable/generated/torch.Tensor.flip.html?highlight=flip#torch.Tensor.flip) | [paddle.Tensor.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flip-axis-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.flip.html) | -| 42 | [torch.nn.utils.weight_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.weight_norm.html?highlight=nn+utils+weight_norm#torch.nn.utils.weight_norm) | [paddle.nn.utils.weight_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/weight_norm_cn.html#weight-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.weight_norm.html) | -| 43 | [torch.nn.functional.cosine_similarity](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_similarity.html?highlight=cosine#torch.nn.functional.cosine_similarity) | [paddle.nn.functional.cosine_similarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_similarity_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.cosine_similarity.html) | -| 44 | [torch.nn.Fold](https://pytorch.org/docs/stable/generated/torch.nn.Fold.html?highlight=nn+fold#torch.nn.Fold) | [paddle.nn.Fold](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Fold_cn.html#fold) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Fold.html) | -| 45 | [torch.nn.ModuleDict](https://pytorch.org/docs/stable/generated/torch.nn.ModuleDict.html?highlight=torch+nn+moduledict#torch.nn.ModuleDict) | [paddle.nn.LayerDict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LayerDict_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.ModuleDict.html) | -| 46 | [torch.Tensor.true\_divide\_](https://pytorch.org/docs/stable/generated/torch.Tensor.true_divide_.html) | paddle.Tensor.divide_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.true_divide_.html) | -| 47 | [torch.Tensor.kthvalue](https://pytorch.org/docs/stable/generated/torch.Tensor.kthvalue.html) | [paddle.Tensor.kthvalue](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#kthvalue-k-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.kthvalue.html) | -| 48 | [torch.nn.functional.triplet\_margin\_with\_distance\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.triplet_margin_with_distance_loss.html?highlight=triplet_margin_with_distance_loss#torch.nn.functional.triplet_margin_with_distance_loss) | [paddle.nn.functional.triplet\_margin\_with\_distance\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/triplet_margin_with_distance_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.triplet_margin_with_distance_loss.html) | -| 49 | [torch.Tensor.diff](https://pytorch.org/docs/stable/generated/torch.Tensor.diff.html?highlight=diff#torch.Tensor.diff) | [paddle.Tensor.diff](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diff_cn.html#diff) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.diff.html) | -| 50 | [torch.nn.functional.pairwise_distance](https://pytorch.org/docs/stable/generated/torch.nn.functional.pairwise_distance.html) | [paddle.nn.functional.pairwise_distance](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pairwise_distance_cn.html#pairwise-distance) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pairwise_distance.html) | -| 51 | [torch.Tensor.hsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.hsplit.html) | [paddle.Tensor.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#hsplit-num_or_indices-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.hsplit.html) | -| 52 | [torch.nn.Module.add_module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+add_module#torch.nn.Module.add_module) | [paddle.nn.Layer.add_sublayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#add-sublayer-name-sublayer) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.add_module.html) | -| 53 | [torch.nn.functional.unfold](https://pytorch.org/docs/stable/generated/torch.nn.functional.unfold.html#torch.nn.functional.unfold) | [paddle.nn.functional.unfold](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/unfold_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.unfold.html) | -| 54 | [torch.Tensor.quantile](https://pytorch.org/docs/stable/generated/torch.Tensor.quantile.html#torch.Tensor.quantile) | [paddle.Tensor.quantile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#quantile-q-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.quantile.html) | -| 55 | [torch.utils.dlpack.from_dlpack](https://pytorch.org/docs/stable/dlpack.html?highlight=torch+utils+dlpack+from_dlpack#torch.utils.dlpack.from_dlpack) | [paddle.utils.dlpack.from_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/dlpack/from_dlpack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.utils.dlpack.from_dlpack.html) | -| 56 | [torch.cuda.nvtx.range_push](https://pytorch.org/docs/stable/generated/torch.cuda.nvtx.range_push.html?highlight=range_push#torch.cuda.nvtx.range_push) | [paddle.framework.core.nvprof\_nvtx\_push](https://github.com/PaddlePaddle/Paddle/blob/645dfb4040a15712cea9ccfed4dcb0655aeeb0ea/paddle/fluid/pybind/pybind.cc#L2465) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.cuda.nvtx.range_push.html) | -| 57 | [torch.nn.ParameterDict](https://pytorch.org/docs/stable/generated/torch.nn.ParameterList.html?highlight=nn+parameterlist#torch.nn.ParameterDict) | [paddle.nn.ParameterDict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ParameterDict_cn.html#parameterdict) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.ParameterDict.html) | -| 58 | [torch.Tensor.diagonal_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.diagonal_scatter.html?highlight=diagonal_scatter#torch.Tensor.diagonal_scatter) | [paddle.Tensor.diagonal_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#diagonal-scatter-x-y-offset-0-axis1-0-axis2-1-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.diagonal_scatter.html) | -| 59 | [torch.nn.AdaptiveMaxPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveMaxPool1d.html?highlight=adaptivemaxpool1d#torch.nn.AdaptiveMaxPool1d) | [paddle.nn.AdaptiveMaxPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AdaptiveMaxPool1D_cn.html#adaptivemaxpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.AdaptiveMaxPool1d.html) | -| 60 | [torch.det](https://pytorch.org/docs/stable/generated/torch.det.html?highlight=det#torch.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.det.html) | -| 61 | [torch.abs_](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-tensor-methods) | [paddle.abs_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/abs_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.abs_.html) | -| 62 | [torch.Tensor.ldexp_](https://pytorch.org/docs/stable/generated/torch.Tensor.ldexp_.html) | paddle.Tensor.ldexp_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.ldexp_.html) | -| 63 | [torch.nn.GaussianNLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.GaussianNLLLoss) | [paddle.nn.GaussianNLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GaussianNLLLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.GaussianNLLLoss.html) | -| 64 | [torch.hsplit](https://pytorch.org/docs/stable/generated/torch.hsplit.html#torch.hsplit) | [paddle.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hsplit_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.hsplit.html) | -| 65 | [torch.nn.functional.gaussian\_nll\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.gaussian_nll_loss.html#torch.nn.functional.gaussian_nll_loss) | [paddle.nn.functional.gaussian\_nll\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/gaussian_nll_loss_cn.html#gaussian-nll-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.gaussian_nll_loss.html) | -| 66 | [torch.Tensor.index\_fill\_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_fill_.html?highlight=index_fill_#torch.Tensor.index_fill_) | paddle.Tensor.index_fill_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.index_fill_.html) | -| 67 | [torch.svd_lowrank](https://pytorch.org/docs/stable/generated/torch.svd_lowrank.html?highlight=torch+svd_lowrank#torch.svd_lowrank) | [paddle.linalg.svd_lowrank](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_lowrank_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.svd_lowrank.html) | -| 68 | [torch.max_pool3d](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-pytorch-functions) | [paddle.nn.functional.max_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.max_pool3d.html) | -| 69 | [torch.take](https://pytorch.org/docs/stable/generated/torch.take.html?highlight=torch+take#torch.take) | [paddle.take](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/take_cn.html#take) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.take.html) | -| 70 | [torch.nn.functional.adaptive\_max\_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_max_pool3d.html?highlight=adaptive_max_pool3d#torch.nn.functional.adaptive_max_pool3d) | [paddle.nn.functional.adaptive\_max\_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_max_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_max_pool3d.html) | -| 71 | [torch.kron](https://pytorch.org/docs/stable/generated/torch.kron.html#torch-kron) | [paddle.kron](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/kron_cn.html#kron) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.kron.html) | -| 72 | [torch.Tensor.baddbmm](https://pytorch.org/docs/stable/generated/torch.Tensor.baddbmm.html#torch.Tensor.baddbmm) | [paddle.Tensor.baddbmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.baddbmm.html) | -| 73 | [torch.allclose](https://pytorch.org/docs/stable/generated/torch.allclose.html?highlight=allclose#torch.allclose) | [paddle.allclose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/allclose_cn.html#allclose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.allclose.html) | -| 74 | [torch.bitwise_or](https://pytorch.org/docs/stable/generated/torch.bitwise_or.html#torch-bitwise-or) | [paddle.bitwise_or](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bitwise_or_cn.html#bitwise-or) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.bitwise_or.html) | -| 75 | [torch.nn.utils.spectral_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.spectral_norm.html?highlight=nn+utils+spectral_norm#torch.nn.utils.spectral_norm) | [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.spectral_norm.html) | -| 76 | [torch.Tensor.index_fill](https://pytorch.org/docs/stable/generated/torch.Tensor.index_fill.html?highlight=index_fill#torch.Tensor.index_fill) | [paddle.Tensor.index_fill](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/index_fill_cn.html#index-fill) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.index_fill.html) | -| 77 | [torch.nn.functional.softplus](https://pytorch.org/docs/stable/generated/torch.nn.functional.softplus.html?highlight=softplus#torch.nn.functional.softplus) | [paddle.nn.functional.softplus](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softplus_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.softplus.html) | -| 78 | [torch.Tensor.inner](https://pytorch.org/docs/stable/generated/torch.Tensor.inner.html) | paddle.Tensor.inner | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.inner.html) | -| 79 | [torch.nn.Module.register_buffer](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_buffer) | [paddle.nn.Layer.register_buffer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-buffer-name-tensor-persistable-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.register_buffer.html) | -| 80 | [torch.bitwise_not](https://pytorch.org/docs/stable/generated/torch.bitwise_not.html?highlight=bitwise_not#torch.bitwise_not) | [paddle.bitwise_not](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bitwise_not_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.bitwise_not.html) | -| 81 | [torch.istft](https://pytorch.org/docs/stable/generated/torch.istft.html?highlight=istft#torch.istft) | [paddle.signal.istft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/istft_cn.html#istft) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.istft.html) | -| 82 | [torch.nn.functional.adaptive\_max\_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_max_pool1d.html?highlight=torch+nn+functional+adaptive_max_pool1d#torch.nn.functional.adaptive_max_pool1d) | [paddle.nn.functional.adaptive\_max\_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_max_pool1d_cn.html#adaptive-max-pool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_max_pool1d.html) | -| 83 | [torch.Tensor.logical\_or\_](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_or_.html) | paddle.Tensor.logical_or_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.logical_or_.html) | -| 84 | [torch.Tensor.gcd_](https://pytorch.org/docs/stable/generated/torch.Tensor.gcd_.html) | paddle.Tensor.gcd_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.gcd_.html) | -| 85 | [torch.dsplit](https://pytorch.org/docs/stable/generated/torch.dsplit.html#torch.dsplit) | [paddle.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dsplit_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.dsplit.html) | -| 86 | [torch.nn.PairwiseDistance](https://pytorch.org/docs/stable/generated/torch.nn.PairwiseDistance.html?highlight=nn+pairwisedistance#torch.nn.PairwiseDistance) | [paddle.nn.PairwiseDistance](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PairwiseDistance_cn.html#pairwisedistance) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.PairwiseDistance.html) | -| 87 | [torch.Tensor.logical\_xor\_](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_xor_.html) | paddle.Tensor.logical_xor_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.logical_xor_.html) | -| 88 | [torch.Tensor.hypot_](https://pytorch.org/docs/stable/generated/torch.Tensor.hypot_.html#torch.Tensor.hypot_) | [paddle.Tensor.hypot_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hypot__cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.hypot_.html) | -| 89 | [torch.Tensor.gcd](https://pytorch.org/docs/stable/generated/torch.Tensor.gcd.html?highlight=torch+tensor+gcd#torch.Tensor.gcd) | [paddle.Tensor.gcd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#gcd-x-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.gcd.html) | -| 90 | [torch.Tensor.outer](https://pytorch.org/docs/stable/generated/torch.Tensor.outer.html?highlight=outer#torch.Tensor.outer) | paddle.Tensor.outer | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.outer.html) | -| 91 | [torch.distributions.distribution.Distribution.rsample](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution.rsample) | [paddle.distribution.Distribution.rsample](https://github.com/PaddlePaddle/Paddle/blob/2bbd6f84c1db3e7401732869ee50aef2d9c97bdc/python/paddle/distribution/distribution.py#L96) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributions.distribution.Distribution.rsample.html) | -| 92 | [torch.nn.functional.adaptive\_avg\_pool3d](https://pytorch.org/docs/stable/generated/torch.ao.nn.quantized.functional.adaptive_avg_pool3d.html?highlight=adaptive_avg_pool3d#torch.ao.nn.quantized.functional.adaptive_avg_pool3d) | [paddle.nn.functional.adaptive\_avg\_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_avg_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_avg_pool3d.html) | -| 93 | [torch.cumulative_trapezoid](https://pytorch.org/docs/stable/generated/torch.cumulative_trapezoid.html#torch.cumulative_trapezoid) | [paddle.cumulative_trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cumulative_trapezoid_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.cumulative_trapezoid.html) | -| 94 | [torch.nn.Softmax](https://pytorch.org/docs/stable/generated/torch.nn.Softmax.html?highlight=nn+softmax#torch.nn.Softmax) | [paddle.nn.Softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Softmax_cn.html#softmax) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Softmax.html) | -| 95 | [torch.utils.dlpack.to_dlpack](https://pytorch.org/docs/stable/dlpack.html?highlight=torch+utils+dlpack+to_dlpack#torch.utils.dlpack.to_dlpack) | [paddle.utils.dlpack.to_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/dlpack/to_dlpack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.utils.dlpack.to_dlpack.html) | -| 96 | [torch.nn.functional.huber_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.huber_loss.html#torch.nn.functional.huber_loss) | [paddle.nn.functional.smooth\_l1\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/smooth_l1_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.huber_loss.html) | -| 97 | [torch.tan](https://pytorch.org/docs/stable/generated/torch.tan.html) | [paddle.tan](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tan_cn.html#tan) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.tan.html) | -| 98 | [torch.Tensor.unsqueeze_](https://pytorch.org/docs/stable/generated/torch.Tensor.unsqueeze_.html#torch-tensor-unsqueeze) | [paddle.Tensor.unsqueeze_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id22) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.unsqueeze_.html) | -| 99 | [torch.isclose](https://pytorch.org/docs/stable/generated/torch.isclose.html?highlight=isclose#torch.isclose) | [paddle.isclose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isclose_cn.html#isclose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.isclose.html) | -| 100 | [torch.nn.Unflatten](https://pytorch.org/docs/stable/generated/torch.nn.Unflatten.html?highlight=torch+nn+unflatten#torch.nn.Unflatten) | [paddle.nn.Unflatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Unflatten_cn.html#unflatten) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Unflatten.html) | -| 101 | [torch.vander](https://pytorch.org/docs/stable/generated/torch.vander.html?highlight=vander#torch.vander) | [paddle.vander](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vander_cn.html#vander) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.vander.html) | -| 102 | [torch.Tensor.broadcast_to](https://pytorch.org/docs/stable/generated/torch.Tensor.broadcast_to.html) | [paddle.Tensor.broadcast_to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#broadcast-to-shape-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.broadcast_to.html) | -| 103 | [torch.Tensor.renorm](https://pytorch.org/docs/stable/generated/torch.Tensor.renorm.html#torch-tensor-renorm) | paddle.Tensor.renorm | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.renorm.html) | -| 104 | [torch.nn.functional.tanhshrink](https://pytorch.org/docs/stable/generated/torch.nn.functional.tanhshrink.html?highlight=tanhshri#torch.nn.functional.tanhshrink) | [paddle.nn.functional.tanhshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/tanhshrink_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.tanhshrink.html) | -| 105 | [torch.distributions.kl.register_kl](https://pytorch.org/docs/stable/distributions.html?highlight=register_kl#torch.distributions.kl.register_kl) | [paddle.distribution.register_kl](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/register_kl_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributions.kl.register_kl.html) | -| 106 | [torch.Tensor.cumsum_](https://pytorch.org/docs/stable/generated/torch.Tensor.cumsum_.html) | paddle.Tensor.cumsum_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.cumsum_.html) | -| 107 | [torch.distributed.rpc.remote](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.remote) | [paddle.distributed.rpc.rpc_async](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/rpc_async_cn.html#rpc-async) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributed.rpc.remote.html) | -| 108 | [torch.Tensor.mode](https://pytorch.org/docs/stable/generated/torch.Tensor.mode.html) | [paddle.Tensor.mode](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#mode-axis-1-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.mode.html) | -| 109 | [torch.Tensor.fmin](https://pytorch.org/docs/stable/generated/torch.Tensor.fmin.html?highlight=fmin#torch.Tensor.fmin) | [paddle.Tensor.fmin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmin_cn.html#fmin) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.fmin.html) | -| 110 | torch.relu | [paddle.nn.functional.relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu_cn.html#relu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.relu.html) | -| 111 | [torch.bincount](https://pytorch.org/docs/stable/generated/torch.bincount.html?highlight=bincount#torch.bincount) | [paddle.bincount](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bincount_cn.html#bincount) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.bincount.html) | -| 112 | [torch.index_fill](https://pytorch.org/docs/stable/generated/torch.Tensor.index_fill.html#torch.Tensor.index_fill) | [paddle.index_fill](https://github.com/PaddlePaddle/Paddle/blob/1e3761d119643af19cb6f8a031a77f315d782409/python/paddle/tensor/manipulation.py#L5900) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.index_fill.html) | -| 113 | [torch.nn.AdaptiveMaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveMaxPool2d.html?highlight=adaptivemaxpool2d#torch.nn.AdaptiveMaxPool2d) | [paddle.nn.AdaptiveMaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AdaptiveMaxPool2D_cn.html#adaptivemaxpool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.AdaptiveMaxPool2d.html) | -| 114 | [torch.real](https://pytorch.org/docs/stable/generated/torch.real.html?highlight=real#torch.real) | [paddle.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/real_cn.html#real) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.real.html) | -| 115 | [torch.nn.LogSoftmax](https://pytorch.org/docs/stable/generated/torch.nn.LogSoftmax.html?highlight=nn+logsoftmax#torch.nn.LogSoftmax) | [paddle.nn.LogSoftmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LogSoftmax_cn.html#logsoftmax) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.LogSoftmax.html) | -| 116 | [torch.nn.functional.hardshrink](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardshrink.html?highlight=hardshrink#torch.nn.functional.hardshrink) | [paddle.nn.functional.hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardshrink_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.hardshrink.html) | -| 117 | [torch.nn.Module.register_parameter](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_parameter) | [paddle.nn.Layer.add_parameter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#add-parameter-name-parameter) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.register_parameter.html) | -| 118 | [torch.vstack](https://pytorch.org/docs/stable/generated/torch.vstack.html#torch.vstack) | [paddle.vstack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vstack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.vstack.html) | -| 119 | [torch.distributions.distribution.Distribution.sample](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution.sample) | [paddle.distribution.Distribution.sample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html#sample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributions.distribution.Distribution.sample.html) | -| 120 | [torch.nn.Module.named_buffers](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_buffers) | [paddle.nn.Layer.named_buffers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-buffers-prefix-include-sublayers-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.named_buffers.html) | -| 121 | [torch.nn.Module.named_parameters](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+named_parameters#torch.nn.Module.named_parameters) | [paddle.nn.Layer.named_parameters](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-parameters-prefix-include-sublayers-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.named_parameters.html) | -| 122 | [torch.Tensor.lerp_](https://pytorch.org/docs/stable/generated/torch.Tensor.lerp_.html) | [paddle.Tensor.lerp_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#lerp-x-y-weight-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.lerp_.html) | -| 123 | [torch.tile](https://pytorch.org/docs/stable/generated/torch.tile.html?highlight=tile#torch.tile) | [paddle.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tile_cn.html#tile) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.tile.html) | -| 124 | [torch.Tensor.nanquantile](https://pytorch.org/docs/stable/generated/torch.nanquantile.html#torch.nanquantile) | [paddle.Tensor.nanquantile](https://github.com/PaddlePaddle/Paddle/pull/41343) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.nanquantile.html) | -| 125 | [torch.nn.Module.buffers](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.buffers) | [paddle.nn.Layer.buffers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#buffers-include-sublayers-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Module.buffers.html) | -| 126 | [torch.fft.ifftshift](https://pytorch.org/docs/stable/generated/torch.fft.ifftshift.html#torch.fft.ifftshift) | [paddle.fft.ifftshift](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifftshift_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.fft.ifftshift.html) | -| 127 | [torch.row_stack](https://pytorch.org/docs/stable/generated/torch.row_stack.html#torch.row_stack) | [paddle.row_stack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/row_stack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.row_stack.html) | -| 128 | [torch.Tensor.atan2](https://pytorch.org/docs/stable/generated/torch.atan2.html#torch.atan2) | [paddle.Tensor.atan2](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/Tensor_en.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.atan2.html) | -| 129 | [torch.nn.Softshrink](https://pytorch.org/docs/stable/generated/torch.nn.Softshrink.html?highlight=nn+softshrink#torch.nn.Softshrink) | [paddle.nn.Softshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Softshrink_cn.html#softshrink) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Softshrink.html) | -| 130 | [torch.hstack](https://pytorch.org/docs/stable/generated/torch.hstack.html#torch.hstack) | [paddle.hstack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hstack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.hstack.html) | -| 131 | [transformers.generation.LogitsProcessor](https://hf-mirror.com/docs/transformers/v4.42.0/en/internal/generation_utils#logitsprocessor) | [paddlenlp.generation.LogitsProcessor](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/generation/logits_process.py#L26) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/transformers.generation.LogitsProcessor.html) | -| 132 | [torch.nn.GLU](https://pytorch.org/docs/stable/generated/torch.nn.GLU.html#torch.nn.GLU) | [paddle.nn.GLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GLU_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.GLU.html) | -| 133 | [torch.Tensor.igammac](https://pytorch.org/docs/stable/generated/torch.Tensor.igammac.html#torch.Tensor.igammac) | [paddle.Tensor.gammaincc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gammaincc_cn.html#gammaincc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.igammac.html) | -| 134 | [torch.Tensor.index_put](https://pytorch.org/docs/stable/generated/torch.Tensor.index_put.html?highlight=index_put#torch.Tensor.index_put) | [paddle.Tensor.index_put](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/index_put_cn.html#index-put) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.index_put.html) | -| 135 | [torch.Tensor.select_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.select_scatter.html#torch-select-scatter) | [paddle.Tensor.select_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.select_scatter.html) | -| 136 | [torch.Tensor.logaddexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logaddexp.html#torch.Tensor.logaddexp) | [paddle.Tensor.logaddexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.logaddexp.html) | -| 137 | [torch.nn.ParameterList](https://pytorch.org/docs/stable/generated/torch.nn.ParameterList.html?highlight=nn+parameterlist#torch.nn.ParameterList) | [paddle.nn.ParameterList](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ParameterList_cn.html#parameterlist) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.ParameterList.html) | -| 138 | [torch.from_dlpack](https://pytorch.org/docs/stable/generated/torch.from_dlpack.html?highlight=from_dlpack#torch.from_dlpack) | [paddle.utils.dlpack.from_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/dlpack/from_dlpack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.from_dlpack.html) | -| 139 | [torch.Tensor.logical\_and\_](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_and_.html) | paddle.Tensor.logical_and_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.logical_and_.html) | -| 140 | [torch.distributed.rpc.get\_worker\_info](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.get_worker_info) | [paddle.distributed.rpc.get\_worker\_info](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/get_worker_info_cn.html#cn-api-distributed-rpc-get-worker-info) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributed.rpc.get_worker_info.html) | -| 141 | [torch.Tensor.renorm_](https://pytorch.org/docs/stable/generated/torch.Tensor.renorm_.html#torch-tensor-renorm_) | paddle.Tensor.renorm_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.renorm_.html) | -| 142 | [torch.Tensor.fmax](https://pytorch.org/docs/stable/generated/torch.Tensor.fmax.html?highlight=fmax#torch.Tensor.fmax) | [paddle.Tensor.fmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmax_cn.html#fmax) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.fmax.html) | -| 143 | [torch.diagonal](https://pytorch.org/docs/stable/generated/torch.diagonal.html?highlight=diagonal#torch.diagonal) | [paddle.diagonal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagonal_cn.html#diagonal) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.diagonal.html) | -| 144 | [torch.histogramdd](https://pytorch.org/docs/stable/generated/torch.histogramdd.html#torch-histogramdd) | [paddle.histogramdd](https://github.com/PaddlePaddle/Paddle/blob/a19227d9ee0e351363a4bb27b50b1becbec58a6c/python/paddle/tensor/linalg.py#L3875) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.histogramdd.html) | -| 145 | [torch.dist](https://pytorch.org/docs/stable/generated/torch.dist.html?highlight=dist#torch.dist) | [paddle.dist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dist_cn.html#dist) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.dist.html) | -| 146 | [torch.Tensor.tensor_split](https://pytorch.org/docs/stable/generated/torch.Tensor.tensor_split.html) | [paddle.Tensor.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor_split-num_or_indices-axis-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.tensor_split.html) | -| 147 | [torch.Tensor.nansum](https://pytorch.org/docs/stable/generated/torch.Tensor.nansum.html?highlight=nansum#torch.Tensor.nansum) | paddle.Tensor.nansum | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.nansum.html) | -| 148 | [torch.Tensor.std](https://pytorch.org/docs/stable/generated/torch.Tensor.std.html?highlight=torch+tensor+std#torch.Tensor.std) | [paddle.Tensor.std](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#std-axis-none-unbiased-true-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.std.html) | -| 149 | [torch.Tensor.bitwise\_xor\_](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_xor_.html) | paddle.Tensor.bitwise_xor_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.bitwise_xor_.html) | -| 150 | [torch.Tensor.diag](https://pytorch.org/docs/stable/generated/torch.Tensor.diag.html?highlight=diag#torch.Tensor.diag) | [paddle.Tensor.diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diag_cn.html#diag) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.diag.html) | -| 151 | [torch.linalg.lstsq](https://pytorch.org/docs/stable/generated/torch.linalg.lstsq.html?highlight=lstsq#torch.linalg.lstsq) | [paddle.linalg.lstsq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lstsq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.linalg.lstsq.html) | -| 152 | [torch.nn.Flatten](https://pytorch.org/docs/stable/generated/torch.nn.Flatten.html?highlight=nn+flatten#torch.nn.Flatten) | [paddle.nn.Flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Flatten_cn.html#flatten) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Flatten.html) | -| 153 | [torch.bitwise_and](https://pytorch.org/docs/stable/generated/torch.bitwise_and.html#torch.bitwise_and) | [paddle.bitwise_and](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bitwise_and_cn.html#bitwise-and) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.bitwise_and.html) | -| 154 | [torch.Tensor.squeeze_](https://pytorch.org/docs/stable/generated/torch.Tensor.squeeze_.html#torch-tensor-squeeze) | [paddle.Tensor.squeeze_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id19) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.squeeze_.html) | -| 155 | [torch.sparse.addmm](https://pytorch.org/docs/stable/generated/torch.sparse.addmm.html?highlight=addmm#torch.sparse.addmm) | [paddle.sparse.addmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/addmm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.sparse.addmm.html) | -| 156 | [torch.rot90](https://pytorch.org/docs/stable/generated/torch.rot90.html?highlight=torch+rot90#torch.rot90) | [paddle.rot90](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/rot90_cn.html#rot90) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.rot90.html) | -| 157 | [torch.nn.functional.pdist](https://pytorch.org/docs/stable/generated/torch.nn.functional.pdist.html#torch.nn.functional.pdist) | [paddle.pdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/pdist_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pdist.html) | -| 158 | [torch.Tensor.unflatten](https://pytorch.org/docs/stable/generated/torch.Tensor.unflatten.html#torch.Tensor.unflatten) | [paddle.Tensor.unflatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#unflatten-axis-shape-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.unflatten.html) | -| 159 | [torch.squeeze](https://pytorch.org/docs/stable/generated/torch.squeeze.html?highlight=squeeze#torch.squeeze) | [paddle.squeeze](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/squeeze_cn.html#squeeze) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.squeeze.html) | -| 160 | [torch.nn.utils.remove\_weight\_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.remove_weight_norm.html?highlight=nn+utils+remove_weight_norm#torch.nn.utils.remove_weight_norm) | [paddle.nn.utils.remove\_weight\_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/remove_weight_norm_cn.html#remove-weight-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.remove_weight_norm.html) | -| 161 | [torch.Tensor.baddbmm_](https://pytorch.org/docs/stable/generated/torch.Tensor.baddbmm_.html#torch.Tensor.baddbmm_) | [paddle.Tensor.baddbmm_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.baddbmm_.html) | -| 162 | [torch.masked_fill](https://pytorch.org/docs/stable/generated/torch.Tensor.masked_fill.html#torch.Tensor.masked_fill) | [paddle.masked_fill](https://github.com/PaddlePaddle/Paddle/blob/1e3761d119643af19cb6f8a031a77f315d782409/python/paddle/tensor/manipulation.py#L5111) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.masked_fill.html) | -| 163 | [torch.special.log_softmax](https://pytorch.org/docs/stable/special.html#torch.special.log_softmax) | [paddle.nn.functional.log_softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/log_softmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.special.log_softmax.html) | -| 164 | [torch.Tensor.unfold](https://pytorch.org/docs/stable/generated/torch.Tensor.unfold.html?highlight=unfold#torch.Tensor.unfold) | [paddle.Tensor.unfold](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#unfold-x-axis-size-step-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.unfold.html) | -| 165 | [torch.Tensor.addmm_](https://pytorch.org/docs/stable/generated/torch.Tensor.addmm_.html) | paddle.Tensor.addmm_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.addmm_.html) | -| 166 | [torch.celu](https://pytorch.org/docs/stable/generated/torch.nn.functional.celu.html#torch.nn.functional.celu) | [paddle.nn.functional.celu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/celu_cn.html#celu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.celu.html) | -| 167 | [torch.nn.functional.grid_sample](https://pytorch.org/docs/stable/generated/torch.nn.functional.grid_sample.html?highlight=grid_sample#torch.nn.functional.grid_sample) | [paddle.nn.functional.grid_sample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/grid_sample_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.grid_sample.html) | -| 168 | [torch.diagflat](https://pytorch.org/docs/stable/generated/torch.diagflat.html?highlight=diagflat#torch.diagflat) | [paddle.diagflat](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagflat_cn.html#diagflat) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.diagflat.html) | -| 169 | [torch.Tensor.vsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.vsplit.html) | [paddle.Tensor.vsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#vsplit-num_or_indices-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.vsplit.html) | -| 170 | [torch.movedim](https://pytorch.org/docs/stable/generated/torch.movedim.html?highlight=movedim#torch.movedim) | [paddle.