diff --git a/ci_scripts/gendoc.sh b/ci_scripts/gendoc.sh index 70bb2c66210..9baea37fe66 100755 --- a/ci_scripts/gendoc.sh +++ b/ci_scripts/gendoc.sh @@ -29,6 +29,10 @@ fi if [ -f ${FLUIDDOCDIR}/ci_scripts/hooks/pre-doc-compile.sh ] ; then ${FLUIDDOCDIR}/ci_scripts/hooks/pre-doc-compile.sh + if [ $? -ne 0 ]; then + echo "pre-doc-compile.sh failed." + exit 1 + fi fi thread=2 diff --git a/ci_scripts/hooks/pre-doc-compile.sh b/ci_scripts/hooks/pre-doc-compile.sh index 273945d0ff9..f5e24d183e8 100755 --- a/ci_scripts/hooks/pre-doc-compile.sh +++ b/ci_scripts/hooks/pre-doc-compile.sh @@ -3,7 +3,7 @@ SCRIPT_DIR="$( cd "$( dirname "$0" )" && pwd )" FLUIDDOCDIR=${FLUIDDOCDIR:=/FluidDoc} -DOCROOT=${FLUIDDOCDIR}/docs/ +DOCROOT=${FLUIDDOCDIR}/docs ## 1 merge the pytorch to paddle api map tables @@ -44,3 +44,8 @@ done APIMAPPING_ROOT=${DOCROOT}/guides/model_convert/convert_from_pytorch python ${APIMAPPING_ROOT}/apply_reference_from_api_difference.py + +if [ $? -ne 0 ]; then + echo "Error: API mapping generate script failed, please check changes in ${APIMAPPING_ROOT}" + exit 1 +fi diff --git a/docs/guides/model_convert/convert_from_pytorch/.gitignore b/docs/guides/model_convert/convert_from_pytorch/.gitignore new file mode 100644 index 00000000000..ed4b5a13648 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/.gitignore @@ -0,0 +1 @@ +api_mappings.json diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md index 5976c4518b3..5926b3633e1 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md @@ -1,14 +1,14 @@ -## [ 仅参数名不一致 ]torch.tensor_split -### [torch.tensor_split](https://pytorch.org/docs/stable/generated/torch.Tensor.tensor_split.html) +## [ 仅参数名不一致 ]torch.Tensor.tensor_split +### [torch.Tensor.tensor_split](https://pytorch.org/docs/stable/generated/torch.Tensor.tensor_split.html) ```python -torch.tensor_split(indices_or_sections, dim=0) +torch.Tensor.tensor_split(indices_or_sections, dim=0) ``` -### [paddle.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) +### [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) ```python -paddle.tensor_split(num_or_indices, axis=0, name=None) +paddle.Tensor.tensor_split(num_or_indices, axis=0, name=None) ``` 其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下： diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_exp.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_exp.md index 7b1d2f30492..6e5dc17ccff 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_exp.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_exp.md @@ -1,5 +1,5 @@ ## [ 仅参数名不一致 ]torch.linalg.matrix_exp -### [torch.linalg.matrix_power](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_exp.html#torch.linalg.matrix_exp) +### [torch.linalg.matrix_exp](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_exp.html#torch.linalg.matrix_exp) ```python torch.linalg.matrix_exp(A) diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool1d.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool1d.md new file mode 100644 index 00000000000..0468943a3c8 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool1d.md @@ -0,0 +1,15 @@ +## [ 参数完全一致 ] torch.nn.AdaptiveAvgPool1d + +### [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html) + +```python +torch.nn.AdaptiveAvgPool1d(output_size) +``` + +### [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) + +```python +paddle.nn.AdaptiveAvgPool1D(output_size, name=None) +``` + +两者功能一致，参数完全一致。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool2d.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool2d.md new file mode 100644 index 00000000000..079f86de7f3 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool2d.md @@ -0,0 +1,20 @@ +## [ 仅 paddle 参数更多 ] torch.nn.AdaptiveAvgPool2d + +### [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html) + +```python +torch.nn.AdaptiveAvgPool2d(output_size) +``` + +### [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) + +```python +paddle.nn.AdaptiveAvgPool2D(output_size, data_format='NCHW', name=None) +``` + +其中 Paddle 相比 PyTorch 支持更多其他参数，具体如下： +### 参数映射 +| PyTorch | PaddlePaddle | 备注 | +| ------------- | ------------ | ------------------------------------------------------ | +| output_size | output_size | 表示输出 Tensor 的 size 。 | +| - | data_format | 表示输入 Tensor 的数据格式， PyTorch 无此参数， Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool3d.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool3d.md new file mode 100644 index 00000000000..80131c0ab80 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool3d.md @@ -0,0 +1,20 @@ +## [ 仅 paddle 参数更多 ] torch.nn.AdaptiveAvgPool3d + +### [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html) + +```python +torch.nn.AdaptiveAvgPool3d(output_size) +``` + +### [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) + +```python +paddle.nn.AdaptiveAvgPool3D(output_size, data_format='NCDHW', name=None) +``` + +其中 Paddle 相比 PyTorch 支持更多其他参数，具体如下： +### 参数映射 +| PyTorch | PaddlePaddle | 备注 | +| ------------- | ------------ | ------------------------------------------------------ | +| output_size | output_size | 表示输出 Tensor 的 size 。 | +| - | data_format | 表示输入 Tensor 的数据格式， PyTorch 无此参数， Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LogSigmoid.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LogSigmoid.md new file mode 100644 index 00000000000..352776fe8fc --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LogSigmoid.md @@ -0,0 +1,15 @@ +## [ 无参数 ] torch.nn.LogSigmoid + +### [torch.nn.LogSigmoid](https://pytorch.org/docs/stable/generated/torch.nn.LogSigmoid.html) + +```python +torch.nn.LogSigmoid(*args, **kwargs) +``` + +### [paddle.nn.LogSigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LogSigmoid_cn.html#logsigmoid) + +```python +paddle.nn.LogSigmoid(name=None) +``` + +两者功能一致，均无参数。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Sigmoid.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Sigmoid.md new file mode 100644 index 00000000000..77797d8079d --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Sigmoid.md @@ -0,0 +1,15 @@ +## [ 无参数 ] torch.nn.Sigmoid + +### [torch.nn.Sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.Sigmoid.html) + +```python +torch.nn.Sigmoid(*args, **kwargs) +``` + +### [paddle.nn.Sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Sigmoid_cn.html#sigmoid) + +```python +paddle.nn.Sigmoid(name=None) +``` + +两者功能一致，均无参数。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softplus.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softplus.md new file mode 100644 index 00000000000..487d63b3567 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softplus.md @@ -0,0 +1,15 @@ +## [ 参数完全一致 ] torch.nn.Softplus + +### [torch.nn.Softplus](https://pytorch.org/docs/stable/generated/torch.nn.Softplus.html) + +```python +torch.nn.Softplus(beta=1, threshold=20) +``` + +### [paddle.nn.Softplus](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softplus_cn.html) + +```python +paddle.nn.Softplus(beta=1, threshold=20, name=None) +``` + +两者功能一致，参数完全一致。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softsign.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softsign.md new file mode 100644 index 00000000000..633fc2daaf2 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softsign.md @@ -0,0 +1,15 @@ +## [ 无参数 ] torch.nn.Softsign + +### [torch.nn.Softsign](https://pytorch.org/docs/stable/generated/torch.nn.Softsign.html) + +```python +torch.nn.Softsign(*args, **kwargs) +``` + +### [paddle.nn.Softsign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softsign_cn.html) + +```python +paddle.nn.Softsign(name=None) +``` + +两者功能一致，均无参数。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanh.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanh.md new file mode 100644 index 00000000000..656a1323a5a --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanh.md @@ -0,0 +1,15 @@ +## [ 无参数 ] torch.nn.Tanh + +### [torch.nn.Tanh](https://pytorch.org/docs/stable/generated/torch.nn.Tanh.html) + +```python +torch.nn.Tanh(*args, **kwargs) +``` + +### [paddle.nn.Tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Tanh_cn.html) + +```python +paddle.nn.Tanh(name=None) +``` + +两者功能一致，无参数。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanhshrink.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanhshrink.md new file mode 100644 index 00000000000..3bf82caac8e --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanhshrink.md @@ -0,0 +1,15 @@ +## [ 无参数 ] torch.nn.Tanhshrink + +### [torch.nn.Tanhshrink](https://pytorch.org/docs/stable/generated/torch.nn.Tanhshrink.html) + +```python +torch.nn.Tanhshrink(*args, **kwargs) +``` + +### [paddle.nn.Tanhshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Tanhshrink_cn.html) + +```python +paddle.nn.Tanhshrink(name=None) +``` + +两者功能一致，均无参数。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginWithDistanceLoss.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginWithDistanceLoss.md new file mode 100644 index 00000000000..8ba47014935 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginWithDistanceLoss.md @@ -0,0 +1,15 @@ +## [ 参数完全一致 ] torch.nn.TripletMarginWithDistanceLoss + +### [torch.nn.TripletMarginWithDistanceLoss](https://pytorch.org/docs/stable/generated/torch.nn.TripletMarginWithDistanceLoss.html) + +```python +torch.nn.TripletMarginWithDistanceLoss(*, distance_function=None, margin=1.0, swap=False, reduction='mean') +``` + +### [paddle.nn.TripletMarginWithDistanceLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/TripletMarginWithDistanceLoss_cn.html#tripletmarginwithdistanceloss) + +```python +paddle.nn.TripletMarginWithDistanceLoss(distance_function=None, margin: float = 1.0, swap: bool = False, reduction: str = 'mean', name: str = None) +``` + +两者功能一致，参数完全一致。 diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.slice_scatter.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.slice_scatter.md index bc7e31f180d..5ade4a9d99f 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.slice_scatter.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.slice_scatter.md @@ -1,4 +1,4 @@ -## [ 参数不一致 ]torch.Tensor.slice_scatter +## [ 参数不一致 ]torch.slice_scatter ### [torch.slice_scatter](https://pytorch.org/docs/stable/generated/torch.slice_scatter.html#torch.slice_scatter) diff --git a/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py b/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py index 6b036df28ce..20f1f70d39b 100644 --- a/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py +++ b/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py @@ -1,6 +1,7 @@ import json import os import re +import sys import typing @@ -207,8 +208,10 @@ def apply_reference_to_row(line, metadata_dict, table_row_idx, line_idx): output = "| " + " | ".join(content) + " |\n" return output else: - print(f"found manual-maintaining row at line [{line_idx}]: {line}") - return line + raise ValueError( + f"found manual-maintaining row at line [{line_idx}]: {line}" + ) + # return line def reference_mapping_item(index_path, metadata_dict): @@ -218,6 +221,7 @@ def reference_mapping_item(index_path, metadata_dict): with open(mapping_index_file, "r", encoding="utf-8") as f: lines = f.readlines() + ret_code = 0 state = 0 # -1: error # 0: wait for table header @@ -309,12 +313,14 @@ def reference_mapping_item(index_path, metadata_dict): print(e) print(f"Error at line {i+1}: {line}") output.append(line) + ret_code = 1 # state = 6 else: raise Exception( f"Unexpected State at {state} in processing file: {index_path}" ) + ret_code = 2 if state == 5 or state == 6: state = 0 @@ -324,6 +330,9 @@ def reference_mapping_item(index_path, metadata_dict): f"Unexpected End State at {state} in parsing file: {index_path}" ) + if ret_code != 0: + sys.exit(ret_code) + with open(mapping_index_file, "w", encoding="utf-8") as f: f.writelines(output) 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 98476f53aae..b6a8dbbf6c2 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 @@ -369,7 +369,7 @@ | REFERENCE-MAPPING-ITEM(`torch.get_default_dtype`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.get_default_dtype.md) | | REFERENCE-MAPPING-ITEM(`torch.is_grad_enabled`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.is_grad_enabled.md) | | REFERENCE-MAPPING-ITEM(`torch.manual_seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.manual_seed.md) | -| [torch.can_cast](https://pytorch.org/docs/stable/generated/torch.can_cast.html#torch-can-cast) | 功能缺失 | +| NOT-IMPLEMENTED-ITEM(`torch.can_cast`, https://pytorch.org/docs/stable/generated/torch.can_cast.html) | | REFERENCE-MAPPING-ITEM(`torch.atleast_1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atleast_1d.md) | | REFERENCE-MAPPING-ITEM(`torch.atleast_2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atleast_2d.md) | | REFERENCE-MAPPING-ITEM(`torch.atleast_3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atleast_3d.md) | @@ -453,18 +453,18 @@ | REFERENCE-MAPPING-ITEM(`torch.nn.UpsamplingBilinear2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2d.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.UpsamplingNearest2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingNearest2d.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.ZeroPad2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ZeroPad2d.md) | -| 71 | [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html?highlight=adaptiveavgpool1d#torch.nn.AdaptiveAvgPool1d) | [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) | 功能一致，参数完全一致 | -| 72 | [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html?highlight=adaptiveavgpool2d#torch.nn.AdaptiveAvgPool2d) | [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) | 功能一致，参数完全一致 | -| 73 | [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html?highlight=adaptiveavgpool3d#torch.nn.AdaptiveAvgPool3d) | [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) | 功能一致，参数完全一致 | -| 74 | [torch.nn.LogSigmoid](https://pytorch.org/docs/stable/generated/torch.nn.LogSigmoid.html?highlight=logsig#torch.nn.LogSigmoid) | [paddle.nn.LogSigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LogSigmoid_cn.html) | 功能一致，无参数 | -| 75 | [torch.nn.Sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.Sigmoid.html?highlight=sigmoid#torch.nn.Sigmoid) | [paddle.nn.Sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Sigmoid_cn.html) | 功能一致，无参数 | -| 76 | [torch.nn.Softplus](https://pytorch.org/docs/stable/generated/torch.nn.Softplus.html?highlight=softplus#torch.nn.Softplus) | [paddle.nn.Softplus](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softplus_cn.html) | 功能一致，参数完全一致 | -| 77 | [torch.nn.Softsign](https://pytorch.org/docs/stable/generated/torch.nn.Softsign.html?highlight=softsign#torch.nn.Softsign) | [paddle.nn.Softsign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softsign_cn.html) | 功能一致，无参数 | -| 78 | [torch.nn.Tanh](https://pytorch.org/docs/stable/generated/torch.nn.Tanh.html?highlight=tanh#torch.nn.Tanh) | [paddle.nn.Tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Tanh_cn.html) | 功能一致，无参数 | -| 79 | [torch.nn.Tanhshrink](https://pytorch.org/docs/stable/generated/torch.nn.Tanhshrink.html?highlight=tanhsh#torch.nn.Tanhshrink) | [paddle.nn.Tanhshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Tanhshrink_cn.html) | 功能一致，无参数 | +| REFERENCE-MAPPING-ITEM(`torch.nn.AdaptiveAvgPool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AdaptiveAvgPool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AdaptiveAvgPool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveAvgPool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LogSigmoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LogSigmoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Sigmoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Sigmoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Softplus`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softplus.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Softsign`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softsign.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Tanh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanh.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Tanhshrink`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Tanhshrink.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.TransformerDecoder`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerDecoder.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.Identity`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Identity.md) | -| 82 | [torch.nn.TripletMarginWithDistanceLoss](https://pytorch.org/docs/stable/generated/torch.nn.TripletMarginWithDistanceLoss.html?highlight=tripletmarginwithdistanceloss#torch.nn.TripletMarginWithDistanceLoss) | [paddle.nn.TripletMarginWithDistanceLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/TripletMarginWithDistanceLoss_cn.html) | 功能一致，参数一致 | +| REFERENCE-MAPPING-ITEM(`torch.nn.TripletMarginWithDistanceLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginWithDistanceLoss.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.GroupNorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GroupNorm.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.LayerNorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LayerNorm.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.CTCLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CTCLoss.md) | @@ -520,8 +520,8 @@ | REFERENCE-MAPPING-ITEM(`torch.nn.TransformerEncoderLayer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerEncoderLayer.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.TripletMarginLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginLoss.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.parameter.Parameter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.parameter.Parameter.md) | -| [torch.nn.MultiLabelMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiLabelMarginLoss) | 功能缺失 | -| [torch.nn.CTCLoss](https://pytorch.org/docs/stable/generated/torch.nn.CTCLoss.html#torch.nn.CTCLoss) | 功能缺失，torch 的 log_softmax+ctc_loss 相当于 paddle 的 ctc_loss | +| NOT-IMPLEMENTED-ITEM(`torch.nn.MultiLabelMarginLoss`, https://pytorch.org/docs/stable/generated/torch.nn.MultiLabelMarginLoss) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.CTCLoss`, https://pytorch.org/docs/stable/generated/torch.nn.CTCLoss.html#torch.nn.CTCLoss) | ***持续更新...*** @@ -616,326 +616,14 @@ | REFERENCE-MAPPING-ITEM(`torch.nn.functional.threshold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.threshold.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.functional.unfold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.unfold.md) | | REFERENCE-MAPPING-ITEM(`torch.nn.functional.upsample_bilinear`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample_bilinear.md) | -| (torch.nn.functional.multilabel_margin_loss)[https://pytorch.org/docs/stable/generated/torch.nn.functional.multilabel_margin_loss.html#torch.nn.functional.multilabel_margin_loss] | 功能缺失 | -| (torch.nn.functional.ctc_loss)[https://pytorch.org/docs/stable/generated/torch.nn.functional.ctc_loss.html#torch.nn.functional.ctc_loss] | 功能缺失，torch 的 log_softmax+ctc_loss 相当于 paddle 的 ctc_loss | +| NOT-IMPLEMENTED-ITEM(`torch.nn.functional.multilabel_margin_loss`, https://pytorch.org/docs/stable/generated/torch.nn.functional.multilabel_margin_loss.html#torch.nn.functional.multilabel_margin_loss) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.functional.ctc_loss`, https://pytorch.org/docs/stable/generated/torch.nn.functional.ctc_loss.html#torch.nn.functional.ctc_loss) | ***持续更新...*** ## torch.Tensor.XX API 映射列表 梳理了`torch.Tensor.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | - |-----| --- | --- | --- | -| 1 | [torch.Tensor.device](https://pytorch.org/docs/stable/generated/torch.Tensor.device.html) | [paddle.Tensor.place](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#place) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.device.md) | -| 2 | [torch.Tensor.grad](https://pytorch.org/docs/stable/generated/torch.Tensor.grad.html) | [paddle.Tensor.grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#grad) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.grad.md) | -| 3 | [torch.Tensor.imag](https://pytorch.org/docs/stable/generated/torch.Tensor.imag.html) | [paddle.Tensor.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#imag-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.imag.md) | -| 4 | [torch.Tensor.is_leaf](https://pytorch.org/docs/stable/generated/torch.Tensor.is_leaf.html) | [paddle.Tensor.is_leaf](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#is-leaf) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_leaf.md) | -| 5 | [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/api/paddle/Tensor_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_sparse.md) | -| 6 | [torch.Tensor.ndim](https://pytorch.org/docs/stable/generated/torch.Tensor.ndim.html) | [paddle.Tensor.ndim](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#ndim) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ndim.md) | -| 7 | [torch.Tensor.real](https://pytorch.org/docs/stable/generated/torch.Tensor.real.html) | [paddle.Tensor.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#real-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.real.md) | -| 8 | [torch.Tensor.shape](https://pytorch.org/docs/stable/generated/torch.Tensor.shape.html) | [paddle.Tensor.shape](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#shape) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.shape.md) | -| 9 | [torch.Tensor.T](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.T) | [paddle.Tensor.T](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tensor) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.T__upper.md) | -| 10 | [torch.Tensor.is_contiguous](https://pytorch.org/docs/stable/generated/torch.Tensor.is_contiguous.html?highlight=is_contiguous#torch.Tensor.is_contiguous) | [-] | 无对应 API，可以直接删除，对网络一般无影响 | -| 11 | [torch.Tensor.contiguous](https://pytorch.org/docs/stable/generated/torch.Tensor.contiguous.html?highlight=contiguous#torch.Tensor.contiguous) | [-] | 无对应 API，可以直接删除，对网络一般无影响 | -| 12 | [torch.Tensor.float](https://pytorch.org/docs/stable/generated/torch.Tensor.float.html?highlight=float#torch.Tensor.float) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.float.md) | -| 13 | [torch.Tensor.int](https://pytorch.org/docs/stable/generated/torch.Tensor.int.html?highlight=int#torch.Tensor.int) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.int.md) | -| 14 | [torch.Tensor.sigmoid](https://pytorch.org/docs/stable/generated/torch.Tensor.sigmoid.html?highlight=torch+sigmoid#torch.Tensor.sigmoid) | [paddle.nn.functional.sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/sigmoid_cn.html) | 功能完全一致。 | -| 15 | [torch.Tensor.copy_](https://pytorch.org/docs/stable/generated/torch.Tensor.copy_.html?highlight=copy_#torch.Tensor.copy_) | [paddle.assign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/assign_cn.html#assign) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.copy_.md) | -| 16 | [torch.Tensor.masked_fill](https://pytorch.org/docs/stable/generated/torch.Tensor.masked_fill.html?highlight=masked_fill#torch.Tensor.masked_fill) | [paddle.Tensor.masked_fill](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#masked-fill-x-mask-value-name-none) | 功能完全一致 | -| 17 | [torch.Tensor.fill_](https://pytorch.org/docs/stable/generated/torch.Tensor.fill_.html?highlight=fill_#torch.Tensor.fill_) | [paddle.Tensor.fill_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#fill-x-value-name-none) | 功能完全一致 | -| 18 | [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/api/paddle/Tensor_cn.html#unique-return-index-false-return-inverse-false-return-counts-false-axis-none-dtype-int64-name-none) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unique.md) | -| 19 | [torch.Tensor.expand](https://pytorch.org/docs/stable/generated/torch.Tensor.expand.html?highlight=expand#torch.Tensor.expand) | [paddle.Tensor.expand](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#expand-shape-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expand.md) | -| 20 | [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/api/paddle/Tensor_cn.html#stop-gradient) | 功能一致，仅使用方式不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.requires_grad_.md) | -| 21 | [torch.Tensor.cuda](https://pytorch.org/docs/stable/generated/torch.Tensor.cuda.html?highlight=cuda#torch.Tensor.cuda) | [-] | 无对应 API，可以直接删除，对网络一般无影响 | -| 22 | [torch.Tensor.softmax](https://pytorch.org/docs/stable/generated/torch.Tensor.softmax.html?highlight=softmax#torch.Tensor.softmax) | [paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/softmax_cn.html#softmax) | 功能一致，调用方式不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.softmax.md) | -| 23 | [torch.Tensor.count_nonzero](https://pytorch.org/docs/stable/generated/torch.Tensor.count_nonzero.html?highlight=count_non#torch.Tensor.count_nonzero) | [paddle.Tensor.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#count-nonzero-axis-none-keepdim-false-name-none) | 功能一致，仅 Paddle 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.count_nonzero.md) | -| 24 | [torch.Tensor.acosh](https://pytorch.org/docs/stable/generated/torch.Tensor.acosh.html?highlight=acosh#torch.Tensor.acosh) | [paddle.Tensor.acosh]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.acosh.md) | -| 25 | [torch.Tensor.chunk](https://pytorch.org/docs/stable/generated/torch.Tensor.chunk.html?highlight=chunk#torch.Tensor.chunk) | [paddle.Tensor.chunk](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#chunk-chunks-axis-0-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.chunk.md) | -| 26 | [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/api/paddle/Tensor_cn.html#clip-min-none-max-none-name-none) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clamp.md) | -| 27 | [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/api/paddle/Tensor_cn.html#id6) | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clamp_.md) | -| 28 | [torch.Tensor.clip](https://pytorch.org/docs/stable/generated/torch.Tensor.clip.html?highlight=clip#torch.Tensor.clip) | [paddle.Tensor.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#clip-min-none-max-none-name-none) | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clip.md) | -| 29 | [torch.Tensor.clip_](https://pytorch.org/docs/stable/generated/torch.Tensor.clip_.html?highlight=clip_#torch.Tensor.clip_) | [paddle.Tensor.clip_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id6) | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clip_.md) | -| 30 | [torch.Tensor.conj](https://pytorch.org/docs/stable/generated/torch.Tensor.conj.html?highlight=conj#torch.Tensor.conj) | [paddle.Tensor.conj](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#conj-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.conj.md) | -| 31 | [torch.Tensor.cos](https://pytorch.org/docs/stable/generated/torch.Tensor.cos.html?highlight=cos#torch.Tensor.cos) | [paddle.Tensor.cos](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cos-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cos.md) | -| 32 | [torch.Tensor.cosh](https://pytorch.org/docs/stable/generated/torch.Tensor.cosh.html?highlight=cosh#torch.Tensor.cosh) | [paddle.Tensor.cosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cosh-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cosh.md) | -| 33 | [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) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.var.md) | -| 34 | [torch.Tensor.where](https://pytorch.org/docs/stable/generated/torch.Tensor.where.html#torch.Tensor.where) | [paddle.Tensor.where](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#where-y-name-none) | 功能一致，参数不⼀致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.where.md) | -| 35 | [torch.Tensor.zero_](https://pytorch.org/docs/stable/generated/torch.Tensor.zero_.html#torch.Tensor.zero_) | [paddle.Tensor.zero_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#zero-x-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.zero_.md) | -| 36 | [torch.Tensor.arctanh](https://pytorch.org/docs/stable/generated/torch.Tensor.arctanh.html#torch.Tensor.arctanh) | [paddle.Tensor.atanh]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arctanh.md) | -| 37 | [torch.Tensor.atanh](https://pytorch.org/docs/stable/generated/torch.Tensor.atanh.html#torch.Tensor.atanh) | [paddle.Tensor.atanh]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.atanh.md) | -| 38 | [torch.Tensor.take](https://pytorch.org/docs/stable/generated/torch.Tensor.take.html#torch.Tensor.take) | [paddle.Tensor.take](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#take-index-mode-raise-name-none) | 功能一致，仅 paddle 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.take.md) | -| 39 | [torch.Tensor.tan](https://pytorch.org/docs/stable/generated/torch.Tensor.tan.html#torch.Tensor.tan) | [paddle.Tensor.tan]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tan.md) | -| 40 | [torch.Tensor.tanh](https://pytorch.org/docs/stable/generated/torch.Tensor.tanh.html#torch.Tensor.tanh) | [paddle.Tensor.tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tanh-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tanh.md) | -| 41 | [torch.Tensor.tanh_](https://pytorch.org/docs/stable/generated/torch.Tensor.tanh_.html#torch.Tensor.tanh_) | [paddle.Tensor.tanh_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id21) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tanh_.md) | -| 42 | [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/api/paddle/Tensor_cn.html#tile-repeat-times-name-none) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tile.md) | -| 43 | [torch.Tensor.to_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse.html#torch.Tensor.to_sparse) | [paddle.Tensor.to_sparse_coo]() | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to_sparse.md) | -| 44 | [torch.Tensor.tolist](https://pytorch.org/docs/stable/generated/torch.Tensor.tolist.html#torch.Tensor.tolist) | [paddle.Tensor.tolist](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tolist) | 功能一致，无参数，[差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tolist.md) | -| 45 | [torch.Tensor.topk](https://pytorch.org/docs/stable/generated/torch.Tensor.topk.html#torch.Tensor.topk) | [paddle.Tensor.topk](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#topk-k-axis-none-largest-true-sorted-true-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.topk.md) | -| 46 | [torch.Tensor.arccosh](https://pytorch.org/docs/stable/generated/torch.Tensor.arccosh.html?highlight=arccosh#torch.Tensor.arccosh) | [paddle.Tensor.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acosh_cn.html#acosh) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arccosh.md) | -| 47 | [torch.Tensor.cpu](https://pytorch.org/docs/stable/generated/torch.Tensor.cpu.html?highlight=torch+tensor+cpu#torch.Tensor.cpu) | [paddle.Tensor.cpu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cpu) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cpu.md) | -| 48 | [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/api/paddle/Tensor_cn.html#cross-y-axis-none-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cross.md) | -| 49 | [torch.Tensor.cumprod](https://pytorch.org/docs/stable/generated/torch.Tensor.cumprod.html?highlight=cumprod#torch.Tensor.cumprod) | [paddle.Tensor.cumprod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cumprod_cn.html#cumprod) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cumprod.md) | -| 50 | [torch.Tensor.cumsum](https://pytorch.org/docs/stable/generated/torch.Tensor.cumsum.html?highlight=cumsum#torch.Tensor.cumsum) | [paddle.Tensor.cumsum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cumsum-axis-none-dtype-none-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cumsum.md) | -| 51 | [torch.Tensor.deg2rad](https://pytorch.org/docs/stable/generated/torch.Tensor.deg2rad.html?highlight=deg2rad#torch.Tensor.deg2rad) | [paddle.Tensor.deg2rad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#deg2rad-x-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.deg2rad.md) | -| 52 | [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) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.det.md) | -| 53 | [torch.Tensor.detach](https://pytorch.org/docs/stable/generated/torch.Tensor.detach.html?highlight=detach#torch.Tensor.detach) | [paddle.Tensor.detach](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#detach) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.detach.md) | -| 54 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diag.md) | -| 55 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diagonal.md) | -| 56 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diff.md) | -| 57 | [torch.Tensor.digamma](https://pytorch.org/docs/stable/generated/torch.Tensor.digamma.html?highlight=digamma#torch.Tensor.digamma) | [paddle.Tensor.