diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.RandomSampler.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.RandomSampler.md similarity index 88% rename from docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.RandomSampler.md rename to docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.RandomSampler.md index 46186efbd31..5d34038b4ba 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.RandomSampler.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.RandomSampler.md @@ -1,4 +1,4 @@ -## [仅 API 调用方式不一致] torch.utils.data.RandomSampler +## [暂未分类] torch.utils.data.RandomSampler ### [torch.utils.data.RandomSampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.RandomSampler) diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.WeightedRandomSampler.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.WeightedRandomSampler.md similarity index 89% rename from docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.WeightedRandomSampler.md rename to docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.WeightedRandomSampler.md index 42db84f75f5..d885e25f134 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.WeightedRandomSampler.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.WeightedRandomSampler.md @@ -1,4 +1,4 @@ -## [仅 API 调用方式不一致] torch.utils.data.WeightedRandomSampler +## [暂未分类] torch.utils.data.WeightedRandomSampler ### [torch.utils.data.WeightedRandomSampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.WeightedRandomSampler) diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.PreTrainedTokenizer.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/transformers.PreTrainedTokenizer.md similarity index 88% rename from docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.PreTrainedTokenizer.md rename to docs/guides/model_convert/convert_from_pytorch/api_difference/others/transformers.PreTrainedTokenizer.md index db4ee8ffaa8..88a427d7c55 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.PreTrainedTokenizer.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/transformers.PreTrainedTokenizer.md @@ -1,4 +1,4 @@ -## [仅 API 调用方式不一致]transformers.PreTrainedTokenizer +## [暂未分类]transformers.PreTrainedTokenizer ### [transformers.PreTrainedTokenizer](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/tokenizer#transformers.PreTrainedTokenizer) diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.get_rng_state.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.get_rng_state.md deleted file mode 100644 index 01f25409fbc..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.get_rng_state.md +++ /dev/null @@ -1,33 +0,0 @@ -## [ 返回参数类型不一致] torch.get_rng_state - -### [torch.get_rng_state](https://pytorch.org/docs/stable/generated/torch.get_rng_state.html#torch.get_rng_state) - -```python -torch.get_rng_state() -``` - -### [paddle.get_rng_state]() - -```python -paddle.get_rng_state() -``` - -其中 PyTorch 与 Paddle 的返回参数类型不一致 - -### 参数映射 - -| PyTorch | PaddlePaddle | 备注 | -| ------------- | ------------ | ------------------------------------------------------ | -| 返回值 | 返回值 | 返回类型不一致，PyTorch 为 Tensor，Paddle 为 GeneratorState。 | - - - -### 转写示例 -#### 返回参数类型不同 -```python -# PyTorch 写法 -x = torch.get_rng_state() - -# Paddle 写法 -x = paddle.get_rng_state() -``` diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.corrcoef.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.corrcoef.md deleted file mode 100644 index 827d3823903..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.corrcoef.md +++ /dev/null @@ -1,21 +0,0 @@ -## [ paddle 参数更多 ]torch.Tensor.corrcoef - -### [torch.Tensor.corrcoef](https://pytorch.org/docs/stable/generated/torch.Tensor.corrcoef.html#torch.Tensor.corrcoef) - -```python -torch.Tensor.corrcoef() -``` - -### [paddle.Tensor.corrcoef]() - -```python -paddle.Tensor.corrcoef(rowvar=True) -``` - -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 | -| ------- | ------------ | ----------------------------------------------------------------- | -| - | rowvar | 以行或列作为一个观测变量，PyTorch 无此参数，Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.trace.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.trace.md deleted file mode 100644 index bae669e0cf5..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.trace.md +++ /dev/null @@ -1,23 +0,0 @@ -## [ paddle 参数更多 ]torch.Tensor.trace - -### [torch.Tensor.trace](https://pytorch.org/docs/stable/generated/torch.Tensor.trace.html#torch-tensor-trace) - -```python -torch.Tensor.trace() -``` - -### [paddle.Tensor.trace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#trace-offset-0-axis1-0-axis2-1-name-none) - -```python -paddle.Tensor.trace(offset=0, axis1=0, axis2=1, name=None) -``` - -Paddle 相比 PyTorch 支持更多其他参数，具体如下： - -### 参数映射 - -| PyTorch | PaddlePaddle | 备注 | -| ------- | ------------ | ------------------------------------------------------------ | -| - | offset | 表示指定的二维平面中获取对角线的位置，PyTorch 无此参数，Paddle 保持默认即可。 | -| - | axis1 | 表示获取对角线的二维平面的第一维，PyTorch 无此参数，Paddle 保持默认即可。 | -| - | axis2 | 表示获取对角线的二维平面的第二维，PyTorch 无此参数，Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ChannelShuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ChannelShuffle.md deleted file mode 100644 index ec2e2f4556f..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ChannelShuffle.md +++ /dev/null @@ -1,21 +0,0 @@ -## [ paddle 参数更多 ]torch.nn.ChannelShuffle - -### [torch.nn.ChannelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html?highlight=channelshuffle#torch.nn.ChannelShuffle) - -```python -torch.nn.ChannelShuffle(groups) -``` - -### [paddle.nn.ChannelShuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ChannelShuffle_cn.html) - -```python -paddle.nn.ChannelShuffle(groups, 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 | -| ------------- | ------------ | ------------------------------------------------------ | -| groups | groups | 表示要把通道分成的组数 。 | -| - | 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/paddle_more_args/torch.nn.LocalResponseNorm.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LocalResponseNorm.md deleted file mode 100644 index 9c42de58985..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LocalResponseNorm.md +++ /dev/null @@ -1,31 +0,0 @@ -## [ paddle 参数更多 ]torch.nn.LocalResponseNorm -### [torch.nn.LocalResponseNorm](https://pytorch.org/docs/stable/generated/torch.nn.LocalResponseNorm.html?highlight=localre#torch.nn.LocalResponseNorm) - -```python -torch.nn.LocalResponseNorm(size, - alpha=0.0001, - beta=0.75, - k=1.0) -``` - -### [paddle.nn.LocalResponseNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LocalResponseNorm_cn.html) - -```python -paddle.nn.LocalResponseNorm(size, - alpha=0.0001, - beta=0.75, - k=1.0, - 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 | -| ------------- | ------------ | ------------------------------------------------------ | -| size | size | 表示累加的通道数。 | -| alpha | alpha | 表示缩放参数。 | -| beta | beta | 表示指数。 | -| k | k | 表示位移。 | -| - | data_format | 指定输入的 format ， PyTorch 无此参数， Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelShuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelShuffle.md deleted file mode 100644 index e1c7c083a2a..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelShuffle.md +++ /dev/null @@ -1,22 +0,0 @@ -## [ paddle 参数更多 ]torch.nn.PixelShuffle -### [torch.nn.PixelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelShuffle.html?highlight=pixel#torch.nn.PixelShuffle) - -```python -torch.nn.PixelShuffle(upscale_factor) -``` - -### [paddle.nn.PixelShuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PixelShuffle_cn.html) - -```python -paddle.nn.PixelShuffle(upscale_factor, - 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 | -| ------------- | ------------ | ------------------------------------------------------ | -| upscale_factor | upscale_factor | 表示增大空间分辨率的增大因子。 | -| - | data_format | 指定输入的 format ， PyTorch 无此参数， Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelUnshuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelUnshuffle.md deleted file mode 100644 index a4de0dab54f..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelUnshuffle.md +++ /dev/null @@ -1,22 +0,0 @@ -## [ paddle 参数更多 ]torch.nn.PixelUnshuffle -### [torch.nn.PixelUnshuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelUnshuffle.html?highlight=pixel#torch.nn.PixelUnshuffle) - -```python -torch.nn.PixelUnshuffle(downscale_factor) -``` - -### [paddle.nn.PixelUnshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PixelUnshuffle_cn.html) - -```python -paddle.nn.PixelUnshuffle(downscale_factor, - 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 | -| ------------- | ------------ | ------------------------------------------------------ | -| downscale_factor | downscale_factor | 表示减小空间分辨率的减小因子。 | -| - | data_format | 指定输入的 format ， PyTorch 无此参数， Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Upsample.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Upsample.md deleted file mode 100644 index ef0d371ee17..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Upsample.md +++ /dev/null @@ -1,36 +0,0 @@ -## [ paddle 参数更多 ]torch.nn.Upsample -### [torch.nn.Upsample](https://pytorch.org/docs/stable/generated/torch.nn.Upsample.html?highlight=upsample#torch.nn.Upsample) - -```python -torch.nn.Upsample(size=None, - scale_factor=None, - mode='nearest', - align_corners=False, - recompute_scale_factor=None) -``` - -### [paddle.nn.Upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Upsample_cn.html#upsample) - -```python -paddle.nn.Upsample(size=None, - scale_factor=None, - mode='nearest', - align_corners=False, - align_mode=0, - data_format='NCHW', - recompute_scale_factor=None, - 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 | -| ------------- | ------------ | ------------------------------------------------------ | -| size | size | 表示输出 Tensor 的大小。 | -| scale_factor | scale_factor | 输入的高度或宽度的乘数因子。 | -| mode | mode | 表示插值方法。 | -| align_corners | align_corners | 表示是否将输入和输出张量的 4 个角落像素的中心对齐，并保留角点像素的值。 | -| - | align_mode | 双线性插值的可选项，PyTorch 无此参数，Paddle 保持默认即可。 | -| - | data_format | Tensor 的所需数据类型，PyTorch 无此参数，Paddle 保持默认即可。 | -| recompute_scale_factor | recompute_scale_factor | 是否重新计算乘数因子。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.multinomial.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.multinomial.md deleted file mode 100644 index 3b2f8bfcff6..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.multinomial.md +++ /dev/null @@ -1,23 +0,0 @@ -## [torch 参数更多]torch.Tensor.multinomial - -### [torch.Tensor.multinomial](https://pytorch.org/docs/stable/generated/torch.Tensor.multinomial.html#torch.Tensor.multinomial) - -```python -torch.Tensor.multinomial(num_samples, replacement=False, *, generator=None) -``` - -### [paddle.Tensor.multinomial]() - -```python -paddle.Tensor.multinomial(num_samples=1, replacement=False, name=None) -``` - -PyTorch 相比 Paddle 支持更多其他参数，具体如下： - -### 参数映射 - -| PyTorch | PaddlePaddle | 备注 | -| ----------- | ------------ | ----------------------------------------------------------------------------------- | -| num_samples | num_samples | 采样的次数。 | -| replacement | replacement | 是否是可放回的采样。 | -| generator | - | 用于采样的伪随机数生成器，Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.AdaptiveLogSoftmaxWithLoss.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.AdaptiveLogSoftmaxWithLoss.md deleted file mode 100644 index 1cb1ec7d841..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.AdaptiveLogSoftmaxWithLoss.md +++ /dev/null @@ -1,25 +0,0 @@ -## [ torch 参数更多 ]torch.nn.AdaptiveLogSoftmaxWithLoss -### [torch.nn.AdaptiveLogSoftmaxWithLoss](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveLogSoftmaxWithLoss.html#adaptivelogsoftmaxwithloss) - -```python -torch.nn.AdaptiveLogSoftmaxWithLoss(in_features, n_classes, cutoffs, div_value=4.0, head_bias=False, device=None, dtype=None) -``` - -### [paddle.nn.AdaptiveLogSoftmaxWithLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AdaptiveLogSoftmaxWithLoss_cn.html#adaptivelogsoftmaxwithloss) - -```python -paddle.nn.AdaptiveLogSoftmaxWithLoss(in_features, n_classes, cutoffs, div_value=4.0, head_bias=False, name=None) -``` - -PyTorch 相比 Paddle 支持更多其他参数，具体如下： -### 参数映射 - -| PyTorch | PaddlePaddle | 备注 | -| ------------- | ------------ | ---------------------------------------------------------------------------- | -| in_features | in_features | 输入 Tensor 的特征数量。 | -| n_classes | n_classes | 数据集中类型的个数。 | -| cutoffs | cutoffs | 用于将 label 分配到不同存储组的截断值。 | -| div_value | div_value | 用于计算组大小的指数值。 | -| head_bias | head_bias | 如果为 `True`，AdaptiveLogSoftmaxWithLoss 的 `head` 添加偏置项。 | -| device | - | 创建参数的设备，Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 | -| dtype | - | 创建参数的数据类型，Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。| 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 eeac36a9428..80b15dded71 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 @@ -519,80 +519,90 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 469 | [torch.narrow](https://pytorch.org/docs/stable/torch.html#torch.narrow) | paddle.narrow | - | | 470 | [torch.Tensor.type_as](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.type_as) | paddle.Tensor.type_as | - | | 471 | [torch.nn.Sequential](https://pytorch.org/docs/stable/generated/torch.nn.Sequential.html#torch.nn.Sequential) | paddle.nn.Sequential | - | -| 472 | [torch.Tensor.clone](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.clone) | paddle.Tensor.clone | - | -| 473 | [torch.Tensor.contiguous](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.contiguous) | paddle.Tensor.contiguous | - | -| 474 | [torch.Tensor.is_contiguous](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_contiguous) | paddle.Tensor.is_contiguous | - | -| 475 | [torch.utils.cpp_extension.CUDA_HOME](https://pytorch.org/docs/stable/generated/torch.utils.cpp_extension.CUDA_HOME.html#torch.utils.cpp_extension.CUDA_HOME) | paddle.utils.cpp_extension.CUDA_HOME | - | -| 476 | [torch.Tensor.is_coalesced](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_coalesced) | paddle.Tensor.is_coalesced | - | -| 477 | [torch.torch.int32](https://pytorch.org/docs/stable/generated/torch.torch.int32.html#torch.torch.int32) | paddle.paddle.int32 | - | -| 478 | [torch.transpose](https://pytorch.org/docs/stable/torch.html#torch.transpose) | paddle.transpose | - | -| 479 | [torch.Tensor.transpose](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.transpose) | paddle.Tensor.transpose | - | -| 480 | [torch.unsqueeze](https://pytorch.org/docs/stable/torch.html#torch.unsqueeze) | paddle.unsqueeze | - | -| 481 | [torch.Tensor.unsqueeze](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.unsqueeze) | paddle.Tensor.unsqueeze | - | -| 482 | [torch.sigmoid](https://pytorch.org/docs/stable/torch.html#torch.sigmoid) | paddle.sigmoid | - | -| 483 | [torch.Tensor.topk](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.topk) | paddle.Tensor.topk | - | -| 484 | [torch.outer](https://pytorch.org/docs/stable/torch.html#torch.outer) | paddle.outer | - | -| 485 | [torch.nn.functional.sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.sigmoid.html#torch.nn.functional.sigmoid) | paddle.nn.functional.sigmoid | - | -| 486 | [torch.Tensor.requires_grad](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.requires_grad) | paddle.Tensor.requires_grad | - | -| 487 | [torch.Tensor.data](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.data) | paddle.Tensor.data | - | -| 488 | [torch.Tensor.cpu](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cpu) | paddle.Tensor.cpu | - | -| 489 | [torch.Tensor.\_\_add\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__add__) | paddle.Tensor.\_\_add\_\_ | - | -| 490 | [torch.Tensor.\_\_ge\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__ge__) | paddle.Tensor.\_\_ge\_\_ | - | -| 491 | [torch.Tensor.\_\_gt\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__gt__) | paddle.Tensor.\_\_gt\_\_ | - | -| 492 | [torch.Tensor.\_\_le\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__le__) | paddle.Tensor.\_\_le\_\_ | - | -| 493 | [torch.Tensor.\_\_lt\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__lt__) | paddle.Tensor.\_\_lt\_\_ | - | -| 494 | [torch.Tensor.\_\_mul\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__mul__) | paddle.Tensor.\_\_mul\_\_ | - | -| 495 | [torch.Tensor.\_\_ne\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__ne__) | paddle.Tensor.\_\_ne\_\_ | - | -| 496 | [torch.Tensor.\_\_neg\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__neg__) | paddle.Tensor.\_\_neg\_\_ | - | -| 497 | [torch.Tensor.\_\_radd\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__radd__) | paddle.Tensor.\_\_radd\_\_ | - | -| 498 | [torch.Tensor.\_\_rmul\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__rmul__) | paddle.Tensor.\_\_rmul\_\_ | - | -| 499 | [torch.Tensor.\_\_sub\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__sub__) | paddle.Tensor.\_\_sub\_\_ | - | -| 500 | [torch.Tensor.\_\_reduce\_ex\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__reduce_ex__) | paddle.Tensor.