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html#moveaxis) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.movedim.html) | -| 171 | [torch.Tensor.bitwise_xor](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_xor.html) | paddle.Tensor.bitwise_xor | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.bitwise_xor.html) | -| 172 | [torch.cdist](https://pytorch.org/docs/stable/generated/torch.cdist.html#torch.cdist) | [paddle.cdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cdist_cn.html#cdist) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.cdist.html) | -| 173 | [torch.iinfo](https://pytorch.org/docs/stable/type_info.html#torch-iinfo) | [paddle.iinfo](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/iinfo_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.iinfo.html) | -| 174 | [torch.fft.fftshift](https://pytorch.org/docs/stable/generated/torch.fft.fftshift.html#torch.fft.fftshift) | [paddle.fft.fftshift](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftshift_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.fft.fftshift.html) | -| 175 | [torch.nn.functional.softsign](https://pytorch.org/docs/stable/generated/torch.nn.functional.softsign.html?highlight=softsign#torch.nn.functional.softsign) | [paddle.nn.functional.softsign](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softsign_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.softsign.html) | -| 176 | [torch.nn.ModuleList](https://pytorch.org/docs/stable/generated/torch.nn.ModuleList.html?highlight=torch+nn+modulelist#torch.nn.ModuleList) | [paddle.nn.LayerList](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LayerList_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.ModuleList.html) | -| 177 | [torch.Tensor.cross](https://pytorch.org/docs/stable/generated/torch.Tensor.cross.html?highlight=cross#torch.Tensor.cross) | [paddle.Tensor.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cross-y-axis-none-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.cross.html) | -| 178 | [torch.Tensor.ger](https://pytorch.org/docs/stable/generated/torch.Tensor.ger.html?highlight=torch+tensor+ger#torch.Tensor.ger) | paddle.Tensor.outer | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.ger.html) | -| 179 | [torch.Tensor.isclose](https://pytorch.org/docs/stable/generated/torch.Tensor.isclose.html) | [paddle.Tensor.isclose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#isclose-x-y-rtol-1e-05-atol-1e-08-equal-nan-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.isclose.html) | -| 180 | [torch.kthvalue](https://pytorch.org/docs/stable/generated/torch.kthvalue.html?highlight=kthvalue#torch.kthvalue) | [paddle.kthvalue](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/kthvalue_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.kthvalue.html) | -| 181 | [torch.nn.functional.hardtanh_](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-tensor-methods) | [paddle.nn.functional.hardtanh_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardtanh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.hardtanh_.html) | -| 182 | [torch.Tensor.lerp](https://pytorch.org/docs/stable/generated/torch.Tensor.lerp.html) | [paddle.Tensor.lerp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#lerp-x-y-weight-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.lerp.html) | -| 183 | [torch.Tensor.addmm](https://pytorch.org/docs/stable/generated/torch.Tensor.addmm.html) | paddle.Tensor.addmm | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.addmm.html) | -| 184 | [torch.Tensor.igammac_](https://pytorch.org/docs/stable/generated/torch.Tensor.igammac_.html#torch.Tensor.igammac_) | [paddle.Tensor.gammaincc_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gammaincc__cn.html#gammaincc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.igammac_.html) | -| 185 | [torch.nn.functional.glu](https://pytorch.org/docs/stable/generated/torch.nn.functional.glu.html?highlight=glu#torch.nn.functional.glu) | [paddle.nn.functional.glu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/glu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.glu.html) | -| 186 | [torch.Tensor.orgqr](https://pytorch.org/docs/stable/generated/torch.Tensor.orgqr.html#torch.Tensor.orgqr) | [paddle.Tensor.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.orgqr.html) | -| 187 | [torch.positive](https://pytorch.org/docs/stable/generated/torch.positive.html#torch-positive) | [paddle.positive](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/positive_cn.html#positive) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.positive.html) | -| 188 | [torch.moveaxis](https://pytorch.org/docs/stable/generated/torch.moveaxis.html?highlight=moveaxis#torch.moveaxis) | [paddle.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html#moveaxis) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.moveaxis.html) | -| 189 | [torch.nn.functional.adaptive\_max\_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_max_pool2d.html?highlight=adaptive_max_pool2d#torch.nn.functional.adaptive_max_pool2d) | [paddle.nn.functional.adaptive\_max\_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_max_pool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_max_pool2d.html) | -| 190 | [torch.Tensor.hypot](https://pytorch.org/docs/stable/generated/torch.Tensor.hypot.html#torch.Tensor.hypot) | [paddle.Tensor.hypot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hypot_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.hypot.html) | -| 191 | [torch.nn.Hardshrink](https://pytorch.org/docs/stable/generated/torch.nn.Hardshrink.html?highlight=hardshrink#torch.nn.Hardshrink) | [paddle.nn.Hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardshrink_cn.html#hardshrink) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Hardshrink.html) | -| 192 | [torch.trace](https://pytorch.org/docs/stable/generated/torch.trace.html?highlight=trace#torch.trace) | [paddle.trace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.trace.html) | -| 193 | [torch.Tensor.igamma](https://pytorch.org/docs/stable/generated/torch.Tensor.igamma.html#torch.Tensor.igamma) | [paddle.Tensor.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gammainc_cn.html#gammainc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.igamma.html) | -| 194 | [torch.profiler.schedule](https://pytorch.org/docs/stable/profiler.html#torch.profiler.schedule) | [paddle.profiler.make_scheduler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/make_scheduler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.profiler.schedule.html) | -| 195 | [torch.bitwise_xor](https://pytorch.org/docs/stable/generated/torch.bitwise_xor.html) | [paddle.bitwise_xor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bitwise_xor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.bitwise_xor.html) | -| 196 | [torch.conj](https://pytorch.org/docs/stable/generated/torch.conj.html?highlight=conj#torch.conj) | [paddle.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/conj_cn.html#conj) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.conj.html) | -| 197 | [torch.pinverse](https://pytorch.org/docs/stable/generated/torch.pinverse.html?highlight=pinverse#torch.pinverse) | [paddle.linalg.pinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/pinv_cn.html#pinv) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.pinverse.html) | -| 198 | [torch.nn.functional.relu_](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu_.html?highlight=relu_#torch.nn.functional.relu_) | [paddle.nn.functional.relu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu__cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.relu_.html) | -| 199 | [torch.Tensor.diagonal](https://pytorch.org/docs/stable/generated/torch.Tensor.diagonal.html?highlight=diagonal#torch.Tensor.diagonal) | [paddle.Tensor.diagonal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#diagonal-offset-0-axis1-0-axis2-1-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.diagonal.html) | -| 200 | [torch.Tensor.pow_](https://pytorch.org/docs/stable/generated/torch.Tensor.pow_.html) | paddle.Tensor.pow_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.pow_.html) | -| 201 | [torch.nn.functional.affine_grid](https://pytorch.org/docs/stable/generated/torch.nn.functional.affine_grid.html?highlight=affine_grid#torch.nn.functional.affine_grid) | [paddle.nn.functional.affine_grid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/affine_grid_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.affine_grid.html) | -| 202 | [torch.select_scatter](https://pytorch.org/docs/stable/generated/torch.select_scatter.html#torch-select-scatter) | [paddle.select_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/select_scatter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.select_scatter.html) | -| 203 | [torch.dstack](https://pytorch.org/docs/stable/generated/torch.dstack.html#torch.dstack) | [paddle.dstack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dstack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.dstack.html) | -| 204 | [torch.as_strided](https://pytorch.org/docs/stable/generated/torch.as_strided.html?highlight=as_strided#torch.as_strided) | [paddle.as_strided](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/as_strided_cn.html#as-strided) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.as_strided.html) | -| 205 | [torch.linalg.matrix_exp](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_exp.html#torch.linalg.matrix_exp) | [paddle.linalg.matrix_exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_exp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.linalg.matrix_exp.html) | -| 206 | [torchvision.io.read_file](https://pytorch.org/vision/main/generated/torchvision.io.read_file.html) | [paddle.vision.ops.read_file](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/read_file_cn.html#cn-api-paddle-vision-ops-read-file) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torchvision.io.read_file.html) | -| 207 | [torch.dropout](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-pytorch-functions) | [paddle.nn.functional.dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/dropout_cn.html#dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.dropout.html) | -| 208 | [torch.nn.functional.local\_response\_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.local_response_norm.html?highlight=local_response_norm#torch.nn.functional.local_response_norm) | [paddle.nn.functional.local\_response\_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/local_response_norm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.local_response_norm.html) | -| 209 | [torch.Tensor.roll](https://pytorch.org/docs/stable/generated/torch.Tensor.roll.html?highlight=torch+tensor+roll#torch.Tensor.roll) | [paddle.Tensor.roll](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/roll_cn.html#roll) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.roll.html) | -| 210 | [torch.Tensor.bitwise\_and\_](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_and_.html) | paddle.Tensor.bitwise_and_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.bitwise_and_.html) | -| 211 | [torch.nn.functional.softshrink](https://pytorch.org/docs/stable/generated/torch.nn.functional.softshrink.html?highlight=softshrink#torch.nn.functional.softshrink) | [paddle.nn.functional.softshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softshrink_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.softshrink.html) | -| 212 | [torch.nn.functional.relu6](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu6.html?highlight=relu6#torch.nn.functional.relu6) | [paddle.nn.functional.relu6](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu6_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.relu6.html) | -| 213 | [torch.Tensor.lcm](https://pytorch.org/docs/stable/generated/torch.Tensor.lcm.html) | paddle.Tensor.lcm | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.lcm.html) | -| 214 | [torch.combinations](https://pytorch.org/docs/stable/generated/torch.combinations.html#torch.combinations) | [paddle.combinations](https://github.com/PaddlePaddle/Paddle/blob/8932f1c5e26788ab1eed226e70fafb1ea67ce737/python/paddle/tensor/math.py#L7099) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.combinations.html) | -| 215 | [torch.Tensor.maximum](https://pytorch.org/docs/stable/generated/torch.Tensor.maximum.html#torch.Tensor.maximum) | [paddle.Tensor.maximum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#maximum-y-axis-1-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.maximum.html) | -| 216 | [torch.Tensor.cholesky_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.cholesky_solve.html#torch-tensor-cholesky-solve) | paddle.Tensor.cholesky_solve | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.cholesky_solve.html) | ### 4. paddle 参数更多 **分类简介** @@ -1176,12 +179,7 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [torch.alpha_dropout](https://pytorch.org/docs/master/generated/torch.nn.functional.alpha_dropout.html) | [paddle.nn.functional.alpha_dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/alpha_dropout_cn.html#alpha-dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.alpha_dropout.html) | -| 2 | [torch.linalg.diagonal](https://pytorch.org/docs/stable/generated/torch.linalg.diagonal.html#torch.linalg.diagonal) | [paddle.diagonal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagonal_cn.html#diagonal) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.linalg.diagonal.html) | -| 3 | [torch.nn.functional.rrelu_](https://pytorch.org/docs/stable/generated/torch.nn.functional.rrelu_.html) | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.rrelu_.html) | -| 4 | [torch.nn.functional.threshold_](https://pytorch.org/docs/stable/generated/torch.nn.functional.threshold_.html#torch.nn.functional.threshold_) | [paddle.nn.functional.thresholded\_relu\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu__cn.html#thresholded-relu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.threshold_.html) | -| 5 | [torch.rrelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.rrelu.html#torch.nn.functional.rrelu) | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.rrelu.html) | -| 6 | [torch.cuda.amp.GradScaler](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.GradScaler) | [paddle.amp.GradScaler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/GradScaler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.cuda.amp.GradScaler.html) | + ### 6. torch 参数更多 **分类简介** @@ -1190,402 +188,6 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | torch.clamp_min | [paddle.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/clip_cn.html#clip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.clamp_min.html) | -| 2 | [torch.randint_like](https://pytorch.org/docs/stable/generated/torch.randint_like.html?highlight=randint_like#torch.randint_like) | [paddle.randint_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/randint_like_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.randint_like.html) | -| 3 | [torch.distributed.init\_process\_group](https://pytorch.org/docs/stable/distributed.html?highlight=init_process#torch.distributed.init_process_group) | [paddle.distributed.init\_parallel\_env](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/init_parallel_env_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.init_process_group.html) | -| 4 | [torch.nn.functional.nll_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.nll_loss.html#torch-nn-functional-nll-loss) | [paddle.nn.functional.nll_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/nll_loss_cn.html#nll-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.nll_loss.html) | -| 5 | [torch.distributions.transforms.SigmoidTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SigmoidTransform) | [paddle.distribution.SigmoidTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SigmoidTransform_cn.html#sigmoidtransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.SigmoidTransform.html) | -| 6 | [torch.nn.functional.leaky_relu](https://pytorch.org/docs/stable/generated/torch.nn.functional.leaky_relu.html#torch.nn.functional.leaky_relu) | [paddle.nn.functional.leaky_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/leaky_relu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.leaky_relu.html) | -| 7 | [torch.lerp](https://pytorch.org/docs/stable/generated/torch.lerp.html?highlight=lerp#torch.lerp) | [paddle.lerp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/lerp_cn.html#lerp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lerp.html) | -| 8 | [torch.nn.Bilinear](https://pytorch.org/docs/stable/generated/torch.nn.Bilinear.html#torch.nn.Bilinear) | [paddle.nn.Bilinear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Bilinear_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Bilinear.html) | -| 9 | [torch.neg](https://pytorch.org/docs/stable/generated/torch.neg.html?highlight=neg#torch.neg) | [paddle.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.neg.html) | -| 10 | [torch.hamming_window](https://pytorch.org/docs/stable/generated/torch.hamming_window.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hamming_window.html) | -| 11 | [torch.distributions.transformed_distribution.TransformedDistribution](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transformed_distribution.TransformedDistribution) | [paddle.distribution.TransformedDistribution](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/TransformedDistribution_cn.html#transformeddistribution) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transformed_distribution.TransformedDistribution.html) | -| 12 | [torch.Tensor.type](https://pytorch.org/docs/stable/generated/torch.Tensor.type.html#torch.Tensor.type) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#astype-dtype) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.type.html) | -| 13 | [torch.Tensor.round](https://pytorch.org/docs/stable/generated/torch.Tensor.round.html#torch.Tensor.round) | [paddle.Tensor.round](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#round-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.round.html) | -| 14 | [torch.fft.fft](https://pytorch.org/docs/stable/generated/torch.fft.fft.html?highlight=fft#torch.fft.fft) | [paddle.fft.fft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fft.html) | -| 15 | [torch.std](https://pytorch.org/docs/stable/generated/torch.std.html) | [paddle.std](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/std_cn.html#std) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.std.html) | -| 16 | [torch.special.i1](https://pytorch.org/docs/stable/special.html#torch.special.i1) | [paddle.i1](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i1_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.i1.html) | -| 17 | [torch.nn.functional.max_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool2d.html#torch.nn.functional.max_pool2d) | [paddle.nn.functional.max_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.max_pool2d.html) | -| 18 | [torch.special.i0e](https://pytorch.org/docs/stable/special.html#torch.special.i0e) | [paddle.i0e](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0e_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.i0e.html) | -| 19 | [torch.blackman_window](https://pytorch.org/docs/stable/generated/torch.blackman_window.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.blackman_window.html) | -| 20 | [torch.nn.MultiLabelMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiLabelMarginLoss.html#torch.nn.MultiLabelMarginLoss) | [paddle.nn.MultiLabelMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiLabelMarginLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiLabelMarginLoss.html) | -| 21 | [torch.logaddexp](https://pytorch.org/docs/stable/generated/torch.logaddexp.html#torch.logaddexp) | [paddle.logaddexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logaddexp_cn.html#logaddexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.logaddexp.html) | -| 22 | [torch.cummax](https://pytorch.org/docs/stable/generated/torch.cummax.html?highlight=cummax#torch.cummax) | [paddle.cummax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cummax_cn.html#cummax) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cummax.html) | -| 23 | [torch.nn.functional.max_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool3d.html#torch.nn.functional.max_pool3d) | [paddle.nn.functional.max_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.max_pool3d.html) | -| 24 | [torch.amp.autocast](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.autocast) | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html#auto-cast) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.amp.autocast.html) | -| 25 | [torch.jit.save](https://pytorch.org/docs/stable/generated/torch.jit.save.html#torch-jit-save) | [paddle.jit.save](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/save_cn.html#cn-api-paddle-jit-save) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.jit.save.html) | -| 26 | [torch.cosh](https://pytorch.org/docs/stable/generated/torch.cosh.html#torch.cosh) | [paddle.cosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cosh_cn.html#cosh) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cosh.html) | -| 27 | [torch.angle](https://pytorch.org/docs/stable/generated/torch.angle.html) | [paddle.angle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/angle_cn.html#angle) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.angle.html) | -| 28 | [torch.isneginf](https://pytorch.org/docs/stable/generated/torch.isneginf.html#torch-isneginf) | [paddle.isneginf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isneginf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.isneginf.html) | -| 29 | [torch.cross](https://pytorch.org/docs/stable/generated/torch.cross.html?highlight=cross#torch.cross) | [paddle.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cross_cn.html#cross) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cross.html) | -| 30 | [torch.nn.functional.ctc_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.ctc_loss.html#torch.nn.functional.ctc_loss) | [paddle.nn.functional.ctc_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/ctc_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.ctc_loss.html) | -| 31 | [torch.distributions.gamma.Gamma](https://pytorch.org/docs/stable/distributions.html#gamma) | [paddle.distribution.Gamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Gamma_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.gamma.Gamma.html) | -| 32 | [torch.utils.data.SubsetRandomSampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.SubsetRandomSampler) | [paddle.io.SubsetRandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SubsetRandomSampler_cn.html#paddle.io.SubsetRandomSampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.SubsetRandomSampler.html) | -| 33 | [torch.utils.cpp_extension.CUDAExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+cudaextension#torch.utils.cpp_extension.CUDAExtension) | [paddle.utils.cpp_extension.CUDAExtension](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CUDAExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.cpp_extension.CUDAExtension.html) | -| 34 | [torch.special.round](https://pytorch.org/docs/stable/special.html#torch.special.round) | [paddle.round](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/round_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.round.html) | -| 35 | [torch.cholesky_inverse](https://pytorch.org/docs/stable/generated/torch.cholesky_inverse.html?highlight=cholesky_inverse#torch.cholesky_inverse) | [paddle.linalg.cholesky_inverse](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_inverse_cn.html#cholesky-inverse) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cholesky_inverse.html) | -| 36 | [torch.linalg.inv](https://pytorch.org/docs/stable/generated/torch.linalg.inv.html#torch.linalg.inv) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.inv.html) | -| 37 | [torch.max_pool2d](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-pytorch-functions) | [paddle.nn.functional.max_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.max_pool2d.html) | -| 38 | [torch.copysign](https://pytorch.org/docs/stable/generated/torch.copysign.html#torch.copysign) | [paddle.copysign](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/copysign_cn.html#copysign) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.copysign.html) | -| 39 | [torch.nn.Dropout](https://pytorch.org/docs/stable/generated/torch.nn.Dropout.html?highlight=dropout#torch.nn.Dropout) | [paddle.nn.Dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout_cn.html#dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout.html) | -| 40 | [torch.fft.hfft2](https://pytorch.org/docs/stable/generated/torch.fft.hfft2.html?highlight=torch+fft+hfft2#torch.fft.hfft2) | [paddle.fft.hfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/hfft2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.hfft2.html) | -| 41 | [torch.cuda.comm.broadcast](https://pytorch.org/docs/stable/generated/torch.cuda.comm.broadcast.html#torch.cuda.comm.broadcast) | [paddle.distributed.broadcast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/broadcast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cuda.comm.broadcast.html) | -| 42 | [torch.hub.list](https://pytorch.org/docs/stable/hub.html?highlight=hub+list#torch.hub.list) | [paddle.hub.list](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/list_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.list.html) | -| 43 | [torch.linalg.vecdot](https://pytorch.org/docs/stable/generated/torch.linalg.vecdot.html) | [paddle.linalg.vecdot](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/tensor/linalg.py#L1881) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.vecdot.html) | -| 44 | [torch.square](https://pytorch.org/docs/stable/generated/torch.square.html?highlight=square#torch.square) | [paddle.square](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/square_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.square.html) | -| 45 | [torch.special.log1p](https://pytorch.org/docs/stable/special.html#torch.special.log1p) | [paddle.log1p](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/log1p_cn.html#log1p) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.log1p.html) | -| 46 | [torch.nn.functional.dropout2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.dropout2d.html#torch.nn.functional.dropout2d) | [paddle.nn.functional.dropout2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/dropout2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.dropout2d.html) | -| 47 | [torch.optim.SGD](https://pytorch.org/docs/stable/generated/torch.optim.SGD.html) | [paddle.optimizer.SGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/SGD_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.SGD.html) | -| 48 | [torch.fft.irfft2](https://pytorch.org/docs/stable/generated/torch.fft.irfft2.html#torch-fft-irfft2) | [paddle.fft.irfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfft2_cn.html#irfft2) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.irfft2.html) | -| 49 | [torch.lu](https://pytorch.org/docs/stable/generated/torch.lu.html?highlight=lu#torch.lu) | [paddle.linalg.lu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lu.html) | -| 50 | [torch.quantile](https://pytorch.org/docs/stable/generated/torch.quantile.html?highlight=quantile#torch.quantile) | [paddle.quantile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/quantile_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.quantile.html) | -| 51 | [torch.distributions.transforms.StackTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.StackTransform) | [paddle.distribution.StackTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/StackTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.StackTransform.html) | -| 52 | [torch.ormqr](https://pytorch.org/docs/stable/generated/torch.ormqr.html#torch.ormqr) | [paddle.linalg.ormqr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/ormqr_cn.html#ormqr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.ormqr.html) | -| 53 | [torch.linalg.svdvals](https://pytorch.org/docs/stable/generated/torch.linalg.svdvals.html#torch.linalg.svdvals) | [paddle.linalg.svdvals](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/tensor/linalg.py#L3019) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.svdvals.html) | -| 54 | [torch.Tensor.index\_add\_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add_.html#torch.Tensor.index_add_) | paddle.Tensor.index_add_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.index_add_.html) | -| 55 | [torch.utils.checkpoint.checkpoint](https://pytorch.org/docs/stable/checkpoint.html#torch.utils.checkpoint.checkpoint) | [paddle.distributed.fleet.utils.recompute](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CppExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.checkpoint.checkpoint.html) | -| 56 | [torch.distributed.broadcast\_object\_list](https://pytorch.org/docs/stable/distributed.html?highlight=broadcast_object_list#torch.distributed.broadcast_object_list) | [paddle.distributed.broadcast\_object\_list](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/broadcast_object_list_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.broadcast_object_list.html) | -| 57 | [torch.nn.functional.rrelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.rrelu.html#torch.nn.functional.rrelu) | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.rrelu.html) | -| 58 | [torch.linalg.cholesky](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky.html?highlight=linalg+cholesky#torch.linalg.cholesky) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cholesky.html) | -| 59 | [torch.Tensor.backward](https://pytorch.org/docs/stable/generated/torch.Tensor.backward.html#torch.Tensor.backward) | [paddle.Tensor.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#backward-grad-tensor-none-retain-graph-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.backward.html) | -| 60 | [torch.nn.functional.cosine\_embedding\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_embedding_loss.html#torch.nn.functional.cosine_embedding_loss) | [paddle.nn.functional.cosine\_embedding\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_embedding_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.cosine_embedding_loss.html) | -| 61 | [torch.nn.functional.feature\_alpha\_dropout](https://pytorch.org/docs/stable/generated/torch.nn.functional.feature_alpha_dropout.html) | [paddle.nn.functional.feature\_alpha\_dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/feature_alpha_dropout_cn.html#feature_alpha-dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.feature_alpha_dropout.html) | -| 62 | [torch.cumprod](https://pytorch.org/docs/stable/generated/torch.cumprod.html?highlight=cumprod#torch.cumprod) | [paddle.cumprod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cumprod_cn.html#cumprod) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cumprod.html) | -| 63 | [torch.autograd.functional.jacobian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.jacobian.html#torch.autograd.functional.jacobian) | [paddle.incubate.autograd.Jacobian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Jacobian_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.jacobian.html) | -| 64 | [torch.cummin](https://pytorch.org/docs/stable/generated/torch.cummin.html) | [paddle.cummin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cummin_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cummin.html) | -| 65 | [torch.asinh](https://pytorch.org/docs/stable/generated/torch.asinh.html#torch.asinh) | [paddle.asinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/asinh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.asinh.html) | -| 66 | [torch.nn.LayerNorm](https://pytorch.org/docs/stable/generated/torch.nn.LayerNorm.html?highlight=layernorm#torch.nn.LayerNorm) | [paddle.nn.LayerNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LayerNorm_cn.html#layernorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.LayerNorm.html) | -| 67 | [torch.distributions.transforms.PowerTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SigmoidTransform) | [paddle.distribution.PowerTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/PowerTransform_cn.html#powertransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.PowerTransform.html) | -| 68 | [torch.linalg.solve](https://pytorch.org/docs/stable/generated/torch.linalg.solve.html#torch.linalg.solve) | [paddle.linalg.solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.solve.html) | -| 69 | [torch.utils.cpp_extension.CppExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+cppextension#torch.utils.cpp_extension.CppExtension) | [paddle.utils.cpp_extension.CppExtension](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CppExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.cpp_extension.CppExtension.html) | -| 70 | [torch.hypot](https://pytorch.org/docs/stable/generated/torch.hypot.html#torch.hypot) | [paddle.hypot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hypot_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hypot.html) | -| 71 | [torch.nextafter](https://pytorch.org/docs/stable/generated/torch.nextafter.html?highlight=nextafter#torch.nextafter) | [paddle.nextafter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nextafter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nextafter.html) | -| 72 | [torch.fmod](https://pytorch.org/docs/stable/generated/torch.fmod.html?highlight=fmod#torch.fmod) | [paddle.