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#digamma-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.digamma.md) | -| 58 | [torch.Tensor.dim](https://pytorch.org/docs/stable/generated/torch.Tensor.dim.html?highlight=dim#torch.Tensor.dim) | [paddle.Tensor.dim](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dim) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dim.md) | -| 59 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dist.md) | -| 60 | [torch.Tensor.dot](https://pytorch.org/docs/stable/generated/torch.Tensor.dot.html?highlight=dot#torch.Tensor.dot) | [paddle.Tensor.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dot-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dot.md) | -| 61 | [torch.Tensor.element_size](https://pytorch.org/docs/stable/generated/torch.Tensor.element_size.html?highlight=element_size#torch.Tensor.element_size) | [paddle.Tensor.element_size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#element-size) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.element_size.md) | -| 62 | [torch.Tensor.eq](https://pytorch.org/docs/stable/generated/torch.Tensor.eq.html?highlight=eq#torch.Tensor.eq) | [paddle.Tensor.equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#equal-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.eq.md) | -| 63 | [torch.Tensor.equal](https://pytorch.org/docs/stable/generated/torch.Tensor.equal.html?highlight=equal#torch.Tensor.equal) | [paddle.Tensor.equal_all](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#equal-all-y-name-none) | 功能一致, 参数用法不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.equal.md) | -| 64 | [torch.Tensor.erf](https://pytorch.org/docs/stable/generated/torch.Tensor.erf.html?highlight=erf#torch.Tensor.erf) | [paddle.Tensor.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#erf-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.erf.md) | -| 65 | [torch.Tensor.erfinv](https://pytorch.org/docs/stable/generated/torch.Tensor.erfinv.html?highlight=erfinv#torch.Tensor.erfinv) | [paddle.Tensor.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#erfinv-x-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.erfinv.md) | -| 66 | [torch.Tensor.xlogy](https://pytorch.org/docs/stable/generated/torch.Tensor.xlogy.html#torch.Tensor.xlogy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.xlogy.md)| -| 67 | [torch.Tensor.exp](https://pytorch.org/docs/stable/generated/torch.Tensor.exp.html?highlight=exp#torch.Tensor.exp) | [paddle.Tensor.exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#exp-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exp.md) | -| 68 | [torch.Tensor.exp_](https://pytorch.org/docs/stable/generated/torch.Tensor.exp_.html?highlight=exp_#torch.Tensor.exp_) | [paddle.Tensor.exp\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id7) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exp_.md) | -| 69 | [torch.Tensor.expand_as](https://pytorch.org/docs/stable/generated/torch.Tensor.expand_as.html?highlight=expand_as) | [paddle.Tensor.expand_as](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#expand-as-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expand_as.md) | -| 70 | [torch.Tensor.fill\_](https://pytorch.org/docs/stable/generated/torch.Tensor.fill_.html?highlight=fill_#torch.Tensor.fill_) | [paddle.Tensor.fill\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#fill-x-value-name-none) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fill_.md) | -| 71 | [torch.Tensor.fill_diagonal_](https://pytorch.org/docs/stable/generated/torch.Tensor.fill_diagonal_.html?highlight=fill_diagonal_#torch.Tensor.fill_diagonal_) | [paddle.Tensor.fill_diagonal_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#fill-diagonal-x-value-offset-0-wrap-false-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fill_diagonal_.md) | -| 72 | [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/api/paddle/Tensor_cn.html#trunc-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fix.md) | -| 73 | [torch.Tensor.flatten](https://pytorch.org/docs/stable/generated/torch.Tensor.flatten.html?highlight=flatten#torch.Tensor.flatten) | [paddle.Tensor.flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flatten-start-axis-0-stop-axis-1-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.flatten.md) | -| 74 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.flip.md) | -| 75 | [torch.Tensor.fliplr](https://pytorch.org/docs/stable/generated/torch.Tensor.fliplr.html?highlight=fliplr#torch.Tensor.fliplr) | [paddle.Tensor.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flip-axis-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fliplr.md) | -| 76 | [torch.Tensor.flipud](https://pytorch.org/docs/stable/generated/torch.Tensor.flipud.html?highlight=flipud#torch.Tensor.flipud) | [paddle.Tensor.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#flip-axis-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.flipud.md) | -| 77 | [torch.Tensor.floor](https://pytorch.org/docs/stable/generated/torch.Tensor.floor.html?highlight=floor#torch.Tensor.floor) | [paddle.Tensor.floor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/floor_cn.html#floor) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.floor.md) | -| 78 | [torch.Tensor.floor_](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_.html?highlight=floor_#torch.Tensor.floor_) | [paddle.Tensor.floor\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id10) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.floor_.md) | -| 79 | [torch.Tensor.floor_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide.html?highlight=floor_divide#torch.Tensor.floor_divide) | [paddle.Tesnor.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#floor-divide-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.floor_divide.md) | -| 80 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fmax.md) | -| 81 | [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) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fmin.md) | -| 82 | [torch.Tensor.frac](https://pytorch.org/docs/stable/generated/torch.Tensor.frac.html?highlight=frac#torch.Tensor.frac) | [paddle.Tensor.frac](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#frac-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.frac.md) | -| 83 | [torch.Tensor.gather](https://pytorch.org/docs/stable/generated/torch.Tensor.gather.html?highlight=gather#torch.Tensor.gather) | [paddle.Tensor.take_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#take-along-axis-arr-index-axis) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.gather.md) | -| 84 | [torch.Tensor.logcumsumexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logcumsumexp.html?highlight=logcumsumexp#torch.Tensor.logcumsumexp) | [paddle.Tensor.logcumsumexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logcumsumexp_cn.html#logcumsumexp) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logcumsumexp.md) | -| 85 | [torch.Tensor.diagflat](https://pytorch.org/docs/stable/generated/torch.Tensor.diagflat.html?highlight=diagflat#torch.Tensor.diagflat) | [paddle.diagflat](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagflat_cn.html#diagflat) | 功能一致，参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diagflat.md) | -| 86 | [torch.Tensor.nanquantile](https://pytorch.org/docs/stable/generated/torch.nanquantile.html#torch.nanquantile) | [paddle.Tensor.nanquantile](https://github.com/PaddlePaddle/Paddle/pull/41343) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nanquantile.md) | -| 87 | [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/api/paddle/neg_cn.html#cn-api-paddle-neg) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.negative.md) | -| 88 | [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/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nelement.md) | -| 89 | [torch.Tensor.nonzero](https://pytorch.org/docs/stable/generated/torch.Tensor.nonzero.html?highlight=nonzero#torch.Tensor.nonzero) | [paddle.Tensor.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nonzero_cn.html#cn-api-tensor-search-nonzero) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nonzero.md) | -| 90 | [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/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.numel.md) | -| 91 | [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/api/paddle/Tensor_cn.html#numpy) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.numpy.md) | -| 92 | [torch.Tensor.outer](https://pytorch.org/docs/stable/generated/torch.Tensor.outer.html?highlight=outer#torch.Tensor.outer) | [paddle.outer](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/outer_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.outer.md) | -| 93 | [torch.Tensor.pin_memory](https://pytorch.org/docs/stable/generated/torch.Tensor.pin_memory.html?highlight=pin_mem#torch.Tensor.pin_memory) | [paddle.Tensor.pin_memory](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#pin-memory-y-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.pin_memory.md) | -| 94 | [torch.Tensor.pow](https://pytorch.org/docs/stable/generated/torch.Tensor.pow.html?highlight=pow#torch.Tensor.pow) | [paddle.pow](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/pow_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.pow.md) | -| 95 | [torch.Tensor.prod](https://pytorch.org/docs/stable/generated/torch.prod.html#torch.prod) | [paddle.Tensor.prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/prod_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.prod.md) | -| 96 | [torch.Tensor.arcsinh](https://pytorch.org/docs/stable/generated/torch.Tensor.arcsinh) | [paddle.Tensor.asinh]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arcsinh.md) | -| 97 | [torch.Tensor.asinh](https://pytorch.org/docs/stable/generated/torch.Tensor.asinh) | [paddle.Tensor.asinh]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.asinh.md) | -| 98 | [ torch.Tensor.rsqrt](https://pytorch.org/docs/stable/generated/torch.Tensor.rsqrt) | [paddle.Tensor.rsqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#rsqrt-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rsqrt.md) | -| 99 | [torch.Tensor.rsqrt_](https://pytorch.org/docs/stable/generated/torch.Tensor.rsqrt_) | [paddle.Tensor.rsqrt_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id15) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rsqrt_.md) | -| 100 | [torch.Tensor.select](https://pytorch.org/docs/stable/generated/torch.Tensor.select.html?highlight=select#torch.Tensor.select) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.select.md) | -| 101 | [torch.Tensor.sigmoid](https://pytorch.org/docs/stable/generated/torch.Tensor.sigmoid) | [paddle.Tensor.sigmoid]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sigmoid.md) | -| 102 | [torch.Tensor.sign](https://pytorch.org/docs/stable/generated/torch.Tensor.sign) | [paddle.Tensor.sign](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sign-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sign.md) | -| 103 | [torch.Tensor.sin](https://pytorch.org/docs/stable/generated/torch.Tensor.sin) | [paddle.Tensor.sin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sin-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sin.md) | -| 104 | [torch.Tensor.sinh](https://pytorch.org/docs/stable/generated/torch.Tensor.sinh.html?highlight=torch+tensor+sinh#torch.Tensor.sinh) | [paddle.Tensor.sinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sinh-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sinh.md) | -| 105 | [torch.Tensor.slogdet](https://pytorch.org/docs/stable/generated/torch.Tensor.slogdet.html?highlight=torch+tensor+slogdet#torch.Tensor.slogdet) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.slogdet.md) | -| 106 | [torch.Tensor.mul](https://pytorch.org/docs/stable/generated/torch.Tensor.mul.html) | [paddle.Tensor.multiply](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#multiply-y-axis-1-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mul.md) | -| 107 | [torch.Tensor.mul_](https://pytorch.org/docs/stable/generated/torch.Tensor.mul_.html?highlight=mul_) | - | 功能缺失 | -| 108 | [torch.Tensor.multiply](https://pytorch.org/docs/stable/generated/torch.Tensor.multiply.html) | [paddle.Tensor.multiply](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#multiply-y-axis-1-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.multiply.md) | -| 109 | [torch.Tensor.multiply_](https://pytorch.org/docs/stable/generated/torch.Tensor.multiply_.html?highlight=multiply#torch.Tensor.multiply_) | - | 功能缺失 | -| 110 | [torch.Tensor.mv](https://pytorch.org/docs/stable/generated/torch.Tensor.mv.html) | [paddle.Tensor.mv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#mv-vec-name-none) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mv.md) | -| 111 | [torch.Tensor.nansum](https://pytorch.org/docs/stable/generated/torch.Tensor.nansum.html?highlight=nansum#torch.Tensor.nansum) | [paddle.Tensor.nansum]() | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nansum.md) | -| 112 | [torch.Tensor.ndimension](https://pytorch.org/docs/stable/generated/torch.Tensor.ndimension.html?highlight=ndimension#torch.Tensor.ndimension) | [paddle.Tensor.ndimension](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#ndimension) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ndimension.md) | -| 113 | [torch.Tensor.ne](https://pytorch.org/docs/stable/generated/torch.Tensor.ne.html?highlight=ne) | [paddle.Tensor.not_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#not-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ne.md) | -| 114 | [torch.Tensor.neg](https://pytorch.org/docs/stable/generated/torch.Tensor.neg.html?highlight=neg#torch.Tensor.neg) | [paddle.Tensor.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#neg-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.neg.md) | -| 115 | [torch.Tensor.not_equal](https://pytorch.org/docs/stable/generated/torch.Tensor.not_equal.html) | [paddle.Tensor.not_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#not-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.not_equal.md) | -| 116 | [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/api/paddle/Tensor_cn.html#gcd-x-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.gcd.md) | -| 117 | [torch.Tensor.ge](https://pytorch.org/docs/stable/generated/torch.Tensor.ge.html?highlight=torch+tensor+ge#torch.Tensor.ge) | [paddle.Tensor.greater_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ge.md) | -| 118 | [torch.Tensor.ger](https://pytorch.org/docs/stable/generated/torch.Tensor.ger.html?highlight=torch+tensor+ger#torch.Tensor.ger) | [paddle.Tensor.outer]() | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ger.md) | -| 119 | [torch.Tensor.get_device](https://pytorch.org/docs/stable/generated/torch.Tensor.get_device.html?highlight=torch+tensor+get_device#torch.Tensor.get_device) | [paddle.device.get_device]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.get_device.md) | -| 120 | [torch.Tensor.greater](https://pytorch.org/docs/stable/generated/torch.Tensor.greater.html?highlight=torch+tensor+greater#torch.Tensor.greater) | [paddle.Tensor.greater_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.greater.md) | -| 121 | [torch.Tensor.greater_equal](https://pytorch.org/docs/stable/generated/torch.Tensor.greater_equal.html?highlight=torch+tensor+greater_equal#torch.Tensor.greater_equal) | [paddle.Tensor.greater_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.greater_equal.md) | -| 122 | [torch.Tensor.gt](https://pytorch.org/docs/stable/generated/torch.Tensor.gt.html?highlight=torch+tensor+gt#torch.Tensor.gt) | [paddle.Tensor.greater_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.gt.md) | -| 123 | [torch.Tensor.hardshrink](https://pytorch.org/docs/stable/generated/torch.Tensor.hardshrink.html?highlight=torch+tensor+hardshrink#torch.Tensor.hardshrink) | [paddle.Tensor.hardshrink]() | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hardshrink.md) | -| 124 | [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/api/paddle/Tensor_cn.html#heaviside-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.heaviside.md) | -| 125 | [torch.Tensor.histc](https://pytorch.org/docs/stable/generated/torch.Tensor.histc.html?highlight=torch+tensor+histc#torch.Tensor.histc) | [paddle.Tensor.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#histogram-bins-100-min-0-max-0) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.histc.md) | -| 126 | [torch.Tensor.lgamma](https://pytorch.org/docs/stable/generated/torch.lgamma.html#torch.lgamma) | [paddle.Tensor.