\_\_reduce\_ex\_\_ | - | -| 501 | [torch.from_numpy](https://pytorch.org/docs/stable/torch.html#torch.from_numpy) | paddle.from_numpy | - | -| 502 | [torch.greater](https://pytorch.org/docs/stable/torch.html#torch.greater) | paddle.greater | - | -| 503 | [torch.nn.functional.layer_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.layer_norm.html#torch.nn.functional.layer_norm) | paddle.nn.functional.layer_norm | - | -| 504 | [torch.nn.attention.sdpa_kernel](https://pytorch.org/docs/stable/generated/torch.nn.attention.sdpa_kernel.html#torch.nn.attention.sdpa_kernel) | paddle.nn.attention.sdpa_kernel | - | -| 505 | [torch.nn.attention.SDPBackend](https://pytorch.org/docs/stable/generated/torch.nn.attention.SDPBackend.html#torch.nn.attention.SDPBackend) | paddle.nn.attention.SDPBackend | - | -| 506 | [torch.nn.attention._cur_sdpa_kernel_backends](https://pytorch.org/docs/stable/generated/torch.nn.attention._cur_sdpa_kernel_backends.html#torch.nn.attention._cur_sdpa_kernel_backends) | paddle.nn.attention._cur_sdpa_kernel_backends | - | -| 507 | [torch.nn.SiLU](https://pytorch.org/docs/stable/generated/torch.nn.SiLU.html#torch.nn.SiLU) | paddle.nn.SiLU | - | -| 508 | [torch.randperm](https://pytorch.org/docs/stable/torch.html#torch.randperm) | paddle.randperm | - | -| 509 | [torch.Tensor.ge](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ge) | paddle.Tensor.ge | - | -| 510 | [torch.Tensor.gt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.gt) | paddle.Tensor.gt | - | -| 511 | [torch.Tensor.le](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.le) | paddle.Tensor.le | - | -| 512 | [torch.Tensor.lt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.lt) | paddle.Tensor.lt | - | -| 513 | [torch.Tensor.ne](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ne) | paddle.Tensor.ne | - | -| 514 | [torch.manual_seed](https://pytorch.org/docs/stable/torch.html#torch.manual_seed) | paddle.manual_seed | - | -| 515 | [torch.asarray](https://pytorch.org/docs/stable/torch.html#torch.asarray) | paddle.asarray | - | -| 516 | [torch.ne](https://pytorch.org/docs/stable/torch.html#torch.ne) | paddle.ne | - | -| 517 | [torch.lt](https://pytorch.org/docs/stable/torch.html#torch.lt) | paddle.lt | - | -| 518 | [torch.less](https://pytorch.org/docs/stable/torch.html#torch.less) | paddle.less | - | -| 519 | [torch.le](https://pytorch.org/docs/stable/torch.html#torch.le) | paddle.le | - | -| 520 | [torch.ge](https://pytorch.org/docs/stable/torch.html#torch.ge) | paddle.ge | - | -| 521 | [torch.get_default_device](https://pytorch.org/docs/stable/torch.html#torch.get_default_device) | paddle.get_default_device | - | -| 522 | [torch.Tensor.eq](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.eq) | paddle.Tensor.eq | - | -| 523 | [torch.Tensor.less](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.less) | paddle.Tensor.less | - | -| 524 | [torch.Tensor.greater](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.greater) | paddle.Tensor.greater | - | -| 525 | [torch.gather](https://pytorch.org/docs/stable/torch.html#torch.gather) | paddle.gather | - | -| 526 | [torch.Tensor.gather](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.gather) | paddle.Tensor.gather | - | -| 527 | [torch.Tensor.scatter](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter) | paddle.Tensor.scatter | - | -| 528 | [torch.Tensor.scatter_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter_) | paddle.Tensor.scatter_ | - | -| 529 | [torch.scatter](https://pytorch.org/docs/stable/torch.html#torch.scatter) | paddle.scatter | - | -| 530 | [torch.cuda.get_device_properties](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_properties.html#torch.cuda.get_device_properties) | paddle.cuda.get_device_properties | - | -| 531 | [torch.cuda.get_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state.html#torch.cuda.get_rng_state) | paddle.cuda.get_rng_state | - | -| 532 | [torch.cuda.is_current_stream_capturing](https://pytorch.org/docs/stable/generated/torch.cuda.is_current_stream_capturing.html#torch.cuda.is_current_stream_capturing) | paddle.cuda.is_current_stream_capturing | - | -| 533 | [torch.cuda.manual_seed_all](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed_all.html#torch.cuda.manual_seed_all) | paddle.cuda.manual_seed_all | - | -| 534 | [torch.cuda.set_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state.html#torch.cuda.set_rng_state) | paddle.cuda.set_rng_state | - | -| 535 | [torch.get_device_module](https://pytorch.org/docs/stable/torch.html#torch.get_device_module) | paddle.get_device_module | - | -| 536 | [torch.cuda.is_available](https://pytorch.org/docs/stable/generated/torch.cuda.is_available.html#torch.cuda.is_available) | paddle.cuda.is_available | - | -| 537 | [torch.device](https://pytorch.org/docs/stable/torch.html#torch.device) | paddle.device | - | -| 538 | [torch.cuda.get_device_capability](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_capability.html#torch.cuda.get_device_capability) | paddle.cuda.get_device_capability | - | -| 539 | [torch.cuda.current_device](https://pytorch.org/docs/stable/generated/torch.cuda.current_device.html#torch.cuda.current_device) | paddle.cuda.current_device | - | -| 540 | [torch.cuda.device_count](https://pytorch.org/docs/stable/generated/torch.cuda.device_count.html#torch.cuda.device_count) | paddle.cuda.device_count | - | -| 541 | [torch.cuda.empty_cache](https://pytorch.org/docs/stable/generated/torch.cuda.empty_cache.html#torch.cuda.empty_cache) | paddle.cuda.empty_cache | - | -| 542 | [torch.cuda.memory_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.memory_allocated.html#torch.cuda.memory_allocated) | paddle.cuda.memory_allocated | - | -| 543 | [torch.cuda.memory_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.memory_reserved.html#torch.cuda.memory_reserved) | paddle.cuda.memory_reserved | - | -| 544 | [torch.cuda.set_device](https://pytorch.org/docs/stable/generated/torch.cuda.set_device.html#torch.cuda.set_device) | paddle.cuda.set_device | - | -| 545 | [torch.cuda.current_stream](https://pytorch.org/docs/stable/generated/torch.cuda.current_stream.html#torch.cuda.current_stream) | paddle.cuda.current_stream | - | +| 472 | [torch.nn.PixelUnshuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelUnshuffle.html#torch.nn.PixelUnshuffle) | paddle.nn.PixelUnshuffle | - | +| 473 | [torch.nn.Upsample](https://pytorch.org/docs/stable/generated/torch.nn.Upsample.html#torch.nn.Upsample) | paddle.nn.Upsample | - | +| 474 | [torch.nn.PixelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelShuffle.html#torch.nn.PixelShuffle) | paddle.nn.PixelShuffle | - | +| 475 | [torch.nn.LocalResponseNorm](https://pytorch.org/docs/stable/generated/torch.nn.LocalResponseNorm.html#torch.nn.LocalResponseNorm) | paddle.nn.LocalResponseNorm | - | +| 476 | [torch.nn.ChannelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html#torch.nn.ChannelShuffle) | paddle.nn.ChannelShuffle | - | +| 477 | [torch.nn.AdaptiveLogSoftmaxWithLoss](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveLogSoftmaxWithLoss.html#torch.nn.AdaptiveLogSoftmaxWithLoss) | paddle.nn.AdaptiveLogSoftmaxWithLoss | - | +| 478 | [torch.Tensor.corrcoef](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.corrcoef) | paddle.Tensor.corrcoef | - | +| 479 | [torch.Tensor.multinomial](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.multinomial) | paddle.Tensor.multinomial | - | +| 480 | [torch.get_rng_state](https://pytorch.org/docs/stable/torch.html#torch.get_rng_state) | paddle.get_rng_state | - | +| 481 | [torch.Tensor.trace](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.trace) | paddle.Tensor.trace | - | +| 482 | [torch.Tensor.clone](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.clone) | paddle.Tensor.clone | - | +| 483 | [torch.Tensor.contiguous](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.contiguous) | paddle.Tensor.contiguous | - | +| 484 | [torch.Tensor.is_contiguous](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_contiguous) | paddle.Tensor.is_contiguous | - | +| 485 | [torch.utils.cpp_extension.CUDA_HOME](https://pytorch.org/docs/stable/generated/torch.utils.cpp_extension.CUDA_HOME.html#torch.utils.cpp_extension.CUDA_HOME) | paddle.utils.cpp_extension.CUDA_HOME | - | +| 486 | [torch.Tensor.is_coalesced](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.is_coalesced) | paddle.Tensor.is_coalesced | - | +| 487 | [torch.torch.int32](https://pytorch.org/docs/stable/generated/torch.torch.int32.html#torch.torch.int32) | paddle.paddle.int32 | - | +| 488 | [torch.transpose](https://pytorch.org/docs/stable/torch.html#torch.transpose) | paddle.transpose | - | +| 489 | [torch.Tensor.transpose](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.transpose) | paddle.Tensor.transpose | - | +| 490 | [torch.unsqueeze](https://pytorch.org/docs/stable/torch.html#torch.unsqueeze) | paddle.unsqueeze | - | +| 491 | [torch.Tensor.unsqueeze](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.unsqueeze) | paddle.Tensor.unsqueeze | - | +| 492 | [torch.sigmoid](https://pytorch.org/docs/stable/torch.html#torch.sigmoid) | paddle.sigmoid | - | +| 493 | [torch.Tensor.topk](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.topk) | paddle.Tensor.topk | - | +| 494 | [torch.outer](https://pytorch.org/docs/stable/torch.html#torch.outer) | paddle.outer | - | +| 495 | [torch.nn.functional.sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.sigmoid.html#torch.nn.functional.sigmoid) | paddle.nn.functional.sigmoid | - | +| 496 | [torch.Tensor.requires_grad](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.requires_grad) | paddle.Tensor.requires_grad | - | +| 497 | [torch.Tensor.data](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.data) | paddle.Tensor.data | - | +| 498 | [torch.Tensor.cpu](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.cpu) | paddle.Tensor.cpu | - | +| 499 | [torch.Tensor.\_\_add\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__add__) | paddle.Tensor.\_\_add\_\_ | - | +| 500 | [torch.Tensor.\_\_ge\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__ge__) | paddle.Tensor.\_\_ge\_\_ | - | +| 501 | [torch.Tensor.\_\_gt\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__gt__) | paddle.Tensor.\_\_gt\_\_ | - | +| 502 | [torch.Tensor.\_\_le\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__le__) | paddle.Tensor.\_\_le\_\_ | - | +| 503 | [torch.Tensor.\_\_lt\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__lt__) | paddle.Tensor.\_\_lt\_\_ | - | +| 504 | [torch.Tensor.\_\_mul\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__mul__) | paddle.Tensor.\_\_mul\_\_ | - | +| 505 | [torch.Tensor.\_\_ne\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__ne__) | paddle.Tensor.\_\_ne\_\_ | - | +| 506 | [torch.Tensor.\_\_neg\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__neg__) | paddle.Tensor.\_\_neg\_\_ | - | +| 507 | [torch.Tensor.\_\_radd\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__radd__) | paddle.Tensor.\_\_radd\_\_ | - | +| 508 | [torch.Tensor.\_\_rmul\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__rmul__) | paddle.Tensor.\_\_rmul\_\_ | - | +| 509 | [torch.Tensor.\_\_sub\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__sub__) | paddle.Tensor.\_\_sub\_\_ | - | +| 510 | [torch.Tensor.\_\_reduce\_ex\_\_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.__reduce_ex__) | paddle.Tensor.\_\_reduce\_ex\_\_ | - | +| 511 | [torch.from_numpy](https://pytorch.org/docs/stable/torch.html#torch.from_numpy) | paddle.from_numpy | - | +| 512 | [torch.greater](https://pytorch.org/docs/stable/torch.html#torch.greater) | paddle.greater | - | +| 513 | [torch.nn.functional.layer_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.layer_norm.html#torch.nn.functional.layer_norm) | paddle.nn.functional.layer_norm | - | +| 514 | [torch.nn.attention.sdpa_kernel](https://pytorch.org/docs/stable/generated/torch.nn.attention.sdpa_kernel.html#torch.nn.attention.sdpa_kernel) | paddle.nn.attention.sdpa_kernel | - | +| 515 | [torch.nn.attention.SDPBackend](https://pytorch.org/docs/stable/generated/torch.nn.attention.SDPBackend.html#torch.nn.attention.SDPBackend) | paddle.nn.attention.SDPBackend | - | +| 516 | [torch.nn.attention._cur_sdpa_kernel_backends](https://pytorch.org/docs/stable/generated/torch.nn.attention._cur_sdpa_kernel_backends.html#torch.nn.attention._cur_sdpa_kernel_backends) | paddle.nn.attention._cur_sdpa_kernel_backends | - | +| 517 | [torch.nn.SiLU](https://pytorch.org/docs/stable/generated/torch.nn.SiLU.html#torch.nn.SiLU) | paddle.nn.SiLU | - | +| 518 | [torch.randperm](https://pytorch.org/docs/stable/torch.html#torch.randperm) | paddle.randperm | - | +| 519 | [torch.Tensor.ge](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ge) | paddle.Tensor.ge | - | +| 520 | [torch.Tensor.gt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.gt) | paddle.Tensor.gt | - | +| 521 | [torch.Tensor.le](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.le) | paddle.Tensor.le | - | +| 522 | [torch.Tensor.lt](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.lt) | paddle.Tensor.lt | - | +| 523 | [torch.Tensor.ne](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.ne) | paddle.Tensor.ne | - | +| 524 | [torch.manual_seed](https://pytorch.org/docs/stable/torch.html#torch.manual_seed) | paddle.manual_seed | - | +| 525 | [torch.asarray](https://pytorch.org/docs/stable/torch.html#torch.asarray) | paddle.asarray | - | +| 526 | [torch.ne](https://pytorch.org/docs/stable/torch.html#torch.ne) | paddle.ne | - | +| 527 | [torch.lt](https://pytorch.org/docs/stable/torch.html#torch.lt) | paddle.lt | - | +| 528 | [torch.less](https://pytorch.org/docs/stable/torch.html#torch.less) | paddle.less | - | +| 529 | [torch.le](https://pytorch.org/docs/stable/torch.html#torch.le) | paddle.le | - | +| 530 | [torch.ge](https://pytorch.org/docs/stable/torch.html#torch.ge) | paddle.ge | - | +| 531 | [torch.get_default_device](https://pytorch.org/docs/stable/torch.html#torch.get_default_device) | paddle.get_default_device | - | +| 532 | [torch.Tensor.eq](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.eq) | paddle.Tensor.eq | - | +| 533 | [torch.Tensor.less](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.less) | paddle.Tensor.less | - | +| 534 | [torch.Tensor.greater](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.greater) | paddle.Tensor.greater | - | +| 535 | [torch.gather](https://pytorch.org/docs/stable/torch.html#torch.gather) | paddle.gather | - | +| 536 | [torch.Tensor.gather](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.gather) | paddle.Tensor.gather | - | +| 537 | [torch.Tensor.scatter](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter) | paddle.Tensor.scatter | - | +| 538 | [torch.Tensor.scatter_](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.scatter_) | paddle.Tensor.scatter_ | - | +| 539 | [torch.scatter](https://pytorch.org/docs/stable/torch.html#torch.scatter) | paddle.scatter | - | +| 540 | [torch.cuda.get_device_properties](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_properties.html#torch.cuda.get_device_properties) | paddle.cuda.get_device_properties | - | +| 541 | [torch.cuda.get_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state.html#torch.cuda.get_rng_state) | paddle.cuda.get_rng_state | - | +| 542 | [torch.cuda.is_current_stream_capturing](https://pytorch.org/docs/stable/generated/torch.cuda.is_current_stream_capturing.html#torch.cuda.is_current_stream_capturing) | paddle.cuda.is_current_stream_capturing | - | +| 543 | [torch.cuda.manual_seed_all](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed_all.html#torch.cuda.manual_seed_all) | paddle.cuda.manual_seed_all | - | +| 544 | [torch.cuda.set_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state.html#torch.cuda.set_rng_state) | paddle.cuda.set_rng_state | - | +| 545 | [torch.get_device_module](https://pytorch.org/docs/stable/torch.html#torch.get_device_module) | paddle.get_device_module | - | +| 546 | [torch.cuda.is_available](https://pytorch.org/docs/stable/generated/torch.cuda.is_available.html#torch.cuda.is_available) | paddle.cuda.is_available | - | +| 547 | [torch.device](https://pytorch.org/docs/stable/torch.html#torch.device) | paddle.device | - | +| 548 | [torch.cuda.get_device_capability](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_capability.html#torch.cuda.get_device_capability) | paddle.cuda.get_device_capability | - | +| 549 | [torch.cuda.current_device](https://pytorch.org/docs/stable/generated/torch.cuda.current_device.html#torch.cuda.current_device) | paddle.cuda.current_device | - | +| 550 | [torch.cuda.device_count](https://pytorch.org/docs/stable/generated/torch.cuda.device_count.html#torch.cuda.device_count) | paddle.cuda.device_count | - | +| 551 | [torch.cuda.empty_cache](https://pytorch.org/docs/stable/generated/torch.cuda.empty_cache.html#torch.cuda.empty_cache) | paddle.cuda.empty_cache | - | +| 552 | [torch.cuda.memory_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.memory_allocated.html#torch.cuda.memory_allocated) | paddle.cuda.memory_allocated | - | +| 553 | [torch.cuda.memory_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.memory_reserved.html#torch.cuda.memory_reserved) | paddle.cuda.memory_reserved | - | +| 554 | [torch.cuda.set_device](https://pytorch.org/docs/stable/generated/torch.cuda.set_device.html#torch.cuda.set_device) | paddle.cuda.set_device | - | +| 555 | [torch.cuda.current_stream](https://pytorch.org/docs/stable/generated/torch.cuda.current_stream.html#torch.cuda.current_stream) | paddle.cuda.current_stream | - | ### 2. 仅 API 调用方式不一致 **分类简介** @@ -607,128 +617,229 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 1 | [fairscale.nn.model\_parallel.initialize.get\_model\_parallel\_rank](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/initialize.py#L155) | [paddle.distributed.fleet.base.topology.\_HYBRID\_PARALLEL\_GROUP.get\_model\_parallel\_rank](https://github.com/PaddlePaddle/Paddle/blob/ddac1b431483ddc0f1ee600e799aa31fc0a75961/python/paddle/distributed/fleet/base/topology.py#L463) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/fairscale.nn.model_parallel.initialize.get_model_parallel_rank.html) | | 2 | [fairscale.nn.model\_parallel.initialize.get\_model\_parallel\_world\_size](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/initialize.py#L150) | [paddle.distributed.fleet.base.topology.\_HYBRID\_PARALLEL\_GROUP.\_mp\_degree](https://github.com/PaddlePaddle/Paddle/blob/ddac1b431483ddc0f1ee600e799aa31fc0a75961/python/paddle/distributed/fleet/base/topology.py#L185) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/fairscale.nn.model_parallel.initialize.get_model_parallel_world_size.html) | | 3 | [flash\_attn.\_\_version\_\_.split](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/__init__.py) | [paddle.\_\_version\_\_.split](https://github.com/PaddlePaddle/Paddle/tree/develop) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/flash_attn.__version__.split.html) | -| 4 | [torch.Tensor.bernoulli](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli.html#torch.Tensor.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html#bernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.bernoulli.html) | -| 5 | [torch.Tensor.clamp_](https://pytorch.org/docs/stable/generated/torch.Tensor.clamp_.html?highlight=clamp_#torch.Tensor.clamp_) | [paddle.Tensor.clip_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id6) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.clamp_.html) | -| 6 | [torch.Tensor.col_indices](https://pytorch.org/docs/stable/generated/torch.Tensor.col_indices.html) | paddle.Tensor.cols | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.col_indices.html) | -| 7 | [torch.Tensor.conj_physical](https://pytorch.org/docs/stable/generated/torch.Tensor.conj_physical.html#torch.Tensor.conj_physical) | [paddle.Tensor.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#conj-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.conj_physical.html) | -| 8 | [torch.Tensor.crow_indices](https://pytorch.org/docs/stable/generated/torch.Tensor.crow_indices.html) | paddle.Tensor.crows | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.crow_indices.html) | -| 9 | [torch.Tensor.det](https://pytorch.org/docs/stable/generated/torch.Tensor.det.html?highlight=det#torch.Tensor.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.det.html) | -| 10 | [torch.Tensor.erf_](https://pytorch.org/docs/stable/generated/torch.Tensor.erf_.html) | paddle.erf_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.erf_.html) | -| 11 | [torch.Tensor.expm1_](https://pytorch.org/docs/stable/generated/torch.Tensor.expm1_.html) | paddle.expm1_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.expm1_.html) | -| 12 | [torch.Tensor.fix](https://pytorch.org/docs/stable/generated/torch.Tensor.fix.html?highlight=fix#torch.Tensor.fix) | [paddle.Tensor.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#trunc-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.fix.html) | -| 13 | [torch.Tensor.fix_](https://pytorch.org/docs/stable/generated/torch.Tensor.fix_.html) | paddle.Tensor.trunc_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.fix_.html) | -| 14 | [torch.Tensor.hardshrink](https://pytorch.org/docs/stable/generated/torch.Tensor.hardshrink.html?highlight=torch+tensor+hardshrink#torch.Tensor.hardshrink) | [paddle.nn.functional.hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardshrink_cn.html#hardshrink) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.hardshrink.html) | -| 15 | [torch.Tensor.lu_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.lu_solve.html#torch-tensor-lu-solve) | [paddle.linalg.lu_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.lu_solve.html) | -| 16 | [torch.Tensor.matrix_exp](https://pytorch.org/docs/stable/generated/torch.Tensor.matrix_exp.html#torch-tensor-matrix-exp) | [paddle.linalg.matrix_exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_exp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.matrix_exp.html) | -| 17 | [torch.Tensor.movedim](https://pytorch.org/docs/stable/generated/torch.Tensor.movedim.html) | [paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.movedim.html) | -| 18 | [torch.Tensor.mvlgamma](https://pytorch.org/docs/stable/generated/torch.Tensor.mvlgamma.html#torch-tensor-mvlgamma) | [paddle.Tensor.multigammaln](https://github.com/PaddlePaddle/Paddle/blob/be090bd0bc9ac7a8595296c316b3a6ed3dc60ba6/python/paddle/tensor/math.py#L5099) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.mvlgamma.html) | -| 19 | [torch.Tensor.mvlgamma_](https://pytorch.org/docs/stable/generated/torch.Tensor.mvlgamma_.html#torch-tensor-mvlgamma) | [paddle.Tensor.multigammaln_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/multigammaln__cn.html#multigammaln) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.mvlgamma_.html) | -| 20 | [torch.Tensor.negative](https://pytorch.org/docs/stable/generated/torch.negative.html#torch.negative) | [paddle.Tensor.