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mod_cn.html#mod) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmod.html) | -| 73 | [torch.fix](https://pytorch.org/docs/stable/generated/torch.fix.html?highlight=torch+fix#torch.fix) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trunc_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fix.html) | -| 74 | [torch.distributions.beta.Beta](https://pytorch.org/docs/stable/distributions.html#torch.distributions.beta.Beta) | [paddle.distribution.Beta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Beta_cn.html#beta) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.beta.Beta.html) | -| 75 | [torch.lgamma](https://pytorch.org/docs/stable/generated/torch.lgamma.html?highlight=lgamma#torch.lgamma) | [paddle.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/lgamma_cn.html#lgamma) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lgamma.html) | -| 76 | [torch.nn.GroupNorm](https://pytorch.org/docs/stable/generated/torch.nn.GroupNorm.html?highlight=groupnorm#torch.nn.GroupNorm) | [paddle.nn.GroupNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GroupNorm_cn.html#groupnorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.GroupNorm.html) | -| 77 | [torch.autograd.grad](https://pytorch.org/docs/stable/generated/torch.autograd.grad.html#torch.autograd.grad) | [paddle.grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/grad_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.grad.html) | -| 78 | [torch.distributions.transforms.Transform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.Transform) | [paddle.distribution.Transform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Transform_cn.html#transform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.Transform.html) | -| 79 | [torch.linalg.solve_triangular](https://pytorch.org/docs/stable/generated/torch.linalg.solve_triangular.html?highlight=torch+linalg+solve_triangular#torch.linalg.solve_triangular) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/triangular_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.solve_triangular.html) | -| 80 | [torch.nn.BCEWithLogitsLoss](https://pytorch.org/docs/stable/generated/torch.nn.BCEWithLogitsLoss.html#bcewithlogitsloss) | [paddle.nn.BCEWithLogitsLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BCEWithLogitsLoss_cn.html#bcewithlogitsloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.BCEWithLogitsLoss.html) | -| 81 | [fairscale.nn.model_parallel.layers.RowParallelLinear](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L299) | [paddle.distributed.fleet.meta_parallel.RowParallelLinear](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L291) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.RowParallelLinear.html) | -| 82 | [torch.nn.ELU](https://pytorch.org/docs/stable/generated/torch.nn.ELU.html?highlight=elu#torch.nn.ELU) | [paddle.nn.ELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ELU_cn.html#elu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ELU.html) | -| 83 | [torch.jit.load](https://pytorch.org/docs/stable/generated/torch.jit.load.html#torch.jit.load) | [paddle.jit.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.jit.load.html) | -| 84 | [torch.nn.NLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.NLLLoss.html?highlight=nllloss#torch.nn.NLLLoss) | [paddle.nn.NLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/NLLLoss_cn.html#nllloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.NLLLoss.html) | -| 85 | [torch.nn.functional.multilabel\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.multilabel_margin_loss.html) | [paddle.nn.functional.multi\_label\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/multi_label_margin_loss_cn.html#multi-label-margin-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.multilabel_margin_loss.html) | -| 86 | [torch.atan2](https://pytorch.org/docs/stable/generated/torch.atan2.html#torch.atan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atan2.html) | -| 87 | [torch.acosh](https://pytorch.org/docs/stable/generated/torch.acosh.html?highlight=acosh#torch.acosh) | [paddle.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acosh_cn.html#acos) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acosh.html) | -| 88 | [torch.optim.ASGD](https://pytorch.org/docs/stable/generated/torch.optim.ASGD.html) | [paddle.optimizer.ASGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/ASGD_cn.html#cn-api-paddle-optimizer-asgd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.ASGD.html) | -| 89 | [torch.distributions.transforms.SoftmaxTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SoftmaxTransform) | [paddle.distribution.SoftmaxTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SoftmaxTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.SoftmaxTransform.html) | -| 90 | [transformers.GenerationConfig](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/text_generation#transformers.GenerationConfig) | [paddlenlp.generation.GenerationConfig](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/generation/configuration_utils.py#L62) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.GenerationConfig.html) | -| 91 | [torch.linalg.householder_product](https://pytorch.org/docs/stable/generated/torch.linalg.householder_product.html#torch.linalg.householder_product) | [paddle.linalg.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.householder_product.html) | -| 92 | [torch.special.erf](https://pytorch.org/docs/stable/special.html?highlight=torch+special+erf#torch.special.erf) | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erf.html) | -| 93 | [torch.inverse](https://pytorch.org/docs/stable/generated/torch.inverse.html?highlight=inverse#torch.inverse) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.inverse.html) | -| 94 | [torch.signal.windows.general_cosine](https://pytorch.org/docs/stable/generated/torch.signal.windows.general_cosine.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.general_cosine.html) | -| 95 | [torch.distributions.log_normal.LogNormal](https://pytorch.org/docs/stable/distributions.html#torch.distributions.log_normal.LogNormal) | [paddle.distribution.LogNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/LogNormal_cn.html#lognormal) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.log_normal.LogNormal.html) | -| 96 | [torch.distributed.P2POp](https://pytorch.org/docs/stable/distributed.html#torch.distributed.P2POp) | [paddle.distributed.P2POp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/Overview_cn.html#paddle-distributed) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.P2POp.html) | -| 97 | [torch.distributions.bernoulli.Bernoulli](https://pytorch.org/docs/stable/distributions.html#torch.distributions.bernoulli.Bernoulli) | [paddle.distribution.Bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Bernoulli_cn.html#bernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.bernoulli.Bernoulli.html) | -| 98 | [torch.special.sinc](https://pytorch.org/docs/stable/special.html#torch.special.sinc) | [paddle.sinc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinc_cn.html#sinc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.sinc.html) | -| 99 | [torch.nn.InstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm3d.html#torch.nn.InstanceNorm3d) | [paddle.nn.InstanceNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.InstanceNorm3d.html) | -| 100 | [torch.nn.functional.l1_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.l1_loss.html?highlight=l1_loss#torch.nn.functional.l1_loss) | [paddle.nn.functional.l1_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/l1_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.l1_loss.html) | -| 101 | [torch.Tensor.numpy](https://pytorch.org/docs/stable/generated/torch.Tensor.numpy.html?highlight=numpy#torch.Tensor.numpy) | [paddle.Tensor.numpy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#numpy) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.numpy.html) | -| 102 | [torch.linalg.det](https://pytorch.org/docs/stable/generated/torch.linalg.det.html#torch.linalg.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.det.html) | -| 103 | [torch.linspace](https://pytorch.org/docs/stable/generated/torch.linspace.html?highlight=linspace#torch.linspace) | [paddle.linspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linspace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linspace.html) | -| 104 | [torch.nn.functional.margin\_ranking\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.margin_ranking_loss.html?highlight=margin_ranking_loss#torch.nn.functional.margin_ranking_loss) | [paddle.nn.functional.margin\_ranking\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/margin_ranking_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.margin_ranking_loss.html) | -| 105 | [torch.nn.functional.normalize](https://pytorch.org/docs/stable/generated/torch.nn.functional.normalize.html?highlight=normalize#torch.nn.functional.normalize) | [paddle.nn.functional.normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/normalize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.normalize.html) | -| 106 | [torch.distributions.binomial.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial) | [paddle.distribution.Binomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/Binomial_cn.html#binomial) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.binomial.Binomial.html) | -| 107 | [torch.Tensor.log\_normal\_](https://pytorch.org/docs/stable/generated/torch.Tensor.log_normal_.html#torch-tensor-log-normal) | [paddle.Tensor.log\_normal\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#log_normal-mean-1-0-std-2-0-shape-none-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.log_normal_.html) | -| 108 | [torch.optim.RMSprop](https://pytorch.org/docs/stable/generated/torch.optim.RMSprop.html) | [paddle.optimizer.RMSProp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RMSProp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.RMSprop.html) | -| 109 | torch.scalar_tensor | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.scalar_tensor.html) | -| 110 | [torch.distributions.laplace.Laplace](https://pytorch.org/docs/stable/distributions.html#torch.distributions.laplace.Laplace) | [paddle.distribution.Laplace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Laplace_cn.html#laplace) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.laplace.Laplace.html) | -| 111 | [torch.distributed.new_group](https://pytorch.org/docs/stable/distributed.html#torch.distributed.new_group) | [paddle.distributed.new_group](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/new_group_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.new_group.html) | -| 112 | [torch.distributions.lkj_cholesky.LKJCholesky](https://pytorch.org/docs/stable/distributions.html#torch.distributions.lkj_cholesky.LKJCholesky) | [paddle.distribution.LKJCholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/LKJCholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.lkj_cholesky.LKJCholesky.html) | -| 113 | [torch.utils.data.DataLoader](https://pytorch.org/docs/stable/data.html?highlight=dataloader#torch.utils.data.DataLoader) | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DataLoader_cn.html#dataloader) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.DataLoader.html) | -| 114 | [torch.distributions.cauchy.Cauchy](https://pytorch.org/docs/stable/distributions.html#torch.distributions.cauchy.Cauchy) | [paddle.distribution.Cauchy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Cauchy_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.cauchy.Cauchy.html) | -| 115 | [torch.linalg.matrix_norm](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_norm.html#torch.linalg.matrix_norm) | [paddle.linalg.matrix_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_norm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.matrix_norm.html) | -| 116 | [torch.isposinf](https://pytorch.org/docs/stable/generated/torch.isposinf.html#torch-isposinf) | [paddle.isposinf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isposinf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.isposinf.html) | -| 117 | [torch.index_add](https://pytorch.org/docs/stable/generated/torch.index_add.html#torch.index_add) | [paddle.index_add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add_cn.html#index-add) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.index_add.html) | -| 118 | [torch.acos](https://pytorch.org/docs/stable/generated/torch.acos.html?highlight=acos#torch.acos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acos_cn.html#acos) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acos.html) | -| 119 | [torch.randint](https://pytorch.org/docs/stable/generated/torch.randint.html?highlight=randint#torch.randint) | [paddle.randint](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/randint_cn.html#randint) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.randint.html) | -| 120 | [torch.linalg.cross](https://pytorch.org/docs/stable/generated/torch.linalg.cross.html?highlight=torch+linalg+cross#torch.linalg.cross) | [paddle.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cross_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cross.html) | -| 121 | [torch.nn.functional.scaled\_dot\_product\_attention](https://pytorch.org/docs/stable/generated/torch.nn.functional.scaled_dot_product_attention.html#torch-nn-functional-scaled-dot-product-attention) | [paddle.nn.functional.scaled\_dot\_product\_attention](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/scaled_dot_product_attention_cn.html#scaled-dot-product-attention) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.scaled_dot_product_attention.html) | -| 122 | [torch.nn.functional.max_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool1d.html#torch.nn.functional.max_pool1d) | [paddle.nn.functional.max_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.max_pool1d.html) | -| 123 | [torch.Tensor.index_add](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add.html#torch.Tensor.index_add) | paddle.Tensor.index_add | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.index_add.html) | -| 124 | [torch.mv](https://pytorch.org/docs/stable/generated/torch.mv.html?highlight=torch+mv#torch.mv) | [paddle.mv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.mv.html) | -| 125 | [torch.Tensor.new_tensor](https://pytorch.org/docs/stable/generated/torch.Tensor.new_tensor.html#torch-tensor-new-tensor) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.new_tensor.html) | -| 126 | [torch.vdot](https://pytorch.org/docs/stable/generated/torch.vdot.html#torch.vdot) | [paddle.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dot_cn.html#dot) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.vdot.html) | -| 127 | [torch.fft.fftn](https://pytorch.org/docs/stable/generated/torch.fft.fftn.html?highlight=fftn#torch.fft.fftn) | [paddle.fft.fftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fftn.html) | -| 128 | [fairscale.nn.model_parallel.layers.ColumnParallelLinear](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L218) | [paddle.distributed.fleet.meta_parallel.ColumnParallelLinear](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L153) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.ColumnParallelLinear.html) | -| 129 | [torch.nn.Dropout3d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout3d.html?highlight=dropout3d#torch.nn.Dropout3d) | [paddle.nn.Dropout3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout3D_cn.html#dropout3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout3d.html) | -| 130 | [torchvision.ops.RoIAlign](https://pytorch.org/vision/main/generated/torchvision.ops.RoIAlign.html) | [paddle.vision.ops.RoIAlign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/RoIAlign_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.ops.RoIAlign.html) | -| 131 | [torch.distributed.recv](https://pytorch.org/docs/stable/distributed.html#torch.distributed.recv) | [paddle.distributed.recv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/recv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.recv.html) | -| 132 | [torch.distributions.studentT.StudentT](https://pytorch.org/docs/stable/distributions.html#studentt) | [paddle.distribution.StudentT](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/StudentT_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.studentT.StudentT.html) | -| 133 | [torch.nn.functional.mish](https://pytorch.org/docs/stable/generated/torch.nn.functional.mish.html?highlight=torch+nn+functional+mish#torch.nn.functional.mish) | [paddle.nn.functional.mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/mish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.mish.html) | -| 134 | [torch.fft.rfftfreq](https://pytorch.org/docs/stable/generated/torch.fft.rfftfreq.html?highlight=rfftfreq#torch.fft.rfftfreq) | [paddle.fft.rfftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfftfreq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.rfftfreq.html) | -| 135 | [transformers.AddedToken](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/tokenization_utils_base.py#L84) | [paddlenlp.transformers.AddedToken](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/tokenizer_utils_base.py#L48) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.AddedToken.html) | -| 136 | [torch.nn.FractionalMaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.FractionalMaxPool3d.html#fractionalmaxpool3d) | [paddle.nn.FractionalMaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/nn/FractionalMaxPool3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FractionalMaxPool3d.html) | -| 137 | [torch.optim.RAdam](https://pytorch.org/docs/stable/generated/torch.optim.RAdam.html#torch.optim.RAdam) | [paddle.optimizer.RAdam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RAdam_cn.html#radam) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.RAdam.html) | -| 138 | [torch.distributions.continuous_bernoulli.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html) | [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.continuous_bernoulli.ContinuousBernoulli.html) | -| 139 | [torch.negative](https://pytorch.org/docs/stable/generated/torch.negative.html?highlight=torch+negative#torch.negative) | [paddle.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.negative.html) | -| 140 | [torch.nn.Module.register\_forward\_pre\_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_pre_hook) | [paddle.nn.Layer.register\_forward\_pre\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-pre-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.register_forward_pre_hook.html) | -| 141 | [torch.special.erfinv](https://pytorch.org/docs/stable/special.html#torch.special.erfinv) | [paddle.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erfinv.html) | -| 142 | [torch.special.polygamma](https://pytorch.org/docs/stable/special.html#torch.special.polygamma) | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.polygamma.html) | -| 143 | [torch.bernoulli](https://pytorch.org/docs/stable/generated/torch.bernoulli.html#torch.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.bernoulli.html) | -| 144 | [torch.distributions.multinomial.Multinomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.multinomial.Multinomial) | [paddle.distribution.Multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Multinomial_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.multinomial.Multinomial.html) | -| 145 | [torch.inner](https://pytorch.org/docs/stable/generated/torch.inner.html?highlight=inner#torch.inner) | [paddle.inner](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/inner_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.inner.html) | -| 146 | [torch.fft.irfft](https://pytorch.org/docs/stable/generated/torch.fft.irfft.html#torch-fft-irfft) | [paddle.fft.irfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfft_cn.html#irfft) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.irfft.html) | -| 147 | [torch.nn.functional.celu](https://pytorch.org/docs/stable/generated/torch.nn.functional.celu.html#torch.nn.functional.celu) | [paddle.nn.functional.celu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/celu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.celu.html) | -| 148 | [torch.bucketize](https://pytorch.org/docs/stable/generated/torch.bucketize.html#torch.bucketize) | [paddle.bucketize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bucketize_cn.html#paddle-bucketize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.bucketize.html) | -| 149 | [torch.nn.Mish](https://pytorch.org/docs/stable/generated/torch.nn.Mish.html?highlight=torch+nn+mish) | [paddle.nn.Mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Mish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Mish.html) | -| 150 | [torch.distributions.dirichlet.Dirichlet](https://pytorch.org/docs/stable/distributions.html#torch.distributions.dirichlet.Dirichlet) | [paddle.distribution.Dirichlet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Dirichlet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.dirichlet.Dirichlet.html) | -| 151 | [torch.nan\_to\_num](https://pytorch.org/docs/stable/generated/torch.nan_to_num.html?highlight=nan_to_num#torch.nan_to_num) | [paddle.nan\_to\_num](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nan_to_num_cn.html#nan-to-num) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nan_to_num.html) | -| 152 | [torch.fft.ifft2](https://pytorch.org/docs/stable/generated/torch.fft.ifft2.html?highlight=ifft2#torch.fft.ifft2) | [paddle.fft.ifft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifft2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ifft2.html) | -| 153 | [torch.fft.hfft](https://pytorch.org/docs/stable/generated/torch.fft.hfft.html?highlight=hfft#torch.fft.hfft) | [paddle.fft.hfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/hfft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.hfft.html) | -| 154 | [torch.signal.windows.general_hamming](https://pytorch.org/docs/stable/generated/torch.signal.windows.general_hamming.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.general_hamming.html) | -| 155 | [torch.triu_indices](https://pytorch.org/docs/stable/generated/torch.triu_indices.html?highlight=triu_indices#torch.triu_indices) | [paddle.triu_indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/triu_indices_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.triu_indices.html) | -| 156 | [torch.logspace](https://pytorch.org/docs/stable/generated/torch.logspace.html?highlight=logspace#torch.logspace) | [paddle.logspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logspace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.logspace.html) | -| 157 | [torch.set_printoptions](https://pytorch.org/docs/stable/generated/torch.set_printoptions.html?highlight=torch+set_printoptions#torch.set_printoptions) | [paddle.set_printoptions](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_printoptions_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.set_printoptions.html) | -| 158 | [torch.nn.Hardswish](https://pytorch.org/docs/stable/generated/torch.nn.Hardswish.html#torch.nn.Hardswish) | [paddle.nn.Hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardswish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardswish.html) | -| 159 | [torch.autograd.backward](https://pytorch.org/docs/stable/generated/torch.autograd.backward.html#torch.autograd.backward) | [paddle.autograd.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/backward_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.backward.html) | -| 160 | [torch.nn.Module.load\_state\_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.load_state_dict) | [paddle.nn.Layer.set\_state\_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#set-state-dict-state-dict-use-structured-name-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.load_state_dict.html) | -| 161 | [torch.signal.windows.hann](https://pytorch.org/docs/stable/generated/torch.signal.windows.hann.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.hann.html) | -| 162 | [torch.save](https://pytorch.org/docs/stable/generated/torch.save.html?highlight=save#torch.save) | [paddle.save](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/save_cn.html#save) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.save.html) | -| 163 | [torch.autograd.functional.hessian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.hessian.html#torch.autograd.functional.hessian) | [paddle.incubate.autograd.Hessian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Hessian_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.hessian.html) | -| 164 | [torch.fmax](https://pytorch.org/docs/stable/generated/torch.fmax.html#torch.fmax) | [paddle.fmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmax.html) | -| 165 | [torch.linalg.svd](https://pytorch.org/docs/stable/generated/torch.linalg.svd.html?highlight=svd#torch.linalg.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.svd.html) | -| 166 | [torch.nn.functional.triplet\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.triplet_margin_loss.html?highlight=triplet_margin_loss#torch.nn.functional.triplet_margin_loss) | [paddle.nn.functional.triplet\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/triplet_margin_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.triplet_margin_loss.html) | -| 167 | [torch.nn.functional.fractional\_max\_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.fractional_max_pool3d.html#torch-nn-functional-fractional-max-pool3d) | [paddle.nn.functional.fractional\_max\_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/fractional_max_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.fractional_max_pool3d.html) | -| 168 | [torch.special.psi](https://pytorch.org/docs/stable/special.html#torch.special.psi) | [paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.psi.html) | -| 169 | [torch.baddbmm](https://pytorch.org/docs/stable/generated/torch.baddbmm.html?highlight=baddbmm#torch.baddbmm) | [paddle.baddbmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/baddbmm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.baddbmm.html) | -| 170 | [torch.linalg.eigvalsh](https://pytorch.org/docs/stable/generated/torch.linalg.eigvalsh.html#torch.linalg.eigvalsh) | [paddle.linalg.eigvalsh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigvalsh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.eigvalsh.html) | -| 171 | [torch.nn.functional.binary\_cross\_entropy](https://pytorch.org/docs/stable/generated/torch.nn.functional.binary_cross_entropy.html) | [paddle.nn.functional.binary\_cross\_entropy](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_cn.html#binary-cross-entropy) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.binary_cross_entropy.html) | -| 172 | [torch.deg2rad](https://pytorch.org/docs/stable/generated/torch.deg2rad.html#torch-deg2rad) | [paddle.deg2rad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/deg2rad_cn.html#paddle.deg2rad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.deg2rad.html) | -| 173 | [torch.fft.fftfreq](https://pytorch.org/docs/stable/generated/torch.fft.fftfreq.html?highlight=fftfreq#torch.fft.fftfreq) | [paddle.fft.fftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftfreq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fftfreq.html) | -| 174 | [torch.nn.functional.hardswish](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardswish.html#torch.nn.functional.hardswish) | [paddle.nn.functional.hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardswish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hardswish.html) | -| 175 | [torch.nn.PoissonNLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.PoissonNLLLoss) | [paddle.nn.PoissonNLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PoissonNLLLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.PoissonNLLLoss.html) | -| 176 | [torch.Tensor.round_](https://pytorch.org/docs/stable/generated/torch.Tensor.round_.html#torch.Tensor.round_) | [paddle.Tensor.round_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#round-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.round_.html) | -| 177 | [torch.nn.functional.poisson\_nll\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.poisson_nll_loss.html) | [paddle.nn.functional.poisson\_nll\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/poisson_nll_loss_cn.html#poisson-nll-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.poisson_nll_loss.html) | -| 178 | [torch.distributions.exp_family.ExponentialFamily](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exp_family.ExponentialFamily) | [paddle.distribution.ExponentialFamily](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExponentialFamily_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.exp_family.ExponentialFamily.html) | -| 179 | [torch.nn.MaxPool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool1d.html?highlight=maxpool1d#torch.nn.MaxPool1d) | [paddle.nn.MaxPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxPool1D_cn.html#maxpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MaxPool1d.html) | -| 180 | [torch.distributed.rpc.init_rpc](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.init_rpc) | [paddle.distributed.rpc.init_rpc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/init_rpc_cn.html#init-rpc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.rpc.init_rpc.html) | -| 181 | [torch.nn.FractionalMaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.FractionalMaxPool2d.html#fractionalmaxpool2d) | [paddle.nn.FractionalMaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/nn/FractionalMaxPool2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FractionalMaxPool2d.html) | -| 182 | [flash\_attn.flash\_attn\_interface.flash\_attn\_func](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/flash_attn_interface.py#L808) | [paddle.nn.functional.flash\_attention.flash\_attention](https://github.com/PaddlePaddle/Paddle/blob/900d27c40ef4567d7ea6342f3f0eedd394885ecb/python/paddle/nn/functional/flash_attention.py#L248) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/flash_attn.flash_attn_interface.flash_attn_func.html) | -| 183 | [torch.gcd](https://pytorch.org/docs/stable/generated/torch.gcd.html#torch-gcd) | [paddle.gcd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gcd_cn.html#gcd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.gcd.html) | -| 184 | [torch.optim.NAdam](https://pytorch.org/docs/stable/generated/torch.optim.NAdam.html#torch.optim.NAdam) | [paddle.optimizer.NAdam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/NAdam_cn.html#nadam) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.NAdam.html) | -| 185 | [torch.trunc](https://pytorch.org/docs/stable/generated/torch.trunc.html?highlight=torch+trunc#torch.trunc) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trunc_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.trunc.html) | -| 186 | [torch.Tensor.unique](https://pytorch.org/docs/stable/generated/torch.Tensor.unique.html?highlight=unique#torch.Tensor.unique) | [paddle.Tensor.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#unique-return-index-false-return-inverse-false-return-counts-false-axis-none-dtype-int64-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.unique.html) | -| 187 | [torch.nn.Hardtanh](https://pytorch.org/docs/stable/generated/torch.nn.Hardtanh.html#torch.nn.Hardtanh) | [paddle.nn.Hardtanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardtanh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardtanh.html) | -| 188 | [torch.qr](https://pytorch.org/docs/stable/generated/torch.qr.html#torch.qr) | [paddle.linalg.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/qr_cn.html#qr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.qr.html) | -| 189 | [torch.ldexp](https://pytorch.org/docs/stable/generated/torch.ldexp.html#torch.ldexp) | [paddle.ldexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/ldexp_cn.html#ldexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.ldexp.html) | -| 190 | [torch.profiler.profile](https://pytorch.org/docs/stable/profiler.html#torch.profiler.profile) | [paddle.profiler.Profiler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/Profiler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.profiler.profile.html) | -| 191 | [torch.distributions.categorical.Categorical](https://pytorch.org/docs/stable/distributions.html#torch.distributions.categorical.Categorical) | [paddle.distribution.Categorical](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Categorical_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.categorical.Categorical.html) | -| 192 | [torch.signal.windows.exponential](https://pytorch.org/docs/stable/generated/torch.signal.windows.exponential.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.exponential.html) | -| 193 | [torch.asin](https://pytorch.org/docs/stable/generated/torch.asin.html#torch.asin) | [paddle.asin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/asin_cn.html#asin) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.asin.html) | -| 194 | [torch.fft.rfft](https://pytorch.org/docs/stable/generated/torch.fft.rfft.html#torch-fft-rfft) | [paddle.fft.rfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfft_cn.html#rfft) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.rfft.html) | -| 195 | [torch.hub.help](https://pytorch.org/docs/stable/hub.html?highlight=hub+help#torch.hub.help) | [paddle.hub.help](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/help_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.help.html) | -| 196 | [torch.utils.data.distributed.DistributedSampler](https://docs.pytorch.org/docs/stable/data.html#torch.utils.data.distributed.DistributedSampler) | [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.distributed.DistributedSampler.html) | -| 197 | [torch.distributed.monitored_barrier](https://pytorch.org/docs/stable/distributed.html#torch.distributed.monitored_barrier) | [paddle.distributed.barrier](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/barrier_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.monitored_barrier.html) | -| 198 | [torch.nn.utils.clip\_grad\_value\_](https://pytorch.org/docs/stable/generated/torch.nn.utils.clip_grad_value_.html?highlight=clip_grad_value_#torch.nn.utils.clip_grad_value_) | [paddle.nn.utils.clip\_grad\_value\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/clip_grad_value__cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.utils.clip_grad_value_.html) | -| 199 | [torch.unique](https://pytorch.org/docs/stable/generated/torch.unique.html?highlight=unique#torch.unique) | [paddle.