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/lgamma_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.lgamma.md) | -| 127 | [torch.Tensor.log](https://pytorch.org/docs/stable/generated/torch.Tensor.log.html) | [paddle.Tensor.log](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log.md) | -| 128 | [torch.Tensor.log10](https://pytorch.org/docs/stable/generated/torch.Tensor.log10.html#torch.Tensor.log10) | [paddle.Tensor.log10](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log10-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log10.md) | -| 129 | [torch.Tensor.log1p](https://pytorch.org/docs/stable/generated/torch.Tensor.log1p.html#torch.Tensor.log1p) | [paddle.Tensor.log1p](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log1p-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log1p.md) | -| 130 | [torch.Tensor.log2](https://pytorch.org/docs/stable/generated/torch.Tensor.log2.html#torch.Tensor.log2) | [paddle.Tensor.log2](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log2-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log2.md) | -| 131 | [torch.Tensor.logdet](https://pytorch.org/docs/stable/generated/torch.Tensor.logdet.html) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/slogdet_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logdet.md) | -| 132 | [torch.Tensor.logical_and](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_and.html) | [paddle.Tensor.logical_and](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logical-and-y-out-none-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logical_and.md) | -| 133 | [torch.Tensor.logical_not](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_not.html) | [paddle.Tensor.logical_not](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logical-not-out-none-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logical_not.md) | -| 134 | [torch.Tensor.logical_or](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_or.html) | [paddle.Tensor.logical_or](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logical-or-y-out-none-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logical_or.md) | -| 135 | [torch.Tensor.logsumexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logsumexp.html) | [paddle.Tensor.logsumexp](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logsumexp-axis-none-keepdim-false-name-none) | 功能一致, 仅参数名不⼀致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logsumexp.md) | -| 136 | [torch.Tensor.trace](https://pytorch.org/docs/stable/generated/torch.Tensor.trace.html#torch-tensor-trace) | [paddle.Tensor.trace](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#trace-offset-0-axis1-0-axis2-1-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.trace.md) | -| 137 | [torch.Tensor.tril](https://pytorch.org/docs/stable/generated/torch.Tensor.tril.html#torch.Tensor.tril) | [paddle.tril](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tril_cn.html#tril) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tril.md) | -| 138 | [torch.Tensor.triu](https://pytorch.org/docs/stable/generated/torch.Tensor.triu.html#torch.Tensor.triu) | [paddle.triu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/triu_cn.html#triu) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.triu.md) | -| 139 | [torch.Tensor.true_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.true_divide.html#torch.Tensor.true_divide) | [paddle.Tensor.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#divide-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.true_divide.md) | -| 140 | [torch.Tensor.trunc](https://pytorch.org/docs/stable/generated/torch.Tensor.trunc.html#torch.Tensor.trunc) | [paddle.Tensor.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#trunc-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.trunc.md) | -| 141 | [torch.Tensor.unbind](https://pytorch.org/docs/stable/generated/torch.Tensor.unbind.html#torch.Tensor.unbind) | [paddle.Tensor.unbind](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#unbind-axis-0) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unbind.md) | -| 142 | [torch.Tensor.uniform_](https://pytorch.org/docs/stable/generated/torch.Tensor.uniform_.html#torch-tensor-uniform) | [paddle.Tensor.uniform](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#uniform-min-1-0-max-1-0-seed-0-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.uniform_.md) | -| 143 | [torch.Tensor.unique_consecutive](https://pytorch.org/docs/stable/generated/torch.Tensor.unique_consecutive.html#torch.Tensor.unique_consecutive) | [paddle.Tensor.unique_consecutive]() | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unique_consecutive.md) | -| 144 | [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/api/paddle/Tensor_cn.html#unsqueeze-axis-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unsqueeze.md) | -| 145 | [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/api/paddle/Tensor_cn.html#id22) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unsqueeze_.md) | -| 146 | [torch.Tensor.take_along_dim](https://pytorch.org/docs/stable/generated/torch.Tensor.take_along_dim.html?highlight=torch+tensor+take_along_dim#torch.Tensor.take_along_dim) | [paddle.Tensor.take_along_axis]( ) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.take_along_dim.md) | -| 147 | [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) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bernoulli.md) | -| 148 | [torch.Tensor.bfloat16](https://pytorch.org/docs/stable/generated/torch.Tensor.bfloat16.html#torch.Tensor.bfloat16) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bfloat16.md) | -| 149 | [torch.Tensor.bool](https://pytorch.org/docs/stable/generated/torch.Tensor.bool.html#torch.Tensor.bool) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bool.md) | -| 150 | [torch.Tensor.byte](https://pytorch.org/docs/stable/generated/torch.Tensor.byte.html#torch.Tensor.byte) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.byte.md) | -| 151 | [torch.Tensor.char](https://pytorch.org/docs/stable/generated/torch.Tensor.char.html#torch.Tensor.char) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.char.md) | -| 152 | [torch.Tensor.clone](https://pytorch.org/docs/stable/generated/torch.Tensor.clone.html#torch.Tensor.clone) | [paddle.Tensor.clone](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#clone) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clone.md) | -| 153 | [torch.Tensor.copy_](https://pytorch.org/docs/stable/generated/torch.Tensor.copy_.html#torch.Tensor.copy_) | [paddle.assign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/assign_cn.html#assign) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.copy_.md) | -| 154 | [torch.Tensor.div](https://pytorch.org/docs/stable/generated/torch.Tensor.div.html#torch.Tensor.div) | [paddle.Tensor.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#divide-y-name-none) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.div.md) | -| 155 | [torch.Tensor.divide](https://pytorch.org/docs/stable/generated/torch.Tensor.divide.html#torch.Tensor.divide) | [paddle.Tensor.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#divide-y-name-none) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.divide.md) | -| 156 | [torch.Tensor.double](https://pytorch.org/docs/stable/generated/torch.Tensor.double.html#torch-Tensor-double) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.double.md) | -| 157 | [torch.Tensor.arctan2](https://pytorch.org/docs/stable/generated/torch.arctan2.html#torch.arctan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan2_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arctan2.md) | -| 158 | [torch.Tensor.cdouble](https://pytorch.org/docs/stable/generated/torch.Tensor.cdouble.html?highlight=torch+tensor+cdouble#torch.Tensor.cdouble) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cdouble.md) | -| 159 | [torch.Tensor.cfloat](https://pytorch.org/docs/stable/generated/torch.Tensor.cfloat.html?highlight=torch+tensor+cfloat#torch.Tensor.cfloat) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cfloat.md) | -| 160 | [torch.Tensor.nanmean](https://pytorch.org/docs/stable/generated/torch.Tensor.nanmean.html?highlight=nanmean#torch.Tensor.nanmean) | [paddle.Tensor.nanmean]() | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nanmean.md) | -| 161 | [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/api/paddle/Tensor_cn.html#mod-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fmod.md) | -| 162 | [torch.Tensor.le](https://pytorch.org/docs/stable/generated/torch.Tensor.le.html) | [paddle.Tensor.less_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.le.md) | -| 163 | [torch.Tensor.less_equal](https://pytorch.org/docs/stable/generated/torch.Tensor.less_equal.html) | [paddle.Tensor.less_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.less_equal.md) | -| 164 | [torch.Tensor.lt](https://pytorch.org/docs/stable/generated/torch.Tensor.lt.html) | [paddle.Tensor.less_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.lt.md) | -| 165 | [torch.Tensor.less](https://pytorch.org/docs/stable/generated/torch.Tensor.less.html) | [paddle.Tensor.less_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.less.md) | -| 166 | [torch.Tensor.all](https://pytorch.org/docs/stable/generated/torch.Tensor.all.html?highlight=torch+tensor+all#torch.Tensor.all) | [paddle.Tensor.all](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#all-axis-none-keepdim-false-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.all.md) | -| 167 | [torch.Tensor.any](https://pytorch.org/docs/stable/generated/torch.Tensor.any.html?highlight=torch+tensor+any#torch.Tensor.any) | [paddle.Tensor.any](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#any-axis-none-keepdim-false-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.any.md) | -| 168 | [torch.Tensor.bitwise_right_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_right_shift.html#torch.Tensor.bitwise_right_shift) | | 功能缺失 | -| 169 | [torch.Tensor.is_conj](https://pytorch.org/docs/stable/generated/torch.Tensor.is_conj.html#torch.Tensor.is_conj) | | 功能缺失 | -| 170 | [torch.Tensor.diagonal_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.diagonal_scatter.html#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) | 功能完全一致，仅参数名不一致 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diagonal_scatter.md) | -| 171 | [torch.Tensor.scatter_reduce](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_reduce.html#torch.Tensor.scatter_reduce) | | 功能缺失 | -| 172 | [torch.Tensor.select_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.select_scatter.html#torch.Tensor.select_scatter) | | 功能缺失 | -| 173 | [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-axis-0-start-none-stop-none-step-1-name-none) | 功能完全一致，仅参数名不一致 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.slice_scatter.md) | -| 174 | [torch.Tensor.hsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.hsplit.html#torch.Tensor.hsplit) | [paddle.Tensor.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#hsplit-num-or-sections-name-none) | 功能完全一致，仅参数名不一致 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hsplit.md) | -| 175 | [torch.Tensor.vsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.vsplit.html#torch.Tensor.vsplit) | [paddle.Tensor.vsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#vsplit-num-or-sections-name-none) | 功能完全一致，仅参数名不一致 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.vsplit.md) | -| 176 | [torch.Tensor.dsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.dsplit.html#torch.Tensor.dsplit) | [paddle.Tensor.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dsplit-num-or-sections-name-none) | 功能完全一致，仅参数名不一致 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dsplit.md) | -| 177 | [torch.Tensor.is_coalesced](https://pytorch.org/docs/stable/generated/torch.Tensor.is_coalesced.html#torch.Tensor.is_coalesced) | | 功能缺失 | -| 178 | [torch.Tensor.histogram](https://pytorch.org/docs/stable/generated/torch.Tensor.histogram.html#torch.Tensor.histogram) | | 功能缺失 | -| 179 | [torch.Tensor.geqrf](https://pytorch.org/docs/1.13/generated/torch.Tensor.geqrf.html?highlight=torch+tensor+geqrf#torch.Tensor.geqrf) | | 功能缺失 | -| 180 | [torch.Tensor.sparse_resize_](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_resize_.html#torch.Tensor.sparse_resize_) | | 功能缺失 | -| 181 | [torch.Tensor.sparse_resize_and_clear_](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_resize_and_clear_.html#torch.Tensor.sparse_resize_and_clear_) | | 功能缺失 | -| 182 | [torch.Tensor.bitwise_left_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_left_shift.html#torch.Tensor.bitwise_left_shift) | | 功能缺失 | -| 183 | [torch.Tensor.resolve_conj](https://pytorch.org/docs/stable/generated/torch.Tensor.resolve_conj.html#torch.Tensor.resolve_conj) | | 功能缺失 | -| 184 | [torch.Tensor.resolve_neg](https://pytorch.org/docs/stable/generated/torch.Tensor.resolve_neg.html#torch.Tensor.resolve_neg) | | 功能缺失 | -| 185 | [torch.Tensor.abs](https://pytorch.org/docs/stable/generated/torch.Tensor.abs.html#torch.Tensor.abs) |[paddle.Tensor.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#abs-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.abs.md)| -| 186 | [torch.Tensor.absolute](https://pytorch.org/docs/stable/generated/torch.Tensor.absolute.html#torch-tensor-absolute) |[paddle.Tensor.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#abs-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.absolute.md)| -| 187 | [torch.Tensor.add](https://pytorch.org/docs/stable/generated/torch.Tensor.add.html#torch.Tensor.add) |[paddle.Tensor.add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#add-y-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.add.md)| -| 188 | [torch.Tensor.addbmm](https://pytorch.org/docs/stable/generated/torch.Tensor.addbmm.html#torch.Tensor.addbmm) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addbmm.md)| -| 189 | [torch.Tensor.addcdiv](https://pytorch.org/docs/stable/generated/torch.Tensor.addcdiv.html#torch.Tensor.addcdiv) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addcdiv.md)| -| 190 | [torch.Tensor.addcmul](https://pytorch.org/docs/stable/generated/torch.Tensor.addcmul.html#torch.Tensor.addcmul) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addcmul.md)| -| 191 | [torch.Tensor.addmv](https://pytorch.org/docs/stable/generated/torch.Tensor.addmv.html#torch.Tensor.addmv) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addmv.md)| -| 192 | [torch.Tensor.addr](https://pytorch.org/docs/stable/generated/torch.Tensor.addr.html#torch.Tensor.addr) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addr.md)| -| 193 | [torch.Tensor.add_](https://pytorch.org/docs/stable/generated/torch.Tensor.add_.html#torch.Tensor.add_) |[paddle.Tensor.add\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id3)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.add_.md)| -| 194 | [torch.Tensor.adjoint](https://pytorch.org/docs/stable/generated/torch.Tensor.adjoint.html#torch.Tensor.adjoint) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.adjoint.md)| -| 195 | [torch.Tensor.aminmax](https://pytorch.org/docs/stable/generated/torch.Tensor.aminmax.html#torch.Tensor.aminmax) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.aminmax.md)| -| 196 | [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)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.argwhere.md)| -| 197 | [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)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.backward.md)| -| 198 | [torch.Tensor.baddbmm](https://pytorch.org/docs/stable/generated/torch.Tensor.baddbmm.html#torch.Tensor.baddbmm) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.baddbmm.md)| -| 199 | [torch.Tensor.bernoulli_](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli_.html#torch.Tensor.bernoulli_) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bernoulli_.md)| -| 200 | [torch.Tensor.cholesky_inverse](https://pytorch.org/docs/stable/generated/torch.cholesky_inverse.html#torch.cholesky_inverse) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cholesky_inverse.md)| -| 201 | [torch.Tensor.dtype](https://pytorch.org/docs/stable/generated/torch.Tensor.type.html#torch-tensor-type) |[paddle.Tensor.dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dtype)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tenosr.dtype.md)| -| 202 | [torch.Tensor.coalesce](https://pytorch.org/docs/stable/generated/torch.Tensor.coalesce.html#torch-tensor-coalesce) |[paddle.sparse.coalesce](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#chunk-chunks-axis-0-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.coalesce.md)| -| 203 | [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)|无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.conj_physical.md)| -| 