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html#cn-api-paddle-neg) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.negative.html) | -| 21 | [torch.Tensor.negative_](https://pytorch.org/docs/stable/generated/torch.Tensor.negative_.html) | paddle.Tensor.neg_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.negative_.html) | -| 22 | [torch.Tensor.nelement](https://pytorch.org/docs/stable/generated/torch.Tensor.nelement.html?highlight=nelement#torch.Tensor.nelement) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.nelement.html) | -| 23 | [torch.Tensor.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.numel.html) | -| 24 | [torch.Tensor.ormqr](https://pytorch.org/docs/stable/generated/torch.Tensor.orgqr.html#torch.Tensor.orgqr) | [paddle.linalg.ormqr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/ormqr_cn.html#ormqr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.ormqr.html) | -| 25 | [torch.Tensor.positive](https://pytorch.org/docs/stable/generated/torch.Tensor.positive.html#torch.Tensor.positive) | [paddle.positive](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/positive_cn.html#positive) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.positive.html) | -| 26 | [torch.Tensor.retain_grad](https://pytorch.org/docs/stable/generated/torch.Tensor.retain_grad.html) | [paddle.Tensor.retain_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Overview_cn.html#paddle) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.retain_grad.html) | -| 27 | [torch.Tensor.sparse_mask](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_mask.html) | [paddle.sparse.mask_as](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sparse/mask_as_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.sparse_mask.html) | -| 28 | [torch.Tensor.square_](https://pytorch.org/docs/stable/generated/torch.Tensor.square_.html) | paddle.square_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.square_.html) | -| 29 | [torch.Tensor.to_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse.html#torch.Tensor.to_sparse) | paddle.Tensor.to_sparse_coo | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.to_sparse.html) | -| 30 | [torch.autograd.Function.forward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.forward.html#torch.autograd.Function.forward) | [paddle.autograd.PyLayer.forward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#forward-ctx-args-kwargs) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.Function.forward.html) | -| 31 | [torch.autograd.enable_grad](https://pytorch.org/docs/stable/generated/torch.enable_grad.html#enable-grad) | [paddle.enable_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/enable_grad.html#enable-grad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.enable_grad.html) | -| 32 | torch.autograd.function.FunctionCtx | [paddle.autograd.PyLayerContext](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#pylayercontext) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.html) | -| 33 | [torch.autograd.function.FunctionCtx.mark\_non\_differentiable](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_non_differentiable.html#torch.autograd.function.FunctionCtx.mark_non_differentiable) | [paddle.autograd.PyLayerContext.mark\_non\_differentiable](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#mark-non-differentiable-self-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.autograd.function.FunctionCtx.mark_non_differentiable.html) | -| 34 | [torch.autograd.function.FunctionCtx.save\_for\_backward](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.save_for_backward.html#torch.autograd.function.FunctionCtx.save_for_backward) | [paddle.autograd.PyLayerContext.save\_for\_backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#save-for-backward-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.save_for_backward.html) | -| 35 | [torch.autograd.function.FunctionCtx.set\_materialize\_grads](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.set_materialize_grads.html#torch.autograd.function.FunctionCtx.set_materialize_grads) | [paddle.autograd.PyLayerContext.set\_materialize\_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#set-materialize-grads-self-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.set_materialize_grads.html) | -| 36 | [torch.autograd.grad\_mode.set\_grad\_enabled](https://docs.pytorch.org/docs/stable/generated/torch.autograd.grad_mode.set_grad_enabled.html#torch.autograd.grad_mode.set_grad_enabled) | [paddle.set\_grad\_enabled](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_grad_enabled_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.grad_mode.set_grad_enabled.html) | -| 37 | [torch.autograd.graph.saved\_tensors\_hooks](https://pytorch.org/docs/stable/autograd.html?highlight=saved_tensors_hooks#torch.autograd.graph.saved_tensors_hooks) | [paddle.autograd.saved\_tensors\_hooks](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/saved_tensors_hooks_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.graph.saved_tensors_hooks.html) | -| 38 | [torch.backends.cuda.is_built](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+is_available#torch.backends.cuda.is_built) | [paddle.device.is\_compiled\_with\_cuda](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/is_compiled_with_cuda_cn.html#is-compiled-with-cuda) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.backends.cuda.is_built.html) | -| 39 | [torch.backends.cudnn.version](https://pytorch.org/docs/stable/generated/torch.backends.cudnn.version.html) | [paddle.device.get\_cudnn\_version](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/get_cudnn_version_cn.html#get-cudnn-version) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.backends.cudnn.version.html) | -| 40 | [torch.cpu.current_device](https://pytorch.org/docs/stable/generated/torch.cpu.current_device.html) | [paddle.get_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/get_device_cn.html#get-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cpu.current_device.html) | -| 41 | [torch.cuda.Event](https://pytorch.org/docs/stable/generated/torch.cuda.Event.html#torch.cuda.Event) | [paddle.device.cuda.Event](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/Event_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.Event.html) | -| 42 | [torch.cuda.StreamContext](https://pytorch.org/docs/stable/generated/torch.cuda.StreamContext.html#torch.cuda.StreamContext) | [paddle.device.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/stream_guard_cn.html#stream-guard) | - | -| 43 | [torch.cuda.get\_device\_name](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_name.html) | [paddle.device.cuda.get\_device\_name](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/get_device_name_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.get_device_name.html) | -| 44 | [torch.cuda.is\_bf16\_supported](https://pytorch.org/docs/stable/cuda.html) | [paddle.amp.is\_bfloat16\_supported](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/is_bfloat16_supported_cn.html#is-bfloat16-supported) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.is_bf16_supported.html) | -| 45 | [torch.cuda.max\_memory\_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_allocated.html#torch.cuda.max_memory_allocated) | [paddle.device.cuda.max\_memory\_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/max_memory_allocated_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.max_memory_allocated.html) | -| 46 | [torch.cuda.max\_memory\_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_reserved.html#torch.cuda.max_memory_reserved) | [paddle.device.cuda.max\_memory\_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/max_memory_reserved_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.max_memory_reserved.html) | -| 47 | [torch.cuda.nvtx.range_pop](https://pytorch.org/docs/stable/generated/torch.cuda.nvtx.range_pop.html#torch.cuda.nvtx.range_pop) | [paddle.framework.core.nvprof\_nvtx\_pop](https://github.com/PaddlePaddle/Paddle/blob/645dfb4040a15712cea9ccfed4dcb0655aeeb0ea/paddle/fluid/pybind/pybind.cc#L2468) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.nvtx.range_pop.html) | -| 48 | [torch.cuda.reset\_max\_memory\_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.reset_max_memory_allocated.html#torch.cuda.reset_max_memory_allocated) | [paddle.device.cuda.reset\_max\_memory\_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/reset_max_memory_allocated_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.reset_max_memory_allocated.html) | -| 49 | [torch.cuda.reset\_max\_memory\_cached](https://docs.pytorch.org/docs/stable/generated/torch.cuda.reset_max_memory_cached.html#torch-cuda-reset-max-memory-cached) | [paddle.device.cuda.reset\_max\_memory\_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/reset_max_memory_reserved_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.reset_max_memory_cached.html) | -| 50 | [torch.cuda.set_stream](https://pytorch.org/docs/stable/generated/torch.cuda.set_stream.html#torch.cuda.set_stream) | [paddle.device.set_stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/set_stream_cn.html#set-stream) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.set_stream.html) | -| 51 | [torch.cuda.stream](https://pytorch.org/docs/stable/generated/torch.cuda.stream.html) | [paddle.device.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/stream_guard_cn.html#stream-guard) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.stream.html) | -| 52 | [torch.distributed.ReduceOp](https://pytorch.org/docs/stable/distributed.html?highlight=torch+distributed+reduceop#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/ReduceOp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.ReduceOp.html) | -| 53 | [torch.distributed.is\_nccl\_available](https://pytorch.org/docs/stable/distributed.html#torch.distributed.is_nccl_available) | [paddle.core.is\_compiled\_with\_nccl](https://github.com/PaddlePaddle/Paddle/blob/61de6003525166856157b6220205fe53df638376/python/paddle/jit/sot/utils/paddle_api_config.py#L159) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributed.is_nccl_available.html) | -| 54 | [torch.distributions.constraints.Constraint](https://pytorch.org/docs/stable/distributions.html#module-torch.distributions.constraints) | [paddle.distribution.constraint.Constraint](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/distribution/constraint.py) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.constraints.Constraint.html) | -| 55 | [torch.distributions.distribution.Distribution.log_prob](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution.log_prob) | [paddle.distribution.Distribution.log_prob](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html#log-prob-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.distribution.Distribution.log_prob.html) | -| 56 | [torch.distributions.kl.kl_divergence](https://pytorch.org/docs/stable/distributions.html?highlight=torch+distributions+kl+kl_divergence#torch.distributions.kl.kl_divergence) | [paddle.distribution.kl_divergence](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/kl_divergence_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.kl.kl_divergence.html) | -| 57 | [torch.hub.load](https://pytorch.org/docs/stable/hub.html?highlight=hub+load#torch.hub.load) | [paddle.hub.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load.html) | -| 58 | [torch.max](https://pytorch.org/docs/stable/generated/torch.max.html?highlight=max#torch.max) | paddle.compat.max | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.max.html) | -| 59 | [torch.median](https://pytorch.org/docs/stable/generated/torch.median.html?highlight=median#torch.median) | paddle.compat.median | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.median.html) | -| 60 | [torch.min](https://pytorch.org/docs/stable/generated/torch.min.html?highlight=min#torch.min) | paddle.compat.min | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.min.html) | -| 61 | [torch.nanmedian](https://pytorch.org/docs/stable/generated/torch.nanmedian.html?highlight=nanmedian#torch.nanmedian) | paddle.compat.nanmedian | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nanmedian.html) | -| 62 | [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html) | [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.AdaptiveAvgPool1d.html) | -| 63 | [torch.nn.HuberLoss](https://pytorch.org/docs/stable/generated/torch.nn.HuberLoss.html#torch.nn.HuberLoss) | [paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SmoothL1Loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.HuberLoss.html) | -| 64 | [torch.nn.Module.apply](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+apply#torch.nn.Module.apply) | [paddle.nn.Layer.apply](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.apply.html) | -| 65 | [torch.nn.Module.children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.children) | [paddle.nn.Layer.children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#children) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.children.html) | -| 66 | [torch.nn.Module.eval](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.eval) | [paddle.nn.Layer.eval](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#eval) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.eval.html) | -| 67 | [torch.nn.Module.named_children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_children) | [paddle.nn.Layer.named_children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-children) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.named_children.html) | -| 68 | [torch.nn.Module.train](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.train) | [paddle.nn.Layer.train](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#train) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.train.html) | -| 69 | [torch.nn.Unfold](https://pytorch.org/docs/stable/generated/torch.nn.Unfold.html?highlight=nn+unfold#torch.nn.Unfold) | paddle.compat.Unfold | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Unfold.html) | -| 70 | [torch.nn.functional.pad](https://pytorch.org/docs/stable/generated/torch.nn.functional.pad.html) | paddle.compat.pad | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pad.html) | -| 71 | [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html#torch.nn.functional.softmax) | paddle.compat.softmax | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.softmax.html) | -| 72 | [torch.optim.Optimizer.add\_param\_group](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.add_param_group.html?highlight=torch+optim+optimizer+add_param_group#torch.optim.Optimizer.add_param_group) | paddle.optimizer.Optimizer._add_param_group | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.add_param_group.html) | -| 73 | [torch.optim.Optimizer.load\_state\_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.load_state_dict.html#torch.optim.Optimizer.load_state_dict) | [paddle.optimizer.Optimizer.load\_state\_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.load_state_dict.html) | -| 74 | [torch.optim.Optimizer.state_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.state_dict.html?highlight=torch+optim+optimizer+state_dict#torch.optim.Optimizer.state_dict) | [paddle.optimizer.Optimizer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.state_dict.html) | -| 75 | [torch.optim.Optimizer.step](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.step.html#torch-optim-optimizer-step) | [paddle.optimizer.Optimizer.step](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html#step) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Optimizer.step.html) | -| 76 | [torch.sort](https://pytorch.org/docs/stable/generated/torch.sort.html?highlight=sort#torch.sort) | paddle.compat.sort | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.sort.html) | -| 77 | [torch.split](https://pytorch.org/docs/stable/generated/torch.split.html?highlight=torch%20split#torch.split) | paddle.compat.split | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.split.html) | -| 78 | [torch.utils.checkpoint.checkpoint](https://pytorch.org/docs/stable/checkpoint.html#torch.utils.checkpoint.checkpoint) | [paddle.distributed.fleet.utils.recompute](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CppExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.checkpoint.checkpoint.html) | -| 79 | [torch.utils.data.ChainDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ChainDataset) | [paddle.io.ChainDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ChainDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.ChainDataset.html) | -| 80 | [torch.utils.data.ConcatDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset) | [paddle.io.ConcatDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ConcatDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.ConcatDataset.html) | -| 81 | [torch.utils.data.Dataset](https://pytorch.org/docs/stable/data.html?highlight=torch%20utils%20data%20dataset#torch.utils.data.Dataset) | [paddle.io.Dataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/Dataset_cn.html#dataset) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Dataset.html) | -| 82 | [torch.utils.data.IterableDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.IterableDataset) | [paddle.io.IterableDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/IterableDataset_cn.html#iterabledataset) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.IterableDataset.html) | -| 83 | [torch.utils.data.Sampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.Sampler) | [paddle.io.Sampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Sampler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Sampler.html) | -| 84 | [torch.utils.data.SequentialSampler](https://pytorch.org/docs/stable/generated/torch.utils.data.SequentialSampler.html) | [paddle.io.SequenceSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SequenceSampler_cn.html#sequencesampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.SequentialSampler.html) | -| 85 | [torch.utils.data.Subset](https://pytorch.org/docs/stable/data.html#torch.utils.data.Subset) | [paddle.io.Subset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Subset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Subset.html) | -| 86 | [torch.utils.data.get\_worker\_info](https://pytorch.org/docs/stable/data.html#torch.utils.data.get_worker_info) | [paddle.io.get\_worker\_info](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/get_worker_info_cn.html#get-worker-info) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.get_worker_info.html) | -| 87 | [torch.utils.data.random_split](https://pytorch.org/docs/stable/data.html?highlight=torch+utils+data+random_split#torch.utils.data.random_split) | [paddle.io.random_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/random_split_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.random_split.html) | -| 88 | [torchvision.ops.RoIPool](https://pytorch.org/vision/main/generated/torchvision.ops.RoIPool.html) | [paddle.vision.ops.RoIPool](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/RoIPool_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.ops.RoIPool.html) | -| 89 | [torchvision.transforms.Compose](https://pytorch.org/vision/main/generated/torchvision.transforms.Compose.html) | [paddle.vision.transforms.Compose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Compose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.Compose.html) | -| 