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/unique_cn.html#unique) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.unique.html) | -| 200 | [torch.signbit](https://pytorch.org/docs/stable/generated/torch.signbit.html#torch-signbit) | [paddle.signbit](https://github.com/PaddlePaddle/Paddle/blob/9ce3a54f456011c664c70fbcd318f2e1af0a7d81/python/paddle/tensor/math.py#L7175) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signbit.html) | -| 201 | [torch.distributions.transforms.ReshapeTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.ReshapeTransform) | [paddle.distribution.ReshapeTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ReshapeTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ReshapeTransform.html) | -| 202 | [torch.nn.Transformer](https://pytorch.org/docs/stable/generated/torch.nn.Transformer.html#torch.nn.Transformer) | [paddle.nn.Transformer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Transformer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Transformer.html) | -| 203 | [torch.nn.functional.selu](https://pytorch.org/docs/stable/generated/torch.nn.functional.selu.html#torch.nn.functional.selu) | [paddle.nn.functional.selu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/selu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.selu.html) | -| 204 | [torch.svd](https://pytorch.org/docs/stable/generated/torch.svd.html?highlight=torch+svd#torch.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html#svd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.svd.html) | -| 205 | [torch.atan](https://pytorch.org/docs/stable/generated/torch.atan.html#torch.atan) | [paddle.atan](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan_cn.html#atan) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atan.html) | -| 206 | [torch.distributions.gumbel.Gumbel](https://pytorch.org/docs/stable/distributions.html#torch.distributions.gumbel.Gumbel) | [paddle.distribution.Gumbel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Gumbel_cn.html#gumbel) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.gumbel.Gumbel.html) | -| 207 | [torch.nn.LeakyReLU](https://pytorch.org/docs/stable/generated/torch.nn.LeakyReLU.html?highlight=leakyrelu#torch.nn.LeakyReLU) | [paddle.nn.LeakyReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LeakyReLU_cn.html#leakyrelu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.LeakyReLU.html) | -| 208 | [torch.normal](https://pytorch.org/docs/stable/generated/torch.normal.html#torch.normal) | [paddle.normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/normal_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.normal.html) | -| 209 | [torch.nanmean](https://pytorch.org/docs/stable/generated/torch.nanmean.html?highlight=nanmean#torch.nanmean) | [paddle.nanmean](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nanmean_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nanmean.html) | -| 210 | [torch.searchsorted](https://pytorch.org/docs/stable/generated/torch.searchsorted.html#torch-searchsorted) | [paddle.searchsorted](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/searchsorted_cn.html#searchsorted) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.searchsorted.html) | -| 211 | [torch.Tensor.nanmean](https://pytorch.org/docs/stable/generated/torch.Tensor.nanmean.html?highlight=nanmean#torch.Tensor.nanmean) | [paddle.Tensor.nanmean](暂无对应文档) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.nanmean.html) | -| 212 | [torch.fft.ihfft2](https://pytorch.org/docs/stable/generated/torch.fft.ihfft2.html?highlight=torch+fft+ihfft2#torch.fft.ihfft2) | [paddle.fft.ihfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ihfft2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ihfft2.html) | -| 213 | [torch.nn.TransformerEncoder](https://pytorch.org/docs/stable/generated/torch.nn.TransformerEncoder.html#torch.nn.TransformerEncoder) | [paddle.nn.TransformerEncoder](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TransformerEncoder_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.TransformerEncoder.html) | -| 214 | [torch.nn.functional.gumbel_softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.gumbel_softmax.html#torch.nn.functional.gumbel_softmax) | [paddle.nn.functional.gumbel_softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/gumbel_softmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.gumbel_softmax.html) | -| 215 | [torch.distributed.isend](https://pytorch.org/docs/stable/distributed.html#torch.distributed.isend) | [paddle.distributed.isend](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/isend_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.isend.html) | -| 216 | [torch.nn.SmoothL1Loss](https://pytorch.org/docs/stable/generated/torch.nn.SmoothL1Loss.html?highlight=smoothl1loss#torch.nn.SmoothL1Loss) | [paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SmoothL1Loss_cn.html#smoothl1loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.SmoothL1Loss.html) | -| 217 | [torch.linalg.qr](https://pytorch.org/docs/stable/generated/torch.linalg.qr.html#torch.linalg.qr) | [paddle.linalg.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/qr_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.qr.html) | -| 218 | [torch.special.multigammaln](https://pytorch.org/docs/stable/special.html#torch.special.multigammaln) | [paddle.multigammaln](https://github.com/PaddlePaddle/Paddle/blob/be090bd0bc9ac7a8595296c316b3a6ed3dc60ba6/python/paddle/tensor/math.py#L5099) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.multigammaln.html) | -| 219 | [torch.distributions.transforms.AbsTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.AbsTransform) | [paddle.distribution.AbsTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/AbsTransform_cn.html#paddle.distribution.AbsTransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.AbsTransform.html) | -| 220 | [torch.autocast](https://pytorch.org/docs/stable/amp.html?highlight=autocast#torch.autocast) | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autocast.html) | -| 221 | [torch.fft.hfftn](https://pytorch.org/docs/stable/generated/torch.fft.hfftn.html?highlight=torch+fft+hfftn#torch.fft.hfftn) | [paddle.fft.hfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/hfftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.hfftn.html) | -| 222 | [torch.nn.functional.kl_div](https://pytorch.org/docs/stable/generated/torch.nn.functional.kl_div.html?highlight=kl_div#torch.nn.functional.kl_div) | [paddle.nn.functional.kl_div](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/kl_div_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.kl_div.html) | -| 223 | [torch.sparse\_csr\_tensor](https://pytorch.org/docs/stable/generated/torch.sparse_csr_tensor.html#torch.sparse_csr_tensor) | [paddle.sparse.sparse\_csr\_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sparse_csr_tensor_cn.html#sparse-csr-tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.sparse_csr_tensor.html) | -| 224 | [torch.nn.functional.cross_entropy](https://pytorch.org/docs/stable/generated/torch.nn.functional.cross_entropy.html?highlight=cross_#torch.nn.functional.cross_entropy) | [paddle.nn.functional.cross_entropy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cross_entropy_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.cross_entropy.html) | -| 225 | [torch.distributions.normal.Normal](https://pytorch.org/docs/stable/distributions.html#torch.distributions.normal.Normal) | [paddle.distribution.Normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Normal_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.normal.Normal.html) | -| 226 | [torch.nn.functional.hardtanh](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardtanh.html#torch.nn.functional.hardtanh) | [paddle.nn.functional.hardtanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardtanh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hardtanh.html) | -| 227 | [torch.optim.Adamax](https://pytorch.org/docs/stable/generated/torch.optim.Adamax.html) | [paddle.optimizer.Adamax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adamax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Adamax.html) | -| 228 | [torch.nn.MultiLabelSoftMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiLabelSoftMarginLoss.html#torch.nn.MultiLabelSoftMarginLoss) | [paddle.nn.MultiLabelSoftMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiLabelSoftMarginLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiLabelSoftMarginLoss.html) | -| 229 | [torch.Tensor.resize_](https://pytorch.org/docs/stable/generated/torch.Tensor.resize_.html) | [paddle.Tensor.resize_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#resize-shape-fill-zero-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.resize_.html) | -| 230 | [torch.distributions.transforms.ExpTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.ExpTransform) | [paddle.distribution.ExpTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExpTransform_cn.html#exptransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ExpTransform.html) | -| 231 | [torch.nn.CosineEmbeddingLoss](https://pytorch.org/docs/stable/generated/torch.nn.CosineEmbeddingLoss.html#torch.nn.CosineEmbeddingLoss) | [paddle.nn.CosineEmbeddingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CosineEmbeddingLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.CosineEmbeddingLoss.html) | -| 232 | [torch.distributions.chi2.Chi2](https://pytorch.org/docs/stable/distributions.html#chi2) | [paddle.distribution.Chi2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Chi2_cn.html#prob-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.chi2.Chi2.html) | -| 233 | [torch.signal.windows.hamming](https://pytorch.org/docs/stable/generated/torch.signal.windows.hamming.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.hamming.html) | -| 234 | [torch.abs](https://pytorch.org/docs/stable/generated/torch.abs.html?highlight=abs#torch.abs) | [paddle.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/abs_cn.html#abs) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.abs.html) | -| 235 | [torch.atanh](https://pytorch.org/docs/stable/generated/torch.atanh.html#torch.atanh) | [paddle.atanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atanh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atanh.html) | -| 236 | [torch.autograd.functional.vjp](https://pytorch.org/docs/stable/generated/torch.autograd.functional.vjp.html#torch.autograd.functional.vjp) | [paddle.incubate.autograd.vjp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/vjp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.vjp.html) | -| 237 | [torch.lu_unpack](https://pytorch.org/docs/stable/generated/torch.lu_unpack.html?highlight=lu_unpack#torch.lu_unpack) | [paddle.linalg.lu_unpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_unpack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lu_unpack.html) | -| 238 | [torch.fft.ihfftn](https://pytorch.org/docs/stable/generated/torch.fft.ihfftn.html?highlight=torch+fft+ihfftn#torch.fft.ihfftn) | [paddle.fft.ihfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ihfftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ihfftn.html) | -| 239 | [torch.Tensor.geometric_](https://pytorch.org/docs/stable/generated/torch.Tensor.geometric_.html) | [paddle.Tensor.geometric_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.geometric_.html) | -| 240 | [torch.distributed.barrier](https://pytorch.org/docs/stable/distributed.html?highlight=barrier#torch.distributed.barrier) | [paddle.distributed.barrier](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/barrier_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.barrier.html) | -| 241 | [torch.linalg.eigvals](https://pytorch.org/docs/stable/generated/torch.linalg.eigvals.html?highlight=torch+linalg+eigvals#torch.linalg.eigvals) | [paddle.linalg.eigvals](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigvals_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.eigvals.html) | -| 242 | [torch.max_pool1d](https://pytorch.org/docs/stable/jit_builtin_functions.html#supported-pytorch-functions) | [paddle.nn.functional.max_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.max_pool1d.html) | -| 243 | [torch.utils.cpp_extension.load](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+load#torch.utils.cpp_extension.load) | [paddle.utils.cpp_extension.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.cpp_extension.load.html) | -| 244 | [torch.exp](https://pytorch.org/docs/stable/generated/torch.exp.html?highlight=torch+exp#torch.exp) | [paddle.exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/exp_cn.html#exp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.exp.html) | -| 245 | [torch.stft](https://pytorch.org/docs/stable/generated/torch.stft.html?highlight=stft#torch.stft) | [paddle.signal.stft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/stft_cn.html#paddle.signal.stft) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.stft.html) | -| 246 | [torch.distributions.uniform.Uniform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.uniform.Uniform) | [paddle.distribution.Uniform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Uniform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.uniform.Uniform.html) | -| 247 | [torch.logcumsumexp](https://pytorch.org/docs/stable/generated/torch.logcumsumexp.html#torch-logcumsumexp) | [paddle.logcumsumexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logcumsumexp_cn.html#logcumsumexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.logcumsumexp.html) | -| 248 | [torch.optim.Adam](https://pytorch.org/docs/stable/generated/torch.optim.Adam.html) | [paddle.optimizer.Adam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adam_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Adam.html) | -| 249 | [torch.nn.MaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool3d.html?highlight=maxpool3d#torch.nn.MaxPool3d) | [paddle.nn.MaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxPool3D_cn.html#maxpool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MaxPool3d.html) | -| 250 | [torch.nn.SELU](https://pytorch.org/docs/stable/generated/torch.nn.SELU.html#torch.nn.SELU) | [paddle.nn.SELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SELU_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.SELU.html) | -| 251 | [torch.Tensor.symeig](https://pytorch.org/docs/stable/generated/torch.Tensor.symeig.html#torch.Tensor.symeig) | [paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.symeig.html) | -| 252 | [torch.signal.windows.gaussian](https://pytorch.org/docs/stable/generated/torch.signal.windows.gaussian.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.gaussian.html) | -| 253 | [torch.linalg.pinv](https://pytorch.org/docs/stable/generated/torch.linalg.pinv.html#torch.linalg.pinv) | [paddle.linalg.pinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/pinv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.pinv.html) | -| 254 | [torch.distributions.transforms.StickBreakingTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.StickBreakingTransform) | [paddle.distribution.StickBreakingTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/StickBreakingTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.StickBreakingTransform.html) | -| 255 | [torch.nn.functional.log_softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.log_softmax.html#torch.nn.functional.log_softmax) | [paddle.nn.functional.log_softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/log_softmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.log_softmax.html) | -| 256 | [torch.nn.parallel.DistributedDataParallel](https://pytorch.org/docs/stable/generated/torch.nn.parallel.DistributedDataParallel.html#torch.nn.parallel.DistributedDataParallel) | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.parallel.DistributedDataParallel.html) | -| 257 | [torch.signal.windows.blackman](https://pytorch.org/docs/stable/generated/torch.signal.windows.blackman.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.blackman.html) | -| 258 | [torch.jit.ignore](https://pytorch.org/docs/stable/generated/torch.jit.ignore.html#torch-jit-ignore) | [paddle.jit.not\_to\_static](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/not_to_static_cn.html#not-to-static) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.jit.ignore.html) | -| 259 | [torch.distributed.send](https://pytorch.org/docs/stable/distributed.html#torch.distributed.send) | [paddle.distributed.send](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/send_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.send.html) | -| 260 | [torch.fft.irfftn](https://pytorch.org/docs/stable/generated/torch.fft.irfftn.html?highlight=irfftn#torch.fft.irfftn) | [paddle.fft.irfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.irfftn.html) | -| 261 | [torch.fft.ihfft](https://pytorch.org/docs/stable/generated/torch.fft.ihfft.html?highlight=ihfft#torch.fft.ihfft) | [paddle.fft.ihfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ihfft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ihfft.html) | -| 262 | [torch.renorm](https://pytorch.org/docs/stable/generated/torch.renorm.html#torch-renorm) | paddle.renorm | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.renorm.html) | -| 263 | [torch.randn_like](https://pytorch.org/docs/stable/generated/torch.randn_like.html#torch.randn_like) | [paddle.randn_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/randn_like_cn.html#randn_like) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.randn_like.html) | -| 264 | [torch.distributed.rpc.shutdown](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.shutdown) | [paddle.distributed.rpc.shutdown](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/shutdown_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.rpc.shutdown.html) | -| 265 | [torch.optim.Adagrad](https://pytorch.org/docs/stable/generated/torch.optim.Adagrad.html) | [paddle.optimizer.Adagrad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adagrad_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Adagrad.html) | -| 266 | [torch.nn.TransformerEncoderLayer](https://pytorch.org/docs/stable/generated/torch.nn.TransformerEncoderLayer.html#torch.nn.TransformerEncoderLayer) | [paddle.nn.TransformerEncoderLayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TransformerEncoderLayer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.TransformerEncoderLayer.html) | -| 267 | [torch.log1p](https://pytorch.org/docs/stable/generated/torch.log1p.html?highlight=log1p#torch.log1p) | [paddle.log1p](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/log1p_cn.html#log1p) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.log1p.html) | -| 268 | [torch.Tensor.exponential_](https://pytorch.org/docs/stable/generated/torch.Tensor.exponential_.html#torch.Tensor.exponential_) | [paddle.Tensor.exponential_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#exponential-lam-1-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.exponential_.html) | -| 269 | [torch.special.gammaincc](https://pytorch.org/docs/stable/special.html#torch.special.gammaincc) | [paddle.gammaincc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.gammaincc.html) | -| 270 | [torch.nn.SoftMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.SoftMarginLoss.html#torch.nn.SoftMarginLoss) | [paddle.nn.SoftMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SoftMarginLoss_cn.html#softmarginloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.SoftMarginLoss.html) | -| 271 | [torch.jit.script](https://pytorch.org/docs/stable/generated/torch.jit.script.html#torch-jit-script) | [paddle.jit.to_static](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/to_static_cn.html#paddle.jit.to_static) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.jit.script.html) | -| 272 | [torch.onnx.export](https://pytorch.org/docs/stable/onnx.html#torch.onnx.export) | [paddle.onnx.export](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/onnx/export_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.onnx.export.html) | -| 273 | [torch.load](https://pytorch.org/docs/stable/generated/torch.load.html?highlight=load#torch.load) | [paddle.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/load_cn.html#load) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.load.html) | -| 274 | [torch.nn.functional.elu](https://pytorch.org/docs/stable/generated/torch.nn.functional.elu.html#torch.nn.functional.elu) | [paddle.nn.functional.elu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/elu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.elu.html) | -| 275 | [torch.hann_window](https://pytorch.org/docs/stable/generated/torch.hann_window.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hann_window.html) | -| 276 | [torch.hub.download\_url\_to\_file](https://pytorch.org/docs/stable/hub.html?highlight=download#torch.hub.download_url_to_file) | [paddle.utils.download.get\_weights\_path\_from\_url](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/download/get_weights_path_from_url_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.download_url_to_file.html) | -| 277 | [torch.fft.fft2](https://pytorch.org/docs/stable/generated/torch.fft.fft2.html?highlight=fft2#torch.fft.fft2) | [paddle.fft.fft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fft2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fft2.html) | -| 278 | [torch.linalg.matrix_power](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_power.html?highlight=torch+linalg+matrix_power#torch.linalg.matrix_power) | [paddle.linalg.matrix_power](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_power_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.matrix_power.html) | -| 279 | [torch.hub.load\_state\_dict\_from\_url](https://pytorch.org/docs/stable/hub.html#torch.hub.load_state_dict_from_url) | [paddle.hub.load\_state\_dict\_from\_url](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_state_dict_from_url_cn.html#load-state-dict-from-url) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load_state_dict_from_url.html) | -| 280 | [torch.fft.rfft2](https://pytorch.org/docs/stable/generated/torch.fft.rfft2.html) | [paddle.fft.rfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfft2_cn.html#rfft2) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.rfft2.html) | -| 281 | [torch.fmin](https://pytorch.org/docs/stable/generated/torch.fmin.html#torch.fmin) | [paddle.fmin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmin_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmin.html) | -| 282 | [torch.mode](https://pytorch.org/docs/stable/generated/torch.mode.html) | [paddle.mode](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/mode_cn.html#mode) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.mode.html) | -| 283 | [torch.distributions.exponential.Exponential](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exponential.Exponential.arg_constraints) | [paddle.distribution.Exponential](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ExponentialFamily_cn.html#exponential) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.exponential.Exponential.html) | -| 284 | [torch.distributions.multivariate_normal.MultivariateNormal](https://pytorch.org/docs/stable/distributions.html#multivariatenormal) | [paddle.distribution.MultivariateNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/MultivariateNormal_cn.html#multivariatenormal) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.multivariate_normal.MultivariateNormal.html) | -| 285 | [torch.addmm](https://pytorch.org/docs/stable/generated/torch.addmm.html?highlight=addmm#torch.addmm) | [paddle.addmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/addmm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.addmm.html) | -| 286 | [torch.Tensor.bernoulli_](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli_.html#torch.Tensor.bernoulli_) | [paddle.Tensor.bernoulli_](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/tensor/tensor.py) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.bernoulli_.html) | -| 287 | [torch.log10](https://pytorch.org/docs/stable/generated/torch.log10.html?highlight=log10#torch.log10) | [paddle.log10](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/log10_cn.html#log10) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.log10.html) | -| 288 | [torch.nn.modules.batchnorm._BatchNorm](https://pytorch.org/docs/stable/_modules/torch/nn/modules/batchnorm.html) | [paddle.nn.layer.norm._BatchNormBase](https://github.com/PaddlePaddle/Paddle/blob/b51d50bc9ee9eaa5cefa18507195b239e4513194/python/paddle/nn/layer/norm.py#L701) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.modules.batchnorm._BatchNorm.html) | -| 289 | [torch.Tensor.to\_sparse\_csr](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse_csr.html#torch-tensor-to-sparse-csr) | [paddle.Tensor.to\_sparse\_csr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.to_sparse_csr.html) | -| 290 | [torch.distributions.geometric.Geometric](https://pytorch.org/docs/stable/distributions.html#torch.distributions.geometric.Geometric) | [paddle.distribution.Geometric](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Geometric_cn.html#geometric) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.geometric.Geometric.html) | -| 291 | [torch.special.logit](https://pytorch.org/docs/stable/special.html#torch.special.logit) | [paddle.logit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logit_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.logit.html) | -| 292 | [torch.sgn](https://pytorch.org/docs/stable/generated/torch.sgn.html?highlight=torch+sgn#torch.sgn) | [paddle.sgn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sgn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.sgn.html) | -| 293 | [torchvision.transforms.functional.normalize](https://pytorch.org/vision/stable/generated/torchvision.transforms.functional.normalize.html) | [paddle.vision.transforms.normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/normalize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.transforms.functional.normalize.html) | -| 294 | [torch.distributions.transforms.ComposeTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.ComposeTransform) | [paddle.distribution.ChainTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ChainTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ComposeTransform.html) | -| 295 | [torch.special.i0](https://pytorch.org/docs/stable/special.html#torch.special.i0) | [paddle.i0](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.i0.html) | -| 296 | [torch.nn.DataParallel](https://pytorch.org/docs/stable/generated/torch.nn.DataParallel.html?highlight=dataparallel#torch.nn.DataParallel) | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html#dataparallel) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.DataParallel.html) | -| 297 | [torch.nn.Module.register\_forward\_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_hook) | [paddle.nn.Layer.register\_forward\_post\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.register_forward_hook.html) | -| 298 | [torch.hub.load](https://pytorch.org/docs/stable/hub.html?highlight=hub+load#torch.hub.load) | [paddle.hub.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load.html) | -| 299 | [torch.linalg.cond](https://pytorch.org/docs/stable/generated/torch.linalg.cond.html#torch.linalg.cond) | [paddle.linalg.cond](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/cond_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cond.html) | -| 300 | [torch.nn.functional.relu](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu.html#torch.nn.functional.relu) | [paddle.nn.functional.relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.relu.html) | -| 301 | [torch.nn.functional.hinge\_embedding\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.hinge_embedding_loss.html#torch.nn.functional.hinge_embedding_loss) | [paddle.nn.functional.hinge\_embedding\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hinge_embedding_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hinge_embedding_loss.html) | -| 302 | [torch.nn.TransformerDecoderLayer](https://pytorch.org/docs/stable/generated/torch.nn.TransformerDecoderLayer.html?highlight=transformerdecoderlayer#torch.nn.TransformerDecoderLayer) | [paddle.nn.TransformerDecoderLayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TransformerDecoderLayer_cn.html#transformerdecoderlayer) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.TransformerDecoderLayer.html) | -| 303 | [torch.tril_indices](https://pytorch.org/docs/stable/generated/torch.tril_indices.html?highlight=tril_indices#torch.tril_indices) | [paddle.tril_indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tril_indices_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.tril_indices.html) | -| 304 | [torch.nn.CELU](https://pytorch.org/docs/stable/generated/torch.nn.CELU.html#torch.nn.CELU) | [paddle.nn.CELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CELU_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.CELU.html) | -| 305 | [torch.distributions.transforms.AffineTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.AffineTransform) | [paddle.distribution.AffineTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/AffineTransform_cn.html#affinetransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.AffineTransform.html) | -| 306 | [torch.signal.windows.cosine](https://pytorch.org/docs/stable/generated/torch.signal.windows.cosine.