204 | [torch.Tensor.corrcoef](https://pytorch.org/docs/stable/generated/torch.Tensor.corrcoef.html#torch.Tensor.corrcoef) |[paddle.Tensor.corrcoef]()|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.corrcoef.md)| -| 205 | [torch.Tenor.cov](https://pytorch.org/docs/stable/generated/torch.Tensor.cov.html#torch.Tensor.cov) |[paddle.linalg.cov](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cov_cn.html#cov)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cov.md)| -| 206 | [torch.Tensor.erfinv\_](https://pytorch.org/docs/stable/generated/torch.Tensor.erfinv_.html?highlight=erfinv_#torch.Tensor.erfinv_) |[paddle.erfinv\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv__cn.html#erfinv)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.erfinv_.md)| -| 207 | [torch.Tensor.expm1](https://pytorch.org/docs/stable/generated/torch.Tensor.expm1.html#torch.Tensor.expm1) |[paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/expm1_cn.html#expm1)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expm1.md)| -| 208 | [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)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exponential_.md)| -| 209 | [torch.Tensor.exp\_](https://pytorch.org/docs/stable/generated/torch.Tensor.exp_.html?highlight=exp_#torch.Tensor.exp_) |[paddle.Tensor.exp\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id7)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exp_.md)| -| 210 | [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)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.vdot.md)| -| 211 | [torch.Tensor.frexp](https://pytorch.org/docs/stable/generated/torch.Tensor.frexp.html#torch-tensor-frexp) |[paddle.Tensor.frexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#frexp-x)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.frexp.md)| -| 212 | [torch.Tensor.H](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.H) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.H.md)| -| 213 | [torch.Tensor.half](https://pytorch.org/docs/stable/generated/torch.Tensor.half.html#torch.Tensor.half) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#astype-dtype)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.half.md)| -| 214 | [torch.Tensor.hypot](https://pytorch.org/docs/stable/generated/torch.Tensor.hypot.html#torch.Tensor.hypot) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hypot.md)| -| 215 | [torch.Tensor.index_add](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add.html#torch.Tensor.index_add) |[paddle.index_add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add_cn.html#index-add)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.index_add.md)| -| 216 | [torch.Tensor.index_add_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add_.html#torch.Tensor.index_add_) |[paddle.index_add_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add__cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.index_add_.md)| -| 217 | [torch.Tensor.values](https://pytorch.org/docs/stable/generated/torch.Tensor.indices.html#torch.Tensor.indices) |[paddle.Tensor.indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/Overview_cn.html)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.indices.md)| -| 218 | [torch.Tensor.istft](https://pytorch.org/docs/stable/generated/torch.Tensor.istft.html#torch.Tensor.istft) |[paddle.signal.istft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/istft_cn.html#istft)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.istft.md)| -| 219 | [torch.Tensor.is_cuda](https://pytorch.org/docs/stable/generated/torch.Tensor.is_cuda.html?highlight=is_cuda#torch.Tensor.is_cuda) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_cuda.md)| -| 220 | [torch.Tensor.is_signed](https://pytorch.org/docs/stable/generated/torch.Tensor.is_signed.html#torch.Tensor.is_signed) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_signed.md)| -| 221 | [torch.Tensor.item](https://pytorch.org/docs/stable/generated/torch.Tensor.item.html#torch-tensor-item) |[paddle.Tensor.item](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#item-args)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.item.md)| -| 222 | [torch.Tensor.ldexp](https://pytorch.org/docs/stable/generated/torch.Tensor.ldexp.html#torch.Tensor.ldexp) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ldexp.md)| -| 223 | [torch.Tensor.logaddexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logaddexp.html#torch.Tensor.logaddexp) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logaddexp.md)| -| 224 | [torch.Tensor.logaddexp2](https://pytorch.org/docs/stable/generated/torch.Tensor.logaddexp2.html#torch.Tensor.logaddexp2) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logaddexp2.md)| -| 225 | [torch.Tensor.long](https://pytorch.org/docs/stable/generated/torch.Tensor.long.html#torch.Tensor.long) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#astype-dtype)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.long.md)| -| 226 | [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]()| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.lstsq.md)| -| 227 | [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)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.maximum.md)| -| 228 | [torch.Tensor.mH](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.mH) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mH.md)| -| 229 | [torch.Tnsor.,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)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.minimum.md)| -| 230 | [torch.Tensor.mm](https://pytorch.org/docs/stable/generated/torch.Tensor.mm.html) |[paddle.Tensor.mm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#mm-mat2-name-none)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mm.md)| -| 231 | [torch.Tensor.moveaxis](https://pytorch.org/docs/stable/generated/torch.Tensor.moveaxis.html) |[paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.moveaxis.md)| -| 232 | [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)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.movedim.md)| -| 233 | [torch.Tensor.msort](https://pytorch.org/docs/stable/generated/torch.Tensor.msort.html#torch.Tensor.msort) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.msort.md)| -| 234 | [torch.Tensor.mT](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.mT) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mT.md)| -| 235 | [torch.Tensor.multinomial](https://pytorch.org/docs/stable/generated/torch.Tensor.multinomial.html#torch.Tensor.multinomial) |[paddle.multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/multinomial_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.multinomial.md)| -| 236 | [torch.Tensor.nan_to_num](https://pytorch.org/docs/stable/generated/torch.Tensor.nan_to_num.html#torch.Tensor.nan_to_num) |[paddle.Tensor.nan_to_num](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nan-to-num)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nan_to_num.md)| -| 237 | [torch.Tensor.narrow](https://pytorch.org/docs/stable/generated/torch.Tensor.narrow.html#torch.Tensor.narrow) |[paddle.slice](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/slice_cn.html#slice)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.narrow.md)| -| 238 | [torch.Tensor.narrow_copy](https://pytorch.org/docs/stable/generated/torch.Tensor.narrow_copy.html#torch.Tensor.narrow_copy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.narrow_copy.md)| -| 239 | [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)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nextafter.md)| -| 240 | [torch.Tensor.norm](https://pytorch.org/docs/stable/generated/torch.Tensor.norm.html#torch.Tensor.norm) |[paddle.Tensor.norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#norm-p-fro-axis-none-keepdim-false-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.norm.md)| -| 241 | [torch.Tensor.norm_](https://pytorch.org/docs/stable/generated/torch.Tensor.normal_.html#torch-tensor-normal) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.normal_.md)| -| 242 | [torch.Tensor.permute](https://pytorch.org/docs/stable/generated/torch.Tensor.permute.html) |[paddle.Tensor.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#transpose-perm-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.permute.md)| -| 243 | [torch.Tensor.pinverse](https://pytorch.org/docs/stable/generated/torch.Tensor.pinverse.html#torch.Tensor.pinverse) |[paddle.linalg.pinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/pinv_cn.html#pinv)| 仅 Paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.pinverse.md)| -| 244 | [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)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.quantile.md)| -| 245 | [torch.Tensor.rad2deg](https://pytorch.org/docs/stable/generated/torch.Tensor.rad2deg.html#torch-tensor-rad2deg) |[paddle.Tensor.rad2deg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#rad2deg-x-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rad2deg.md)| -| 246 | [torch.Tensor.ravel](https://pytorch.org/docs/stable/generated/torch.Tensor.ravel.html#torch.Tensor.ravel) |[paddle.Tensor.flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flatten-start-axis-0-stop-axis-1-name-none)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ravel.md)| -| 247 | [torch.Tensor.reciprocal](https://pytorch.org/docs/stable/generated/torch.Tensor.reciprocal.html?highlight=torch+tensor+reciprocal#torch.Tensor.reciprocal) |[paddle.reciprocal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/reciprocal_cn.html)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reciprocal.md)| -| 248 | [torch.Tensor.reciprocal_](https://pytorch.org/docs/stable/generated/torch.Tensor.reciprocal_.html?highlight=torch+tensor+reciprocal_#torch.Tensor.reciprocal_) |[paddle.Tensor.reciprocal_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id11)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reciprocal_.md)| -| 249 | [torch.Tensor.register_hook](https://pytorch.org/docs/stable/generated/torch.Tensor.register_hook.html#torch-tensor-register-hook) |[paddle.Tensor.register_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#register-hook-hook)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.register_hook.md)| -| 250 | [torch.Tensor.remainder](https://pytorch.org/docs/stable/generated/torch.Tensor.remainder.html?highlight=torch+tensor+remainder#torch.Tensor.remainder) |[paddle.remainder](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/remainder_cn.html#remainder)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.remainder.md)| -| 251 | [torch.Tensor.remainder_](https://pytorch.org/docs/stable/generated/torch.Tensor.remainder_.html?highlight=torch+tensor+remainder_#torch.Tensor.remainder_) |[paddle.remainder_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/remainder__cn.html#remainder)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.remainder_.md)| -| 252 | [torch.Tensor.renorm](https://pytorch.org/docs/stable/generated/torch.Tensor.renorm.html#torch-tensor-renorm) |[paddle.renorm]()| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.renorm.md)| -| 253 | [torch.Tensor.repeat](https://pytorch.org/docs/stable/generated/torch.Tensor.repeat.html) |[paddle.Tensor.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tile-repeat-times-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.repeat.md)| -| 254 | [torch.Tensor.repeat_interleave](https://pytorch.org/docs/stable/generated/torch.Tensor.repeat_interleave.html#torch.Tensor.repeat_interleave) |[paddle.Tensor.repeat_interleave](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#repeat-interleave-repeats-axis-none-name-none)| torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.repeat_interleave.md)| -| 255 | [torch.Tensor.reshape](https://pytorch.org/docs/stable/generated/torch.Tensor.reshape.html) |[paddle.Tensor.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#reshape-shape-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reshape.md)| -| 256 | [torch.Tensor.reshape_as](https://pytorch.org/docs/stable/generated/torch.Tensor.reshape_as.html#torch.Tensor.reshape_as) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reshape_as.md)| -| 257 | [torch.Tensor.retain_grad](https://pytorch.org/docs/stable/generated/torch.Tensor.retain_grad.html) |[paddle.Tensor.retain_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Overview_cn.html#paddle)|无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.retain_grad.md)| -| 258 | [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)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.roll.md)| -| 259 | [torch.Tensor.rot90](https://pytorch.org/docs/stable/generated/torch.Tensor.rot90.html?highlight=torch+tensor+rot90#torch.Tensor.rot90) |[paddle.rot90](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/rot90_cn.html)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rot90.md)| -| 260 | [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)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.round.md)| -| 261 | [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)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.round_.md)| -| 262 | [torch.Tensor.rsqrt](https://pytorch.org/docs/stable/generated/torch.Tensor.rsqrt) |[paddle.Tensor.rsqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#rsqrt-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rsqrt.md)| -| 263 | [torch.Tensor.scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter.html#torch.Tensor.scatter) |[paddle.Tensor.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#put-along-axis-arr-index-value-axis-reduce-assign)|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter.md)| -| 264 | [torch.Tensor.scatter_](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_.html?highlight=scatter_#torch.Tensor.scatter_) |[paddle.Tensor.put_along_axis_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis__cn.html#put-along-axis)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_.md)| -| 265 | [torch.Tensor.scatter_add](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_add.html#torch.Tensor.scatter_add) |[paddle.Tensor.