90 | [torchvision.transforms.InterpolationMode.BICUBIC](https://pytorch.org/vision/stable/index.html) | 'bicubic' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BICUBIC.html) | -| 91 | [torchvision.transforms.InterpolationMode.BILINEAR](https://pytorch.org/vision/stable/index.html) | 'bilinear' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BILINEAR.html) | -| 92 | [torchvision.transforms.InterpolationMode.BOX](https://pytorch.org/vision/stable/index.html) | 'box' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BOX.html) | -| 93 | [torchvision.transforms.InterpolationMode.HAMMING](https://pytorch.org/vision/stable/index.html) | 'hamming' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.HAMMING.html) | -| 94 | [torchvision.transforms.InterpolationMode.LANCZOS](https://pytorch.org/vision/stable/index.html) | 'lanczos' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.LANCZOS.html) | -| 95 | [torchvision.transforms.InterpolationMode.NEAREST](https://pytorch.org/vision/stable/index.html) | 'nearest' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.NEAREST.html) | -| 96 | [torchvision.transforms.InterpolationMode.NEAREST_EXACT](https://pytorch.org/vision/stable/index.html) | 'nearest_exact' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.NEAREST_EXACT.html) | -| 97 | [torchvision.transforms.functional.adjust_brightness](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_brightness.html) | [paddle.vision.transforms.adjust_brightness](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_brightness_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_brightness.html) | -| 98 | [torchvision.transforms.functional.adjust_contrast](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_contrast.html) | [paddle.vision.transforms.adjust_contrast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_contrast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_contrast.html) | -| 99 | [torchvision.transforms.functional.adjust_hue](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_hue.html) | [paddle.vision.transforms.adjust_hue](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_hue_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_hue.html) | -| 100 | [torchvision.transforms.functional.center_crop](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.center_crop.html) | [paddle.vision.transforms.center_crop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/center_crop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.center_crop.html) | -| 101 | [torchvision.transforms.functional.crop](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.crop.html) | [paddle.vision.transforms.crop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/crop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.crop.html) | -| 102 | [torchvision.transforms.functional.erase](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.erase.html?highlight=erase#torchvision.transforms.functional.erase) | [paddle.vision.transforms.erase](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/erase_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.erase.html) | -| 103 | [torchvision.transforms.functional.hflip](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.hflip.html) | [paddle.vision.transforms.hflip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/hflip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.hflip.html) | -| 104 | [torchvision.transforms.functional.pad](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.pad.html) | [paddle.vision.transforms.pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/pad_cn.html) | - | -| 105 | [torchvision.transforms.functional.to_grayscale](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.to_grayscale.html?highlight=to_grayscale#torchvision.transforms.functional.to_grayscale) | [paddle.vision.transforms.to_grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/to_grayscale_cn.html#to-grayscale) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.to_grayscale.html) | -| 106 | [torchvision.transforms.functional.vflip](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.vflip.html) | [paddle.vision.transforms.vflip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/vflip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.vflip.html) | -| 107 | [transformers.StoppingCriteriaList](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/generation/stopping_criteria.py#L503) | paddleformers.generation.StoppingCriteriaList | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/transformers.StoppingCriteriaList.html) | -| 108 | [transformers.generation.LogitsProcessorList](https://hf-mirror.com/docs/transformers/v4.42.0/en/internal/generation_utils#transformers.LogitsProcessorList) | paddleformers.generation.LogitsProcessorList | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.generation.LogitsProcessorList.html) | -| 109 | [transformers.utils.add\_start\_docstrings\_to\_model\_forward](https://github.com/huggingface/transformers/blob/44b231671db25974cfebcdae34402ad5099bf37a/src/transformers/utils/doc.py#L45) | paddleformers.trainer.utils.add_start_docstrings_to_model_forward | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.utils.add_start_docstrings_to_model_forward.html) | -| 110 | [torch.Tensor.device](https://pytorch.org/docs/stable/generated/torch.Tensor.device.html) | [paddle.Tensor.place](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#place) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.device.html) | -| 111 | [torch.Tensor.imag](https://pytorch.org/docs/stable/generated/torch.Tensor.imag.html) | [paddle.Tensor.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#imag-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.imag.html) | -| 112 | [torch.Tensor.is_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse.html) | [paddle.Tensor.is_sparse](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_sparse.html) | -| 113 | [torch.Tensor.is\_sparse\_csr](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse_csr.html) | [paddle.Tensor.is\_sparse\_csr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_sparse_csr.html) | -| 114 | [torch.Tensor.real](https://pytorch.org/docs/stable/generated/torch.Tensor.real.html) | [paddle.Tensor.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#real-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.real.html) | -| 115 | torch.autograd.function.FunctionCtx.saved_tensors | paddle.autograd.PyLayerContext.saved_tensor | - | -| 116 | [torch.distributed.ReduceOp.PRODUCT](https://pytorch.org/docs/stable/distributed.html#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp.PROD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/ReduceOp_cn.html#reduceop) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributed.ReduceOp.PRODUCT.html) | -| 117 | [torch.Tensor.is_inference](https://pytorch.org/docs/stable/generated/torch.Tensor.is_inference.html) | paddle.Tensor.stop_gradient | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_inference.html) | -| 118 | torch.is_inference | paddle.Tensor.stop_gradient | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.is_inference.html) | -| 119 | [torch.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/guides/beginner/tensor_cn.html#tensor-shape) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.numel.html) | -| 120 | [torch.utils.data.RandomSampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.RandomSampler) | [paddle.io.RandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/RandomSampler_cn.html#paddle.io.RandomSampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.RandomSampler.html) | -| 121 | [torch.utils.data.WeightedRandomSampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.WeightedRandomSampler) | [paddle.io.WeightedRandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/WeightedRandomSampler_cn.html#paddle.io.WeightedRandomSampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.WeightedRandomSampler.html) | -| 122 | [transformers.PreTrainedTokenizer](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/tokenizer#transformers.PreTrainedTokenizer) | [paddlenlp.transformers.PretrainedTokenizer](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/tokenizer_utils.py#L881) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.PreTrainedTokenizer.html) | -| 123 | [transformers.generation.utils.GenerateOutput](https://github.com/huggingface/transformers/blob/v4.42.0/src/transformers/generation/utils.py#L345) | [paddlenlp.transformers.model_outputs.BaseModelOutput](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_outputs.py#L513) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.generation.utils.GenerateOutput.html) | -| 124 | [transformers.modeling_outputs.BaseModelOutputWithPast](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/output#transformers.modeling_outputs.BaseModelOutputWithPast) | [paddlenlp.transformers.model_outputs.BaseModelOutputWithPast](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_outputs.py#L590) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.modeling_outputs.BaseModelOutputWithPast.html) | -| 125 | [transformers.modeling_outputs.CausalLMOutputWithPast](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/output#transformers.modeling_outputs.CausalLMOutputWithPast) | [paddlenlp.transformers.model_outputs.CausalLMOutputWithPast](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_outputs.py#L874) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.modeling_outputs.CausalLMOutputWithPast.html) | +| 4 | [torch.Tensor.argwhere](https://pytorch.org/docs/stable/generated/torch.Tensor.argwhere.html#torch.Tensor.argwhere) | [paddle.Tensor.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nonzero-as-tuple-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.argwhere.html) | +| 5 | [torch.Tensor.bernoulli](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli.html#torch.Tensor.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html#bernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.bernoulli.html) | +| 6 | [torch.Tensor.clamp_](https://pytorch.org/docs/stable/generated/torch.Tensor.clamp_.html?highlight=clamp_#torch.Tensor.clamp_) | [paddle.Tensor.clip_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id6) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.clamp_.html) | +| 7 | [torch.Tensor.col_indices](https://pytorch.org/docs/stable/generated/torch.Tensor.col_indices.html) | paddle.Tensor.cols | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.col_indices.html) | +| 8 | [torch.Tensor.conj_physical](https://pytorch.org/docs/stable/generated/torch.Tensor.conj_physical.html#torch.Tensor.conj_physical) | [paddle.Tensor.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#conj-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.conj_physical.html) | +| 9 | [torch.Tensor.crow_indices](https://pytorch.org/docs/stable/generated/torch.Tensor.crow_indices.html) | paddle.Tensor.crows | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.crow_indices.html) | +| 10 | [torch.Tensor.det](https://pytorch.org/docs/stable/generated/torch.Tensor.det.html?highlight=det#torch.Tensor.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.det.html) | +| 11 | [torch.Tensor.erf_](https://pytorch.org/docs/stable/generated/torch.Tensor.erf_.html) | paddle.erf_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.erf_.html) | +| 12 | [torch.Tensor.expm1_](https://pytorch.org/docs/stable/generated/torch.Tensor.expm1_.html) | paddle.expm1_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.expm1_.html) | +| 13 | [torch.Tensor.fix](https://pytorch.org/docs/stable/generated/torch.Tensor.fix.html?highlight=fix#torch.Tensor.fix) | [paddle.Tensor.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#trunc-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.fix.html) | +| 14 | [torch.Tensor.fix_](https://pytorch.org/docs/stable/generated/torch.Tensor.fix_.html) | paddle.Tensor.trunc_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.fix_.html) | +| 15 | [torch.Tensor.hardshrink](https://pytorch.org/docs/stable/generated/torch.Tensor.hardshrink.html?highlight=torch+tensor+hardshrink#torch.Tensor.hardshrink) | [paddle.nn.functional.hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardshrink_cn.html#hardshrink) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.hardshrink.html) | +| 16 | [torch.Tensor.is_inference](https://pytorch.org/docs/stable/generated/torch.Tensor.is_inference.html) | paddle.Tensor.stop_gradient | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_inference.html) | +| 17 | [torch.Tensor.lu_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.lu_solve.html#torch-tensor-lu-solve) | [paddle.linalg.lu_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.lu_solve.html) | +| 18 | [torch.Tensor.matrix_exp](https://pytorch.org/docs/stable/generated/torch.Tensor.matrix_exp.html#torch-tensor-matrix-exp) | [paddle.linalg.matrix_exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_exp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.matrix_exp.html) | +| 19 | [torch.Tensor.movedim](https://pytorch.org/docs/stable/generated/torch.Tensor.movedim.html) | [paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.movedim.html) | +| 20 | [torch.Tensor.mvlgamma](https://pytorch.org/docs/stable/generated/torch.Tensor.mvlgamma.html#torch-tensor-mvlgamma) | [paddle.Tensor.multigammaln](https://github.com/PaddlePaddle/Paddle/blob/be090bd0bc9ac7a8595296c316b3a6ed3dc60ba6/python/paddle/tensor/math.py#L5099) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.mvlgamma.html) | +| 21 | [torch.Tensor.mvlgamma_](https://pytorch.org/docs/stable/generated/torch.Tensor.mvlgamma_.html#torch-tensor-mvlgamma) | [paddle.Tensor.multigammaln_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/multigammaln__cn.html#multigammaln) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.mvlgamma_.html) | +| 22 | [torch.Tensor.negative](https://pytorch.org/docs/stable/generated/torch.negative.html#torch.negative) | [paddle.Tensor.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html#cn-api-paddle-neg) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.negative.html) | +| 23 | [torch.Tensor.negative_](https://pytorch.org/docs/stable/generated/torch.Tensor.negative_.html) | paddle.Tensor.neg_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.negative_.html) | +| 24 | [torch.Tensor.nelement](https://pytorch.org/docs/stable/generated/torch.Tensor.nelement.html?highlight=nelement#torch.Tensor.nelement) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.nelement.html) | +| 25 | [torch.Tensor.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.numel.html) | +| 26 | [torch.Tensor.ormqr](https://pytorch.org/docs/stable/generated/torch.Tensor.orgqr.html#torch.Tensor.orgqr) | [paddle.linalg.ormqr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/ormqr_cn.html#ormqr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.Tensor.ormqr.html) | +| 27 | [torch.Tensor.pinverse](https://pytorch.org/docs/stable/generated/torch.Tensor.pinverse.html#torch.Tensor.pinverse) | paddle.Tensor.pinv | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.pinverse.html) | +| 28 | [torch.Tensor.positive](https://pytorch.org/docs/stable/generated/torch.Tensor.positive.html#torch.Tensor.positive) | [paddle.positive](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/positive_cn.html#positive) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.positive.html) | +| 29 | [torch.Tensor.retain_grad](https://pytorch.org/docs/stable/generated/torch.Tensor.retain_grad.html) | [paddle.Tensor.retain_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Overview_cn.html#paddle) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.retain_grad.html) | +| 30 | [torch.Tensor.sparse_mask](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_mask.html) | [paddle.sparse.mask_as](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sparse/mask_as_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.sparse_mask.html) | +| 31 | [torch.Tensor.square_](https://pytorch.org/docs/stable/generated/torch.Tensor.square_.html) | paddle.square_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.square_.html) | +| 32 | [torch.Tensor.to_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse.html#torch.Tensor.to_sparse) | paddle.Tensor.to_sparse_coo | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.to_sparse.html) | +| 33 | [torch.autograd.Function.forward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.forward.html#torch.autograd.Function.forward) | [paddle.autograd.PyLayer.forward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#forward-ctx-args-kwargs) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.Function.forward.html) | +| 34 | [torch.autograd.enable_grad](https://pytorch.org/docs/stable/generated/torch.enable_grad.html#enable-grad) | [paddle.enable_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/enable_grad.html#enable-grad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.enable_grad.html) | +| 35 | torch.autograd.function.FunctionCtx | [paddle.autograd.PyLayerContext](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#pylayercontext) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.html) | +| 36 | [torch.autograd.function.FunctionCtx.mark\_non\_differentiable](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_non_differentiable.html#torch.autograd.function.FunctionCtx.mark_non_differentiable) | [paddle.autograd.PyLayerContext.mark\_non\_differentiable](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#mark-non-differentiable-self-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.autograd.function.FunctionCtx.mark_non_differentiable.html) | +| 37 | [torch.autograd.function.FunctionCtx.save\_for\_backward](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.save_for_backward.html#torch.autograd.function.FunctionCtx.save_for_backward) | [paddle.autograd.PyLayerContext.save\_for\_backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#save-for-backward-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.save_for_backward.html) | +| 38 | [torch.autograd.function.FunctionCtx.set\_materialize\_grads](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.set_materialize_grads.html#torch.autograd.function.FunctionCtx.set_materialize_grads) | [paddle.autograd.PyLayerContext.set\_materialize\_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#set-materialize-grads-self-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.function.FunctionCtx.set_materialize_grads.html) | +| 39 | [torch.autograd.grad\_mode.set\_grad\_enabled](https://docs.pytorch.org/docs/stable/generated/torch.autograd.grad_mode.set_grad_enabled.html#torch.autograd.grad_mode.set_grad_enabled) | [paddle.set\_grad\_enabled](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_grad_enabled_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.grad_mode.set_grad_enabled.html) | +| 40 | [torch.autograd.graph.saved\_tensors\_hooks](https://pytorch.org/docs/stable/autograd.html?highlight=saved_tensors_hooks#torch.autograd.graph.saved_tensors_hooks) | [paddle.autograd.saved\_tensors\_hooks](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/saved_tensors_hooks_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.autograd.graph.saved_tensors_hooks.html) | +| 41 | [torch.backends.cuda.is_built](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+is_available#torch.backends.cuda.is_built) | [paddle.device.is\_compiled\_with\_cuda](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/is_compiled_with_cuda_cn.html#is-compiled-with-cuda) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.backends.cuda.is_built.html) | +| 42 | [torch.backends.cudnn.version](https://pytorch.org/docs/stable/generated/torch.backends.cudnn.version.html) | [paddle.device.get\_cudnn\_version](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/get_cudnn_version_cn.html#get-cudnn-version) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.backends.cudnn.version.html) | +| 43 | [torch.cpu.current_device](https://pytorch.org/docs/stable/generated/torch.cpu.current_device.html) | [paddle.get_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/get_device_cn.html#get-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cpu.current_device.html) | +| 44 | [torch.cuda.Event](https://pytorch.org/docs/stable/generated/torch.cuda.Event.html#torch.cuda.Event) | [paddle.device.cuda.Event](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/Event_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.Event.html) | +| 45 | [torch.cuda.StreamContext](https://pytorch.org/docs/stable/generated/torch.cuda.StreamContext.html#torch.cuda.StreamContext) | [paddle.device.