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.cosine.html) | -| 307 | [torch.optim.Rprop](https://pytorch.org/docs/stable/generated/torch.optim.Rprop.html) | [paddle.optimizer.Rprop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Rprop_cn.html#cn-api-paddle-optimizer-rprop) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Rprop.html) | -| 308 | [torch.multiprocessing.spawn](https://pytorch.org/docs/stable/multiprocessing.html#torch.multiprocessing.spawn) | [paddle.distributed.spawn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/spawn_cn.html#spawn) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.multiprocessing.spawn.html) | -| 309 | [torch.cholesky](https://pytorch.org/docs/stable/generated/torch.cholesky.html?highlight=cholesky#torch.cholesky) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cholesky.html) | -| 310 | [torch.frac](https://pytorch.org/docs/stable/generated/torch.frac.html?highlight=frac#torch.frac) | [paddle.frac](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/frac_cn.html#frac) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.frac.html) | -| 311 | [torch.distributed.irecv](https://pytorch.org/docs/stable/distributed.html?highlight=send#torch.distributed.irecv) | [paddle.distributed.irecv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/irecv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.irecv.html) | -| 312 | [torch.nn.MultiMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiMarginLoss) | [paddle.nn.MultiMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiMarginLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiMarginLoss.html) | -| 313 | [torch.nn.Dropout2d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout2d.html?highlight=dropout2d#torch.nn.Dropout2d) | [paddle.nn.Dropout2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout2D_cn.html#dropout2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout2d.html) | -| 314 | [torch.nn.SyncBatchNorm.convert\_sync\_batchnorm](https://pytorch.org/docs/stable/generated/torch.nn.SyncBatchNorm.html?highlight=convert_sync_batchnorm#torch.nn.SyncBatchNorm.convert_sync_batchnorm) | [paddle.nn.SyncBatchNorm.convert\_sync\_batchnorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#convert-sync-batchnorm-layer) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.SyncBatchNorm.convert_sync_batchnorm.html) | -| 315 | [torch.nn.utils.clip\_grad\_norm\_](https://pytorch.org/docs/stable/generated/torch.nn.utils.clip_grad_norm_.html?highlight=clip_grad_norm_#torch.nn.utils.clip_grad_norm_) | [paddle.nn.utils.clip\_grad\_norm\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/clip_grad_norm__cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.utils.clip_grad_norm_.html) | -| 316 | [torch.rad2deg](https://pytorch.org/docs/stable/generated/torch.rad2deg.html?highlight=torch+rad2deg#torch.rad2deg) | [paddle.rad2deg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/rad2deg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.rad2deg.html) | -| 317 | [torch.fft.ifftn](https://pytorch.org/docs/stable/generated/torch.fft.ifftn.html?highlight=ifftn#torch.fft.ifftn) | [paddle.fft.ifftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ifftn.html) | -| 318 | [torch.frexp](https://pytorch.org/docs/stable/generated/torch.frexp.html?highlight=frexp#torch.frexp) | [paddle.frexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/frexp_cn.html#frexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.frexp.html) | -| 319 | [torchvision.transforms.Normalize](https://pytorch.org/vision/main/generated/torchvision.transforms.Normalize.html) | [paddle.vision.transforms.Normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Normalize__upper_cn.html#normalize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.transforms.Normalize.html) | -| 320 | [torch.distributions.independent.Independent](https://pytorch.org/docs/stable/distributions.html#torch.distributions.independent.Independent) | [paddle.distribution.Independent](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Independent_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.independent.Independent.html) | -| 321 | [torch.nn.AlphaDropout](https://pytorch.org/docs/stable/generated/torch.nn.AlphaDropout.html#torch.nn.AlphaDropout) | [paddle.nn.AlphaDropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AlphaDropout_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.AlphaDropout.html) | -| 322 | [torch.nn.functional.binary\_cross\_entropy\_with\_logits](https://pytorch.org/docs/stable/generated/torch.nn.functional.binary_cross_entropy_with_logits.html?highlight=binary_cross_entropy_with_logits#torch.nn.functional.binary_cross_entropy_with_logits) | [paddle.nn.functional.binary\_cross\_entropy\_with\_logits](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/binary_cross_entropy_with_logits_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.binary_cross_entropy_with_logits.html) | -| 323 | [torch.special.i1e](https://pytorch.org/docs/stable/special.html#torch.special.i1e) | [paddle.i1e](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i1e_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.i1e.html) | -| 324 | [torch.nn.CTCLoss](https://pytorch.org/docs/stable/generated/torch.nn.CTCLoss.html#torch.nn.CTCLoss) | [paddle.nn.CTCLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CTCLoss_cn.html#ctcloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.CTCLoss.html) | -| 325 | [torch.nn.functional.fractional\_max\_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.fractional_max_pool2d.html#torch-nn-functional-fractional-max-pool2d) | [paddle.nn.functional.fractional\_max\_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/fractional_max_pool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.fractional_max_pool2d.html) | -| 326 | [torch.tensordot](https://pytorch.org/docs/stable/generated/torch.tensordot.html?highlight=tensordot#torch.tensordot) | [paddle.tensordot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tensordot_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.tensordot.html) | -| 327 | [torch.linalg.matrix_rank](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_rank.html?highlight=matrix_rank#torch.linalg.matrix_rank) | [paddle.linalg.matrix_rank](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_rank_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.matrix_rank.html) | -| 328 | [torch.nn.RReLU](https://pytorch.org/docs/stable/generated/torch.nn.RReLU.html#torch.nn.RReLU) | [paddle.nn.RReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/RReLU_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.RReLU.html) | -| 329 | [torch.special.digamma](https://pytorch.org/docs/stable/special.html#torch.special.digamma) | [paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.digamma.html) | -| 330 | [torch.nn.L1Loss](https://pytorch.org/docs/stable/generated/torch.nn.L1Loss.html?highlight=l1loss#torch.nn.L1Loss) | [paddle.nn.L1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/L1Loss_cn.html#l1loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.L1Loss.html) | -| 331 | [torch.nn.ReLU](https://pytorch.org/docs/stable/generated/torch.nn.ReLU.html?highlight=relu#torch.nn.ReLU) | [paddle.nn.ReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ReLU_cn.html#relu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ReLU.html) | -| 332 | [torch.mvlgamma](https://pytorch.org/docs/stable/generated/torch.mvlgamma.html) | [paddle.multigammaln](https://github.com/PaddlePaddle/Paddle/blob/be090bd0bc9ac7a8595296c316b3a6ed3dc60ba6/python/paddle/tensor/math.py#L5099) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.mvlgamma.html) | -| 333 | [torch.sinh](https://pytorch.org/docs/stable/generated/torch.sinh.html?highlight=sinh#torch.sinh) | [paddle.sinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinh_cn.html#sinh) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.sinh.html) | -| 334 | [torch.autograd.functional.jvp](https://pytorch.org/docs/stable/generated/torch.autograd.functional.jvp.html#torch.autograd.functional.jvp) | [paddle.incubate.autograd.jvp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/jvp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.jvp.html) | -| 335 | [torch.nn.functional.multi\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.multi_margin_loss.html) | [paddle.nn.functional.multi\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/multi_margin_loss_cn.html#multi-margin-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.multi_margin_loss.html) | -| 336 | [torch.lcm](https://pytorch.org/docs/stable/generated/torch.lcm.html#torch-lcm) | [paddle.lcm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/lcm_cn.html#lcm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lcm.html) | -| 337 | [torch.nn.PReLU](https://pytorch.org/docs/stable/generated/torch.nn.PReLU.html?highlight=prelu#torch.nn.PReLU) | [paddle.nn.PReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PReLU_cn.html#prelu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.PReLU.html) | -| 338 | [torch.optim.AdamW](https://pytorch.org/docs/stable/generated/torch.optim.AdamW.html) | [paddle.optimizer.AdamW](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/AdamW_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.AdamW.html) | -| 339 | [torch.nn.RNNBase](https://pytorch.org/docs/stable/generated/torch.nn.RNNBase.html#torch.nn.RNNBase) | [paddle.nn.layer.rnn.RNNBase](https://github.com/PaddlePaddle/Paddle/blob/e25e86f4f6d1bbd043b621a75e93d0070719c3d8/python/paddle/nn/layer/rnn.py#L1300) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.RNNBase.html) | -| 340 | [torch.nn.MarginRankingLoss](https://pytorch.org/docs/stable/generated/torch.nn.MarginRankingLoss.html#marginrankingloss) | [paddle.nn.MarginRankingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MarginRankingLoss_cn.html#marginrankingloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MarginRankingLoss.html) | -| 341 | [torch.diag](https://pytorch.org/docs/stable/generated/torch.diag.html?highlight=diag#torch.diag) | [paddle.diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diag_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.diag.html) | -| 342 | [torch.reciprocal](https://pytorch.org/docs/stable/generated/torch.reciprocal.html?highlight=torch+reciprocal#torch.reciprocal) | [paddle.reciprocal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/reciprocal_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.reciprocal.html) | -| 343 | [torch.linalg.lu_factor](https://pytorch.org/docs/stable/generated/torch.linalg.lu_factor.html#torch.linalg.lu_factor) | [paddle.linalg.lu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.lu_factor.html) | -| 344 | [torch.distributions.poisson.Poisson](https://pytorch.org/docs/stable/distributions.html#poisson) | [paddle.distribution.Poisson](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/Poisson_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.poisson.Poisson.html) | -| 345 | [torch.conj_physical](https://pytorch.org/docs/stable/generated/torch.conj_physical.html#torch.conj_physical) | [paddle.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/conj_cn.html#conj) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.conj_physical.html) | -| 346 | [torch.heaviside](https://pytorch.org/docs/stable/generated/torch.heaviside.html#torch.heaviside) | [paddle.heaviside](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/heaviside_cn.html#heaviside) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.heaviside.html) | -| 347 | [torch.nn.Threshold](https://pytorch.org/docs/stable/generated/torch.nn.Threshold.html#torch.nn.Threshold) | [paddle.nn.ThresholdedReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ThresholdedReLU_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Threshold.html) | -| 348 | [torch.nn.functional.multilabel\_soft\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.multilabel_soft_margin_loss.html) | [paddle.nn.functional.multi\_label\_soft\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/multi_label_soft_margin_loss_cn.html#multi-label-soft-margin-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.multilabel_soft_margin_loss.html) | -| 349 | [torch.Tensor.cauchy_](https://pytorch.org/docs/stable/generated/torch.Tensor.cauchy_.html) | [paddle.Tensor.cauchy_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.cauchy_.html) | -| 350 | [torch.sparse.softmax](https://pytorch.org/docs/stable/generated/torch.sparse.softmax.html#torch.sparse.softmax) | [paddle.sparse.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/nn/functional/softmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.sparse.softmax.html) | -| 351 | [torch.nn.functional.alpha_dropout](https://pytorch.org/docs/stable/generated/torch.nn.functional.alpha_dropout.html) | [paddle.nn.functional.alpha_dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/alpha_dropout_cn.html#alpha-dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.alpha_dropout.html) | -| 352 | [torch.nn.KLDivLoss](https://pytorch.org/docs/stable/generated/torch.nn.KLDivLoss.html?highlight=kldivloss#torch.nn.KLDivLoss) | [paddle.nn.KLDivLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/KLDivLoss_cn.html#kldivloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.KLDivLoss.html) | -| 353 | [torch.nn.MSELoss](https://pytorch.org/docs/stable/generated/torch.nn.MSELoss.html?highlight=mseloss#torch.nn.MSELoss) | [paddle.nn.MSELoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MSELoss_cn.html#mseloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MSELoss.html) | -| 354 | [torch.nanquantile](https://pytorch.org/docs/stable/generated/torch.nanquantile.html?highlight=nanquantile#torch.nanquantile) | [paddle.nanquantile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nanquantile_cn.html#nanquantile) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nanquantile.html) | -| 355 | [torch.nn.BCELoss](https://pytorch.org/docs/stable/generated/torch.nn.BCELoss.html?highlight=bceloss#torch.nn.BCELoss) | [paddle.nn.BCELoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BCELoss_cn.html#bceloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.BCELoss.html) | -| 356 | [torch.linalg.lu\_factor\_ex](https://pytorch.org/docs/stable/generated/torch.linalg.lu_factor_ex.html?highlight=lu_factor_ex#torch.linalg.lu_factor_ex) | [paddle.linalg.lu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.lu_factor_ex.html) | -| 357 | [torch.special.expm1](https://pytorch.org/docs/stable/special.html#torch.special.expm1) | [paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/expm1_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.expm1.html) | -| 358 | [torch.mm](https://pytorch.org/docs/stable/generated/torch.mm.html?highlight=torch+mm#torch.mm) | [paddle.mm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.mm.html) | -| 359 | [torch.clone](https://pytorch.org/docs/stable/generated/torch.clone.html?highlight=clone#torch.clone) | [paddle.clone](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/clone_cn.html#clone) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.clone.html) | -| 360 | [flash\_attn.flash\_attn\_interface.flash\_attn\_unpadded\_func](https://github.com/Dao-AILab/flash-attention/blob/d0787acc16c3667156b51ce5b01bdafc7594ed39/flash_attn/flash_attn_interface.py#L1050) | [paddle.nn.functional.flash\_attention.flash\_attn\_unpadded](https://github.com/PaddlePaddle/Paddle/blob/b32b51b7c21ad62bf794512c849a603c8c0ece44/python/paddle/nn/functional/flash_attention.py#L664) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/flash_attn.flash_attn_interface.flash_attn_unpadded_func.html) | -| 361 | [torch.linalg.multi_dot](https://pytorch.org/docs/stable/generated/torch.linalg.multi_dot.html?highlight=torch+linalg+multi_dot#torch.linalg.multi_dot) | [paddle.linalg.multi_dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/multi_dot_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.multi_dot.html) | -| 362 | [torch.nn.TripletMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.TripletMarginLoss.html#torch.nn.TripletMarginLoss) | [paddle.nn.TripletMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TripletMarginLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.TripletMarginLoss.html) | -| 363 | [torch.nn.functional.mse_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.mse_loss.html?highlight=mse_loss#torch.nn.functional.mse_loss) | [paddle.nn.functional.mse_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/mse_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.mse_loss.html) | -| 364 | [transformers.PretrainedConfig](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/configuration#transformers.PretrainedConfig) | [paddlenlp.transformers.PretrainedConfig](https://github.com/PaddlePaddle/PaddleNLP/blob/57000fa12ce67024238f0b56a6fde63c592c54ce/paddlenlp/transformers/configuration_utils.py#L317) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.PretrainedConfig.html) | -| 365 | [torch.Tensor.stft](https://pytorch.org/docs/stable/generated/torch.Tensor.stft.html#torch.Tensor.stft) | [paddle.Tensor.stft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/stft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.stft.html) | -| 366 | [torch.nn.functional.soft\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.soft_margin_loss.html?highlight=soft_margin_loss#torch.nn.functional.soft_margin_loss) | [paddle.nn.functional.soft\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/soft_margin_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.soft_margin_loss.html) | -| 367 | [fairscale.nn.model_parallel.layers.ParallelEmbedding](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L152) | [paddle.distributed.fleet.meta_parallel.VocabParallelEmbedding](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L37) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.ParallelEmbedding.html) | -| 368 | [torch.linalg.eig](https://pytorch.org/docs/stable/generated/torch.linalg.eig.html?highlight=torch+linalg+eig#torch.linalg.eig) | [paddle.linalg.eig](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eig_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.eig.html) | -| 369 | torch.clamp_max | [paddle.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/clip_cn.html#clip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.clamp_max.html) | -| 370 | [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc) | [paddle.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.gammainc.html) | -| 371 | [torch.nn.FeatureAlphaDropout](https://pytorch.org/docs/stable/generated/torch.nn.FeatureAlphaDropout.html#torch.nn.FeatureAlphaDropout) | [paddle.nn.FeatureAlphaDropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/FeatureAlphaDropout_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FeatureAlphaDropout.html) | -| 372 | [torch.round](https://pytorch.org/docs/stable/generated/torch.round.html?highlight=round#torch.round) | [paddle.round](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/round_cn.html#round) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.round.html) | -| 373 | [torch.distributions.transforms.IndependentTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.IndependentTransform) | [paddle.distribution.IndependentTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/IndependentTransform_cn.html#independenttransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.IndependentTransform.html) | -| 374 | [torch.distributions.distribution.Distribution](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution) | [paddle.distribution.Distribution](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.distribution.Distribution.html) | -| 375 | [torch.nn.ReLU6](https://pytorch.org/docs/stable/generated/torch.nn.ReLU6.html#torch.nn.ReLU6) | [paddle.nn.ReLU6](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ReLU6_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ReLU6.html) | -| 376 | [torch.column_stack](https://pytorch.org/docs/stable/generated/torch.column_stack.html#torch.column_stack) | [paddle.column_stack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/column_stack_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.column_stack.html) | -| 377 | [torch.distributions.transforms.TanhTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.TanhTransform) | [paddle.distribution.TanhTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/TanhTransform_cn.html#tanhtransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.TanhTransform.html) | -| 378 | [torch.nn.HingeEmbeddingLoss](https://pytorch.org/docs/stable/generated/torch.nn.HingeEmbeddingLoss.html#hingeembeddingloss) | [paddle.nn.HingeEmbeddingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/HingeEmbeddingLoss_cn.html#hingeembeddingloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.HingeEmbeddingLoss.html) | -| 379 | [torch.optim.Adadelta](https://pytorch.org/docs/stable/generated/torch.optim.Adadelta.html) | [paddle.optimizer.Adadelta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adadelta_cn.html#cn-api-paddle-optimizer-adadelta) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Adadelta.html) | -| 380 | [torch.nn.functional.interpolate](https://pytorch.org/docs/stable/generated/torch.nn.functional.interpolate.html#torch.nn.functional.interpolate) | [paddle.nn.functional.interpolate](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/interpolate_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.interpolate.html) | -| 381 | [torch.nn.Hardsigmoid](https://pytorch.org/docs/stable/generated/torch.nn.Hardsigmoid.html?highlight=hardsigmoid#torch.nn.Hardsigmoid) | [paddle.nn.Hardsigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardsigmoid_cn.html#hardsigmoid) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardsigmoid.html) | -| 382 | [torch.fft.rfftn](https://pytorch.org/docs/stable/generated/torch.fft.rfftn.html#torch-fft-rfftn) | [paddle.fft.rfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfftn_cn.html#rfftn) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.rfftn.html) | -| 383 | [torch.meshgrid](https://pytorch.org/docs/stable/generated/torch.meshgrid.html?highlight=meshgrid#torch.meshgrid) | [paddle.meshgrid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/meshgrid_cn.html#meshgrid) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.meshgrid.html) | -| 384 | [torch.nn.functional.threshold](https://pytorch.org/docs/stable/generated/torch.nn.functional.threshold.html#torch.nn.functional.threshold) | [paddle.nn.functional.thresholded_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.threshold.html) | -| 385 | [torch.nn.functional.dropout](https://pytorch.org/docs/stable/generated/torch.nn.functional.dropout.html) | [paddle.nn.functional.dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/dropout_cn.html#dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.dropout.html) | -| 386 | [torch.nn.CrossEntropyLoss](https://pytorch.org/docs/stable/generated/torch.nn.CrossEntropyLoss.html#torch.nn.CrossEntropyLoss) | [paddle.nn.CrossEntropyLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CrossEntropyLoss_cn.html#crossentropyloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.CrossEntropyLoss.html) | -| 387 | [torch.linalg.eigh](https://pytorch.org/docs/stable/generated/torch.linalg.eigh.html#torch.linalg.eigh) | [paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.eigh.html) | -| 388 | [torchvision.datasets.ImageFolder](https://pytorch.org/vision/main/generated/torchvision.datasets.ImageFolder.html) | [paddle.vision.datasets.ImageFolder](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/ImageFolder_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.datasets.ImageFolder.html) | -| 389 | [torch.symeig](https://pytorch.org/docs/stable/generated/torch.symeig.html?highlight=torch+symeig#torch.symeig) | [paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigh_cn.html#eigh) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.symeig.html) | -| 390 | [torch.nn.Dropout1d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout1d.html#torch.nn.Dropout1d) | [paddle.nn.Dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout_cn.html#dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout1d.html) | -| 391 | [torch.nn.MaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool2d.html?highlight=maxpool2d#torch.nn.MaxPool2d) | [paddle.nn.MaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxPool2D_cn.html#maxpool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MaxPool2d.html) | -| 392 | [torch.nn.functional.dropout3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.dropout3d.html#torch.nn.functional.dropout3d) | [paddle.nn.functional.dropout3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/dropout3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.dropout3d.html) | -| 393 | [torch.poisson](https://pytorch.org/docs/stable/generated/torch.poisson.html#torch.poisson) | [paddle.poisson](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/poisson_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.poisson.html) | -| 394 | [torch.nn.MultiheadAttention](https://pytorch.org/docs/stable/generated/torch.nn.MultiheadAttention.html#torch.nn.MultiheadAttention) | [paddle.nn.MultiHeadAttention](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiHeadAttention_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiheadAttention.html) | -| 395 | [torch.fft.ifft](https://pytorch.org/docs/stable/generated/torch.fft.ifft.html?highlight=ifft#torch.fft.ifft) | [paddle.fft.ifft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ifft.html) | -| 396 | [torch.special.gammaln](https://pytorch.org/docs/stable/special.html#torch.special.gammaln) | [paddle.gammaln](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gammaln_cn.html#gammaln) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.gammaln.html) | ### 7. 输入参数用法不一致 **分类简介** @@ -1594,72 +196,6 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [torch.nn.ConvTranspose2d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose2d.html?highlight=convtranspose2d#torch.nn.ConvTranspose2d) | [paddle.nn.Conv2DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv2DTranspose_cn.html#conv2dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.ConvTranspose2d.html) | -| 2 | [torch.nn.AvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AvgPool2d.html?highlight=avgpool2d#torch.nn.AvgPool2d) | [paddle.nn.AvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AvgPool2D_cn.html#avgpool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.AvgPool2d.html) | -| 3 | [torch.nn.functional.batch_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.batch_norm.html#torch.nn.functional.batch_norm) | [paddle.nn.functional.batch_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/batch_norm_cn.html#batch-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.batch_norm.html) | -| 4 | [torchvision.datasets.Flowers102](https://pytorch.org/vision/main/generated/torchvision.datasets.Flowers102.html) | [paddle.vision.datasets.Flowers](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/Flowers_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.datasets.Flowers102.html) | -| 5 | [torch.nn.functional.avg_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.avg_pool1d.html#torch.nn.functional.avg_pool1d) | [paddle.nn.functional.avg_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool1d_cn.html#avg-pool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.avg_pool1d.html) | -| 6 | [torch.nn.functional.avg_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.avg_pool2d.html#torch.nn.functional.avg_pool2d) | [paddle.nn.functional.avg_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool2d_cn.html#avg-pool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.avg_pool2d.html) | -| 7 | [torch.nn.functional.instance_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.instance_norm.html#torch.nn.functional.instance_norm) | [paddle.nn.functional.instance_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/instance_norm_cn.html#instance-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.instance_norm.html) | -| 8 | [torch.atleast_1d](https://pytorch.org/docs/stable/generated/torch.atleast_1d.html#torch-atleast-1d) | [paddle.atleast_1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atleast_1d_cn.html#atleast_1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.atleast_1d.html) | -| 9 | [torch.Tensor.split](https://pytorch.org/docs/stable/generated/torch.Tensor.split.html) | [paddle.Tensor.split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#split-num-or-sections-axis-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.split.html) | -| 10 | [torchvision.ops.roi_align](https://pytorch.org/vision/main/generated/torchvision.ops.roi_align.html) | [paddle.vision.ops.roi_align](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/roi_align_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.ops.roi_align.html) | -| 11 | [torch.nn.BatchNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm1d.html?highlight=torch%20nn%20batchnorm1d#torch.nn.BatchNorm1d) | [paddle.nn.BatchNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm1D_cn.html#batchnorm1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.BatchNorm1d.html) | -| 12 | [torch.distributed.rpc.rpc_async](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.rpc_async) | [paddle.distributed.rpc.rpc_async](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/rpc_async_cn.html#rpc-async) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.rpc.rpc_async.html) | -| 13 | [torch.slice_scatter](https://pytorch.org/docs/stable/generated/torch.slice_scatter.html#torch.slice_scatter) | [paddle.slice_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/slice_scatter.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.slice_scatter.html) | -| 14 | [torch.nn.LSTM](https://pytorch.org/docs/stable/generated/torch.nn.LSTM.html?highlight=lstm#torch.nn.LSTM) | [paddle.nn.LSTM](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LSTM_cn.html#lstm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.LSTM.html) | -| 15 | [torch.Tensor.svd](https://pytorch.org/docs/stable/generated/torch.Tensor.svd.html#torch.Tensor.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html#svd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.svd.html) | -| 16 | [torch.distributed.broadcast](https://pytorch.org/docs/stable/distributed.html#torch.distributed.broadcast) | [paddle.distributed.broadcast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/broadcast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.broadcast.html) | -| 17 | [torch.Tensor.tile](https://pytorch.org/docs/stable/generated/torch.Tensor.tile.html#torch.Tensor.tile) | [paddle.Tensor.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tile-repeat-times-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.tile.html) | -| 18 | [torchvision.datasets.CIFAR10](https://pytorch.org/vision/main/generated/torchvision.datasets.CIFAR10.html) | [paddle.vision.datasets.Cifar10](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/Cifar10_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.datasets.CIFAR10.html) | -| 19 | [torchvision.datasets.CIFAR100](https://pytorch.org/vision/main/generated/torchvision.datasets.CIFAR100.html) | [paddle.vision.datasets.Cifar100](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/Cifar100_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.datasets.CIFAR100.html) | -| 20 | [torch.nn.functional.bilinear](https://pytorch.org/docs/stable/generated/torch.nn.functional.bilinear.html?highlight=bilinear#torch.nn.functional.bilinear) | [paddle.nn.functional.bilinear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/bilinear_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.bilinear.html) | -| 21 | [torch.Tensor.lstsq](https://pytorch.org/docs/1.9.0/generated/torch.Tensor.lstsq.html?highlight=torch%20tensor%20lstsq#torch.Tensor.lstsq) | paddle.Tensor.lstsq | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.lstsq.html) | -| 22 | [torch.nn.ConvTranspose1d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose1d.html?highlight=convtranspose1d#torch.nn.ConvTranspose1d) | [paddle.nn.Conv1DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv1DTranspose_cn.html#conv1dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.ConvTranspose1d.html) | -| 23 | [torch.Tensor.transpose_](https://pytorch.org/docs/stable/generated/torch.Tensor.transpose_.html) | paddle.Tensor.transpose_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.transpose_.html) | -| 24 | [torchvision.ops.ps\_roi\_pool](https://pytorch.org/vision/main/generated/torchvision.ops.ps_roi_pool.html) | [paddle.vision.ops.psroi_pool](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/psroi_pool_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.ops.ps_roi_pool.html) | -| 25 | [torch.distributed.all_reduce](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_reduce) | [paddle.distributed.all_reduce](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/all_reduce_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.all_reduce.html) | -| 26 | [torch.atleast_3d](https://pytorch.org/docs/stable/generated/torch.atleast_3d.html#torch-atleast-3d) | [paddle.atleast_3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atleast_3d_cn.html#atleast_3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.atleast_3d.html) | -| 27 | [torch.nn.ConvTranspose3d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose3d.html?highlight=convtranspose3d#torch.nn.ConvTranspose3d) | [paddle.nn.Conv3DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv3DTranspose_cn.html#conv3dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.ConvTranspose3d.html) | -| 28 | [torch.nn.InstanceNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm2d.html#torch.nn.InstanceNorm2d) | [paddle.nn.InstanceNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm2D_cn.html#instancenorm2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.InstanceNorm2d.html) | -| 29 | [torch.distributed.rpc.rpc_sync](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.rpc_sync) | [paddle.distributed.rpc.rpc_sync](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/rpc_sync_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.rpc.rpc_sync.html) | -| 30 | [torch.nn.functional.avg_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.avg_pool3d.html#torch.nn.functional.avg_pool3d) | [paddle.nn.functional.avg_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool3d_cn.html#avg-pool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.avg_pool3d.html) | -| 31 | [torch.distributed.all\_gather\_object](https://pytorch.org/docs/stable/distributed.html?highlight=all_gather_object#torch.distributed.all_gather_object) | [paddle.distributed.all\_gather\_object](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/all_gather_object_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.all_gather_object.html) | -| 32 | [torch.nn.BatchNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm2d.html?highlight=batchnorm2d#torch.nn.BatchNorm2d) | [paddle.nn.BatchNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm2D_cn.html#batchnorm2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.BatchNorm2d.html) | -| 33 | [torch.distributed.all\_to\_all](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_to_all) | [paddle.distributed.alltoall](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/alltoall_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.all_to_all.html) | -| 34 | [torch.nn.Module.xpu](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.xpu) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.Module.xpu.html) | -| 35 | [torch.cuda.Stream](https://pytorch.org/docs/stable/generated/torch.cuda.Stream.html#torch.cuda.Stream) | [paddle.device.Stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/Stream_cn.html#stream) | - | -| 36 | [torch.optim.Optimizer.zero_grad](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.zero_grad.html) | [paddle.optimizer.Optimizer.clear_gradients](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html#clear-grad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.optim.Optimizer.zero_grad.html) | -| 37 | [torch.set\_rng\_state](https://pytorch.org/docs/stable/generated/torch.set_rng_state.html#torch.set_rng_state) | paddle.set_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.set_rng_state.html) | -| 38 | [torch.nn.AvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AvgPool3d.html?highlight=avgpool3d#torch.nn.AvgPool3d) | [paddle.nn.AvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AvgPool3D_cn.html#avgpool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.AvgPool3d.html) | -| 39 | [torch.sparse.FloatTensor](https://pytorch.org/docs/stable/generated/torch.cuda.comm.broadcast.html#torch.cuda.comm.broadcast) | [paddle.sparse.sparse\_coo\_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sparse_coo_tensor_cn.html#sparse-coo-tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.sparse.FloatTensor.html) | -| 40 | [torch.utils.data.TensorDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.TensorDataset) | [paddle.io.TensorDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/TensorDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.utils.data.TensorDataset.html) | -| 41 | [torch.sparse\_coo\_tensor](https://pytorch.org/docs/stable/generated/torch.sparse_coo_tensor.html?highlight=torch+sparse_coo_tensor#torch.sparse_coo_tensor) | [paddle.sparse.sparse\_coo\_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sparse_coo_tensor_cn.html#sparse-coo-tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.sparse_coo_tensor.html) | -| 42 | [torch.nn.AvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AvgPool1d.html?highlight=avgpool1d#torch.nn.AvgPool1d) | [paddle.nn.AvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AvgPool1D_cn.html#avgpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.AvgPool1d.html) | -| 43 | [torchvision.datasets.MNIST](https://pytorch.org/vision/main/generated/torchvision.datasets.MNIST.html) | [paddle.vision.datasets.MNIST](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/MNIST_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.datasets.MNIST.html) | -| 44 | [torch.distributed.all\_gather\_into\_tensor](https://docs.pytorch.org/docs/stable/distributed.html#torch.distributed.all_gather_into_tensor) | [paddle.distributed.all_gather](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/all_gather_cn.html#all-gather) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.all_gather_into_tensor.html) | -| 45 | [torchvision.datasets.VOCDetection](https://pytorch.org/vision/main/generated/torchvision.datasets.VOCDetection.html) | [paddle.vision.datasets.VOC2012](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/VOC2012_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.datasets.VOCDetection.html) | -| 46 | [torch.Tensor.set_](https://pytorch.org/docs/stable/generated/torch.Tensor.set_.html) | [paddle.Tensor.set_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#set-source-none-shape-none-stride-none-offset-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.set_.html) | -| 47 | [torch.nn.RNN](https://pytorch.org/docs/stable/generated/torch.nn.RNN.html#torch.nn.RNN) | [paddle.nn.SimpleRNN](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNN_cn.html#simplernn) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.RNN.html) | -| 48 | [torch.distributed.scatter](https://pytorch.org/docs/stable/distributed.html#torch.distributed.scatter) | [paddle.distributed.scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/scatter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.scatter.html) | -| 49 | [torch.distributed.gather](https://pytorch.org/docs/stable/distributed.html#torch.distributed.gather) | [paddle.distributed.gather](https://github.com/PaddlePaddle/Paddle/blob/c8ccc9b154632ef41ade1b8e97b87d54fde7e8f8/python/paddle/distributed/communication/gather.py#L20C71-L20C71) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.gather.html) | -| 50 | [torchvision.ops.roi_pool](https://pytorch.org/vision/main/generated/torchvision.ops.roi_pool.html) | [paddle.vision.ops.roi_pool](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/roi_pool_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.ops.roi_pool.html) | -| 51 | [torch.nn.Linear](https://pytorch.org/docs/stable/generated/torch.nn.Linear.html?highlight=linear#torch.nn.Linear) | [paddle.nn.Linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Linear_cn.html#linear) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.Linear.html) | -| 52 | [torch.distributed.optim.DistributedOptimizer](https://pytorch.org/docs/stable/distributed.optim.html) | [paddle.distributed.fleet.distributed_optimizer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/fleet/Fleet_cn.html#cn-api-paddle-distributed-fleet-fleet) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.optim.DistributedOptimizer.html) | -| 53 | [torch.nn.SyncBatchNorm](https://pytorch.org/docs/stable/generated/torch.nn.SyncBatchNorm.html#torch.nn.SyncBatchNorm) | [paddle.nn.SyncBatchNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#syncbatchnorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.SyncBatchNorm.html) | -| 54 | [torch.rand](https://pytorch.org/docs/stable/generated/torch.rand.html?highlight=rand#torch.rand) | [paddle.rand](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/rand_cn.html#rand) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.rand.html) | -| 55 | [torch.Tensor.where](https://pytorch.org/docs/stable/generated/torch.Tensor.where.html#torch.Tensor.where) | [paddle.where](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/where_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.Tensor.where.html) | -| 56 | [torchvision.datasets.FashionMNIST](https://pytorch.org/vision/main/generated/torchvision.datasets.FashionMNIST.html) | [paddle.vision.datasets.FashionMNIST](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/datasets/FashionMNIST_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torchvision.datasets.FashionMNIST.html) | -| 57 | [torch.nn.InstanceNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm1d.html#torch.nn.InstanceNorm1d) | [paddle.nn.InstanceNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm1D_cn.html#instancenorm1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.InstanceNorm1d.html) | -| 58 | [torch.distributed.reduce](https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce) | [paddle.distributed.reduce](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.reduce.html) | -| 59 | [torch.nn.BatchNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm3d.html?highlight=torch%20nn%20batchnorm3d#torch.nn.BatchNorm3d) | [paddle.nn.BatchNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm3D_cn.html#batchnorm3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.BatchNorm3d.html) | -| 60 | [torch.distributed.all\_to\_all\_single](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_to_all_single) | [paddle.distributed.alltoall_single](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/alltoall_single_cn.html#alltoall-single) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.all_to_all_single.html) | -| 61 | [torch.nn.Module.zero_grad](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.zero_grad) | [paddle.nn.Layer.clear_gradients](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#clear-gradients) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.Module.zero_grad.html) | -| 62 | [torch.nn.GRU](https://pytorch.org/docs/stable/generated/torch.nn.GRU.html?highlight=torch%20nn%20gru#torch.nn.GRU) | [paddle.nn.GRU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GRU_cn.html#gru) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.GRU.html) | -| 63 | [torch.distributed.all_gather](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_gather) | [paddle.distributed.all_gather](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/all_gather_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.all_gather.html) | -| 64 | [torch.atleast_2d](https://pytorch.org/docs/stable/generated/torch.atleast_2d.html#torch-atleast-2d) | [paddle.atleast_2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atleast_2d_cn.html#atleast_2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.atleast_2d.html) | -| 65 | [torch.distributed.reduce_scatter](https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter) | [paddle.distributed.reduce_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_scatter_cn.html#reduce-scatter) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.distributed.reduce_scatter.html) | -| 66 | [torch.nn.functional.linear](https://pytorch.org/docs/stable/generated/torch.nn.functional.linear.html?highlight=linear#torch.nn.functional.linear) | [paddle.nn.functional.linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/linear_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.linear.html) | ### 8. 输入参数类型不一致 **分类简介** @@ -1669,78 +205,6 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [torch.Tensor.cuda](https://pytorch.org/docs/stable/generated/torch.Tensor.cuda.html#torch.Tensor.cuda) | [paddle.Tensor.cuda](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cuda-device-id-none-blocking-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.cuda.html) | -| 2 | [torch.set\_default\_device](https://pytorch.org/docs/stable/generated/torch.set_default_device.html#torch-set-default-device) | [paddle.device.set_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/set_device_cn.html#set-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.set_default_device.html) | -| 3 | [torchvision.models.resnet50](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet50.html) | [paddle.vision.models.resnet50](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet50_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet50.html) | -| 4 | [torch.Tensor.remainder_](https://pytorch.org/docs/stable/generated/torch.Tensor.remainder_.html?highlight=torch+tensor+remainder_#torch.Tensor.remainder_) | [paddle.Tensor.remainder_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id15) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.remainder_.html) | -| 5 | [torchvision.models.resnext101_64x4d](https://pytorch.org/vision/main/models/generated/torchvision.models.resnext101_64x4d.html) | [paddle.vision.models.resnext101_64x4d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnext101_64x4d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnext101_64x4d.html) | -| 6 | [torch.cuda.device](https://pytorch.org/docs/stable/generated/torch.cuda.device.html#torch.cuda.device) | [paddle.device.\_convert\_to\_place](https://github.com/PaddlePaddle/Paddle/blob/c8ccc9b154632ef41ade1b8e97b87d54fde7e8f8/python/paddle/device/__init__.py#L174) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.device.html) | -| 7 | [torch.Tensor.floor_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide.html?highlight=floor_divide#torch.Tensor.floor_divide) | [paddle.Tensor.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#floor-divide-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.floor_divide.html) | -| 8 | [torch.nn.ReflectionPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad3d.html?highlight=pad#torch.nn.ReflectionPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad3d.html) | -| 9 | [torchvision.models.squeezenet1_1](https://pytorch.org/vision/main/models/generated/torchvision.models.squeezenet1_1.html) | [paddle.vision.models.squeezenet1_1](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/squeezenet1_1_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.squeezenet1_1.html) | -| 10 | [torchvision.transforms.functional.resize](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.resize.html) | [paddle.vision.transforms.resize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/resize_cn.html) | - | -| 11 | [torch.nn.Module.type](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.type) | [paddle.nn.Layer.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#astype-dtype-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.Module.type.html) | -| 12 | [torchvision.models.densenet161](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet161.html) | [paddle.vision.models.densenet161](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet161_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet161.html) | -| 13 | [torch.cuda.synchronize](https://pytorch.org/docs/stable/generated/torch.cuda.synchronize.html#torch.cuda.synchronize) | [paddle.device.synchronize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/synchronize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.synchronize.html) | -| 14 | [torchvision.models.shufflenet\_v2\_x2\_0](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x2_0.html) | [paddle.vision.models.shufflenet\_v2\_x2\_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x2_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x2_0.html) | -| 15 | [torchvision.models.inception_v3](https://pytorch.org/vision/main/models/generated/torchvision.models.inception_v3.html) | [paddle.vision.models.inception_v3](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/inception_v3_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.inception_v3.html) | -| 16 | [torch.Tensor.copysign](https://pytorch.org/docs/stable/generated/torch.Tensor.copysign.html#torch.Tensor.copysign) | paddle.Tensor.copysign | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.copysign.html) | -| 17 | [torch.Tensor.copysign_](https://pytorch.org/docs/stable/generated/torch.Tensor.copysign_.html#torch.Tensor.copysign_) | paddle.Tensor.copysign_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.copysign_.html) | -| 18 | [torchvision.models.alexnet](https://pytorch.org/vision/stable/models/generated/torchvision.models.alexnet.html) | [paddle.vision.models.alexnet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/alexnet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.alexnet.html) | -| 19 | [torch.cartesian_prod](https://pytorch.org/docs/stable/generated/torch.cartesian_prod.html#torch-cartesian-prod) | [paddle.cartesian_prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cartesian_prod_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cartesian_prod.html) | -| 20 | [torch.broadcast_tensors](https://pytorch.org/docs/stable/generated/torch.broadcast_tensors.html?highlight=broadcast_tensors#torch.broadcast_tensors) | [paddle.broadcast_tensors](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/broadcast_tensors_cn.html#broadcast-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.broadcast_tensors.html) | -| 21 | [torchvision.models.vgg16_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg16_bn.html) | [paddle.vision.models.vgg16](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg16_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg16_bn.html) | -| 22 | [torchvision.models.shufflenet\_v2\_x0\_5](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x0_5.html) | [paddle.vision.models.shufflenet\_v2\_x0\_5](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x0_5_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x0_5.html) | -| 23 | [torch.Tensor.le_](https://pytorch.org/docs/stable/generated/torch.Tensor.le_.html) | paddle.Tensor.less_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.le_.html) | -| 24 | [torchvision.models.densenet169](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet169.html) | [paddle.vision.models.densenet169](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet169_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet169.html) | -| 25 | [torchvision.models.resnet18](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet18.html) | [paddle.vision.models.resnet18](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet18_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet18.html) | -| 26 | [torch.Tensor.gt_](https://pytorch.org/docs/stable/generated/torch.Tensor.gt_.html) | paddle.Tensor.greater_than_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.gt_.html) | -| 27 | [torchvision.models.mobilenet\_v3\_small](https://pytorch.org/vision/main/models/generated/torchvision.models.mobilenet_v3_small.html) | [paddle.vision.models.mobilenet\_v3\_small](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v3_small_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v3_small.html) | -| 28 | [torchvision.models.vgg11_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg11_bn.html) | [paddle.vision.models.vgg11](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg11_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg11_bn.html) | -| 29 | [torchvision.models.vgg16](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg16.html) | [paddle.vision.models.vgg16](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg16_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg16.html) | -| 30 | [torch.Tensor.qr](https://pytorch.org/docs/stable/generated/torch.Tensor.qr.html?highlight=torch+tensor+qr#torch.Tensor.qr) | [paddle.Tensor.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/qr_cn.html#qr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.qr.html) | -| 31 | [torchvision.models.squeezenet1_0](https://pytorch.org/vision/main/models/generated/torchvision.models.squeezenet1_0.html) | [paddle.vision.models.squeezenet1_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/squeezenet1_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.squeezenet1_0.html) | -| 32 | [torchvision.transforms.RandomResizedCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomResizedCrop.html) | [paddle.vision.transforms.RandomResizedCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomResizedCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomResizedCrop.html) | -| 33 | [torch.nn.ReplicationPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad1d.html?highlight=pad#torch.nn.ReplicationPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad1d.html) | -| 34 | [torch.Tensor.floor\_divide\_](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide_.html) | paddle.Tensor.floor_divide_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.floor_divide_.html) | -| 35 | [torchvision.io.decode_jpeg](https://pytorch.org/vision/main/generated/torchvision.io.decode_jpeg.html) | [paddle.vision.ops.decode_jpeg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/decode_jpeg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.io.decode_jpeg.html) | -| 36 | [torchvision.models.vgg19](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg19.html) | [paddle.vision.models.vgg19](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg19_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg19.html) | -| 37 | [torchvision.models.wide\_resnet101\_2](https://pytorch.org/vision/stable/models/generated/torchvision.models.wide_resnet101_2.html) | [paddle.vision.models.wide\_resnet101\_2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/wide_resnet101_2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.wide_resnet101_2.html) | -| 38 | [torch.block_diag](https://pytorch.org/docs/stable/generated/torch.block_diag.html#torch-block-diag) | [paddle.block_diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/block_diag_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.block_diag.html) | -| 39 | [torchvision.models.shufflenet\_v2\_x1\_5](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x1_5.html) | [paddle.vision.models.shufflenet\_v2\_x1\_5](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x1_5_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x1_5.html) | -| 40 | [torch.nn.ReflectionPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad1d.html?highlight=pad#torch.nn.ReflectionPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad1d.html) | -| 41 | [torchvision.transforms.Resize](https://pytorch.org/vision/stable/generated/torchvision.transforms.Resize.html#torchvision.transforms.Resize) | [paddle.vision.transforms.Resize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Resize__upper_cn.html#resize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.Resize.html) | -| 42 | [torch.linalg.lu_solve](https://pytorch.org/docs/stable/generated/torch.linalg.lu_solve.html#torch.linalg.lu_solve) | [paddle.linalg.lu_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.linalg.lu_solve.html) | -| 43 | [torchvision.models.vgg13_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg13_bn.html) | [paddle.vision.models.vgg13](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg13_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg13_bn.html) | -| 44 | [torch.Tensor.fmod_](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod_.html#torch.Tensor.fmod_) | paddle.Tensor.mod_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.fmod_.html) | -| 45 | [torchvision.models.densenet201](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet201.html) | [paddle.vision.models.densenet201](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet201_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet201.html) | -| 46 | [torch.Tensor.slice_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.slice_scatter.html#torch-tensor-slice-scatter) | [paddle.Tensor.slice_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#slice_scatter-value-axes-starts-ends-strides-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.slice_scatter.html) | -| 47 | [torchvision.models.shufflenet\_v2\_x1\_0](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x1_0.html) | [paddle.vision.models.shufflenet\_v2\_x1\_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x1_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x1_0.html) | -| 48 | [torch.Tensor.ge_](https://pytorch.org/docs/stable/ge_nerated/torch.Tensor.ge_.html) | paddle.Tensor.greater_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ge_.html) | -| 49 | [torchvision.models.resnet101](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet101.html) | [paddle.vision.models.resnet101](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet101_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet101.html) | -| 50 | [torch.nn.ReplicationPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad2d.html?highlight=pad#torch.nn.ReplicationPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad2d.html) | -| 51 | [torchvision.models.vgg13](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg13.html) | [paddle.vision.models.vgg13](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg13_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg13.html) | -| 52 | [torchvision.transforms.RandomPerspective](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomPerspective.html?highlight=randomperspective#torchvision.transforms.RandomPerspective) | [paddle.vision.transforms.RandomPerspective](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomPerspective_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomPerspective.html) | -| 53 | [torch.set\_default\_tensor\_type](https://pytorch.org/docs/stable/generated/torch.set_default_tensor_type.html) | [paddle.set\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_default_dtype_cn.html#set-default-dtype) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.set_default_tensor_type.html) | -| 54 | [torch.Tensor.fmod](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod.html#torch.Tensor.fmod) | [paddle.Tensor.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#mod-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.fmod.html) | -| 55 | [torch.Tensor.lt_](https://pytorch.org/docs/stable/generated/torch.Tensor.lt_.html) | paddle.Tensor.less_than_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.lt_.html) | -| 56 | [torchvision.models.vgg11](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg11.html) | [paddle.vision.models.vgg11](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg11_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg11.html) | -| 57 | [torchvision.models.vgg19_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg19_bn.html) | [paddle.vision.models.vgg19](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg19_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg19_bn.html) | -| 58 | [torch.nn.ReplicationPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad3d.html?highlight=pad#torch.nn.ReplicationPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad3d.html) | -| 59 | [torchvision.models.resnet34](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet34.html) | [paddle.vision.models.resnet34](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet34_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet34.html) | -| 60 | [torch.nn.ReflectionPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad2d.html?highlight=pad#torch.nn.ReflectionPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad2d.html) | -| 61 | [torchvision.models.wide\_resnet50\_2](https://pytorch.org/vision/stable/models/generated/torchvision.models.wide_resnet50_2.html) | [paddle.vision.models.wide\_resnet50\_2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/wide_resnet50_2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.wide_resnet50_2.html) | -| 62 | [torchvision.models.googlenet](https://pytorch.org/vision/main/models/generated/torchvision.models.googlenet.html) | [paddle.vision.models.googlenet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/googlenet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.googlenet.html) | -| 63 | [torchvision.models.resnext50_32x4d](https://pytorch.org/vision/main/models/generated/torchvision.models.resnext50_32x4d.html) | [paddle.vision.models.resnext50_32x4d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnext50_32x4d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnext50_32x4d.html) | -| 64 | [torchvision.models.resnet152](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet152.html) | [paddle.vision.models.resnet152](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet152_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet152.html) | -| 65 | [torchvision.models.mobilenet\_v3\_large](https://pytorch.org/vision/main/models/generated/torchvision.models.mobilenet_v3_large.html) | [paddle.vision.models.mobilenet\_v3\_large](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v3_large_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v3_large.html) | -| 66 | [torch.Tensor.eq_](https://pytorch.org/docs/stable/generated/torch.Tensor.eq_.html) | paddle.Tensor.equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.eq_.html) | -| 67 | [torch.cpu.set_device](https://pytorch.org/docs/stable/generated/torch.cpu.set_device.html) | [paddle.device.set_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/set_device_cn.html#set-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cpu.set_device.html) | -| 68 | [torch.distributed.reduce\_scatter\_tensor](https://docs.pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter_tensor) | [paddle.distributed.reduce_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_scatter_cn.html#reduce-scatter) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.distributed.reduce_scatter_tensor.html) | -| 69 | [torchvision.models.mobilenet_v2](https://pytorch.org/vision/stable/models/generated/torchvision.models.mobilenet_v2.html) | [paddle.vision.models.mobilenet_v2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v2.html) | -| 70 | [torchvision.models.densenet121](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet121.html) | [paddle.vision.models.densenet121](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet121_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet121.html) | -| 71 | [torch.Tensor.ne_](https://pytorch.org/docs/stable/generated/torch.Tensor.ne_.html) | paddle.Tensor.not_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ne_.html) | -| 72 | [torch.cuda.set\_rng\_state\_all](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state_all.html#torch.cuda.set_rng_state_all) | paddle.set_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.set_rng_state_all.html) | ### 9. 返回参数类型不一致 **分类简介** @@ -1779,176 +243,7 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | [torch.Tensor.select](https://pytorch.org/docs/stable/generated/torch.Tensor.select.html?highlight=select#torch.Tensor.select) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.select.html) | -| 2 | [torch.\_foreach\_round\_](https://pytorch.org/docs/stable/generated/torch._foreach_round_.html#torch-foreach-round) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_round_.html) | -| 3 | [torch.cuda.set\_per\_process\_memory\_fraction](https://pytorch.org/docs/stable/generated/torch.cuda.set_per_process_memory_fraction.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.cuda.set_per_process_memory_fraction.html) | -| 4 | [torch.Tensor.dim_order](https://pytorch.org/docs/stable/generated/torch.Tensor.dim_order.html?highlight=dim_order#torch.Tensor.dim_order) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.dim_order.html) | -| 5 | [torch.optim.lr_scheduler.LambdaLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.LambdaLR.html) | [paddle.optimizer.lr.LambdaDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/LambdaDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.LambdaLR.html) | -| 6 | [torch.Tensor.is_signed](https://pytorch.org/docs/stable/generated/torch.Tensor.is_signed.html#torch.Tensor.is_signed) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.is_signed.html) | -| 7 | [torch.Tensor.addcdiv](https://pytorch.org/docs/stable/generated/torch.Tensor.addcdiv.html#torch.Tensor.addcdiv) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addcdiv.html) | -| 8 | [torch.Tensor.is_pinned](https://pytorch.org/docs/stable/generated/torch.Tensor.is_pinned.html?highlight=is_pinned#torch.Tensor.is_pinned) | - | - | -| 9 | [torch.nn.modules.module.register\_module\_forward\_pre\_hook](https://pytorch.org/docs/stable/generated/torch.nn.modules.module.register_module_forward_pre_hook.html) | [paddle.nn.Layer.register\_forward\_pre\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-pre-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.modules.module.register_module_forward_pre_hook.html) | -| 10 | [torch.optim.lr_scheduler.MultiplicativeLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.MultiplicativeLR.html) | [paddle.optimizer.lr.MultiplicativeDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/MultiplicativeDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.MultiplicativeLR.html) | -| 11 | [torch.aminmax](https://pytorch.org/docs/stable/generated/torch.aminmax.html#torch.aminmax) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.aminmax.html) | -| 12 | [torch.seed](https://pytorch.org/docs/stable/generated/torch.seed.html#torch.seed) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.seed.html) | -| 13 | [torch.nn.functional.softmin](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmin.html#torch.nn.functional.softmin) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.functional.softmin.html) | -| 14 | [torch.\_foreach\_ceil\_](https://pytorch.org/docs/stable/generated/torch._foreach_ceil_.html#torch-foreach-ceil) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_ceil_.html) | -| 15 | [torch.\_foreach\_frac\_](https://pytorch.org/docs/stable/generated/torch._foreach_frac_.html#torch-foreach-frac) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_frac_.html) | -| 16 | [torch.\_foreach\_floor](https://pytorch.org/docs/stable/generated/torch._foreach_floor.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_floor.html) | -| 17 | [torch.set\_num\_interop\_threads](https://pytorch.org/docs/stable/generated/torch.set_num_interop_threads.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.set_num_interop_threads.html) | -| 18 | [torch.logdet](https://pytorch.org/docs/stable/generated/torch.logdet.html#torch.logdet) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.logdet.html) | -| 19 | [torch.\_foreach\_tan](https://pytorch.org/docs/stable/generated/torch._foreach_tan.html#torch-foreach-tan) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_tan.html) | -| 20 | [torch.\_foreach\_ceil](https://pytorch.org/docs/stable/generated/torch._foreach_ceil.html#torch-foreach-ceil) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_ceil.html) | -| 21 | [torch.nn.Module.get_buffer](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_buffer) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.Module.get_buffer.html) | -| 22 | [torch.\_foreach\_atan\_](https://pytorch.org/docs/stable/generated/torch._foreach_atan_.html#torch-foreach-atan) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_atan_.html) | -| 23 | [torch.narrow_copy](https://pytorch.org/docs/stable/generated/torch.narrow_copy.html#torch.narrow_copy) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.narrow_copy.html) | -| 24 | [torch.Tensor.addcmul_](https://pytorch.org/docs/stable/generated/torch.Tensor.addcmul_.html#torch-tensor-addcmul) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addcmul_.html) | -| 25 | [torch.\_foreach\_log](https://pytorch.org/docs/stable/generated/torch._foreach_log.html#torch-foreach-log) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log.html) | -| 26 | [fairscale.nn.model\_parallel.initialize.model\_parallel\_is\_initialized](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/initialize.py#L119) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/fairscale.nn.model_parallel.initialize.model_parallel_is_initialized.html) | -| 27 | [torch.optim.lr_scheduler.CyclicLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.CyclicLR.html) | [paddle.optimizer.lr.CyclicLR](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/CyclicLR_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.CyclicLR.html) | -| 28 | [torch.optim.lr_scheduler.ReduceLROnPlateau](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ReduceLROnPlateau.html) | [paddle.optimizer.lr.ReduceOnPlateau](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/ReduceOnPlateau_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.ReduceLROnPlateau.html) | -| 29 | [torch.\_foreach\_sin](https://docs.pytorch.org/docs/stable/generated/torch._foreach_sin.html#torch-foreach-sin) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sin.html) | -| 30 | [torch.Tensor.narrow_copy](https://pytorch.org/docs/stable/generated/torch.Tensor.narrow_copy.html#torch.Tensor.narrow_copy) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.narrow_copy.html) | -| 31 | [torch.frombuffer](https://pytorch.org/docs/stable/generated/torch.frombuffer.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.frombuffer.html) | -| 32 | [torch.histogram](https://pytorch.org/docs/stable/generated/torch.histogram.html#torch.histogram) | [paddle.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/histogram_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.histogram.html) | -| 33 | [torch.\_foreach\_log10](https://pytorch.org/docs/stable/generated/torch._foreach_log10.html#torch-foreach-log10) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log10.html) | -| 34 | [torch.Tensor.addmv](https://pytorch.org/docs/stable/generated/torch.Tensor.addmv.html#torch.Tensor.addmv) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addmv.html) | -| 35 | [torch.\_foreach\_cos](https://pytorch.org/docs/stable/generated/torch._foreach_cos.html#torch-foreach-cos) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_cos.html) | -| 36 | [torch.linalg.lu](https://pytorch.org/docs/stable/generated/torch.linalg.lu.html?highlight=torch+linalg+lu#torch.linalg.lu) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.linalg.lu.html) | -| 37 | [torch.Tensor.erfc](https://pytorch.org/docs/stable/generated/torch.Tensor.erfc.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.erfc.html) | -| 38 | [torch.cuda.initial_seed](https://pytorch.org/docs/stable/generated/torch.cuda.initial_seed.html?highlight=torch+cuda+initial_seed#torch.cuda.initial_seed) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.cuda.initial_seed.html) | -| 39 | [torch.Tensor.addbmm](https://pytorch.org/docs/stable/generated/torch.Tensor.addbmm.html#torch.Tensor.addbmm) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addbmm.html) | -| 40 | [torch.optim.lr_scheduler.ConstantLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ConstantLR.html) | [paddle.optimizer.lr.PiecewiseDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/PiecewiseDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.ConstantLR.html) | -| 41 | [torch.addcdiv](https://pytorch.org/docs/stable/generated/torch.addcdiv.html#torch.addcdiv) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.addcdiv.html) | -| 42 | [fairscale.nn.model\_parallel.initialize.initialize\_model\_parallel](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/initialize.py#L41) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/fairscale.nn.model_parallel.initialize.initialize_model_parallel.html) | -| 43 | [torch.\_foreach\_erf\_](https://pytorch.org/docs/stable/generated/torch._foreach_erf_.html#torch-foreach-erf) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_erf_.html) | -| 44 | [torch.var_mean](https://pytorch.org/docs/stable/generated/torch.var_mean.html?highlight=var_mean#torch.var_mean) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.var_mean.html) | -| 45 | [torch.optim.lr_scheduler.CosineAnnealingLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.CosineAnnealingLR.html) | [paddle.optimizer.lr.CosineAnnealingDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/CosineAnnealingDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.CosineAnnealingLR.html) | -| 46 | [torch.multiprocessing.cpu_count](https://github.com/pytorch/pytorch/blob/main/torch/multiprocessing/__init__.py) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.multiprocessing.cpu_count.html) | -| 47 | [torch.Tensor.xlogy_](https://pytorch.org/docs/stable/generated/torch.Tensor.xlogy_.html#torch.Tensor.xlogy_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.xlogy_.html) | -| 48 | os.environ.get | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/os.environ.get.html) | -| 49 | [torch.special.exp2](https://pytorch.org/docs/stable/special.html#torch.special.exp2) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.exp2.html) | -| 50 | [torch.nn.modules.utils._ntuple](https://github.com/pytorch/pytorch/blob/1f4d4d3b7836d38d936a21665e6b2ab0b39d7092/torch/nn/modules/utils.py#L8) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.modules.utils._ntuple.html) | -| 51 | [torch.nn.Softmin](https://pytorch.org/docs/stable/generated/torch.nn.Softmin.html#softmin) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.Softmin.html) | -| 52 | [torch.