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis_cn.html)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_add.md)| -| 266 | [torch.Tensor.scatter_add_](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_add_.html#torch.Tensor.scatter_add_) |[paddle.Tensor.put_along_axis_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis__cn.html)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_add_.md)| -| 267 | [torch.Tensor.sgn](https://pytorch.org/docs/stable/generated/torch.Tensor.sgn.html#torch.Tensor.sgn) |[paddle.Tensor.sgn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sgn-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sgn.md)| -| 268 | [torch.Tensor.short](https://pytorch.org/docs/stable/generated/torch.Tensor.short.html#torch.Tensor.short) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#put-along-axis-arr-index-value-axis-reduce-assign)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.short.md)| -| 269 | [torch.Tensor.sinc](https://pytorch.org/docs/stable/generated/torch.Tensor.sinc.html#torch.Tensor.sinc) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sinc.md)| -| 270 | [torch.Tensor.size](https://pytorch.org/docs/stable/generated/torch.Tensor.size.html#torch.Tensor.size) |[paddle.Tensor.shape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#shape)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.size.md)| -| 271 | [torch.Tensor.sort](https://pytorch.org/docs/stable/generated/torch.Tensor.sort.html#torch-tensor-sort) |[paddle.sort](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sort_cn.html#sort)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sort.md)| -| 272 | [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)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.split.md)| -| 273 | [torch.Tensor.sqrt](https://pytorch.org/docs/stable/generated/torch.sqrt.html) |[paddle.Tensor.sqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sqrt-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sqrt.md)| -| 274 | [torch.Tensor.sqrt_](https://pytorch.org/docs/stable/generated/torch.Tensor.sqrt_.html?highlight=torch+tensor+sqrt_#torch.Tensor.sqrt_) |[paddle.Tensor.sqrt_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id18)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sqrt_.md)| -| 275 | [torch.Tensor.square](https://pytorch.org/docs/stable/generated/torch.Tensor.square.html#torch-tensor-square) |[paddle.Tensor.square](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#square-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.square.md)| -| 276 | [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#squeeze-axis-none-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.squeeze.md)| -| 277 | [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)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.squeeze_.md)| -| 278 | [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)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.std.md)| -| 279 | [torch.Tensor.stft](https://pytorch.org/docs/stable/generated/torch.Tensor.stft.html#torch.Tensor.stft) |[paddle.signal.stft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/stft_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.stft.md)| -| 280 | [torch.Tensor.sub](https://pytorch.org/docs/stable/generated/torch.Tensor.sub.html#torch.Tensor.sub) |[paddle.Tensor.subtract](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/subtract_cn.html#subtract)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sub.md)| -| 281 | [torch.Tensor.subtract](https://pytorch.org/docs/stable/generated/torch.Tensor.subtract.html#torch.Tensor.subtract) |[paddle.Tensor.subtract](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/subtract_cn.html#subtract)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.subtract.md)| -| 282 | [torch.Tensor.subtract_](https://pytorch.org/docs/stable/generated/torch.Tensor.subtract_.html#torch.Tensor.subtract_) |[paddle.Tensor.subtract_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id20)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.subtract_.md)| -| 283 | [torch.Tensor.sum](https://pytorch.org/docs/stable/generated/torch.Tensor.sum.html) |[paddle.Tensor.sum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sum-axis-none-dtype-none-keepdim-false-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sum.md)| -| 284 | [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)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.svd.md)| -| 285 | [torch.Tensor.swapaxes](https://pytorch.org/docs/stable/generated/torch.Tensor.swapaxes.html#torch.Tensor.swapaxes) |[paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/transpose_cn.html#transpose)| 参数不⼀致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.swapaxes.md)| -| 286 | [torch.Tensor.swapdims](https://pytorch.org/docs/stable/generated/torch.Tensor.swapdims.html#torch.Tensor.swapdims) |[paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/transpose_cn.html#transpose)| 参数不⼀致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.swapdims.md)| -| 287 | [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)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.symeig.md)| -| 288 | [torch.Tensor.t](https://pytorch.org/docs/stable/generated/torch.Tensor.t.html#torch.Tensor.t) |[paddle.Tensor.t](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#t-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.t.md)| -| 289 | [torch.Tensor.to](https://pytorch.org/docs/stable/generated/torch.Tensor.to.html#torch.Tensor.to) |[paddle.Tensor.cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cast-dtype)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to.md)| -| 290 | [torch.Tensor.to_dense](https://pytorch.org/docs/stable/generated/torch.Tensor.to_dense.html#torch-tensor-to-dense) |[paddle.Tensor.to_dense](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor/to_dense_en.html#to-dense)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to_dense.md)| -| 291 | [torch.Tensor.transpose](https://pytorch.org/docs/stable/generated/torch.Tensor.transpose.html) |[paddle.Tensor.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#transpose-perm-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.transpose.md)| -| 292 | [torch.Tensor.triangular_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.triangular_solve.html#torch.Tensor.triangular_solve) |[paddle.Tensor.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#triangular-solve-b-upper-true-transpose-false-unitriangular-false-name-none)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.triangular_solve.md)| -| 293 | [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)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.type.md)| -| 294 | [torch.Tensor.type_as](https://pytorch.org/docs/stable/generated/torch.Tensor.type_as.html) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.type_as.md)| -| 295 | [torch.Tensor.T](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.T) |[paddle.Tensor.T](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.T__upper.md)| -| 296 | [torch.Tensor.unflatten](https://pytorch.org/docs/stable/generated/torch.Tensor.unflatten.html#torch.Tensor.unflatten) |[paddle.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/reshape_cn.html#reshape)| 参数不⼀致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unflatten.md)| -| 297 | [torch.ByteTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ByteTensor.md)| -| 298 | [torch.DoubleTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.DoubleTensor.md)| -| 299 | [torch.HalfTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.HalfTensor.md)| -| 300 | [torch.ShortTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ShortTensor.md)| -| 301 | [torch.Tensor.copysign](https://pytorch.org/docs/1.13/generated/torch.Tensor.copysign.html?highlight=torch+tensor+copysign#torch.Tensor.copysign) | | 功能缺失 | -| 302 | [torch.Tensor.dequantize](https://pytorch.org/docs/1.13/generated/torch.Tensor.dequantize.html?highlight=torch+tensor+dequantize#torch.Tensor.dequantize) | | 功能缺失 | -| 303 | [torch.Tensor.sum_to_size](https://pytorch.org/docs/stable/generated/torch.Tensor.sum_to_size.html?highlight=sum_to_size#torch.Tensor.sum_to_size) | | 功能缺失 | -| 304 | [torch.Tensor.resize_](https://pytorch.org/docs/stable/generated/torch.Tensor.resize_.html?highlight=resize#torch.Tensor.resize_) | | 功能缺失 | -| 305 | [torch.Tensor.masked_fill_](https://pytorch.org/docs/stable/generated/torch.Tensor.masked_fill_.html?highlight=resize#torch.Tensor.masked_fill_) | [paddle.Tensor.masked_fill_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id25) | 功能完全一致 | -| 306 | [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-indices_or_sections-axis-0-name-none) | 功能完全一致，仅参数名不一致 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md) | -| 307 | [torch.Tensor.masked_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.masked_scatter.html?highlight=resize#torch.Tensor.masked_scatter) | [paddle.Tensor.masked_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id25) | 功能完全一致 | -| 308 | [torch.Tensor.masked_scatter_](https://pytorch.org/docs/stable/generated/torch.Tensor.masked_scatter_.html?highlight=resize#torch.Tensor.masked_scatter_) | [paddle.Tensor.masked_scatter_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id25) | 功能完全一致 | -| 309 | [torch.Tensor.apply_](https://pytorch.org/docs/stable/generated/torch.Tensor.apply_.html) |[paddle.Tensor.apply_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id25)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.apply_.md)| - | 序号 | PyTorch API | PaddlePaddle API | 备注 | | ----- | ----------- | ----------------- | --- | | REFERENCE-MAPPING-ITEM(`torch.Tensor.device`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.device.md) | @@ -1243,6 +931,11 @@ | NOT-IMPLEMENTED-ITEM(`torch.Tensor.dequantize`, https://pytorch.org/docs/1.13/generated/torch.Tensor.dequantize.html?highlight=torch+tensor+dequantize#torch.Tensor.dequantize) | | NOT-IMPLEMENTED-ITEM(`torch.Tensor.sum_to_size`, https://pytorch.org/docs/stable/generated/torch.Tensor.sum_to_size.html?highlight=sum_to_size#torch.Tensor.sum_to_size) | | NOT-IMPLEMENTED-ITEM(`torch.Tensor.resize_`, https://pytorch.org/docs/stable/generated/torch.Tensor.resize_.html?highlight=resize#torch.Tensor.resize_) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.masked_fill_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.masked_fill_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.tensor_split`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.masked_scatter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.masked_scatter.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.masked_scatter_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.masked_scatter_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.apply_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.apply_.md) | ***持续更新...*** @@ -1565,8 +1258,8 @@ | REFERENCE-MAPPING-ITEM(`torch.linalg.solve`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.solve.md) | | REFERENCE-MAPPING-ITEM(`torch.linalg.svdvals`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md) | | REFERENCE-MAPPING-ITEM(`torch.linalg.vander`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.vander.md) | -| [torch.linalg.cholesky_ex](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html#torch.linalg.cholesky_ex) | 功能缺失，paddle 不返回 info 字段 | -| [torch.linalg.inv_ex](https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html#torch.linalg.inv_ex) | 功能缺失，paddle 不返回 info 字段 | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.cholesky_ex`, https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html#torch.linalg.cholesky_ex) | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.inv_ex`, https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html#torch.linalg.inv_ex) | ***持续更新...*** diff --git a/docs/guides/model_convert/pytorch_api_mapping_cn.md b/docs/guides/model_convert/pytorch_api_mapping_cn.md deleted file mode 100644 index 21c8440330e..00000000000 --- a/docs/guides/model_convert/pytorch_api_mapping_cn.md +++ /dev/null @@ -1,236 +0,0 @@ -# PyTorch 1.8 与 Paddle 2.0 API 映射表 -本文档基于[X2Paddle](https://github.com/PaddlePaddle/X2Paddle)研发过程梳理了 PyTorch（v1.8.1)常用 API 与 PaddlePaddle 2.0.0 API 对应关系与差异分析。通过本文档，帮助开发者快速迁移 PyTorch 使用经验，完成模型的开发与调优。 - -## X2Paddle 介绍 -X2Paddle 致力于帮助其它主流深度学习框架开发者快速迁移至飞桨框架，目前提供三大功能 -- 预测模型转换 - - 支持 Caffe/TensorFlow/ONNX/PyTorch 的模型一键转为飞桨的预测模型，并使用 PaddleInference/PaddleLite 进行 CPU/GPU/Arm 等设备的部署 -- PyTorch 训练项目转换 - - 支持 PyTorch 项目 Python 代码（包括训练、预测）一键转为基于飞桨框架的项目代码，帮助开发者快速迁移项目，并可享受 AI Studio 平台对于飞桨框架提供的海量免费计算资源 -- API 映射文档 - - 详细的 API 文档对比分析，帮助开发者快速从 PyTorch 框架的使用迁移至飞桨框架的使用，大大降低学习成本 - -详细的项目信息与使用方法参考 X2Paddle 在 GitHub 上的开源项目: https://github.com/PaddlePaddle/X2Paddle - -## API 映射表目录 - -| 类别 | 简介 | -| ---------- | ------------------------- | -| [基础操作类](#id1) | 主要为`torch.XX`类 API | -| [组网类](#id2) | 主要为`torch.nn.XX`类下组网相关的 API | -| [Loss 类](#lossapi) |主要为`torch.nn.XX`类下 loss 相关的 API | -| [工具类](#id3) | 主要为`torch.nn.XX`类下分布式相关的 API 和`torch.utils.XX`类 API| -| [视觉类](#id4) | 主要为`torchvision.XX`类 API | - -## 基础操作类 API 映射列表 -梳理了基础操作的 PyTorch-PaddlePaddle API 映射列表，主要包括了构造 Tensor、数学计算、逻辑计算相关的 API。 - -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.set\_default\_dtype](https://pytorch.org/docs/stable/generated/torch.set_default_dtype.html) | [paddle.set\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_default_dtype_cn.html#set-default-dtype) | 功能一致，参数一致 | -| 2 | [torch.get\_default\_dtype](https://pytorch.org/docs/stable/generated/torch.get_default_dtype.html) | [paddle.get\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/get_default_dtype_cn.html#get-default-dtype) | 功能一致，参数一致 | -| 3 | [torch.numel](https://pytorch.org/docs/stable/generated/torch.numel.html) | [paddle.numel](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/numel_cn.html#numel) | 功能一致，参数一致 | -| 4 | [torch.tensor](https://pytorch.org/docs/stable/generated/torch.tensor.html?highlight=tensor#torch.tensor) | [paddle.to\_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/to_tensor_cn.html#to-tensor) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.tensor.md) | -| 5 | [torch.from\_numpy](https://pytorch.org/docs/stable/generated/torch.from_numpy.html?highlight=from_numpy#torch.from_numpy) | [paddle.to\_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/to_tensor_cn.html#to-tensor) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.from_numpy.md) | -| 6 | [torch.zeros](https://pytorch.org/docs/stable/generated/torch.zeros.html?highlight=zeros#torch.zeros) | [paddle.zeros](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/zeros_cn.html#zeros) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.zeros.md) | -| 7 | [torch.zeros_like](https://pytorch.org/docs/stable/generated/torch.zeros_like.html?highlight=zeros_like#torch.zeros_like) | [paddle.zeros_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/zeros_like_cn.html#zeros-like) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.zeros_like.md) | -| 8 | [torch.ones](https://pytorch.org/docs/stable/generated/torch.ones.html?highlight=ones#torch.ones) | [paddle.ones](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/ones_cn.html#ones) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.ones.md) | -| 9 | [torch.ones_like](https://pytorch.org/docs/stable/generated/torch.zeros_like.html?highlight=zeros_like#torch.zeros_like) | [paddle.ones_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/ones_like_cn.html#ones-like) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.ones_like.md) | -| 10 | [torch.empty](https://pytorch.org/docs/stable/generated/torch.empty.html?highlight=empty#torch.empty) | [paddle.empty](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/empty_cn.html#empty) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.empty.md) | -| 11 | [torch.empty_like](https://pytorch.org/docs/stable/generated/torch.empty_like.html?highlight=empty_like#torch.empty_like) | [paddle.empty_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/empty_like_cn.html#empty-like) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.empty_like.md) | -| 12 | [torch.full](https://pytorch.org/docs/stable/generated/torch.full.html?highlight=full#torch.full) | [paddle.full](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/full_cn.html#full) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.full.md) | -| 13 | [torch.full_like](https://pytorch.org/docs/stable/generated/torch.full_like.html?highlight=full_like#torch.full_like) | [paddle.full_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/full_like_cn.html#full-like) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.full_like.md) | -| 14 | [torch.arange](https://pytorch.org/docs/stable/generated/torch.arange.html?highlight=arange#torch.arange) | [paddle.arange](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/arange_cn.html#arange) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.arange.md) | -| 15 | [torch.range](https://pytorch.org/docs/stable/generated/torch.range.html?highlight=range#torch.range) | [paddle.arange](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/arange_cn.html#arange) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.range.md) | -| 16 | [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/api/paddle/linspace_cn.html#linspace) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.linspace.md) | -| 17 | [torch.eye](https://pytorch.org/docs/stable/generated/torch.eye.html?highlight=eye#torch.eye) | [paddle.eye](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/eye_cn.html#eye) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.eye.md) | -| 18 | [torch.cat](https://pytorch.org/docs/stable/generated/torch.cat.html?highlight=torch%20cat#torch.cat) | [paddle.concat](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/concat_cn.html#concat) | 功能一致，参数一致 | -| 19 | [torch.chunk](https://pytorch.org/docs/stable/generated/torch.chunk.html?highlight=chunk#torch.chunk) | [paddle.chunk](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/chunk_cn.html#chunk) | 功能一致，参数一致 | -| 20 | [torch.gather](https://pytorch.org/docs/stable/generated/torch.gather.html?highlight=gather#torch.gather) | [paddle.gather](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/gather_cn.html#gather) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.gather.md) | -| 21 | [torch.index\_select](https://pytorch.org/docs/stable/generated/torch.index_select.html?highlight=index_select#torch.index_select) | [paddle.index\_select](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/index_select_cn.html#index-select) | 功能一致，参数一致 | -| 22 | [torch.masked\_select](https://pytorch.org/docs/stable/generated/torch.masked_select.html?highlight=masked_sel#torch.masked_select) | [paddle.masked\_select](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/masked_select_cn.html#masked-select) | 功能一致，参数一致 | -| 23 | [torch.narrow](https://pytorch.org/docs/stable/generated/torch.narrow.html?highlight=narrow#torch.narrow) | [paddle.slice](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/slice_cn.html#slice) | 功能一致，两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.narrow.md) | -| 24 | [torch.nonzero](https://pytorch.org/docs/stable/generated/torch.nonzero.html?highlight=nonzero#torch.nonzero) | [paddle.