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/stream_guard_cn.html#stream-guard) | - | +| 46 | [torch.cuda.get\_device\_name](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_name.html) | [paddle.device.cuda.get\_device\_name](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/get_device_name_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.get_device_name.html) | +| 47 | [torch.cuda.get\_rng\_state\_all](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state_all.html#torch.cuda.get_rng_state_all) | paddle.get_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.cuda.get_rng_state_all.html) | +| 48 | [torch.cuda.is\_bf16\_supported](https://pytorch.org/docs/stable/cuda.html) | [paddle.amp.is\_bfloat16\_supported](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/is_bfloat16_supported_cn.html#is-bfloat16-supported) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.is_bf16_supported.html) | +| 49 | [torch.cuda.manual_seed](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed.html#torch.cuda.manual_seed) | [paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/seed_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.cuda.manual_seed.html) | +| 50 | [torch.cuda.max\_memory\_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_allocated.html#torch.cuda.max_memory_allocated) | [paddle.device.cuda.max\_memory\_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/max_memory_allocated_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.max_memory_allocated.html) | +| 51 | [torch.cuda.max\_memory\_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_reserved.html#torch.cuda.max_memory_reserved) | [paddle.device.cuda.max\_memory\_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/max_memory_reserved_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.max_memory_reserved.html) | +| 52 | [torch.cuda.nvtx.range_pop](https://pytorch.org/docs/stable/generated/torch.cuda.nvtx.range_pop.html#torch.cuda.nvtx.range_pop) | [paddle.framework.core.nvprof\_nvtx\_pop](https://github.com/PaddlePaddle/Paddle/blob/645dfb4040a15712cea9ccfed4dcb0655aeeb0ea/paddle/fluid/pybind/pybind.cc#L2468) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.nvtx.range_pop.html) | +| 53 | [torch.cuda.reset\_max\_memory\_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.reset_max_memory_allocated.html#torch.cuda.reset_max_memory_allocated) | [paddle.device.cuda.reset\_max\_memory\_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/reset_max_memory_allocated_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.reset_max_memory_allocated.html) | +| 54 | [torch.cuda.reset\_max\_memory\_cached](https://docs.pytorch.org/docs/stable/generated/torch.cuda.reset_max_memory_cached.html#torch-cuda-reset-max-memory-cached) | [paddle.device.cuda.reset\_max\_memory\_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/reset_max_memory_reserved_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.reset_max_memory_cached.html) | +| 55 | [torch.cuda.set_stream](https://pytorch.org/docs/stable/generated/torch.cuda.set_stream.html#torch.cuda.set_stream) | [paddle.device.set_stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/set_stream_cn.html#set-stream) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.set_stream.html) | +| 56 | [torch.cuda.stream](https://pytorch.org/docs/stable/generated/torch.cuda.stream.html) | [paddle.device.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/stream_guard_cn.html#stream-guard) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.cuda.stream.html) | +| 57 | [torch.distributed.ReduceOp](https://pytorch.org/docs/stable/distributed.html?highlight=torch+distributed+reduceop#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/ReduceOp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.ReduceOp.html) | +| 58 | [torch.distributed.is\_nccl\_available](https://pytorch.org/docs/stable/distributed.html#torch.distributed.is_nccl_available) | [paddle.core.is\_compiled\_with\_nccl](https://github.com/PaddlePaddle/Paddle/blob/61de6003525166856157b6220205fe53df638376/python/paddle/jit/sot/utils/paddle_api_config.py#L159) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributed.is_nccl_available.html) | +| 59 | [torch.distributions.constraints.Constraint](https://pytorch.org/docs/stable/distributions.html#module-torch.distributions.constraints) | [paddle.distribution.constraint.Constraint](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/distribution/constraint.py) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.constraints.Constraint.html) | +| 60 | [torch.distributions.distribution.Distribution.log_prob](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution.log_prob) | [paddle.distribution.Distribution.log_prob](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html#log-prob-value) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.distribution.Distribution.log_prob.html) | +| 61 | [torch.distributions.kl.kl_divergence](https://pytorch.org/docs/stable/distributions.html?highlight=torch+distributions+kl+kl_divergence#torch.distributions.kl.kl_divergence) | [paddle.distribution.kl_divergence](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/kl_divergence_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributions.kl.kl_divergence.html) | +| 62 | torch.is_inference | paddle.Tensor.stop_gradient | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.is_inference.html) | +| 63 | [torch.max](https://pytorch.org/docs/stable/generated/torch.max.html?highlight=max#torch.max) | paddle.compat.max | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.max.html) | +| 64 | [torch.median](https://pytorch.org/docs/stable/generated/torch.median.html?highlight=median#torch.median) | paddle.compat.median | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.median.html) | +| 65 | [torch.min](https://pytorch.org/docs/stable/generated/torch.min.html?highlight=min#torch.min) | paddle.compat.min | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.min.html) | +| 66 | [torch.nanmedian](https://pytorch.org/docs/stable/generated/torch.nanmedian.html?highlight=nanmedian#torch.nanmedian) | paddle.compat.nanmedian | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nanmedian.html) | +| 67 | [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html) | [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.AdaptiveAvgPool1d.html) | +| 68 | [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html) | [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.AdaptiveAvgPool2d.html) | +| 69 | [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html) | [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.AdaptiveAvgPool3d.html) | +| 70 | [torch.nn.HuberLoss](https://pytorch.org/docs/stable/generated/torch.nn.HuberLoss.html#torch.nn.HuberLoss) | [paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SmoothL1Loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.HuberLoss.html) | +| 71 | [torch.nn.MaxUnpool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool1d.html?highlight=maxunpool1d#torch.nn.MaxUnpool1d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool1D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool1d.html) | +| 72 | [torch.nn.MaxUnpool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool2d.html?highlight=maxunpool2d#torch.nn.MaxUnpool2d) | [paddle.nn.MaxUnPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool2d.html) | +| 73 | [torch.nn.MaxUnpool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool3d.html?highlight=maxunpool3d#torch.nn.MaxUnpool3d) | [paddle.nn.MaxUnPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool3d.html) | +| 74 | [torch.nn.Module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module#torch.nn.Module) | [paddle.nn.Layer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.html) | +| 75 | [torch.nn.Module.apply](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+apply#torch.nn.Module.apply) | [paddle.nn.Layer.apply](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.apply.html) | +| 76 | [torch.nn.Module.children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.children) | [paddle.nn.Layer.children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#children) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.children.html) | +| 77 | [torch.nn.Module.eval](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.eval) | [paddle.nn.Layer.eval](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#eval) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.eval.html) | +| 78 | [torch.nn.Module.modules](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.modules) | [paddle.nn.Layer.sublayers](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Layer_cn.html#sublayers-include-self-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.modules.html) | +| 79 | [torch.nn.Module.named_children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_children) | [paddle.nn.Layer.named_children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-children) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.named_children.html) | +| 80 | [torch.nn.Module.train](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.train) | [paddle.nn.Layer.train](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#train) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.nn.Module.train.html) | +| 81 | [torch.nn.Unfold](https://pytorch.org/docs/stable/generated/torch.nn.Unfold.html?highlight=nn+unfold#torch.nn.Unfold) | paddle.compat.Unfold | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.Unfold.html) | +| 82 | [torch.nn.UpsamplingBilinear2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingBilinear2d.html?highlight=upsamplingbilinear2d#torch.nn.UpsamplingBilinear2d) | [paddle.nn.UpsamplingBilinear2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/UpsamplingBilinear2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.UpsamplingBilinear2d.html) | +| 83 | [torch.nn.UpsamplingNearest2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingNearest2d.html?highlight=upsampl#torch.nn.UpsamplingNearest2d) | [paddle.nn.UpsamplingNearest2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/UpsamplingNearest2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.UpsamplingNearest2d.html) | +| 84 | [torch.nn.ZeroPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ZeroPad2d.html?highlight=zeropad#torch.nn.ZeroPad2d) | [paddle.nn.ZeroPad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ZeroPad2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ZeroPad2d.html) | +| 85 | [torch.nn.functional.pad](https://pytorch.org/docs/stable/generated/torch.nn.functional.pad.html) | paddle.compat.pad | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pad.html) | +| 86 | [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html#torch.nn.functional.softmax) | paddle.compat.softmax | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.softmax.html) | +| 87 | [torch.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.numel.html) | +| 88 | [torch.optim.Optimizer.add\_param\_group](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.add_param_group.html?highlight=torch+optim+optimizer+add_param_group#torch.optim.Optimizer.add_param_group) | paddle.optimizer.Optimizer._add_param_group | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.add_param_group.html) | +| 89 | [torch.optim.Optimizer.load\_state\_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.load_state_dict.html#torch.optim.Optimizer.load_state_dict) | [paddle.optimizer.Optimizer.load\_state\_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.load_state_dict.html) | +| 90 | [torch.optim.Optimizer.state_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.state_dict.html?highlight=torch+optim+optimizer+state_dict#torch.optim.Optimizer.state_dict) | [paddle.optimizer.Optimizer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.optim.Optimizer.state_dict.html) | +| 91 | [torch.optim.Optimizer.step](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.step.html#torch-optim-optimizer-step) | [paddle.optimizer.Optimizer.step](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html#step) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.Optimizer.step.html) | +| 92 | [torch.sort](https://pytorch.org/docs/stable/generated/torch.sort.html?highlight=sort#torch.sort) | paddle.compat.sort | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.sort.html) | +| 93 | [torch.split](https://pytorch.org/docs/stable/generated/torch.split.html?highlight=torch%20split#torch.split) | paddle.compat.split | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.split.html) | +| 94 | [torch.utils.data.ChainDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ChainDataset) | [paddle.io.ChainDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ChainDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.ChainDataset.html) | +| 95 | [torch.utils.data.ConcatDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset) | [paddle.io.ConcatDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ConcatDataset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.ConcatDataset.html) | +| 96 | [torch.utils.data.Dataset](https://pytorch.org/docs/stable/data.html?highlight=torch%20utils%20data%20dataset#torch.utils.data.Dataset) | [paddle.io.Dataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/Dataset_cn.html#dataset) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Dataset.html) | +| 97 | [torch.utils.data.IterableDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.IterableDataset) | [paddle.io.IterableDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/IterableDataset_cn.html#iterabledataset) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.IterableDataset.html) | +| 98 | [torch.utils.data.Sampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.Sampler) | [paddle.io.Sampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Sampler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Sampler.html) | +| 99 | [torch.utils.data.SequentialSampler](https://pytorch.org/docs/stable/generated/torch.utils.data.SequentialSampler.html) | [paddle.io.SequenceSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SequenceSampler_cn.html#sequencesampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.SequentialSampler.html) | +| 100 | [torch.utils.data.Subset](https://pytorch.org/docs/stable/data.html#torch.utils.data.Subset) | [paddle.io.Subset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Subset_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.Subset.html) | +| 101 | [torch.utils.data.default_collate](https://pytorch.org/docs/stable/data.html?highlight=default_collate#torch.utils.data.default_collate) | paddle.io.dataloader.collate.default_collate_fn | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.utils.data.default_collate.html) | +| 102 | [torch.utils.data.get\_worker\_info](https://pytorch.org/docs/stable/data.html#torch.utils.data.get_worker_info) | [paddle.io.get\_worker\_info](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/get_worker_info_cn.html#get-worker-info) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.get_worker_info.html) | +| 103 | [torch.utils.data.random_split](https://pytorch.org/docs/stable/data.html?highlight=torch+utils+data+random_split#torch.utils.data.random_split) | [paddle.io.random_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/random_split_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.utils.data.random_split.html) | +| 104 | torchvision.io.ImageReadMode.GRAY | 'gray' | - | +| 105 | torchvision.io.ImageReadMode.RGB | 'rgb' | - | +| 106 | torchvision.io.ImageReadMode.UNCHANGED | 'unchanged' | - | +| 107 | torchvision.models.AlexNet_Weights.DEFAULT | 'DEFAULT' | - | +| 108 | torchvision.models.AlexNet_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 109 | torchvision.models.DenseNet121_Weights.DEFAULT | 'DEFAULT' | - | +| 110 | torchvision.models.DenseNet121_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 111 | torchvision.models.DenseNet161_Weights.DEFAULT | 'DEFAULT' | - | +| 112 | torchvision.models.DenseNet161_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 113 | torchvision.models.DenseNet169_Weights.DEFAULT | 'DEFAULT' | - | +| 114 | torchvision.models.DenseNet169_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 115 | torchvision.models.DenseNet201_Weights.DEFAULT | 'DEFAULT' | - | +| 116 | torchvision.models.DenseNet201_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 117 | torchvision.models.GoogLeNet_Weights.DEFAULT | 'DEFAULT' | - | +| 118 | torchvision.models.GoogLeNet_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 119 | torchvision.models.Inception_V3_Weights.DEFAULT | 'DEFAULT' | - | +| 120 | torchvision.models.Inception_V3_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 121 | torchvision.models.MobileNet_V2_Weights.DEFAULT | 'DEFAULT' | - | +| 122 | torchvision.models.MobileNet_V2_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 123 | torchvision.models.MobileNet_V2_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 124 | torchvision.models.MobileNet_V3_Large_Weights.DEFAULT | 'DEFAULT' | - | +| 125 | torchvision.models.MobileNet_V3_Large_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 126 | torchvision.models.MobileNet_V3_Large_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 127 | torchvision.models.MobileNet_V3_Small_Weights.DEFAULT | 'DEFAULT' | - | +| 128 | torchvision.models.MobileNet_V3_Small_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 129 | torchvision.models.MobileNet_V3_Small_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 130 | torchvision.models.ResNeXt50_32X4D_Weights.DEFAULT | 'DEFAULT' | - | +| 131 | torchvision.models.ResNeXt50_32X4D_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 132 | torchvision.models.ResNeXt50_32X4D_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 133 | torchvision.models.ResNet101_64x4d_Weights.DEFAULT | 'DEFAULT' | - | +| 134 | torchvision.models.ResNet101_64x4d_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 135 | torchvision.models.ResNet101_Weights.DEFAULT | 'DEFAULT' | - | +| 136 | torchvision.models.ResNet101_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 137 | torchvision.models.ResNet101_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 138 | torchvision.models.ResNet152_Weights.DEFAULT | 'DEFAULT' | - | +| 139 | torchvision.models.ResNet152_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 140 | torchvision.models.ResNet152_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 141 | torchvision.models.ResNet18_Weights.DEFAULT | 'DEFAULT' | - | +| 142 | torchvision.models.ResNet18_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 143 | torchvision.models.ResNet34_Weights.DEFAULT | 'DEFAULT' | - | +| 144 | torchvision.models.ResNet34_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 