\_foreach\_sinh\_](https://pytorch.org/docs/stable/generated/torch._foreach_sinh_.html#torch-foreach-sinh) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sinh_.html) | -| 53 | [torch.chain_matmul](https://pytorch.org/docs/stable/generated/torch.chain_matmul.html?highlight=chain_matmul#torch.chain_matmul) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.chain_matmul.html) | -| 54 | [torch.get\_num\_threads](https://pytorch.org/docs/stable/generated/torch.get_num_threads.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.get_num_threads.html) | -| 55 | setuptools.setup | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/setuptools.setup.html) | -| 56 | [torch.nn.Module.get_parameter](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_parameter) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.Module.get_parameter.html) | -| 57 | [torch.Tensor.aminmax](https://pytorch.org/docs/stable/generated/torch.Tensor.aminmax.html#torch.Tensor.aminmax) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.aminmax.html) | -| 58 | [torch.set\_num\_threads](https://pytorch.org/docs/stable/generated/torch.set_num_threads.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.set_num_threads.html) | -| 59 | [torch.testing.make_tensor](https://pytorch.org/docs/stable/testing.html#torch.testing.make_tensor) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.testing.make_tensor.html) | -| 60 | [torch.adjoint](https://pytorch.org/docs/stable/generated/torch.adjoint.html#torch.adjoint) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.adjoint.html) | -| 61 | [torch.testing.assert_close](https://pytorch.org/docs/stable/testing.html?highlight=assert_close#torch.testing.assert_close) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.testing.assert_close.html) | -| 62 | [torch.Tensor.mH](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.mH) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.mH.html) | -| 63 | [torch.distributions.transforms.PositiveDefiniteTransform](https://pytorch.org/docs/stable/distributions.html#module-torch.distributions.transforms) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.distributions.transforms.PositiveDefiniteTransform.html) | -| 64 | [torch.\_foreach\_expm1\_](https://pytorch.org/docs/stable/generated/torch._foreach_expm1_.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_expm1_.html) | -| 65 | [torch.nn.Module.get_submodule](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_submodule) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.Module.get_submodule.html) | -| 66 | [torch.std_mean](https://pytorch.org/docs/stable/generated/torch.std_mean.html?highlight=std_mean#torch.std_mean) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.std_mean.html) | -| 67 | [torch.addcmul](https://pytorch.org/docs/stable/generated/torch.addcmul.html#torch.addcmul) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.addcmul.html) | -| 68 | [torch.Tensor.xlogy](https://pytorch.org/docs/stable/generated/torch.Tensor.xlogy.html#torch.Tensor.xlogy) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.xlogy.html) | -| 69 | [torch.Tensor.histogram](https://pytorch.org/docs/stable/generated/torch.Tensor.histogram.html#torch.Tensor.histogram) | [paddle.Tensor.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#histogram-bins-100-min-0-max-0) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.histogram.html) | -| 70 | [torch.Tensor.addr](https://pytorch.org/docs/stable/generated/torch.Tensor.addr.html#torch.Tensor.addr) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addr.html) | -| 71 | [torch.\_foreach\_acos\_](https://pytorch.org/docs/stable/generated/torch._foreach_acos_.html#torch-foreach-acos) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_acos_.html) | -| 72 | [torch.\_foreach\_reciprocal](https://pytorch.org/docs/stable/generated/torch._foreach_reciprocal.html#torch-foreach-reciprocal) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_reciprocal.html) | -| 73 | [torch.addmv](https://pytorch.org/docs/stable/generated/torch.addmv.html?highlight=addmv#torch.addmv) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.addmv.html) | -| 74 | [torch.\_foreach\_sigmoid](https://pytorch.org/docs/stable/generated/torch._foreach_sigmoid.html#torch-foreach-sigmoid) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sigmoid.html) | -| 75 | [torch.Tensor.reshape_as](https://pytorch.org/docs/stable/generated/torch.Tensor.reshape_as.html#torch.Tensor.reshape_as) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.reshape_as.html) | -| 76 | [torch.\_foreach\_exp](https://pytorch.org/docs/stable/generated/torch._foreach_exp.html#torch-foreach-exp) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_exp.html) | -| 77 | [torch.Generator](https://pytorch.org/docs/stable/generated/torch.Generator.html#generator) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Generator.html) | -| 78 | [torch.inference_mode](https://pytorch.org/docs/stable/generated/torch.inference_mode.html#torch.inference_mode) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.inference_mode.html) | -| 79 | [torch.Tensor.float\_power\_](https://pytorch.org/docs/stable/generated/torch.Tensor.float_power_.html#torch.Tensor.float_power_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.float_power_.html) | -| 80 | [torch._assert](https://pytorch.org/docs/stable/generated/torch._assert.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._assert.html) | -| 81 | [torch.\_foreach\_cosh](https://pytorch.org/docs/stable/generated/torch._foreach_cosh.html#torch-foreach-cosh) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_cosh.html) | -| 82 | [torch.\_foreach\_log2](https://pytorch.org/docs/stable/generated/torch._foreach_log2.html#torch-foreach-log2) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log2.html) | -| 83 | [torch.\_foreach\_asin](https://pytorch.org/docs/stable/generated/torch._foreach_asin.html#torch-foreach-asin) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_asin.html) | -| 84 | [torch.backends.cudnn.is_available](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+is_available#torch.backends.cudnn.is_available) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.backends.cudnn.is_available.html) | -| 85 | [torch.autograd.Variable](https://pytorch.org/docs/stable/autograd.html#variable-deprecated) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.autograd.Variable.html) | -| 86 | [torch.special.xlogy](https://pytorch.org/docs/stable/special.html#torch.special.xlogy) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.xlogy.html) | -| 87 | [torch.special.expit](https://pytorch.org/docs/stable/special.html#torch.special.expit) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.expit.html) | -| 88 | [torch.Tensor.addr_](https://pytorch.org/docs/stable/generated/torch.Tensor.addr_.html#torch.Tensor.addr_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addr_.html) | -| 89 | [torch.\_foreach\_erf](https://pytorch.org/docs/stable/generated/torch._foreach_erf.html#torch-foreach-erf) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_erf.html) | -| 90 | [torch.\_foreach\_cosh\_](https://pytorch.org/docs/stable/generated/torch._foreach_cosh_.html#torch-foreach-cosh) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_cosh_.html) | -| 91 | [torch.\_foreach\_log1p\_](https://pytorch.org/docs/stable/generated/torch._foreach_log1p_.html#torch-foreach-log1p) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log1p_.html) | -| 92 | [torch.\_foreach\_sqrt](https://pytorch.org/docs/stable/generated/torch._foreach_sqrt.html#torch-foreach-sqrt) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sqrt.html) | -| 93 | [torch.nn.modules.module.register\_module\_forward\_hook](https://pytorch.org/docs/stable/generated/torch.nn.modules.module.register_module_forward_hook.html) | [paddle.nn.Layer.register\_forward\_post\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.modules.module.register_module_forward_hook.html) | -| 94 | [torch.detach](https://pytorch.org/docs/stable/autograd.html#variable-deprecated) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.detach.html) | -| 95 | [torch.\_foreach\_acos](https://pytorch.org/docs/stable/generated/torch._foreach_acos.html#torch-foreach-acos) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_acos.html) | -| 96 | [torch.index_copy](https://pytorch.org/docs/stable/generated/torch.index_copy.html#torch.index_copy) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.index_copy.html) | -| 97 | [torch.Tensor.erfc_](https://pytorch.org/docs/stable/generated/torch.Tensor.erfc_.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.erfc_.html) | -| 98 | [torch.\_foreach\_lgamma\_](https://pytorch.org/docs/stable/generated/torch._foreach_lgamma_.html#torch-foreach-lgamma) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_lgamma_.html) | -| 99 | [transformers.PreTrainedModel.get\_head\_mask](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/model#transformers.modeling_utils.ModuleUtilsMixin.get_head_mask) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.PreTrainedModel.get_head_mask.html) | -| 100 | [torch.\_foreach\_floor\_](https://pytorch.org/docs/stable/generated/torch._foreach_floor_.html#torch-foreach-floor) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_floor_.html) | -| 101 | [torch.nn.functional.\_Reduction.get\_enum](https://github.com/pytorch/pytorch/blob/3045b16488f14c9d941d33d63417e6ea52fb2544/torch/nn/_reduction.py#L7) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.functional._Reduction.get_enum.html) | -| 102 | [torch.\_foreach\_sqrt\_](https://docs.pytorch.org/docs/stable/generated/torch._foreach_sqrt_.html#torch-foreach-sqrt) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sqrt_.html) | -| 103 | [torch.\_foreach\_zero\_](https://pytorch.org/docs/stable/generated/torch._foreach_zero_.html#torch-foreach-zero) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_zero_.html) | -| 104 | [torch.\_foreach\_erfc](https://pytorch.org/docs/stable/generated/torch._foreach_erfc.html#torch-foreach-erfc) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_erfc.html) | -| 105 | [torch.\_foreach\_abs](https://pytorch.org/docs/stable/generated/torch._foreach_abs.html#torch-foreach-abs) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_abs.html) | -| 106 | [torch.optim.lr_scheduler.CosineAnnealingWarmRestarts](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.CosineAnnealingWarmRestarts.html) | [paddle.optimizer.lr.CosineAnnealingWarmRestarts](https://github.com/PaddlePaddle/Paddle/blob/d6ea911bd1bfda5604807eeb18318e71b395ac58/python/paddle/optimizer/lr.py#L2371) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.CosineAnnealingWarmRestarts.html) | -| 107 | [torch.\_foreach\_cos\_](https://pytorch.org/docs/stable/generated/torch._foreach_cos_.html#torch-foreach-cos) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_cos_.html) | -| 108 | [torch.Tensor.addmv_](https://pytorch.org/docs/stable/generated/torch.Tensor.addmv_.html#torch.Tensor.addmv_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addmv_.html) | -| 109 | [torch.Tensor.float_power](https://pytorch.org/docs/stable/generated/torch.Tensor.float_power.html#torch.Tensor.float_power) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.float_power.html) | -| 110 | [torch.addr](https://pytorch.org/docs/stable/generated/torch.addr.html?highlight=addr#torch.addr) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.addr.html) | -| 111 | [torch.\_foreach\_sin\_](https://pytorch.org/docs/stable/generated/torch._foreach_sin_.html#torch-foreach-sin) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sin_.html) | -| 112 | [torch.Tensor.nbytes](https://pytorch.org/docs/stable/generated/torch.Tensor.nbytes.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.nbytes.html) | -| 113 | [torch.special.ndtr](https://pytorch.org/docs/stable/special.html#torch.special.ndtr) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.ndtr.html) | -| 114 | [flash\_attn.layers.rotary.apply\_rotary\_emb\_func](https://github.com/Dao-AILab/flash-attention/blob/c4b9015d74bd9f638c6fd574482accf4bbbd4197/flash_attn/layers/rotary.py#L128) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/flash_attn.layers.rotary.apply_rotary_emb_func.html) | -| 115 | [torch.addbmm](https://pytorch.org/docs/stable/generated/torch.addbmm.html#torch.addbmm) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.addbmm.html) | -| 116 | [torch.\_foreach\_exp\_](https://pytorch.org/docs/stable/generated/torch._foreach_exp_.html#torch._foreach_exp_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_exp_.html) | -| 117 | [torch.initial_seed](https://pytorch.org/docs/stable/generated/torch.initial_seed.html?highlight=initial_seed) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.initial_seed.html) | -| 118 | [torch.\_foreach\_neg\_](https://pytorch.org/docs/stable/generated/torch._foreach_neg_.html#torch-foreach-neg) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_neg_.html) | -| 119 | [torch.optim.lr_scheduler.LRScheduler](https://docs.pytorch.org/docs/2.7/generated/torch.optim.lr_scheduler.LRScheduler.html#torch.optim.lr_scheduler.LRScheduler) | [paddle.optimizer.lr.LRScheduler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/LRScheduler_cn.html#lrscheduler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.LRScheduler.html) | -| 120 | [torch.can_cast](https://pytorch.org/docs/stable/generated/torch.can_cast.html#torch-can-cast) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.can_cast.html) | -| 121 | [torch.\_foreach\_asin\_](https://pytorch.org/docs/stable/generated/torch._foreach_asin_.html#torch-foreach-asin) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_asin_.html) | -| 122 | [torch.\_foreach\_abs\_](https://pytorch.org/docs/stable/generated/torch._foreach_abs_.html#torch-foreach-abs) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_abs_.html) | -| 123 | [torch.\_foreach\_atan](https://pytorch.org/docs/stable/generated/torch._foreach_atan.html#torch-foreach-atan) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_atan.html) | -| 124 | [torch.\_foreach\_trunc](https://pytorch.org/docs/stable/generated/torch._foreach_trunc.html#torch-foreach-trunc) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_trunc.html) | -| 125 | [torch.Tensor.adjoint](https://pytorch.org/docs/stable/generated/torch.Tensor.adjoint.html#torch.Tensor.adjoint) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.adjoint.html) | -| 126 | [torch.optim.lr_scheduler.StepLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.StepLR.html) | [paddle.optimizer.lr.StepDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/StepDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.StepLR.html) | -| 127 | [torch.Tensor.addbmm_](https://pytorch.org/docs/stable/generated/torch.Tensor.addbmm_.html#torch.Tensor.addbmm_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addbmm_.html) | -| 128 | [torch.\_foreach\_sinh](https://pytorch.org/docs/stable/generated/torch._foreach_sinh.html#torch-foreach-sinh) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sinh.html) | -| 129 | [torch.\_foreach\_sigmoid\_](https://pytorch.org/docs/stable/generated/torch._foreach_sigmoid_.html#torch-foreach-sigmoid) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_sigmoid_.html) | -| 130 | [transformers.PreTrainedModel](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/model#transformers.PreTrainedModel) | [paddlenlp.transformers.PreTrainedModel](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_utils.py#L843) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.PreTrainedModel.html) | -| 131 | [torch.\_foreach\_frac](https://pytorch.org/docs/stable/generated/torch._foreach_frac.html#torch-foreach-frac) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_frac.html) | -| 132 | [torch.optim.lr_scheduler.MultiStepLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.MultiStepLR.html) | [paddle.optimizer.lr.MultiStepDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/MultiStepDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.MultiStepLR.html) | -| 133 | [torch.Tensor.requires\_grad\_](https://pytorch.org/docs/stable/generated/torch.Tensor.requires_grad_.html?highlight=requires_grad_#torch.Tensor.requires_grad_) | [paddle.Tensor.stop_gradient](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#stop-gradient) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.requires_grad_.html) | -| 134 | [torch.special.xlog1py](https://pytorch.org/docs/stable/special.html#torch.special.xlog1py) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.xlog1py.html) | -| 135 | [torch.\_foreach\_lgamma](https://pytorch.org/docs/stable/generated/torch._foreach_lgamma.html#torch-foreach-lgamma) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_lgamma.html) | -| 136 | [torch.nn.modules.utils._pair](https://github.com/pytorch/pytorch/blob/1f4d4d3b7836d38d936a21665e6b2ab0b39d7092/torch/nn/modules/utils.py#L198) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.nn.modules.utils._pair.html) | -| 137 | [torch.\_foreach\_log2\_](https://pytorch.org/docs/stable/generated/torch._foreach_log2_.html#torch-foreach-log2) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log2_.html) | -| 138 | [torch.special.erfc](https://pytorch.org/docs/stable/special.html#torch.special.erfc) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.erfc.html) | -| 139 | [torch.\_foreach\_neg](https://pytorch.org/docs/stable/generated/torch._foreach_neg.html#torch-foreach-neg) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_neg.html) | -| 140 | [torch.testing.assert_allclose](https://pytorch.org/docs/stable/testing.html?highlight=torch+testing+assert_allclose#torch.testing.assert_allclose) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.testing.assert_allclose.html) | -| 141 | [torch.Tensor.resize\_as\_](https://pytorch.org/docs/stable/generated/torch.Tensor.resize_as_.html?highlight=resize_as#torch.Tensor.resize_as_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.resize_as_.html) | -| 142 | [torch.select](https://pytorch.org/docs/stable/generated/torch.select.html#torch.select) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.select.html) | -| 143 | [torch.utils.set_module](https://docs.pytorch.org/docs/stable/generated/torch.utils.set_module.html#torch-utils-set-module) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.utils.set_module.html) | -| 144 | [torch.logaddexp2](https://pytorch.org/docs/stable/generated/torch.logaddexp2.html#torch.logaddexp2) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.logaddexp2.html) | -| 145 | [torch.Tensor.logdet](https://pytorch.org/docs/stable/generated/torch.Tensor.logdet.html#torch.Tensor.logdet) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.logdet.html) | -| 146 | [torch.optim.lr_scheduler.ExponentialLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ExponentialLR.html) | [paddle.optimizer.lr.ExponentialDecay](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/ExponentialDecay_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.ExponentialLR.html) | -| 147 | [torch.\_foreach\_log1p](https://pytorch.org/docs/stable/generated/torch._foreach_log1p.html#torch-foreach-log1p) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log1p.html) | -| 148 | [torch.is_nonzero](https://pytorch.org/docs/stable/generated/torch.is_nonzero.html#torch.is_nonzero) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.is_nonzero.html) | -| 149 | [torch.Tensor.logaddexp2](https://pytorch.org/docs/stable/generated/torch.Tensor.logaddexp2.html#torch.Tensor.logaddexp2) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.logaddexp2.html) | -| 150 | [torch.Tensor.addcmul](https://pytorch.org/docs/stable/generated/torch.Tensor.addcmul.html#torch.Tensor.addcmul) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addcmul.html) | -| 151 | [torch.\_foreach\_tan\_](https://pytorch.org/docs/stable/generated/torch._foreach_tan_.html#torch-foreach-tan) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_tan_.html) | -| 152 | [torch.\_foreach\_log10\_](https://pytorch.org/docs/stable/generated/torch._foreach_log10_.html#torch-foreach-log10) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log10_.html) | -| 153 | [torch.\_foreach\_trunc\_](https://pytorch.org/docs/stable/generated/torch._foreach_trunc_.html#torch-foreach-trunc) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_trunc_.html) | -| 154 | [torch.get\_num\_interop\_threads](https://pytorch.org/docs/stable/generated/torch.get_num_interop_threads.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.get_num_interop_threads.html) | -| 155 | [transformers.logging.get_logger](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/utils/logging.py#L147) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.logging.get_logger.html) | -| 156 | [torch.\_foreach\_log\_](https://pytorch.org/docs/stable/generated/torch._foreach_log_.html#torch-foreach-log) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_log_.html) | -| 157 | [torch.special.erfcx](https://pytorch.org/docs/stable/special.html#torch.special.erfcx) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.erfcx.html) | -| 158 | [torch.optim.lr_scheduler.OneCycleLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.OneCycleLR.html) | [paddle.optimizer.lr.OneCycleLR](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/OneCycleLR_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.OneCycleLR.html) | -| 159 | [torch.\_foreach\_erfc\_](https://pytorch.org/docs/stable/generated/torch._foreach_erfc_.html#torch-foreach-erfc) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_erfc_.html) | -| 160 | [torch.\_foreach\_expm1](https://pytorch.org/docs/stable/generated/torch._foreach_expm1.html#torch-foreach-expm1) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_expm1.html) | -| 161 | [torch.Tensor.index\_copy\_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_copy_.html) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.index_copy_.html) | -| 162 | [torch.Tensor.H](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.H) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.H.html) | -| 163 | [torch.\_foreach\_round](https://pytorch.org/docs/stable/generated/torch._foreach_round.html#torch-foreach-round) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_round.html) | -| 164 | [torch.optim.lr_scheduler.LinearLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.LinearLR.html) | [paddle.optimizer.lr.LinearLR](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/lr/LinearLR_cn.html#linearlr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.optim.lr_scheduler.LinearLR.html) | -| 165 | [torch.\_foreach\_reciprocal\_](https://pytorch.org/docs/stable/generated/torch._foreach_reciprocal_.html#torch-foreach-reciprocal) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch._foreach_reciprocal_.html) | -| 166 | [torch.float_power](https://pytorch.org/docs/stable/generated/torch.float_power.html#torch-float-power) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.float_power.html) | -| 167 | [torch.Tensor.addcdiv_](https://pytorch.org/docs/stable/generated/torch.Tensor.addcdiv_.html#torch.Tensor.addcdiv_) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.Tensor.addcdiv_.html) | -| 168 | [torch.distributed.Backend](https://pytorch.org/docs/stable/distributed.html#torch.distributed.Backend) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.distributed.Backend.html) | -| 169 | [torch.special.ndtri](https://pytorch.org/docs/stable/special.html#torch.special.ndtri) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.ndtri.html) | -| 170 | [transformers.PreTrainedModel.post_init](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/model#transformers.PreTrainedModel.post_init) | - | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.PreTrainedModel.post_init.html) | + ### 11. 可删除 **分类简介** @@ -1966,150 +261,7 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 序号 | Pytorch 最新 release | Paddle develop | 备注 | |------|-------------------|---------------|------| -| 1 | flash_attn.flash_attn_interface.flash_attn_varlen_func | [paddle.nn.functional.flash\_attention.flash\_attn\_unpadded](https://github.com/PaddlePaddle/Paddle/blob/b32b51b7c21ad62bf794512c849a603c8c0ece44/python/paddle/nn/functional/flash_attention.py#L664) | ``flash_attn.flash_attn_interface.flash_attn_unpadded_func`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/flash_attn.flash_attn_interface.flash_attn_unpadded_func.html) | -| 2 | torch.Tensor.arctan2 | [paddle.Tensor.atan2](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/Tensor_en.html) | ``torch.Tensor.atan2`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.atan2.html) | -| 3 | torch.Tensor.arctan2_ | - | ``torch.Tensor.atan2_`` 别名, - | -| 4 | torch.Tensor.greater_ | paddle.Tensor.greater_than_ | ``torch.Tensor.gt_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.gt_.html) | -| 5 | torch.Tensor.greater_equal_ | paddle.Tensor.greater_equal_ | ``torch.Tensor.ge_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ge_.html) | -| 6 | torch.Tensor.less_ | paddle.Tensor.less_than_ | ``torch.Tensor.lt_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.lt_.html) | -| 7 | torch.Tensor.less_equal_ | paddle.Tensor.less_equal_ | ``torch.Tensor.le_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.le_.html) | -| 8 | torch.Tensor.not_equal_ | paddle.Tensor.not_equal_ | ``torch.Tensor.ne_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ne_.html) | -| 9 | torch.absolute | [paddle.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/abs_cn.html#abs) | ``torch.abs`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.abs.html) | -| 10 | torch.absolute_ | [paddle.abs_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/abs_cn.html) | ``torch.abs_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.abs_.html) | -| 11 | torch.adaptive_avg_pool1d | [paddle.nn.functional.adaptive\_avg\_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/adaptive_avg_pool1d_cn.html) | ``torch.nn.functional.adaptive_avg_pool1d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.adaptive_avg_pool1d.html) | -| 12 | torch.amp.autocast_mode.autocast | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html#auto-cast) | ``torch.amp.autocast`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.amp.autocast.html) | -| 13 | torch.arccos | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acos_cn.html#acos) | ``torch.acos`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acos.html) | -| 14 | torch.arccosh | [paddle.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acosh_cn.html#acos) | ``torch.acosh`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acosh.html) | -| 15 | torch.arcsin | [paddle.asin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/asin_cn.html#asin) | ``torch.asin`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.asin.html) | -| 16 | torch.arcsinh | [paddle.asinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/asinh_cn.html) | ``torch.asinh`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.asinh.html) | -| 17 | torch.arctan | [paddle.atan](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan_cn.html#atan) | ``torch.atan`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atan.html) | -| 18 | torch.arctan2 | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan2_cn.html) | ``torch.atan2`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atan2.html) | -| 19 | torch.arctanh | [paddle.atanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atanh_cn.html) | ``torch.atanh`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atanh.html) | -| 20 | torch.avg_pool1d | [paddle.nn.functional.avg_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool1d_cn.html#avg-pool1d) | ``torch.nn.functional.avg_pool1d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.avg_pool1d.html) | -| 21 | torch.bilinear | [paddle.nn.functional.bilinear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/bilinear_cn.html) | ``torch.nn.functional.bilinear`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.functional.bilinear.html) | -| 22 | torch.celu_ | - | ``torch.nn.functional.celu_`` 别名, - | -| 23 | torch.channel_shuffle | [paddle.nn.functional.channel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/channel_shuffle_cn.html#channel-shuffle) | ``torch.nn.functional.channel_shuffle`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.channel_shuffle.html) | -| 24 | torch.conv_tbc | - | ``torch.nn.functional.conv_tbc`` 别名, - | -| 25 | torch.conv_transpose1d | [paddle.nn.functional.conv1d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv1d_transpose_cn.html) | ``torch.nn.functional.conv_transpose1d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose1d.html) | -| 26 | torch.conv_transpose2d | [paddle.nn.functional.conv2d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv2d_transpose_cn.html) | ``torch.nn.functional.conv_transpose2d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose2d.html) | -| 27 | torch.conv_transpose3d | [paddle.nn.functional.conv3d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv3d_transpose_cn.html) | ``torch.nn.functional.conv_transpose3d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose3d.html) | -| 28 | torch.cosine_similarity | [paddle.nn.functional.cosine_similarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_similarity_cn.html) | ``torch.nn.functional.cosine_similarity`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.cosine_similarity.html) | -| 29 | torch.cuda.amp.autocast_mode.autocast | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html) | ``torch.cuda.amp.autocast`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.amp.autocast.html) | -| 30 | torch.digamma | [paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html) | ``torch.special.digamma`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.digamma.html) | -| 31 | torch.distributions.AbsTransform | [paddle.distribution.AbsTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/AbsTransform_cn.html#paddle.distribution.AbsTransform) | ``torch.distributions.transforms.AbsTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.AbsTransform.html) | -| 32 | torch.distributions.AffineTransform | [paddle.distribution.AffineTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/AffineTransform_cn.html#affinetransform) | ``torch.distributions.transforms.AffineTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.AffineTransform.html) | -| 33 | torch.distributions.Bernoulli | [paddle.distribution.Bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Bernoulli_cn.html#bernoulli) | ``torch.distributions.bernoulli.Bernoulli`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.bernoulli.Bernoulli.html) | -| 34 | torch.distributions.Beta | [paddle.distribution.Beta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Beta_cn.html#beta) | ``torch.distributions.beta.Beta`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.beta.Beta.html) | -| 35 | torch.distributions.Binomial | [paddle.distribution.Binomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/Binomial_cn.html#binomial) | ``torch.distributions.binomial.Binomial`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.binomial.Binomial.html) | -| 36 | torch.distributions.CatTransform | - | ``torch.distributions.transforms.CatTransform`` 别名, - | -| 37 | torch.distributions.Categorical | [paddle.distribution.Categorical](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Categorical_cn.html) | ``torch.distributions.categorical.Categorical`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.categorical.Categorical.html) | -| 38 | torch.distributions.Cauchy | [paddle.distribution.Cauchy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Cauchy_cn.html) | ``torch.distributions.cauchy.Cauchy`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.cauchy.Cauchy.html) | -| 39 | torch.distributions.ComposeTransform | [paddle.distribution.ChainTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ChainTransform_cn.html) | ``torch.distributions.transforms.ComposeTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ComposeTransform.html) | -| 40 | torch.distributions.ContinuousBernoulli | [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli) | ``torch.distributions.continuous_bernoulli.ContinuousBernoulli`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.continuous_bernoulli.ContinuousBernoulli.html) | -| 41 | torch.distributions.CumulativeDistributionTransform | - | ``torch.distributions.transforms.CumulativeDistributionTransform`` 别名, - | -| 42 | torch.distributions.Dirichlet | [paddle.distribution.Dirichlet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Dirichlet_cn.html) | ``torch.distributions.dirichlet.Dirichlet`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.dirichlet.Dirichlet.html) | -| 43 | torch.distributions.Distribution | [paddle.distribution.Distribution](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html) | ``torch.distributions.distribution.Distribution`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.distribution.Distribution.html) | -| 44 | torch.distributions.Distribution.rsample | [paddle.distribution.Distribution.rsample](https://github.com/PaddlePaddle/Paddle/blob/2bbd6f84c1db3e7401732869ee50aef2d9c97bdc/python/paddle/distribution/distribution.py#L96) | ``torch.distributions.distribution.Distribution.rsample`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributions.distribution.Distribution.rsample.html) | -| 45 | torch.distributions.Distribution.sample | [paddle.distribution.Distribution.sample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html#sample) | ``torch.distributions.distribution.Distribution.sample`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.distributions.distribution.Distribution.sample.html) | -| 46 | torch.distributions.ExpTransform | [paddle.distribution.ExpTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExpTransform_cn.html#exptransform) | ``torch.distributions.transforms.ExpTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ExpTransform.html) | -| 47 | torch.distributions.Exponential | [paddle.distribution.Exponential](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ExponentialFamily_cn.html#exponential) | ``torch.distributions.exponential.Exponential`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.exponential.Exponential.html) | -| 48 | torch.distributions.ExponentialFamily | [paddle.distribution.ExponentialFamily](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExponentialFamily_cn.html) | ``torch.distributions.exp_family.ExponentialFamily`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.exp_family.ExponentialFamily.html) | -| 49 | torch.distributions.Geometric | [paddle.distribution.Geometric](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Geometric_cn.html#geometric) | ``torch.distributions.geometric.Geometric`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.geometric.Geometric.html) | -| 50 | torch.distributions.Gumbel | [paddle.distribution.Gumbel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Gumbel_cn.html#gumbel) | ``torch.distributions.gumbel.Gumbel`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.gumbel.Gumbel.html) | -| 51 | torch.distributions.Independent | [paddle.distribution.Independent](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Independent_cn.html) | ``torch.distributions.independent.Independent`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.independent.Independent.html) | -| 52 | torch.distributions.IndependentTransform | [paddle.distribution.IndependentTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/IndependentTransform_cn.html#independenttransform) | ``torch.distributions.transforms.IndependentTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.IndependentTransform.html) | -| 53 | torch.distributions.Laplace | [paddle.distribution.Laplace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Laplace_cn.html#laplace) | ``torch.distributions.laplace.Laplace`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.laplace.Laplace.html) | -| 54 | torch.distributions.LogNormal | [paddle.distribution.LogNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/LogNormal_cn.html#lognormal) | ``torch.distributions.log_normal.LogNormal`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.log_normal.LogNormal.html) | -| 55 | torch.distributions.Multinomial | [paddle.distribution.Multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Multinomial_cn.html) | ``torch.distributions.multinomial.Multinomial`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.multinomial.Multinomial.html) | -| 56 | torch.distributions.MultivariateNormal | [paddle.distribution.MultivariateNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/MultivariateNormal_cn.html#multivariatenormal) | ``torch.distributions.multivariate_normal.MultivariateNormal`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.multivariate_normal.MultivariateNormal.html) | -| 57 | torch.distributions.Normal | [paddle.distribution.Normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Normal_cn.html) | ``torch.distributions.normal.Normal`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.normal.Normal.html) | -| 58 | torch.distributions.OneHotCategorical | - | ``torch.distributions.one_hot_categorical.OneHotCategorical`` 别名, - | -| 59 | torch.distributions.PowerTransform | [paddle.distribution.PowerTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/PowerTransform_cn.html#powertransform) | ``torch.distributions.transforms.PowerTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.PowerTransform.html) | -| 60 | torch.distributions.ReshapeTransform | [paddle.distribution.ReshapeTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ReshapeTransform_cn.html) | ``torch.distributions.transforms.ReshapeTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ReshapeTransform.html) | -| 61 | torch.distributions.SigmoidTransform | [paddle.distribution.SigmoidTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SigmoidTransform_cn.html#sigmoidtransform) | ``torch.distributions.transforms.SigmoidTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.SigmoidTransform.html) | -| 62 | torch.distributions.SoftmaxTransform | [paddle.distribution.SoftmaxTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SoftmaxTransform_cn.html) | ``torch.distributions.transforms.SoftmaxTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.SoftmaxTransform.html) | -| 63 | torch.distributions.SoftplusTransform | - | ``torch.distributions.transforms.SoftplusTransform`` 别名, - | -| 64 | torch.distributions.StackTransform | [paddle.distribution.StackTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/StackTransform_cn.html) | ``torch.distributions.transforms.StackTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.StackTransform.html) | -| 65 | torch.distributions.StickBreakingTransform | [paddle.distribution.StickBreakingTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/StickBreakingTransform_cn.html) | ``torch.distributions.transforms.StickBreakingTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.StickBreakingTransform.html) | -| 66 | torch.distributions.TanhTransform | [paddle.distribution.TanhTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/TanhTransform_cn.html#tanhtransform) | ``torch.distributions.transforms.TanhTransform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.TanhTransform.html) | -| 67 | torch.distributions.Transform | [paddle.distribution.Transform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Transform_cn.html#transform) | ``torch.distributions.transforms.Transform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.Transform.html) | -| 68 | torch.distributions.TransformedDistribution | [paddle.distribution.TransformedDistribution](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/TransformedDistribution_cn.html#transformeddistribution) | ``torch.distributions.transformed_distribution.TransformedDistribution`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transformed_distribution.TransformedDistribution.html) | -| 69 | torch.distributions.Uniform | [paddle.distribution.Uniform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Uniform_cn.html) | ``torch.distributions.uniform.Uniform`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.uniform.Uniform.html) | -| 70 | torch.erf | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erf_cn.html) | ``torch.special.erf`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erf.html) | -| 71 | torch.erfc | - | ``torch.special.erfc`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.erfc.html) | -| 72 | torch.erfinv | [paddle.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv_cn.html) | ``torch.special.erfinv`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erfinv.html) | -| 73 | torch.exp2 | - | ``torch.special.exp2`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.exp2.html) | -| 74 | torch.expm1 | [paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/expm1_cn.html) | ``torch.special.expm1`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.expm1.html) | -| 75 | torch.functional.block_diag | [paddle.block_diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/block_diag_cn.html) | ``torch.block_diag`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.block_diag.html) | -| 76 | torch.functional.broadcast_tensors | [paddle.broadcast_tensors](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/broadcast_tensors_cn.html#broadcast-tensors) | ``torch.broadcast_tensors`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.broadcast_tensors.html) | -| 77 | torch.functional.cartesian_prod | [paddle.cartesian_prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cartesian_prod_cn.html) | ``torch.cartesian_prod`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cartesian_prod.html) | -| 78 | torch.functional.cdist | [paddle.cdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cdist_cn.html#cdist) | ``torch.cdist`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.cdist.html) | -| 79 | torch.functional.istft | [paddle.signal.istft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/istft_cn.html#istft) | ``torch.istft`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.istft.html) | -| 80 | torch.functional.lu | [paddle.linalg.lu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_cn.html) | ``torch.lu`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lu.html) | -| 81 | torch.functional.meshgrid | [paddle.meshgrid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/meshgrid_cn.html#meshgrid) | ``torch.meshgrid`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.meshgrid.html) | -| 82 | torch.functional.stft | [paddle.signal.stft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/stft_cn.html#paddle.signal.stft) | ``torch.stft`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.stft.html) | -| 83 | torch.functional.tensordot | [paddle.tensordot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tensordot_cn.html) | ``torch.tensordot`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.tensordot.html) | -| 84 | torch.functional.unique | [paddle.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/unique_cn.html#unique) | ``torch.unique`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.unique.html) | -| 85 | torch.group_norm | [paddle.nn.functional.group_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/group_norm_cn.html#group-norm) | ``torch.nn.functional.group_norm`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.group_norm.html) | -| 86 | torch.hardshrink | [paddle.nn.functional.hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardshrink_cn.html) | ``torch.nn.functional.hardshrink`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.hardshrink.html) | -| 87 | torch.i0 | [paddle.i0](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0_cn.html) | ``torch.special.i0`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.i0.html) | -| 88 | torch.igamma | [paddle.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html) | ``torch.special.gammainc`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.gammainc.html) | -| 89 | torch.igammac | [paddle.gammaincc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html) | ``torch.special.gammaincc`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.gammaincc.html) | -| 90 | torch.logit | [paddle.logit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logit_cn.html) | ``torch.special.logit`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.logit.html) | -| 91 | torch.matrix_exp | [paddle.linalg.matrix_exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_exp_cn.html) | ``torch.linalg.matrix_exp`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.linalg.matrix_exp.html) | -| 92 | torch.matrix_power | [paddle.linalg.matrix_power](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_power_cn.html) | ``torch.linalg.matrix_power`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.matrix_power.html) | -| 93 | torch.nn.NLLLoss2d | [paddle.nn.NLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/NLLLoss_cn.html#nllloss) | ``torch.nn.NLLLoss`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.NLLLoss.html) | -| 94 | torch.nn.UninitializedParameter | - | ``torch.nn.parameter.UninitializedParameter`` 别名, - | -| 95 | torch.nn.modules.AvgPool1d | [paddle.nn.AvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AvgPool1D_cn.html#avgpool1d) | ``torch.nn.AvgPool1d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.AvgPool1d.html) | -| 96 | torch.nn.modules.AvgPool2d | [paddle.nn.AvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AvgPool2D_cn.html#avgpool2d) | ``torch.nn.AvgPool2d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.AvgPool2d.html) | -| 97 | torch.nn.modules.AvgPool3d | [paddle.nn.AvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AvgPool3D_cn.html#avgpool3d) | ``torch.nn.AvgPool3d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.AvgPool3d.html) | -| 98 | torch.nn.modules.BatchNorm1d | [paddle.nn.BatchNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm1D_cn.html#batchnorm1d) | ``torch.nn.BatchNorm1d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.BatchNorm1d.html) | -| 99 | torch.nn.modules.BatchNorm2d | [paddle.nn.BatchNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm2D_cn.html#batchnorm2d) | ``torch.nn.BatchNorm2d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.BatchNorm2d.html) | -| 100 | torch.nn.modules.BatchNorm3d | [paddle.nn.BatchNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm3D_cn.html#batchnorm3d) | ``torch.nn.BatchNorm3d`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.BatchNorm3d.html) | -| 101 | torch.nn.modules.CosineSimilarity | [paddle.nn.CosineSimilarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CosineSimilarity_cn.html#cosinesimilarity) | ``torch.nn.CosineSimilarity`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.CosineSimilarity.html) | -| 102 | torch.nn.modules.Dropout | [paddle.nn.Dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout_cn.html#dropout) | ``torch.nn.Dropout`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout.html) | -| 103 | torch.nn.modules.GroupNorm | [paddle.nn.GroupNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GroupNorm_cn.html#groupnorm) | ``torch.nn.GroupNorm`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.GroupNorm.html) | -| 104 | torch.nn.modules.LSTM | [paddle.nn.LSTM](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LSTM_cn.html#lstm) | ``torch.nn.LSTM`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.LSTM.html) | -| 105 | torch.nn.modules.Linear | [paddle.nn.Linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Linear_cn.html#linear) | ``torch.nn.Linear`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.Linear.html) | -| 106 | torch.nn.modules.RNN | [paddle.nn.SimpleRNN](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNN_cn.html#simplernn) | ``torch.nn.RNN`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.RNN.html) | -| 107 | torch.nn.modules.RNNBase | [paddle.nn.layer.rnn.RNNBase](https://github.com/PaddlePaddle/Paddle/blob/e25e86f4f6d1bbd043b621a75e93d0070719c3d8/python/paddle/nn/layer/rnn.py#L1300) | ``torch.nn.RNNBase`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.RNNBase.html) | -| 108 | torch.nn.modules.RNNCell | [paddle.nn.SimpleRNNCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNNCell_cn.html#simplernncell) | ``torch.nn.RNNCell`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.RNNCell.html) | -| 109 | torch.nn.modules.RNNCellBase | - | ``torch.nn.RNNCellBase`` 别名, - | -| 110 | torch.nn.modules.SyncBatchNorm | [paddle.nn.SyncBatchNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#syncbatchnorm) | ``torch.nn.SyncBatchNorm`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.SyncBatchNorm.html) | -| 111 | torch.nn.modules.activation.ReLU | [paddle.nn.ReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ReLU_cn.html#relu) | ``torch.nn.ReLU`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ReLU.html) | -| 112 | torch.nn.parallel.DataParallel | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html#dataparallel) | ``torch.nn.DataParallel`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.DataParallel.html) | -| 113 | torch.nn.parallel.distributed.DistributedDataParallel | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html) | ``torch.nn.parallel.DistributedDataParallel`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.parallel.DistributedDataParallel.html) | -| 114 | torch.nn.utils.clip_grad_norm | [paddle.nn.utils.clip\_grad\_norm\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/clip_grad_norm__cn.html) | ``torch.nn.utils.clip_grad_norm_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.utils.clip_grad_norm_.html) | -| 115 | torch.nn.utils.parametrizations.spectral_norm | [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) | ``torch.nn.utils.spectral_norm`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.spectral_norm.html) | -| 116 | torch.optim.sgd.SGD | [paddle.optimizer.SGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/SGD_cn.html) | ``torch.optim.SGD`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.SGD.html) | -| 117 | torch.orgqr | [paddle.linalg.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | ``torch.linalg.householder_product`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.householder_product.html) | -| 118 | torch.pairwise_distance | [paddle.nn.functional.pairwise_distance](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pairwise_distance_cn.html#pairwise-distance) | ``torch.nn.functional.pairwise_distance`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pairwise_distance.html) | -| 119 | torch.pdist | [paddle.pdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/pdist_cn.html) | ``torch.nn.functional.pdist`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pdist.html) | -| 120 | torch.pixel_shuffle | [paddle.nn.functional.pixel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_shuffle_cn.html) | ``torch.nn.functional.pixel_shuffle`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_shuffle.html) | -| 121 | torch.pixel_unshuffle | [paddle.nn.functional.pixel_unshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_unshuffle_cn.html) | ``torch.nn.functional.pixel_unshuffle`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_unshuffle.html) | -| 122 | torch.polygamma | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma) | ``torch.special.polygamma`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.polygamma.html) | -| 123 | torch.prelu | [paddle.nn.functional.prelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/prelu_cn.html) | ``torch.nn.functional.prelu`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.prelu.html) | -| 124 | torch.random.seed | - | ``torch.seed`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.seed.html) | -| 125 | torch.random.set_rng_state | paddle.set_rng_state | ``torch.set_rng_state`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.set_rng_state.html) | -| 126 | torch.relu_ | [paddle.nn.functional.relu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu__cn.html) | ``torch.nn.functional.relu_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.relu_.html) | -| 127 | torch.rrelu_ | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | ``torch.nn.functional.rrelu_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.rrelu_.html) | -| 128 | torch.selu_ | - | ``torch.nn.functional.selu_`` 别名, - | -| 129 | torch.sinc | [paddle.sinc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinc_cn.html#sinc) | ``torch.special.sinc`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.sinc.html) | -| 130 | torch.tanh | [paddle.nn.functional.tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tanh_cn.html#tanh) | ``torch.nn.functional.tanh`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.tanh.html) | -| 131 | torch.threshold | [paddle.nn.functional.thresholded_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu_cn.html) | ``torch.nn.functional.threshold`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.threshold.html) | -| 132 | torch.threshold_ | [paddle.nn.functional.thresholded\_relu\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu__cn.html#thresholded-relu) | ``torch.nn.functional.threshold_`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.threshold_.html) | -| 133 | torch.trapz | [paddle.trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trapezoid_cn.html#trapezoid) | ``torch.trapezoid`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.trapezoid.html) | -| 134 | torch.utils.data.DistributedSampler | [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | ``torch.utils.data.distributed.DistributedSampler`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.distributed.DistributedSampler.html) | -| 135 | torch.utils.data.dataloader.DataLoader | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DataLoader_cn.html#dataloader) | ``torch.utils.data.DataLoader`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.DataLoader.html) | -| 136 | torch.utils.data.sampler.BatchSampler | [paddle.io.BatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/BatchSampler_cn.html#batchsampler) | ``torch.utils.data.BatchSampler`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.utils.data.BatchSampler.html) | -| 137 | torch.utils.data.sampler.RandomSampler | - | ``torch.utils.data.RandomSampler`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.RandomSampler.html) | -| 138 | torch.utils.data.sampler.SubsetRandomSampler | [paddle.io.SubsetRandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SubsetRandomSampler_cn.html#paddle.io.SubsetRandomSampler) | ``torch.utils.data.SubsetRandomSampler`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.SubsetRandomSampler.html) | -| 139 | torch.utils.data.sampler.WeightedRandomSampler | - | ``torch.utils.data.WeightedRandomSampler`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.WeightedRandomSampler.html) | -| 140 | torch.utils.model_zoo.load_url | [paddle.hub.load\_state\_dict\_from\_url](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_state_dict_from_url_cn.html#load-state-dict-from-url) | ``torch.hub.load_state_dict_from_url`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load_state_dict_from_url.html) | -| 141 | torch.xlogy | - | ``torch.special.xlogy`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.xlogy.html) | -| 142 | torchvision.models.inception.Inception3 | - | ``torchvision.models.Inception3`` 别名, - | -| 143 | transformers.modeling_utils.PreTrainedModel | [paddlenlp.transformers.PreTrainedModel](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_utils.py#L843) | ``transformers.PreTrainedModel`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.PreTrainedModel.html) | -| 144 | transformers.utils.logging.get_logger | - | ``transformers.logging.get_logger`` 别名, [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.logging.get_logger.html) | + ### 13. 功能缺失 **分类简介** diff --git a/docs/guides/model_convert/convert_from_pytorch/tools/.gitignore b/docs/guides/model_convert/convert_from_pytorch/tools/.gitignore index 0c071ca6492..ce0df2c5626 100644 --- a/docs/guides/model_convert/convert_from_pytorch/tools/.gitignore +++ b/docs/guides/model_convert/convert_from_pytorch/tools/.gitignore @@ -22,3 +22,4 @@ alias_refer_failed.log toc_warnings.txt unique_warnings.txt link_warnings.txt +url_warnings.txt diff --git a/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py b/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py index a13d3b38452..fcdcd59159e 100644 --- a/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py +++ b/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py @@ -11,52 +11,171 @@ def get_pytorch_url(torch_api: str) -> str: 根据PyTorch API名称生成其官方文档URL Args: - api_name: PyTorch API的全限定名(如'torch.add', 'torch.nn.Linear', 'torch.Tensor.add') + torch_api: PyTorch API的全限定名(如'torch.add', 'torch.nn.Linear', 'torch.Tensor.add') Returns: 对应API的官方文档URL字符串 Rules: - 1. Tensor相关API指向tensors.html - 2. 顶层函数(torch.xxx)指向torch.html - 3. 类/独立函数指向generated/[name].html - 4. 类方法指向父类页面#锚点 - 5. 特殊处理torchvision等子库的URL结构 + 1. 优先检查特殊映射 + 2. 优先检查是否有专门的generated页面 + 3. 类方法指向父类页面#锚点 + 4. 模块级函数/常量指向模块名.html + 5. Tensor相关API指向tensors.html + 6. 顶层函数(torch.xxx)指向torch.html + 7. 特殊处理torchvision等子库的URL结构 """ base_url = "https://pytorch.org/docs/stable/" - api_name = torch_api.replace(r"\_", "_") - # 1. 处理Tensor相关API(特殊页面) - if api_name.startswith("torch.Tensor") or api_name == "torch.Tensor": - return f"{base_url}tensors.html#{api_name}" - - parts = api_name.split(".") + torch_api = torch_api.replace(r"\_", "_") + + # 特殊映射:手动指定已知问题API的正确URL + special_mappings = { + "torch.cuda.check_error": "generated/torch.cuda.cudart.html", + "torch.cuda.mem_get_info": "generated/torch.cuda.memory.mem_get_info.html", + "torch.nn.attention.sdpa_kernel": "generated/torch.nn.attention.sdpa_kernel.html", + "torch.torch.int32": "tensors.html#torch.int32", + "torch.nn.attention._cur_sdpa_kernel_backends": "nn.attention.html#torch.nn.attention.sdpa_kernel", + "torch.cuda.memory_reserved": "generated/torch.cuda.memory.memory_reserved.html", + "torch.cuda.memory_allocated": "generated/torch.cuda.memory.memory_allocated.html", + "torch.cuda.empty_cache": "generated/torch.cuda.memory.empty_cache.html", + } + + # 检查特殊映射 + if torch_api in special_mappings: + return f"{base_url}{special_mappings[torch_api]}" + + # 优先检查是否有专门的generated页面 + generated_apis = { + "torch.pow": "generated/torch.pow.html", + "torch.nn.utils.parameters_to_vector": "generated/torch.nn.utils.parameters_to_vector.html", + "torch.nn.utils.vector_to_parameters": "generated/torch.nn.utils.vector_to_parameters.html", + "torch.nn.Module": "generated/torch.nn.Module.html", + } + + if torch_api in generated_apis: + return f"{base_url}{generated_apis[torch_api]}" + + # 特殊处理:类方法(如torch.nn.Module.to) + if torch_api.startswith("torch.nn.Module."): + return f"{base_url}generated/torch.nn.Module.html#{torch_api}" + + if torch_api.startswith("torch.linalg.") or torch_api.startswith( + "torch.cuda." + ): + return f"{base_url}generated/{torch_api}.html#{torch_api}" + + # 特殊子库处理(torchvision) + if torch_api.startswith("torchvision."): + vision_base = "https://pytorch.org/vision/stable/" + if torch_api == "torchvision.models": + return f"{vision_base}models.html" + return f"{vision_base}generated/{torch_api}.html#{torch_api}" + + # 特殊处理:torch.__version__相关 + if torch_api.startswith("torch.__version__"): + return base_url # 版本信息通常在首页 + + # 特殊处理:torch.distributed.ReduceOp枚举值 + if torch_api.startswith("torch.distributed.ReduceOp."): + return f"{base_url}distributed.html#{torch_api}" + + # 特殊处理:torch.autograd.Function + if torch_api == "torch.autograd.Function": + return f"{base_url}autograd.html#{torch_api}" + + # 特殊处理:torch.utils.cpp_extension + if torch_api.startswith("torch.utils.cpp_extension"): + return f"{base_url}cpp_extension.html#{torch_api}" + + # 1. 处理Tensor相关API + if torch_api.startswith("torch.Tensor") or torch_api == "torch.Tensor": + return f"{base_url}tensors.html#{torch_api}" # 2. 处理顶层函数(无子模块) - if len(parts) == 2 and parts[0] == "torch": - return f"{base_url}torch.html#{api_name}" - - # 3. 识别类名首字母大写的部分(PyTorch命名规范) - base_parts = [] - found_class = False - for part in parts: - if part and part[0].isupper(): # 检测类名(首字母大写) - found_class = True - base_parts.append(part) - if found_class: - break # 定位到最近的类名 - - # 4. 根据不同情况生成URL - if found_class: - base_name = ".".join(base_parts) - # 处理torchvision等子库 - if api_name.startswith("torchvision."): - return f"https://pytorch.org/vision/stable/generated/{base_name}.html#{api_name}" - return f"{base_url}generated/{base_name}.html#{api_name}" - else: - # 5. 处理独立函数 - if api_name.startswith("torchvision."): - return f"https://pytorch.org/vision/stable/generated/{api_name}.html#{api_name}" - return f"{base_url}generated/{api_name}.html#{api_name}" + if len(torch_api.split(".")) == 2 and torch_api.startswith("torch."): + # 检查是否有专门的generated页面 + generated_check = [ + "torch.pow", + "torch.abs", + "torch.add", + "torch.sub", + "torch.mul", + "torch.div", + "torch.exp", + "torch.log", + "torch.sin", + "torch.cos", + "torch.tan", + "torch.sigmoid", + ] + + if any(torch_api.startswith(prefix) for prefix in generated_check): + return f"{base_url}generated/{torch_api}.html" + return f"{base_url}torch.html#{torch_api}" + + # 分割API路径 + parts = torch_api.split(".") + module_path = ".".join(parts[:-1]) # 模块路径 + item_name = parts[-1] # 最后一项名称 + + # 特殊处理:torch.functional函数 + if parts[0] == "torch" and parts[1] == "functional": + return f"{base_url}torch.html#{torch_api}" + + # 3. 处理模块级函数/常量 + if parts[0] == "torch" and not parts[-1][0].isupper(): + # 特殊模块映射(基于官方文档结构) + module_map = { + "torch.nn.init": "nn.init.html", + "torch.nn.functional": "nn.functional.html", + "torch.cuda.amp": "amp.html", + "torch.distributions": "distributions.html", + "torch.nn.utils": "nn.utils.html", + "torch.optim": "optim.html", + "torch.random": "random.html", + "torch.special": "special.html", + "torch.distributed": "distributed.html", + "torch.utils.data": "data.html", + } + module_key = ".".join(parts[:-1]) + module_slug = module_map.get(module_key, f"generated/{module_key}.html") + + # 检查是否是应该指向generated目录的API + generated_modules = [ + "torch.nn.utils.parameters_to_vector", + "torch.nn.utils.vector_to_parameters", + ] + + if torch_api in generated_modules: + return f"{base_url}generated/{torch_api}.html" + + return f"{base_url}{module_slug}#{torch_api}" + + # 4. 处理类/独立函数 + if parts[-1][0].isupper() or len(parts) == 1: + # 特殊类映射 + class_map = { + "torch.autograd.Function": "autograd.html", + "torch.utils.cpp_extension.BuildExtension": "cpp_extension.html", + "torch.nn.Module": "generated/torch.nn.Module.html", + } + if torch_api in class_map: + return f"{base_url}{class_map[torch_api]}#{torch_api}" + return f"{base_url}generated/{torch_api}.html#{torch_api}" + + # 5. 默认处理(类方法) + # 特殊处理类方法 + class_method_map = { + "torch.nn.Module": "generated/torch.nn.Module.html", + "torch.utils.cpp_extension.BuildExtension": "cpp_extension.html", + } + + for class_name, page_name in class_method_map.items(): + if module_path == class_name: + return f"{base_url}{page_name}#{torch_api}" + + # 默认情况下,尝试生成到generated目录 + return f"{base_url}generated/{module_path}.html#{torch_api}" def escape_underscores_in_api(api_name): diff --git a/docs/guides/model_convert/convert_from_pytorch/tools/validate_api_difference.py b/docs/guides/model_convert/convert_from_pytorch/tools/validate_api_difference.py index 218b6fb5af4..2b7ecd7e8e3 100644 --- a/docs/guides/model_convert/convert_from_pytorch/tools/validate_api_difference.py +++ b/docs/guides/model_convert/convert_from_pytorch/tools/validate_api_difference.py @@ -1,11 +1,39 @@ import argparse +import concurrent.futures import os +import random import re +import time from collections import defaultdict +from urllib.parse import urlparse + +import requests +from requests.adapters import HTTPAdapter +from tqdm import tqdm # 用于显示进度条 +from urllib3.util.retry import Retry # 默认文件路径 DEFAULT_FILE_PATH = "/workspace/paddleDocs/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md" +USER_AGENT = "" + +# 重试策略配置 +RETRY_STRATEGY = Retry( + total=3, + backoff_factor=0.5, + status_forcelist=[429, 500, 502, 503, 504], + allowed_methods=["HEAD", "GET"], +) + + +def create_session(): + """创建带有重试机制的会话""" + session = requests.Session() + adapter = HTTPAdapter(max_retries=RETRY_STRATEGY) + session.mount("http://", adapter) + session.mount("https://", adapter) + return session + def parse_toc(lines): """ @@ -305,6 +333,154 @@ def extract_all_urls(categories): return urls_with_context +def is_valid_url(url): + """ + 检查URL是否有效 + """ + try: + result = urlparse(url) + return all([result.scheme, result.netloc]) + except ValueError: + return False + + +def check_url_exists(url_info, session=None): + """ + 检查URL是否存在(是否返回404) + 返回状态码和错误信息 + """ + url = url_info["url"] + + # 检查URL是否有效 + if not is_valid_url(url): + return { + "status": "invalid", + "status_code": None, + "error": "无效的URL格式", + "url_info": url_info, + } + + # 添加随机延迟,避免请求过于频繁 + time.sleep(random.uniform(0.5, 1.5)) + + # 创建会话(如果未提供) + if session is None: + session = create_session() + + try: + # 发送HEAD请求(更快,节省带宽) + response = session.head(url, timeout=10, allow_redirects=True) + status_code = response.status_code + + # 如果HEAD请求不被支持(405错误),则尝试GET请求 + if status_code == 405: + response = session.get(url, timeout=10, allow_redirects=True) + status_code = response.status_code + + # 根据状态码判断URL是否存在 + if status_code == 200: + return { + "status": "ok", + "status_code": status_code, + "error": None, + "url_info": url_info, + } + elif status_code == 404: + return { + "status": "not_found", + "status_code": status_code, + "error": "页面不存在", + "url_info": url_info, + } + elif 400 <= status_code < 500: + return { + "status": "client_error", + "status_code": status_code, + "error": "客户端错误", + "url_info": url_info, + } + elif 500 <= status_code < 600: + return { + "status": "server_error", + "status_code": status_code, + "error": "服务器错误", + "url_info": url_info, + } + else: + return { + "status": "other_error", + "status_code": status_code, + "error": f"HTTP状态码: {status_code}", + "url_info": url_info, + } + + except requests.exceptions.RequestException as e: + return { + "status": "request_error", + "status_code": None, + "error": str(e), + "url_info": url_info, + } + + +def check_urls_exist(urls_with_context, max_workers=10): + """ + 使用多线程检查所有URL是否存在(是否返回404) + 返回警告列表 + """ + warnings = [] + + urls_with_context = urls_with_context[-700:] + + total_urls = len(urls_with_context) + + print( + f"开始使用多线程检查 {total_urls} 个URL的存在性(线程数:{max_workers})..." + ) + + with ( + tqdm(total=total_urls, desc="检查URL") as pbar, + concurrent.futures.ThreadPoolExecutor( + max_workers=max_workers + ) as executor, + ): + # 为每个线程创建一个会话 + sessions = [create_session() for _ in range(max_workers)] + + # 提交所有任务 + future_to_url = {} + for i, url_info in enumerate(urls_with_context): + # 分配会话给任务(轮询方式) + session = sessions[i % max_workers] + future = executor.submit(check_url_exists, url_info, session) + future_to_url[future] = url_info + + # 处理完成的任务 + for future in concurrent.futures.as_completed(future_to_url): + result = future.result() + + # 更新进度条 + pbar.update(1) + + # 如果不是200状态码,则添加到警告列表 + if result["status"] != "ok": + warning_msg = ( + f"URL访问错误: {result['error']}\n" + f"URL: {result['url_info']['url']}\n" + f"上下文: {result['url_info']['context']}\n" + ) + if result["status_code"]: + warning_msg += f"状态码: {result['status_code']}\n" + warnings.append(warning_msg) + + # 关闭所有会话 + for session in sessions: + session.close() + + print(f"URL检查完成,发现 {len(warnings)} 个问题") + return warnings + + def main(): parser = argparse.ArgumentParser(description="Markdown 文件校验工具") parser.add_argument( @@ -313,6 +489,12 @@ def main(): help="要校验的 Markdown 文件路径", default=DEFAULT_FILE_PATH, ) + parser.add_argument( + "--skip-url-check", + action="store_true", + help="跳过URL存在性检查(避免网络请求)", + ) + args = parser.parse_args() current_script_path = os.path.abspath(__file__) @@ -329,7 +511,7 @@ def main(): # 检查文件是否存在 if not os.path.exists(md_file_path): print(f"错误: 文件 '{md_file_path}' 不存在") - print("请使用 --file 参数指定正确的文件路径") + print("请使用 --file 参数指定文件路径") return # 读取文件所有行 @@ -354,12 +536,12 @@ def main(): print(f"找到 {len(toc)} 个目录条目") print(f"找到 {len(categories)} 个类别") - # 执行三个校验 + # 执行三个基本校验 toc_warnings = check_toc_consistency(toc, categories) unique_warnings = check_unique_torch_apis(categories) link_warnings = check_links_exist(categories) - # 输出警告到文件(保存在 tools_dir 路径下) + # 输出警告到文件 if toc_warnings: output_path = os.path.join(tools_dir, "toc_warnings.txt") with open(output_path, "w", encoding="utf-8") as f: @@ -381,8 +563,34 @@ def main(): f.writelines(warning + "\n" for warning in link_warnings) print(f"生成 {output_path},包含 {len(link_warnings)} 个警告") + # 执行URL存在性检查(除非明确跳过) + url_warnings = [] + if not args.skip_url_check: + # 提取所有URL + urls_with_context = extract_all_urls(categories) + print(f"找到 {len(urls_with_context)} 个URL需要检查") + + # 检查URL存在性(使用多线程) + url_warnings = check_urls_exist( + urls_with_context, max(os.cpu_count() - 4, 1) + ) + + if url_warnings: + output_path = os.path.join(tools_dir, "url_warnings.txt") + with open(output_path, "w", encoding="utf-8") as f: + f.write("URL存在性校验警告:\n") + f.writelines(warning + "\n" for warning in url_warnings) + print(f"生成 {output_path},包含 {len(url_warnings)} 个警告") + else: + print("跳过URL存在性检查") + # 如果没有警告,输出成功信息 - if not toc_warnings and not unique_warnings and not link_warnings: + if ( + not toc_warnings + and not unique_warnings + and not link_warnings + and not url_warnings + ): print("所有校验通过,没有发现警告!")