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nonzero_cn.html#nonzero) | 功能一致，参数一致 | -| 25 | [torch.reshape](https://pytorch.org/docs/stable/generated/torch.reshape.html?highlight=reshape#torch.reshape) | [paddle.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/reshape_cn.html#reshape) | 功能一致，参数一致 | -| 26 | [torch.split](https://pytorch.org/docs/stable/generated/torch.split.html?highlight=split#torch.split) | [paddle.split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/split_cn.html#split) | 功能一致，参数一致 | -| 27 | [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/api/paddle/squeeze_cn.html#squeeze) | 功能一致，参数一致 | -| 28 | [torch.stack](https://pytorch.org/docs/stable/generated/torch.stack.html?highlight=stack#torch.stack) | [paddle.stack](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/stack_cn.html#stack) | 功能一致，参数一致 | -| 29 | [torch.t](https://pytorch.org/docs/stable/generated/torch.t.html) | [paddle.t](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/t_cn.html#t) | 功能一致，参数一致 | -| 30 | [torch.transpose](https://pytorch.org/docs/stable/generated/torch.transpose.html?highlight=transpose#torch.transpose) | [paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/transpose_cn.html#transpose) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.transpose.md) | -| 31 | [torch.unbind](https://pytorch.org/docs/stable/generated/torch.unbind.html?highlight=unbind#torch.unbind) | [paddle.unbind](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/unbind_cn.html#unbind) | 功能一致，参数一致 | -| 32 | [torch.unsqueeze](https://pytorch.org/docs/stable/generated/torch.unsqueeze.html?highlight=unsqueeze#torch.unsqueeze) | [paddle.unsqueeze](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/unsqueeze_cn.html#unsqueeze) | 功能一致，参数一致 | -| 33 | [torch.where](https://pytorch.org/docs/stable/generated/torch.where.html?highlight=where#torch.where) | [paddle.where](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/where_cn.html#where) | 功能一致 | -| 34 | [torch.bernoulli](https://pytorch.org/docs/stable/generated/torch.bernoulli.html?highlight=bernoulli#torch.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bernoulli_cn.html#bernoulli) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.bernoulli.md) | -| 35 | [torch.multinomial](https://pytorch.org/docs/stable/generated/torch.multinomial.html?highlight=multinomial#torch.multinomial) | [paddle.multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/multinomial_cn.html#multinomial) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.multinomial.md) | -| 36 | [torch.normal](https://pytorch.org/docs/stable/generated/torch.normal.html?highlight=normal#torch.normal) | [paddle.normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/normal_cn.html#normal) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.normal.md) | -| 37 | [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/api/paddle/rand_cn.html#rand) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.rand.md) | -| 38 | [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/api/paddle/randint_cn.html#randint) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.randint.md) | -| 39 | [torch.randn](https://pytorch.org/docs/stable/generated/torch.randn.html?highlight=ran%20dn#torch.randn) | [paddle.randn](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/randn_cn.html#randn) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.randn.md) | -| 40 | [torch.randperm](https://pytorch.org/docs/stable/generated/torch.randperm.html?highlight=randperm#torch.randperm) | [paddle.randperm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/randperm_cn.html#randperm) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.randperm.md) | -| 41 | [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/api/paddle/save_cn.html#save) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.save.md) | -| 42 | [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/api/paddle/load_cn.html#load) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.load.md) | -| 43 | [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/api/paddle/abs_cn.html#abs) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 44 | [torch.absolute](https://pytorch.org/docs/stable/generated/torch.absolute.html?highlight=absolute#torch.absolute) | [paddle.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/abs_cn.html#abs) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 45 | [torch.acos](https://pytorch.org/docs/stable/generated/torch.acos.html?highlight=torch%20acos#torch.acos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acos_cn.html#acos) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 46 | [torch.arccos](https://pytorch.org/docs/stable/generated/torch.arccos.html?highlight=arccos#torch.arccos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acos_cn.html#acos) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 47 | [torch.add](https://pytorch.org/docs/stable/generated/torch.add.html?highlight=add#torch.add) | [padle.add](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/add_cn.html#add) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 48 | [torch.asin](https://pytorch.org/docs/stable/generated/torch.asin.html?highlight=asin#torch.asin) | [paddle.asin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/asin_cn.html#asin) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 49 | [torch.arcsin](https://pytorch.org/docs/stable/generated/torch.arcsin.html?highlight=arcsin#torch.arcsin) | [paddle.asin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/asin_cn.html#asin) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 50 | [torch.atan](https://pytorch.org/docs/stable/generated/torch.atan.html?highlight=atan#torch.atan) | [paddle.atan](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan_cn.html#atan) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 51 | [torch.arctan](https://pytorch.org/docs/stable/generated/torch.arctan.html?highlight=arctan#torch.arctan) | [paddle.atan](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan_cn.html#atan) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 52 | [torch.ceil](https://pytorch.org/docs/stable/generated/torch.ceil.html?highlight=ceil#torch.ceil) | [paddle.ceil](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/ceil_cn.html#ceil) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 53 | [torch.clamp](https://pytorch.org/docs/stable/generated/torch.clamp.html#torch.clamp) | [paddle.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/clip_cn.html#clip) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 54 | [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/api/paddle/conj_cn.html#conj) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 55 | [torch.cos](https://pytorch.org/docs/stable/generated/torch.cos.html?highlight=cos#torch.cos) | [paddle.cos](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cos_cn.html#cos) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 56 | [torch.cosh](https://pytorch.org/docs/stable/generated/torch.cosh.html?highlight=cosh#torch.cosh) | [paddle.cosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cosh_cn.html#cosh) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 57 | [torch.div](https://pytorch.org/docs/stable/generated/torch.div.html?highlight=div#torch.div) | [paddle.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/divide_cn.html#divide) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.div.md) | -| 58 | [torch.divide](https://pytorch.org/docs/stable/generated/torch.divide.html?highlight=divide#torch.divide) | [paddle.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/divide_cn.html#divide) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/ops/torch.divide.md) | -| 59 | [torch.erf](https://pytorch.org/docs/stable/generated/torch.erf.html?highlight=erf#torch.erf) | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/erf_cn.html#erf) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 60 | [torch.exp](https://pytorch.org/docs/stable/generated/torch.exp.html?highlight=exp#torch.exp) | [paddle.exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/exp_cn.html#exp) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 61 | [torch.floor](https://pytorch.org/docs/stable/generated/torch.floor.html?highlight=floor#torch.floor) | [paddle.floor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/floor_cn.html#floor) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 62 | [torch.floor_divide](https://pytorch.org/docs/stable/generated/torch.floor_divide.html?highlight=floor_divide#torch.floor_divide) | [paddle.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/floor_divide_cn.html#floor-divide) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 63 | [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/api/paddle/mod_cn.html#mod) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 64 | [torch.log](https://pytorch.org/docs/stable/generated/torch.log.html?highlight=log#torch.log) | [paddle.log](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/log_cn.html#log) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 65 | [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/api/paddle/log10_cn.html#log10) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 66 | [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/api/paddle/log1p_cn.html#log1p) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 67 | [torch.log2](https://pytorch.org/docs/stable/generated/torch.log2.html?highlight=log2#torch.log2) | [paddle.log2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/log2_cn.html#log2) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 68 | [torch.logical_and](https://pytorch.org/docs/stable/generated/torch.logical_and.html?highlight=logical_and#torch.logical_and) | [paddle.logical_and](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_and_cn.html#logical-and) | 功能一致，参数一致 | -| 69 | [torch.logical_not](https://pytorch.org/docs/stable/generated/torch.logical_not.html?highlight=logical_not#torch.logical_not) | [paddle.logical_not](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_not_cn.html#logical-not) | 功能一致，参数一致 | -| 70 | [torch.logical_or](https://pytorch.org/docs/stable/generated/torch.logical_or.html?highlight=logical_or#torch.logical_or) | [paddle.logical_or](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_or_cn.html#logical-or) | 功能一致，参数一致 | -| 71 | [torch.logical_xor](https://pytorch.org/docs/stable/generated/torch.logical_xor.html?highlight=logical_xor#torch.logical_xor) | [paddle.logical_xor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_xor_cn.html#logical-xor) | 功能一致，参数一致 | -| 72 | [torch.mul](https://pytorch.org/docs/stable/generated/torch.mul.html?highlight=torch%20mul#torch.mul) | [paddle.multiply](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/multiply_cn.html#multiply) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 73 | [torch.multiply](https://pytorch.org/docs/stable/generated/torch.multiply.html?highlight=multiply#torch.multiply) | [paddle.multiply](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/multiply_cn.html#multiply) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 74 | [torch.pow](https://pytorch.org/docs/stable/generated/torch.pow.html?highlight=pow#torch.pow) | [paddle.pow](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/pow_cn.html#pow) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 75 | [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/api/paddle/real_cn.html#real) | 功能一致，参数一致 | -| 76 | [torch.reciprocal](https://pytorch.org/docs/stable/generated/torch.reciprocal.html?highlight=reciprocal#torch.reciprocal) | [paddle.reciprocal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/reciprocal_cn.html#reciprocal) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 77 | [torch.remainder](https://pytorch.org/docs/stable/generated/torch.remainder.html?highlight=remainder#torch.remainder) | [paddle.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/mod_cn.html#mod) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 78 | [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/api/paddle/round_cn.html#round) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 79 | [torch.rsqrt](https://pytorch.org/docs/stable/generated/torch.rsqrt.html?highlight=rsqrt#torch.rsqrt) | [paddle.rsqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/rsqrt_cn.html#rsqrt) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 80 | [torch.sign](https://pytorch.org/docs/stable/generated/torch.sign.html?highlight=sign#torch.sign) | [paddle.sign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sign_cn.html#sign) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 81 | [torch.sin](https://pytorch.org/docs/stable/generated/torch.sin.html?highlight=sin#torch.sin) | [paddle.sin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sin_cn.html#sin) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 82 | [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/api/paddle/sinh_cn.html#sinh) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 83 | [torch.sqrt](https://pytorch.org/docs/stable/generated/torch.sqrt.html?highlight=sqrt#torch.sqrt) | [paddle.sqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sqrt_cn.html#sqrt) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 84 | [torch.argmax](https://pytorch.org/docs/stable/generated/torch.argmax.html?highlight=argmax#torch.argmax) | [paddle.argmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/argmax_cn.html#argmax) | 功能一致，参数一致 | -| 85 | [torch.argmin](https://pytorch.org/docs/stable/generated/torch.argmin.html?highlight=argmin#torch.argmin) | [paddle.argmin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/argmin_cn.html#argmin) | 功能一致，参数一致 | -| 86 | [torch.max](https://pytorch.org/docs/stable/generated/torch.max.html?highlight=max#torch.max) | [paddle.max](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/max_cn.html#max) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | -| 87 | [torch.min](https://pytorch.org/docs/stable/generated/torch.min.html?highlight=min#torch.min) | [paddle.min](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/min_cn.html#min) | 功能一致，torch 参数更多，torch 多 `out` 参数代表输出 | - - - - -***持续更新...*** - -## 组网类 API 映射列表 - -梳理了与构造网络相关的 PyTorch-PaddlePaddle API 映射列表。 - -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.nn.Conv1d](https://pytorch.org/docs/stable/generated/torch.nn.Conv1d.html?highlight=torch%20nn%20conv1d#torch.nn.Conv1d) | [paddle.nn.Conv1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv1D_cn.html#conv1d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Conv1d.md) | -| 2 | [torch.nn.Conv2d](https://pytorch.org/docs/stable/generated/torch.nn.Conv2d.html?highlight=conv2d#torch.nn.Conv2d) | [paddle.nn.Conv2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv2D_cn.html#conv2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Conv2d.md) | -| 3 | [torch.nn.Conv3d](https://pytorch.org/docs/stable/generated/torch.nn.Conv3d.html?highlight=conv3d#torch.nn.Conv3d) | [paddle.nn.Conv3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv3D_cn.html#conv3d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Conv3d.md) | -| 4 | [torch.nn.ConvTranspose1d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose1d.html?highlight=torch%20nn%20convtranspose1d#torch.nn.ConvTranspose1d) | [paddle.nn.Conv1DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv1DTranspose_cn.html#conv1dtranspose) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ConvTranspose1d.md) | -| 5 | [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/api/paddle/nn/Conv2DTranspose_cn.html#conv2dtranspose) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ConvTranspose2d.md) | -| 6 | [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/api/paddle/nn/Conv3DTranspose_cn.html#conv3dtranspose) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ConvTranspose3d.md) | -| 7 | [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/api/paddle/nn/Linear_cn.html#linear) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Linear.md) | -| 8 | [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/api/paddle/nn/MaxPool1D_cn.html#maxpool1d) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.MaxPool1d.md) | -| 9 | [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/api/paddle/nn/MaxPool2D_cn.html#maxpool2d) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.MaxPool2d.md) | -| 10 | [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/api/paddle/nn/MaxPool3D_cn.html#maxpool3d) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.MaxPool3d.md) | -| 11 | [torch.nn.MaxUnpool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool1d.html?highlight=unpool#torch.nn.MaxUnpool1d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxUnPool1D_cn.html#maxunpool1d) | 功能一致，参数一致，[组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.MaxUnpool1d.md) | -| 12 | [torch.nn.MaxUnpool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool2d.html?highlight=unpool#torch.nn.MaxUnpool2d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxUnPool1D_cn.html#maxunpool1d) | 功能一致，参数一致，[组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.MaxUnpool2d.md) | -| 13 | [torch.nn.MaxUnpool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool3d.html?highlight=unpool#torch.nn.MaxUnpool3d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxUnPool1D_cn.html#maxunpool1d) | 功能一致，参数一致，[组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.MaxUnpool3d.md) | -| 14 | [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/api/paddle/nn/AvgPool1D_cn.html#avgpool1d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.AvgPool1d.md) | -| 15 | [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/api/paddle/nn/AvgPool2D_cn.html#avgpool2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.AvgPool2d.md) | -| 16 | [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/api/paddle/nn/AvgPool3D_cn.html#avgpool3d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.AvgPool3d.md) | -| 17 | [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/api/paddle/nn/AdaptiveMaxPool1D_cn.html#adaptivemaxpool1d) | 功能一致，参数一致 | -| 18 | [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/api/paddle/nn/AdaptiveMaxPool2D_cn.html#adaptivemaxpool2d) | 功能一致，参数一致 | -| 19 | [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/api/paddle/nn/AdaptiveMaxPool3D_cn.html#adaptivemaxpool3d) | 功能一致，参数一致 | -| 20 | [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html?highlight=adaptiveavgpool1d#torch.nn.AdaptiveAvgPool1d) | [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) | 功能一致，参数一致 | -| 21 | [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html?highlight=adaptiveavgpool2d#torch.nn.AdaptiveAvgPool2d) | [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) | 功能一致，参数一致 | -| 22 | [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html?highlight=adaptiveavgpool3d#torch.nn.AdaptiveAvgPool3d) | [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) | 功能一致，参数一致 | -| 23 | [torch.nn.ConstantPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad1d.html?highlight=pad#torch.nn.ConstantPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad1D_cn.html#pad1d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ConstantPad1d.md) | -| 24 | [torch.nn.ConstantPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad2d.html?highlight=pad#torch.nn.ConstantPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad2D_cn.html#pad2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ConstantPad2d.md) | -| 25 | [torch.nn.ConstantPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad3d.html?highlight=pad#torch.nn.ConstantPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad3D_cn.html#pad3d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ConstantPad3d.md) | -| 26 | [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/api/paddle/nn/Pad1D_cn.html#pad1d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ReflectionPad1d.md) | -| 27 | [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/api/paddle/nn/Pad2D_cn.html#pad2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ReflectionPad2d.md) | -| 28 | [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/api/paddle/nn/Pad1D_cn.html#pad1d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ReplicationPad1d.md) | -| 29 | [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/api/paddle/nn/Pad2D_cn.html#pad2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ReplicationPad2d.md) | -| 30 | [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/api/paddle/nn/Pad3D_cn.html#pad3d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.ReplicationPad3d.md) | -| 31 | [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/api/paddle/nn/BatchNorm1D_cn.html#batchnorm1d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.BatchNorm1d.md) | -| 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/api/paddle/nn/BatchNorm2D_cn.html#batchnorm2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.BatchNorm2d.md) | -| 33 | [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/api/paddle/nn/BatchNorm3D_cn.html#batchnorm3d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.BatchNorm3d.md) | -| 34 | [torch.nn.Upsample](https://pytorch.org/docs/stable/generated/torch.nn.Upsample.html?highlight=upsample#torch.nn.Upsample) | [paddle.nn.Upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Upsample_cn.html#upsample) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Upsample.md) | -| 35 | [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/api/paddle/nn/Dropout_cn.html#dropout) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Dropout.md) | -| 36 | [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/api/paddle/nn/Dropout2D_cn.html#dropout2d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Dropout2d.md) | -| 37 | [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/api/paddle/nn/Dropout3D_cn.html#dropout3d) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Dropout3d.md) | -| 38 | [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/api/paddle/nn/LSTM_cn.html#lstm) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.LSTM.md) | -| 39 | [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/api/paddle/nn/GRU_cn.html#gru) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.GRU.md) | -| 40 | [torch.nn.Embedding](https://pytorch.org/docs/stable/generated/torch.nn.Embedding.html?highlight=embedding#torch.nn.Embedding) | [paddle.nn.Embedding](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Embedding_cn.html#embedding) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/nn/torch.nn.Embedding.md) | -| 41 | [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/api/paddle/nn/ELU_cn.html#elu) | 功能一致，torch 参数更多，PaddlePaddle 未定义`inplace`参数表示在不更改变量的内存地址的情况下，直接修改变量的值 | -| 42 | [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/api/paddle/nn/Hardsigmoid_cn.html#hardsigmoid) | 功能一致，torch 参数更多，PaddlePaddle 未定义`inplace`参数表示在不更改变量的内存地址的情况下，直接修改变量的值 | -| 43 | [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/api/paddle/nn/LeakyReLU_cn.html#leakyrelu) | 功能一致，torch 参数更多，PaddlePaddle 未定义`inplace`参数表示在不更改变量的内存地址的情况下，直接修改变量的值 | -| 44 | [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/api/paddle/nn/PReLU_cn.html#prelu) | 功能一致，参数一致 | -| 45 | [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/api/paddle/nn/ReLU_cn.html#relu) | 功能一致，torch 参数更多，PaddlePaddle 未定义`inplace`参数表示在不更改变量的内存地址的情况下，直接修改变量的值 | -| 46 | [torch.nn.Softmax](https://pytorch.org/docs/stable/generated/torch.nn.Softmax.html?highlight=softmax#torch.nn.Softmax) | [paddle.nn.Softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softmax_cn.html#softmax) | 功能一致，参数一致 | - - -***持续更新...*** - -## Loss 类 API 映射列表 -梳理了计算 loss 相关的 PyTorch-PaddlePaddle API 映射列表。 - -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [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/api/paddle/nn/L1Loss_cn.html#l1loss) | 功能一致，参数一致，PyTorch 存在废弃参数`size_average`和`reduce`。 | -| 2 | [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/api/paddle/nn/MSELoss_cn.html#mseloss) | 功能一致，参数一致，PyTorch 存在废弃参数`size_average`和`reduce`。 | -| 3 | [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/api/paddle/nn/CrossEntropyLoss_cn.html#crossentropyloss) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/loss/torch.nn.CrossEntropyLoss.md) | -| 4 | [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/api/paddle/nn/KLDivLoss_cn.html#kldivloss) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/loss/torch.nn.KLDivLoss.md) | -| 5 | [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/api/paddle/nn/BCELoss_cn.html#bceloss) | 功能一致，参数一致，PyTorch 存在废弃参数`size_average`和`reduce`。 | -| 6 | [torch.nn.BCEWithLogitsLoss](https://pytorch.org/docs/stable/generated/torch.nn.BCEWithLogitsLoss.html?highlight=bcewithlogitsloss#torch.nn.BCEWithLogitsLoss) | [paddle.nn.BCEWithLogitsLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/BCEWithLogitsLoss_cn.html#bcewithlogitsloss) | 功能一致，参数一致，PyTorch 存在废弃参数`size_average`和`reduce`。 | -| 7 | [torch.nn.SmoothL1Loss](https://pytorch.org/docs/stable/generated/torch.nn.SmoothL1Loss.html?highlight=torch%20nn%20smoothl1loss#torch.nn.SmoothL1Loss) | [paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/SmoothL1Loss_cn.html#smoothl1loss) | 功能一致，参数一致，PyTorch 存在废弃参数`size_average`和`reduce`。 | - - -***持续更新...*** - -## 工具类 API 映射列表 -梳理了与数据处理、分布式处理等相关的 PyTorch-PaddlePaddle API 映射列表。 - -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [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/api/paddle/DataParallel_cn.html#dataparallel) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.nn.DataParallel.md) | -| 2 | [torch.nn.parameter.Parameter](https://pytorch.org/docs/stable/generated/torch.nn.parameter.Parameter.html?highlight=torch%20nn%20parameter#torch.nn.parameter.Parameter) | [paddle.static.create_parameter](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/static/create_parameter_cn.html#create-parameter) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.nn.parameter.Parameter.md) | -| 3 | [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.ClipGradByValue](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ClipGradByValue_cn.html#clipgradbyvalue) | 功能一致，但两者参数不一致，[组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.nn.utils.clip_grad_value_.md) | -| 4 | [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/api/paddle/io/DataLoader_cn.html#dataloader) | 功能不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.DataLoader.md) | -| 5 | [torch.utils.data.random_split](https://pytorch.org/docs/stable/data.html?highlight=random_split#torch.utils.data.random_split) | [paddle.io.random_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/random_split_cn.html#random-split) | 功能一致，参数一致，[组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.random_split.md) | -| 6 | [torch.utils.data.distributed.DistributedSampler](https://pytorch.org/docs/stable/data.html?highlight=distributedsampler#torch.utils.data.distributed.DistributedSampler) | 无对应实现 | [组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.distributed.DistributedSampler.md) | -| 7 | [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) | 功能一致，参数一致 | -| 8 | [torch.utils.data.BatchSampler](https://pytorch.org/docs/stable/data.html?highlight=batchsampler#torch.utils.data.BatchSampler) | [paddle.io.BatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/BatchSampler_cn.html#batchsampler) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.BatchSampler.md) | -| 9 | [torch.utils.data.Sampler](https://pytorch.org/docs/stable/data.html?highlight=sampler#torch.utils.data.Sampler) | [paddle.io.Sampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/Sampler_cn.html#sampler) | 功能一致，参数一致 | - -***持续更新...*** - -## 视觉类 API 映射列表 - -梳理了与视觉处理相关的 PyTorch-PaddlePaddle API 映射列表。 - -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------- | -| 1 | [torchvision.transforms.Compose](https://pytorch.org/vision/stable/generated/torchvision.transforms.Compose.html#torchvision.transforms.Compose) | [paddle.vision.transforms.Compose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/Compose_cn.html#compose) | 功能一致，参数一致 | -| 2 | [torchvision.transforms.ToPILImage](https://pytorch.org/vision/stable/generated/torchvision.transforms.ToPILImage.html#torchvision.transforms.ToPILImage) | 无对应实现 | [组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/vision/torchvision.transforms.ToPILImage.md) | -| 3 | [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/api/paddle/vision/transforms/Resize__upper_cn.html#resize) | 功能一致，参数一致 | -| 4 | [torchvision.transforms.ToTensor](https://pytorch.org/vision/stable/transforms.html?highlight=totensor#torchvision.transforms.ToTensor) | [paddle.vision.transforms.ToTensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/ToTensor_cn.html#totensor) | 功能一致，参数一致 | -| 5 | [torchvision.transforms.RandomHorizontalFlip](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomHorizontalFlip.html#torchvision.transforms.RandomHorizontalFlip) | [paddle.vision.transforms.RandomHorizontalFlip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/RandomHorizontalFlip_cn.html#randomhorizontalflip) | 功能一致，参数一致 | -| 6 | [torchvision.transforms.CenterCrop](https://pytorch.org/vision/stable/generated/torchvision.transforms.CenterCrop.html#torchvision.transforms.CenterCrop) | [paddle.vision.transforms.CenterCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/CenterCrop_cn.html#centercrop) | 功能一致，参数一致 | -| 7 | [torchvision.transforms.ColorJitter](https://pytorch.org/vision/stable/generated/torchvision.transforms.ColorJitter.html#torchvision.transforms.ColorJitter) | [paddle.vision.transforms.ColorJitter](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/ColorJitter_cn.html#colorjitter) | 功能一致，参数一致 | -| 8 | [torchvision.transforms.Grayscale](https://pytorch.org/vision/stable/generated/torchvision.transforms.Grayscale.html#torchvision.transforms.Grayscale) | [paddle.vision.transforms.Grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/Grayscale_cn.html#grayscale) | 功能一致，参数一致 | -| 9 | [torchvision.transforms.Normalize](https://pytorch.org/vision/stable/generated/torchvision.transforms.Normalize.html#torchvision.transforms.Normalize) | [paddle.vision.transforms.Normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/Normalize__upper_cn.html#normalize) | 功能一致，但两者参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/vision/torchvision.transforms.Normalize.md) | -| 10 | [torchvision.transforms.RandomResizedCrop](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomResizedCrop.html#torchvision.transforms.RandomResizedCrop) | [paddle.vision.transforms.RandomResizedCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/RandomResizedCrop_cn.html#randomresizedcrop) | 功能一致，参数一致 | -| 11 | [torchvision.transforms.Pad](https://pytorch.org/vision/stable/generated/torchvision.transforms.Pad.html#torchvision.transforms.Pad) | [paddle.vision.transforms.Pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/Pad__upper_cn.html#pad) | 功能一致，参数一致 | -| 12 | [torchvision.transforms.RandomCrop](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomCrop.html#torchvision.transforms.RandomCrop) | [paddle.vision.transforms.RandomCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/RandomCrop_cn.html#randomcrop) | 功能一致，参数一致 | -| 13 | [torchvision.transforms.RandomRotation](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomRotation.html#torchvision.transforms.RandomRotation) | [paddle.vision.transforms.RandomRotation](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/RandomRotation_cn.html#randomrotate) | 功能一致，参数一致 | -| 14 | [torchvision.transforms.RandomVerticalFlip](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomVerticalFlip.html#torchvision.transforms.RandomVerticalFlip) | [paddle.vision.transforms.RandomVerticalFlip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/RandomVerticalFlip_cn.html#randomverticalflip) | 功能一致，参数一致 | -| 15 | [torchvision.transforms.Lambda](https://pytorch.org/vision/stable/generated/torchvision.transforms.Lambda.html#torchvision.transforms.Lambda) | 无对应实现 | [组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/vision/torchvision.transforms.Lambda.md) | -| 17 | [torchvision.utils.save_image](https://pytorch.org/vision/stable/generated/torchvision.utils.save_image.html#torchvision.utils.save_image) | 无对应实现 | [组合实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/vision/torchvision.utils.save_image.md) | -| 18 | [torchvision.models 系列模型](https://pytorch.org/vision/stable/models.html?highlight=torchvision%20models) | X2Paddle 提供 | [使用方式](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/vision/torchvision.models.md) | - -***持续更新...***