145 | torchvision.models.ResNet50_Weights.DEFAULT | 'DEFAULT' | - | +| 146 | torchvision.models.ResNet50_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 147 | torchvision.models.ResNet50_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 148 | torchvision.models.ShuffleNet_V2_X0_5_Weights.DEFAULT | 'DEFAULT' | - | +| 149 | torchvision.models.ShuffleNet_V2_X0_5_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 150 | torchvision.models.ShuffleNet_V2_X1_0_Weights.DEFAULT | 'DEFAULT' | - | +| 151 | torchvision.models.ShuffleNet_V2_X1_0_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 152 | torchvision.models.ShuffleNet_V2_X1_5_Weights.DEFAULT | 'DEFAULT' | - | +| 153 | torchvision.models.ShuffleNet_V2_X1_5_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 154 | torchvision.models.ShuffleNet_V2_X2_0_Weights.DEFAULT | 'DEFAULT' | - | +| 155 | torchvision.models.ShuffleNet_V2_X2_0_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 156 | torchvision.models.SqueezeNet1_0_Weights.DEFAULT | 'DEFAULT' | - | +| 157 | torchvision.models.SqueezeNet1_0_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 158 | torchvision.models.SqueezeNet1_1_Weights.DEFAULT | 'DEFAULT' | - | +| 159 | torchvision.models.SqueezeNet1_1_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 160 | torchvision.models.VGG11_BN_Weights.DEFAULT | 'DEFAULT' | - | +| 161 | torchvision.models.VGG11_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 162 | torchvision.models.VGG11_Weights.DEFAULT | 'DEFAULT' | - | +| 163 | torchvision.models.VGG11_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 164 | torchvision.models.VGG13_BN_Weights.DEFAULT | 'DEFAULT' | - | +| 165 | torchvision.models.VGG13_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 166 | torchvision.models.VGG13_Weights.DEFAULT | 'DEFAULT' | - | +| 167 | torchvision.models.VGG13_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 168 | torchvision.models.VGG16_BN_Weights.DEFAULT | 'DEFAULT' | - | +| 169 | torchvision.models.VGG16_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 170 | torchvision.models.VGG16_Weights.DEFAULT | 'DEFAULT' | - | +| 171 | torchvision.models.VGG16_Weights.IMAGENET1K_FEATURES | 'IMAGENET1K_FEATURES' | - | +| 172 | torchvision.models.VGG16_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 173 | torchvision.models.VGG19_BN_Weights.DEFAULT | 'DEFAULT' | - | +| 174 | torchvision.models.VGG19_BN_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 175 | torchvision.models.VGG19_Weights.DEFAULT | 'DEFAULT' | - | +| 176 | torchvision.models.VGG19_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 177 | torchvision.models.Wide_ResNet101_2_Weights.DEFAULT | 'DEFAULT' | - | +| 178 | torchvision.models.Wide_ResNet101_2_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 179 | torchvision.models.Wide_ResNet101_2_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 180 | torchvision.models.Wide_ResNet50_2_Weights.DEFAULT | 'DEFAULT' | - | +| 181 | torchvision.models.Wide_ResNet50_2_Weights.IMAGENET1K_V1 | 'IMAGENET1K_V1' | - | +| 182 | torchvision.models.Wide_ResNet50_2_Weights.IMAGENET1K_V2 | 'IMAGENET1K_V2' | - | +| 183 | [torchvision.ops.RoIPool](https://pytorch.org/vision/main/generated/torchvision.ops.RoIPool.html) | [paddle.vision.ops.RoIPool](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/RoIPool_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.ops.RoIPool.html) | +| 184 | [torchvision.transforms.CenterCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.CenterCrop.html) | [paddle.vision.transforms.CenterCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/CenterCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.CenterCrop.html) | +| 185 | [torchvision.transforms.ColorJitter](https://pytorch.org/vision/main/generated/torchvision.transforms.ColorJitter.html) | [paddle.vision.transforms.ColorJitter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/ColorJitter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.ColorJitter.html) | +| 186 | [torchvision.transforms.Compose](https://pytorch.org/vision/main/generated/torchvision.transforms.Compose.html) | [paddle.vision.transforms.Compose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Compose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.Compose.html) | +| 187 | [torchvision.transforms.Grayscale](https://pytorch.org/vision/main/generated/torchvision.transforms.Grayscale.html) | [paddle.vision.transforms.Grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Grayscale_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.Grayscale.html) | +| 188 | [torchvision.transforms.InterpolationMode.BICUBIC](https://pytorch.org/vision/stable/index.html) | 'bicubic' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BICUBIC.html) | +| 189 | [torchvision.transforms.InterpolationMode.BILINEAR](https://pytorch.org/vision/stable/index.html) | 'bilinear' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BILINEAR.html) | +| 190 | [torchvision.transforms.InterpolationMode.BOX](https://pytorch.org/vision/stable/index.html) | 'box' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.BOX.html) | +| 191 | [torchvision.transforms.InterpolationMode.HAMMING](https://pytorch.org/vision/stable/index.html) | 'hamming' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.HAMMING.html) | +| 192 | [torchvision.transforms.InterpolationMode.LANCZOS](https://pytorch.org/vision/stable/index.html) | 'lanczos' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.LANCZOS.html) | +| 193 | [torchvision.transforms.InterpolationMode.NEAREST](https://pytorch.org/vision/stable/index.html) | 'nearest' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.NEAREST.html) | +| 194 | [torchvision.transforms.InterpolationMode.NEAREST_EXACT](https://pytorch.org/vision/stable/index.html) | 'nearest_exact' | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.InterpolationMode.NEAREST_EXACT.html) | +| 195 | [torchvision.transforms.Pad](https://pytorch.org/vision/main/generated/torchvision.transforms.Pad.html) | [paddle.vision.transforms.Pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Pad__upper_cn.html#pad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.Pad.html) | +| 196 | [torchvision.transforms.RandomAffine](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomAffine.html) | [paddle.vision.transforms.RandomAffine](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomAffine_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomAffine.html) | +| 197 | [torchvision.transforms.RandomCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomCrop.html) | [paddle.vision.transforms.RandomCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomCrop.html) | +| 198 | [torchvision.transforms.RandomRotation](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomRotation.html) | [paddle.vision.transforms.RandomRotation](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomRotation_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomRotation.html) | +| 199 | [torchvision.transforms.ToTensor](https://pytorch.org/vision/main/generated/torchvision.transforms.ToTensor.html?highlight=totensor#torchvision.transforms.ToTensor) | [paddle.vision.transforms.ToTensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/ToTensor_cn.html#totensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.ToTensor.html) | +| 200 | [torchvision.transforms.functional.adjust_brightness](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_brightness.html) | [paddle.vision.transforms.adjust_brightness](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_brightness_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_brightness.html) | +| 201 | [torchvision.transforms.functional.adjust_contrast](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_contrast.html) | [paddle.vision.transforms.adjust_contrast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_contrast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_contrast.html) | +| 202 | [torchvision.transforms.functional.adjust_hue](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.adjust_hue.html) | [paddle.vision.transforms.adjust_hue](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/adjust_hue_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.adjust_hue.html) | +| 203 | [torchvision.transforms.functional.affine](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.affine.html) | [paddle.vision.transforms.affine](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/affine_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.affine.html) | +| 204 | [torchvision.transforms.functional.center_crop](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.center_crop.html) | [paddle.vision.transforms.center_crop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/center_crop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.center_crop.html) | +| 205 | [torchvision.transforms.functional.crop](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.crop.html) | [paddle.vision.transforms.crop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/crop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.crop.html) | +| 206 | [torchvision.transforms.functional.erase](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.erase.html?highlight=erase#torchvision.transforms.functional.erase) | [paddle.vision.transforms.erase](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/erase_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.erase.html) | +| 207 | [torchvision.transforms.functional.hflip](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.hflip.html) | [paddle.vision.transforms.hflip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/hflip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.hflip.html) | +| 208 | [torchvision.transforms.functional.pad](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.pad.html) | [paddle.vision.transforms.pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/pad_cn.html) | - | +| 209 | [torchvision.transforms.functional.perspective](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.perspective.html#perspective) | [paddle.vision.transforms.perspective](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/perspective_cn.html#cn-api-paddle-vision-transforms-perspective) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.perspective.html) | +| 210 | [torchvision.transforms.functional.rotate](https://pytorch.org/vision/stable/generated/torchvision.transforms.functional.rotate.html) | [paddle.vision.transforms.rotate](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/rotate_cn.html#cn-api-paddle-vision-transforms-rotate) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.rotate.html) | +| 211 | [torchvision.transforms.functional.to_grayscale](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.to_grayscale.html?highlight=to_grayscale#torchvision.transforms.functional.to_grayscale) | [paddle.vision.transforms.to_grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/to_grayscale_cn.html#to-grayscale) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.to_grayscale.html) | +| 212 | [torchvision.transforms.functional.to_tensor](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.to_tensor.html) | [paddle.vision.transforms.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/to_tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.functional.to_tensor.html) | +| 213 | [torchvision.transforms.functional.vflip](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.vflip.html) | [paddle.vision.transforms.vflip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/vflip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torchvision.transforms.functional.vflip.html) | +| 214 | [transformers.StoppingCriteriaList](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/generation/stopping_criteria.py#L503) | paddleformers.generation.StoppingCriteriaList | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/transformers.StoppingCriteriaList.html) | +| 215 | [transformers.generation.LogitsProcessorList](https://hf-mirror.com/docs/transformers/v4.42.0/en/internal/generation_utils#transformers.LogitsProcessorList) | paddleformers.generation.LogitsProcessorList | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.generation.LogitsProcessorList.html) | +| 216 | [transformers.generation.utils.GenerateOutput](https://github.com/huggingface/transformers/blob/v4.42.0/src/transformers/generation/utils.py#L345) | paddleformers.transformers.model_outputs.BaseModelOutput | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.generation.utils.GenerateOutput.html) | +| 217 | [transformers.modeling_outputs.BaseModelOutputWithPast](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/output#transformers.modeling_outputs.BaseModelOutputWithPast) | paddleformers.transformers.model_outputs.BaseModelOutputWithPast | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.modeling_outputs.BaseModelOutputWithPast.html) | +| 218 | [transformers.modeling_outputs.CausalLMOutputWithPast](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/output#transformers.modeling_outputs.CausalLMOutputWithPast) | paddleformers.transformers.model_outputs.CausalLMOutputWithPast | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.modeling_outputs.CausalLMOutputWithPast.html) | +| 219 | [transformers.utils.add\_start\_docstrings\_to\_model\_forward](https://github.com/huggingface/transformers/blob/44b231671db25974cfebcdae34402ad5099bf37a/src/transformers/utils/doc.py#L45) | paddleformers.trainer.utils.add_start_docstrings_to_model_forward | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/transformers.utils.add_start_docstrings_to_model_forward.html) | +| 220 | [torch.Tensor.device](https://pytorch.org/docs/stable/generated/torch.Tensor.device.html) | [paddle.Tensor.place](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#place) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.device.html) | +| 221 | [torch.Tensor.imag](https://pytorch.org/docs/stable/generated/torch.Tensor.imag.html) | [paddle.Tensor.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#imag-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.imag.html) | +| 222 | [torch.Tensor.is_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse.html) | [paddle.Tensor.is_sparse](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_sparse.html) | +| 223 | [torch.Tensor.is\_sparse\_csr](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse_csr.html) | [paddle.Tensor.is\_sparse\_csr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.is_sparse_csr.html) | +| 224 | [torch.Tensor.real](https://pytorch.org/docs/stable/generated/torch.Tensor.real.html) | [paddle.Tensor.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#real-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.Tensor.real.html) | +| 225 | torch.autograd.function.FunctionCtx.saved_tensors | paddle.autograd.PyLayerContext.saved_tensor | - | +| 226 | [torch.distributed.ReduceOp.PRODUCT](https://pytorch.org/docs/stable/distributed.html#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp.PROD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/ReduceOp_cn.html#reduceop) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/invok_diff_only/torch.distributed.ReduceOp.PRODUCT.html) | ### 3. 仅参数名不一致 **分类简介** @@ -968,120 +1079,94 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 4 | [torch.Tensor.bitwise\_right\_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_right_shift.html#torch-tensor-bitwise-right-shift) | paddle.Tensor.bitwise_right_shift | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_right_shift.html) | | 5 | [torch.nn.functional.group_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.group_norm.html#torch.nn.functional.group_norm) | [paddle.nn.functional.group_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/group_norm_cn.html#group-norm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.group_norm.html) | | 6 | [torch.nn.Module.double](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.double) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.double.html) | -| 7 | [torch.nn.MaxUnpool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool3d.html?highlight=maxunpool3d#torch.nn.MaxUnpool3d) | [paddle.nn.MaxUnPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool3d.html) | -| 8 | [torch.nn.LazyConv2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConv2d.html) | [paddle.nn.Conv2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv2D_cn.html#conv2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConv2d.html) | -| 9 | [torch.Tensor.corrcoef](https://pytorch.org/docs/stable/generated/torch.Tensor.corrcoef.html#torch.Tensor.corrcoef) | paddle.Tensor.corrcoef | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.corrcoef.html) | -| 10 | [torch.nn.functional.conv_transpose2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose2d.html?highlight=conv_#torch.nn.functional.conv_transpose2d) | [paddle.nn.functional.conv2d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv2d_transpose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose2d.html) | -| 11 | [torch.autograd.profiler.profile.export\_chrome\_trace](https://pytorch.org/docs/stable/generated/torch.autograd.profiler.profile.export_chrome_trace.html#torch.autograd.profiler.profile.export_chrome_trace) | [paddle.profiler.export\_chrome\_tracing](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/export_chrome_tracing_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.autograd.profiler.profile.export_chrome_trace.html) | -| 12 | [torch.cuda.LongTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.LongTensor.html) | -| 13 | [torchvision.transforms.RandomHorizontalFlip](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomHorizontalFlip.html?highlight=randomhorizontalflip#torchvision.transforms.RandomHorizontalFlip) | [paddle.vision.transforms.RandomHorizontalFlip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomHorizontalFlip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomHorizontalFlip.html) | -| 14 | [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/develop/api/paddle/Tensor_cn.html#take-index-mode-raise-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.take.html) | -| 15 | [torch.Tensor.count_nonzero](https://pytorch.org/docs/stable/generated/torch.Tensor.count_nonzero.html#torch.Tensor.count_nonzero) | [paddle.Tensor.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#count-nonzero-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.count_nonzero.html) | -| 16 | [torch.nn.Module.bfloat16](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.bfloat16) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.bfloat16.html) | -| 17 | [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/develop/api/paddle/nn/Upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Upsample.html) | -| 18 | [torch.nn.Module.cpu](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.cpu) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.cpu.html) | -| 19 | [torch.nn.LazyConv3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConv3d.html) | [paddle.nn.Conv3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv3D_cn.html#conv3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConv3d.html) | -| 20 | [torch.nn.Module.state_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.state_dict) | [paddle.nn.Layer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#state-dict-destination-none-include-sublayers-true-use-hook-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.state_dict.html) | -| 21 | [torch.nn.ConstantPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad1d.html?highlight=constantpad1d#torch.nn.ConstantPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ConstantPad1d.html) | -| 22 | [torch.nn.functional.max_unpool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool2d.html?highlight=max_unpool2d#torch.nn.functional.max_unpool2d) | [paddle.nn.functional.max_unpool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_unpool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.max_unpool2d.html) | -| 23 | [torchvision.transforms.RandomCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomCrop.html) | [paddle.vision.transforms.RandomCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomCrop.html) | -| 24 | [torch.nn.functional.conv_transpose1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose1d.html?highlight=conv_trans#torch.nn.functional.conv_transpose1d) | [paddle.nn.functional.conv1d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv1d_transpose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose1d.html) | -| 25 | [torch.nn.Module.named_modules](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_modules) | [paddle.nn.Layer.named_sublayers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-sublayers-prefix-include-self-false-layers-set-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.named_modules.html) | -| 26 | [torch.nn.Module.modules](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.modules) | [paddle.nn.Layer.sublayers](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Layer_cn.html#sublayers-include-self-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.modules.html) | -| 27 | [torch.Tensor.to\_sparse\_coo](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse_coo.html) | paddle.Tensor.to_sparse_coo | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.to_sparse_coo.html) | -| 28 | [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/develop/api/paddle/Tensor_cn.html#uniform-min-1-0-max-1-0-seed-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.uniform_.html) | -| 29 | [torch.nn.functional.hardsigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardsigmoid.html) | [paddle.nn.functional.hardsigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/hardsigmoid_cn.html#hardsigmoid) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.hardsigmoid.html) | -| 30 | [torch.nn.functional.pixel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.functional.pixel_shuffle.html?highlight=pixel_shuffle#torch.nn.functional.pixel_shuffle) | [paddle.nn.functional.pixel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_shuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_shuffle.html) | -| 31 | [torch.optim.Optimizer](https://pytorch.org/docs/stable/optim.html#torch.optim.Optimizer) | [paddle.optimizer.Optimizer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.optim.Optimizer.html) | -| 32 | [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/develop/api/paddle/io/BatchSampler_cn.html#batchsampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.utils.data.BatchSampler.html) | -| 33 | [torch.nn.LazyConvTranspose1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConvTranspose1d.html) | [paddle.nn.Conv1DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv1DTranspose_cn.html#conv1dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConvTranspose1d.html) | -| 34 | [torch.nn.Module.half](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.half) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.half.html) | -| 35 | [torch.nn.LazyBatchNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm3d.html) | [paddle.nn.BatchNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm3D_cn.html#batchnorm3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyBatchNorm3d.html) | -| 36 | [torch.Tensor.unique_consecutive](https://pytorch.org/docs/stable/generated/torch.Tensor.unique_consecutive.html#torch.Tensor.unique_consecutive) | paddle.Tensor.unique_consecutive | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.unique_consecutive.html) | -| 37 | [torch.nn.LazyInstanceNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm2d.html) | [paddle.nn.InstanceNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyInstanceNorm2d.html) | -| 38 | [torch.Tensor.cov](https://pytorch.org/docs/stable/generated/torch.Tensor.cov.html#torch.Tensor.cov) | paddle.Tensor.cov | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.cov.html) | -| 39 | [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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.fliplr.html) | -| 40 | [torch.cuda.FloatTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.FloatTensor.html) | -| 41 | [torch.selu](https://pytorch.org/docs/stable/generated/torch.nn.functional.selu.html#torch.nn.functional.selu) | [paddle.nn.functional.selu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/selu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.selu.html) | -| 42 | [torch.nn.CircularPad3d](https://pytorch.org/docs/stable/generated/torch.nn.CircularPad3d.html#circularpad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.CircularPad3d.html) | -| 43 | [torch.bitwise\_right\_shift](https://pytorch.org/docs/stable/generated/torch.bitwise_right_shift.html) | [paddle.bitwise\_right\_shift](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_right_shift_cn.html#bitwise-right-shift) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.bitwise_right_shift.html) | -| 44 | [torch.nn.UpsamplingBilinear2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingBilinear2d.html?highlight=upsamplingbilinear2d#torch.nn.UpsamplingBilinear2d) | [paddle.nn.UpsamplingBilinear2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/UpsamplingBilinear2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.UpsamplingBilinear2d.html) | -| 45 | [torch.nn.functional.conv_transpose3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose3d.html?highlight=conv_#torch.nn.functional.conv_transpose3d) | [paddle.nn.functional.conv3d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv3d_transpose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose3d.html) | -| 46 | [torchvision.transforms.ColorJitter](https://pytorch.org/vision/main/generated/torchvision.transforms.ColorJitter.html) | [paddle.vision.transforms.ColorJitter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/ColorJitter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.ColorJitter.html) | -| 47 | [torchvision.transforms.Pad](https://pytorch.org/vision/main/generated/torchvision.transforms.Pad.html) | [paddle.vision.transforms.Pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Pad__upper_cn.html#pad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.Pad.html) | -| 48 | [torch.nn.LazyInstanceNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm1d.html) | [paddle.nn.InstanceNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm1D_cn.html#instancenorm1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyInstanceNorm1d.html) | -| 49 | [torch.nn.PixelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelShuffle.html?highlight=pixel#torch.nn.PixelShuffle) | [paddle.nn.PixelShuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PixelShuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelShuffle.html) | -| 50 | [torch.nn.functional.pixel_unshuffle](https://pytorch.org/docs/stable/generated/torch.nn.functional.pixel_unshuffle.html?highlight=pixel_unshuffle#torch.nn.functional.pixel_unshuffle) | [paddle.nn.functional.pixel_unshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_unshuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_unshuffle.html) | -| 51 | [torch.nn.MaxUnpool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool2d.html?highlight=maxunpool2d#torch.nn.MaxUnpool2d) | [paddle.nn.MaxUnPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool2d.html) | -| 52 | [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/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ConstantPad2d.html) | -| 53 | [torch.Tensor.cummax](https://pytorch.org/docs/stable/generated/torch.Tensor.cummax.html?highlight=cummax#torch.Tensor.cummax) | [paddle.Tensor.cummax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cummax-x-axis-none-dtype-int64-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.cummax.html) | -| 54 | [torch.nansum](https://pytorch.org/docs/stable/generated/torch.nansum.html) | [paddle.nansum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nansum_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nansum.html) | -| 55 | [torchvision.transforms.RandomErasing](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomErasing.html?highlight=randomerasing#torchvision.transforms.RandomErasing) | [paddle.vision.transforms.RandomErasing](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomErasing_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomErasing.html) | -| 56 | [torchvision.transforms.RandomVerticalFlip](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomVerticalFlip.html) | [paddle.vision.transforms.RandomVerticalFlip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomVerticalFlip_cn.html) | - | -| 57 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.ByteTensor.html) | -| 58 | [torch.nn.LocalResponseNorm](https://pytorch.org/docs/stable/generated/torch.nn.LocalResponseNorm.html?highlight=localre#torch.nn.LocalResponseNorm) | [paddle.nn.LocalResponseNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LocalResponseNorm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LocalResponseNorm.html) | -| 59 | [torch.nn.LPPool2d](https://pytorch.org/docs/stable/generated/torch.nn.LPPool2d.html#lppool2d) | [paddle.nn.LPPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LPPool2D_cn.html#lppool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LPPool2d.html) | -| 60 | [torch.nn.Module.float](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.float) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.float.html) | -| 61 | [torch.nn.functional.lp_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.lp_pool1d.html#torch.nn.functional.lp_pool1d) | [paddle.nn.functional.lp_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/lp_pool1d_cn.html#lp-pool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.lp_pool1d.html) | -| 62 | [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html) | [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.AdaptiveAvgPool2d.html) | -| 63 | [torch.nn.functional.max_unpool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool1d.html?highlight=max_unpool1d#torch.nn.functional.max_unpool1d) | [paddle.nn.functional.max_unpool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_unpool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.max_unpool1d.html) | -| 64 | [torch.Tensor.argwhere](https://pytorch.org/docs/stable/generated/torch.Tensor.argwhere.html#torch.Tensor.argwhere) | [paddle.Tensor.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nonzero-as-tuple-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.argwhere.html) | -| 65 | [torch.nn.LazyLinear](https://pytorch.org/docs/stable/generated/torch.nn.LazyLinear.html) | [paddle.nn.Linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Linear_cn.html#linear) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyLinear.html) | -| 66 | [torch.nn.LazyConvTranspose2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConvTranspose2d.html) | [paddle.nn.Conv2DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv2DTranspose_cn.html#conv2dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConvTranspose2d.html) | -| 67 | [torch.nn.LazyBatchNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm1d.html) | [paddle.nn.BatchNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm1D_cn.html#batchnorm1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyBatchNorm1d.html) | -| 68 | [torch.nn.MaxUnpool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool1d.html?highlight=maxunpool1d#torch.nn.MaxUnpool1d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxUnPool1D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.MaxUnpool1d.html) | -| 69 | [torchvision.ops.deform_conv2d](https://pytorch.org/vision/main/generated/torchvision.ops.deform_conv2d.html) | [paddle.vision.ops.deform_conv2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/ops/deform_conv2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.ops.deform_conv2d.html) | -| 70 | [torchvision.transforms.Grayscale](https://pytorch.org/vision/main/generated/torchvision.transforms.Grayscale.html) | [paddle.vision.transforms.Grayscale](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Grayscale_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.Grayscale.html) | -| 71 | [torch.bitwise\_left\_shift](https://pytorch.org/docs/stable/generated/torch.bitwise_left_shift.html) | [paddle.bitwise\_left\_shift](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_left_shift_cn.html#bitwise-left-shift) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.bitwise_left_shift.html) | -| 72 | [torch.autograd.Function.backward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.backward.html#torch.autograd.Function.backward) | [paddle.autograd.PyLayer.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#backward-ctx-args-kwargs) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.autograd.Function.backward.html) | -| 73 | [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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.fill_diagonal_.html) | -| 74 | [torch.nn.LPPool1d](https://pytorch.org/docs/stable/generated/torch.nn.LPPool1d.html#lppool1d) | [paddle.nn.LPPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LPPool1D_cn.html#lppool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LPPool1d.html) | -| 75 | [torch.nn.LazyInstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm3d.html) | [paddle.nn.InstanceNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyInstanceNorm3d.html) | -| 76 | [torch.flipud](https://pytorch.org/docs/stable/generated/torch.flipud.html?highlight=flipud#torch.flipud) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/flip_cn.html#flip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.flipud.html) | -| 77 | [torchvision.transforms.CenterCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.CenterCrop.html) | [paddle.vision.transforms.CenterCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/CenterCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.CenterCrop.html) | -| 78 | [torch.nn.Softmax2d](https://pytorch.org/docs/stable/generated/torch.nn.Softmax2d.html?highlight=softmax2d#torch.nn.Softmax2d) | [paddle.nn.Softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Softmax_cn.html#softmax) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Softmax2d.html) | -| 79 | [torchvision.transforms.ToTensor](https://pytorch.org/vision/main/generated/torchvision.transforms.ToTensor.html?highlight=totensor#torchvision.transforms.ToTensor) | [paddle.vision.transforms.ToTensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/ToTensor_cn.html#totensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.ToTensor.html) | -| 80 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.DoubleTensor.html) | -| 81 | [torch.fliplr](https://pytorch.org/docs/stable/generated/torch.fliplr.html?highlight=fliplr#torch.fliplr) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/flip_cn.html#flip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.fliplr.html) | -| 82 | [torch.nn.ChannelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html?highlight=channelshuffle#torch.nn.ChannelShuffle) | [paddle.nn.ChannelShuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ChannelShuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ChannelShuffle.html) | -| 83 | [torch.nn.functional.upsample](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample.html?highlight=upsample#torch.nn.functional.upsample) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.upsample.html) | -| 84 | [torch.optim.LBFGS](https://pytorch.org/docs/stable/generated/torch.optim.LBFGS.html) | [paddle.optimizer.LBFGS](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/LBFGS_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.optim.LBFGS.html) | -| 85 | [torch.nn.LazyConv1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConv1d.html) | [paddle.nn.Conv1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv1D_cn.html#conv1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConv1d.html) | -| 86 | [torch.Tensor.pinverse](https://pytorch.org/docs/stable/generated/torch.Tensor.pinverse.html#torch.Tensor.pinverse) | paddle.Tensor.pinv | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.pinverse.html) | -| 87 | [torch.nn.Module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module#torch.nn.Module) | [paddle.nn.Layer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.html) | -| 88 | [torch.Tensor.bitwise\_left\_shift\_](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_left_shift_.html#torch-tensor-bitwise-left-shift) | paddle.Tensor.bitwise_left_shift_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_left_shift_.html) | -| 89 | [torch.nn.UpsamplingNearest2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingNearest2d.html?highlight=upsampl#torch.nn.UpsamplingNearest2d) | [paddle.nn.UpsamplingNearest2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/UpsamplingNearest2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.UpsamplingNearest2d.html) | -| 90 | [torch.nn.LazyBatchNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm2d.html) | [paddle.nn.BatchNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm2D_cn.html#batchnorm2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyBatchNorm2d.html) | -| 91 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.HalfTensor.html) | -| 92 | [torch.nn.functional.prelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.prelu.html?highlight=prelu#torch.nn.functional.prelu) | [paddle.nn.functional.prelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/prelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.prelu.html) | -| 93 | [torch.nn.Module.cuda](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.cuda) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.cuda.html) | -| 94 | [torch.linalg.vander](https://pytorch.org/docs/stable/generated/torch.linalg.vander.html#torch.linalg.vander) | [paddle.vander](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vander_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.linalg.vander.html) | -| 95 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.ShortTensor.html) | -| 96 | [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/develop/api/paddle/logcumsumexp_cn.html#logcumsumexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.logcumsumexp.html) | -| 97 | [torch.nn.functional.upsample_bilinear](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample_bilinear.html#torch.nn.functional.upsample_bilinear) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.upsample_bilinear.html) | -| 98 | [torchvision.transforms.functional.to_tensor](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.to_tensor.html) | [paddle.vision.transforms.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/to_tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.functional.to_tensor.html) | -| 99 | [torch.Tensor.bitwise\_right\_shift\_](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_right_shift_.html#torch-tensor-bitwise-right-shift) | paddle.Tensor.bitwise_right_shift_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_right_shift_.html) | -| 100 | [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/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ConstantPad3d.html) | -| 101 | [torch.cpu.amp.autocast](https://pytorch.org/docs/stable/amp.html?highlight=autocast#torch.cpu.amp.autocast) | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cpu.amp.autocast.html) | -| 102 | [torch.Tensor.bitwise\_left\_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_left_shift.html#torch-tensor-bitwise-left-shift) | paddle.Tensor.bitwise_left_shift | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_left_shift.html) | -| 103 | [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html) | [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.AdaptiveAvgPool3d.html) | -| 104 | [torch.cuda.BoolTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.BoolTensor.html) | -| 105 | [torch.nn.PixelUnshuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelUnshuffle.html?highlight=pixel#torch.nn.PixelUnshuffle) | [paddle.nn.PixelUnshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PixelUnshuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.PixelUnshuffle.html) | -| 106 | [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/develop/api/paddle/Tensor_cn.html#flip-axis-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.flipud.html) | -| 107 | [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/develop/api/paddle/Tensor_cn.html#trace-offset-0-axis1-0-axis2-1-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.trace.html) | -| 108 | [torch.nn.functional.upsample_nearest](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample_nearest.html#torch.nn.functional.upsample_nearest) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.upsample_nearest.html) | -| 109 | [torch.nn.ZeroPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ZeroPad2d.html?highlight=zeropad#torch.nn.ZeroPad2d) | [paddle.nn.ZeroPad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ZeroPad2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ZeroPad2d.html) | -| 110 | [flash\_attn.ops.rms\_norm.rms\_norm](https://github.com/Dao-AILab/flash-attention/blob/d0787acc16c3667156b51ce5b01bdafc7594ed39/flash_attn/ops/rms_norm.py#L14) | [paddle.incubate.nn.functional.fused\_rms\_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/incubate/nn/functional/fused_rms_norm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/flash_attn.ops.rms_norm.rms_norm.html) | -| 111 | [torch.cov](https://pytorch.org/docs/stable/generated/torch.cov.html?highlight=cov#torch.cov) | [paddle.linalg.cov](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cov_cn.html#cov) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cov.html) | -| 112 | [torch.nn.functional.channel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html) | [paddle.nn.functional.channel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/channel_shuffle_cn.html#channel-shuffle) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.channel_shuffle.html) | -| 113 | [torch.Tensor.median](https://pytorch.org/docs/stable/generated/torch.Tensor.median.html) | [paddle.Tensor.median](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#median-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.median.html) | -| 114 | [torch.cuda.IntTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.IntTensor.html) | -| 115 | [torchvision.ops.DeformConv2d](https://pytorch.org/vision/main/generated/torchvision.ops.DeformConv2d.html) | [paddle.vision.ops.DeformConv2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/DeformConv2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.ops.DeformConv2d.html) | -| 116 | [torch.Tensor.nanmedian](https://pytorch.org/docs/stable/generated/torch.Tensor.nanmedian.html) | [paddle.Tensor.nanmedian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nanmedian-axis-none-keepdim-true-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.nanmedian.html) | -| 117 | [torch.nn.LazyConvTranspose3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConvTranspose3d.html) | [paddle.nn.Conv3DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv3DTranspose_cn.html#conv3dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConvTranspose3d.html) | -| 118 | [torch.count_nonzero](https://pytorch.org/docs/stable/generated/torch.count_nonzero.html?highlight=count_nonzero#torch.count_nonzero) | [paddle.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/count_nonzero_cn.html#count-nonzero) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.count_nonzero.html) | -| 119 | [torch.cuda.amp.autocast](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.autocast) | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.amp.autocast.html) | -| 120 | [torch.nn.functional.lp_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.lp_pool2d.html#torch.nn.functional.lp_pool2d) | [paddle.nn.functional.lp_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/lp_pool2d_cn.html#lp-pool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.lp_pool2d.html) | +| 7 | [torch.nn.LazyConv2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConv2d.html) | [paddle.nn.Conv2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv2D_cn.html#conv2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConv2d.html) | +| 8 | [torch.nn.functional.conv_transpose2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose2d.html?highlight=conv_#torch.nn.functional.conv_transpose2d) | [paddle.nn.functional.conv2d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv2d_transpose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose2d.html) | +| 9 | [torch.autograd.profiler.profile.export\_chrome\_trace](https://pytorch.org/docs/stable/generated/torch.autograd.profiler.profile.export_chrome_trace.html#torch.autograd.profiler.profile.export_chrome_trace) | [paddle.profiler.export\_chrome\_tracing](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/export_chrome_tracing_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.autograd.profiler.profile.export_chrome_trace.html) | +| 10 | [torch.cuda.LongTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.LongTensor.html) | +| 11 | [torchvision.transforms.RandomHorizontalFlip](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomHorizontalFlip.html?highlight=randomhorizontalflip#torchvision.transforms.RandomHorizontalFlip) | [paddle.vision.transforms.RandomHorizontalFlip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomHorizontalFlip_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomHorizontalFlip.html) | +| 12 | [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/develop/api/paddle/Tensor_cn.html#take-index-mode-raise-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.take.html) | +| 13 | [torch.Tensor.count_nonzero](https://pytorch.org/docs/stable/generated/torch.Tensor.count_nonzero.html#torch.Tensor.count_nonzero) | [paddle.Tensor.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#count-nonzero-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.count_nonzero.html) | +| 14 | [torch.nn.Module.bfloat16](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.bfloat16) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.bfloat16.html) | +| 15 | [torch.nn.Module.cpu](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.cpu) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.cpu.html) | +| 16 | [torch.nn.LazyConv3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConv3d.html) | [paddle.nn.Conv3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv3D_cn.html#conv3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConv3d.html) | +| 17 | [torch.nn.Module.state_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.state_dict) | [paddle.nn.Layer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#state-dict-destination-none-include-sublayers-true-use-hook-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.state_dict.html) | +| 18 | [torch.nn.ConstantPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad1d.html?highlight=constantpad1d#torch.nn.ConstantPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ConstantPad1d.html) | +| 19 | [torch.nn.functional.max_unpool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool2d.html?highlight=max_unpool2d#torch.nn.functional.max_unpool2d) | [paddle.nn.functional.max_unpool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_unpool2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.max_unpool2d.html) | +| 20 | [torch.nn.functional.conv_transpose1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose1d.html?highlight=conv_trans#torch.nn.functional.conv_transpose1d) | [paddle.nn.functional.conv1d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv1d_transpose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose1d.html) | +| 21 | [torch.nn.Module.named_modules](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_modules) | [paddle.nn.Layer.named_sublayers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-sublayers-prefix-include-self-false-layers-set-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.named_modules.html) | +| 22 | [torch.Tensor.to\_sparse\_coo](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse_coo.html) | paddle.Tensor.to_sparse_coo | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.to_sparse_coo.html) | +| 23 | [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/develop/api/paddle/Tensor_cn.html#uniform-min-1-0-max-1-0-seed-0-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.uniform_.html) | +| 24 | [torch.nn.functional.hardsigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardsigmoid.html) | [paddle.nn.functional.hardsigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/hardsigmoid_cn.html#hardsigmoid) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.hardsigmoid.html) | +| 25 | [torch.nn.functional.pixel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.functional.pixel_shuffle.html?highlight=pixel_shuffle#torch.nn.functional.pixel_shuffle) | [paddle.nn.functional.pixel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_shuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_shuffle.html) | +| 26 | [torch.optim.Optimizer](https://pytorch.org/docs/stable/optim.html#torch.optim.Optimizer) | [paddle.optimizer.Optimizer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.optim.Optimizer.html) | +| 27 | [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/develop/api/paddle/io/BatchSampler_cn.html#batchsampler) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.utils.data.BatchSampler.html) | +| 28 | [torch.nn.LazyConvTranspose1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConvTranspose1d.html) | [paddle.nn.Conv1DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv1DTranspose_cn.html#conv1dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConvTranspose1d.html) | +| 29 | [torch.nn.Module.half](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.half) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.half.html) | +| 30 | [torch.nn.LazyBatchNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm3d.html) | [paddle.nn.BatchNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm3D_cn.html#batchnorm3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyBatchNorm3d.html) | +| 31 | [torch.Tensor.unique_consecutive](https://pytorch.org/docs/stable/generated/torch.Tensor.unique_consecutive.html#torch.Tensor.unique_consecutive) | paddle.Tensor.unique_consecutive | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.unique_consecutive.html) | +| 32 | [torch.nn.LazyInstanceNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm2d.html) | [paddle.nn.InstanceNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyInstanceNorm2d.html) | +| 33 | [torch.Tensor.cov](https://pytorch.org/docs/stable/generated/torch.Tensor.cov.html#torch.Tensor.cov) | paddle.Tensor.cov | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.cov.html) | +| 34 | [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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.fliplr.html) | +| 35 | [torch.cuda.FloatTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.FloatTensor.html) | +| 36 | [torch.selu](https://pytorch.org/docs/stable/generated/torch.nn.functional.selu.html#torch.nn.functional.selu) | [paddle.nn.functional.selu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/selu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.selu.html) | +| 37 | [torch.nn.CircularPad3d](https://pytorch.org/docs/stable/generated/torch.nn.CircularPad3d.html#circularpad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.CircularPad3d.html) | +| 38 | [torch.bitwise\_right\_shift](https://pytorch.org/docs/stable/generated/torch.bitwise_right_shift.html) | [paddle.bitwise\_right\_shift](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_right_shift_cn.html#bitwise-right-shift) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.bitwise_right_shift.html) | +| 39 | [torch.nn.functional.conv_transpose3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose3d.html?highlight=conv_#torch.nn.functional.conv_transpose3d) | [paddle.nn.functional.conv3d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/conv3d_transpose_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.conv_transpose3d.html) | +| 40 | [torch.nn.LazyInstanceNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm1d.html) | [paddle.nn.InstanceNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm1D_cn.html#instancenorm1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyInstanceNorm1d.html) | +| 41 | [torch.nn.functional.pixel_unshuffle](https://pytorch.org/docs/stable/generated/torch.nn.functional.pixel_unshuffle.html?highlight=pixel_unshuffle#torch.nn.functional.pixel_unshuffle) | [paddle.nn.functional.pixel_unshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_unshuffle_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_unshuffle.html) | +| 42 | [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/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ConstantPad2d.html) | +| 43 | [torch.Tensor.cummax](https://pytorch.org/docs/stable/generated/torch.Tensor.cummax.html?highlight=cummax#torch.Tensor.cummax) | [paddle.Tensor.cummax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cummax-x-axis-none-dtype-int64-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.cummax.html) | +| 44 | [torch.nansum](https://pytorch.org/docs/stable/generated/torch.nansum.html) | [paddle.nansum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nansum_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nansum.html) | +| 45 | [torchvision.transforms.RandomErasing](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomErasing.html?highlight=randomerasing#torchvision.transforms.RandomErasing) | [paddle.vision.transforms.RandomErasing](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomErasing_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.transforms.RandomErasing.html) | +| 46 | [torchvision.transforms.RandomVerticalFlip](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomVerticalFlip.html) | [paddle.vision.transforms.RandomVerticalFlip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomVerticalFlip_cn.html) | - | +| 47 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.ByteTensor.html) | +| 48 | [torch.nn.LPPool2d](https://pytorch.org/docs/stable/generated/torch.nn.LPPool2d.html#lppool2d) | [paddle.nn.LPPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LPPool2D_cn.html#lppool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LPPool2d.html) | +| 49 | [torch.nn.Module.float](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.float) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.float.html) | +| 50 | [torch.nn.functional.lp_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.lp_pool1d.html#torch.nn.functional.lp_pool1d) | [paddle.nn.functional.lp_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/lp_pool1d_cn.html#lp-pool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.lp_pool1d.html) | +| 51 | [torch.nn.functional.max_unpool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool1d.html?highlight=max_unpool1d#torch.nn.functional.max_unpool1d) | [paddle.nn.functional.max_unpool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_unpool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.max_unpool1d.html) | +| 52 | [torch.nn.LazyLinear](https://pytorch.org/docs/stable/generated/torch.nn.LazyLinear.html) | [paddle.nn.Linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Linear_cn.html#linear) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyLinear.html) | +| 53 | [torch.nn.LazyConvTranspose2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConvTranspose2d.html) | [paddle.nn.Conv2DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv2DTranspose_cn.html#conv2dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConvTranspose2d.html) | +| 54 | [torch.nn.LazyBatchNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm1d.html) | [paddle.nn.BatchNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm1D_cn.html#batchnorm1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyBatchNorm1d.html) | +| 55 | [torchvision.ops.deform_conv2d](https://pytorch.org/vision/main/generated/torchvision.ops.deform_conv2d.html) | [paddle.vision.ops.deform_conv2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/ops/deform_conv2d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.ops.deform_conv2d.html) | +| 56 | [torch.bitwise\_left\_shift](https://pytorch.org/docs/stable/generated/torch.bitwise_left_shift.html) | [paddle.bitwise\_left\_shift](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_left_shift_cn.html#bitwise-left-shift) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.bitwise_left_shift.html) | +| 57 | [torch.autograd.Function.backward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.backward.html#torch.autograd.Function.backward) | [paddle.autograd.PyLayer.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#backward-ctx-args-kwargs) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.autograd.Function.backward.html) | +| 58 | [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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.fill_diagonal_.html) | +| 59 | [torch.nn.LPPool1d](https://pytorch.org/docs/stable/generated/torch.nn.LPPool1d.html#lppool1d) | [paddle.nn.LPPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LPPool1D_cn.html#lppool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LPPool1d.html) | +| 60 | [torch.nn.LazyInstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm3d.html) | [paddle.nn.InstanceNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyInstanceNorm3d.html) | +| 61 | [torch.flipud](https://pytorch.org/docs/stable/generated/torch.flipud.html?highlight=flipud#torch.flipud) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/flip_cn.html#flip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.flipud.html) | +| 62 | [torch.nn.Softmax2d](https://pytorch.org/docs/stable/generated/torch.nn.Softmax2d.html?highlight=softmax2d#torch.nn.Softmax2d) | [paddle.nn.Softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Softmax_cn.html#softmax) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Softmax2d.html) | +| 63 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.DoubleTensor.html) | +| 64 | [torch.fliplr](https://pytorch.org/docs/stable/generated/torch.fliplr.html?highlight=fliplr#torch.fliplr) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/flip_cn.html#flip) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.fliplr.html) | +| 65 | [torch.nn.functional.upsample](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample.html?highlight=upsample#torch.nn.functional.upsample) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.upsample.html) | +| 66 | [torch.optim.LBFGS](https://pytorch.org/docs/stable/generated/torch.optim.LBFGS.html) | [paddle.optimizer.LBFGS](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/LBFGS_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.optim.LBFGS.html) | +| 67 | [torch.nn.LazyConv1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConv1d.html) | [paddle.nn.Conv1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv1D_cn.html#conv1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConv1d.html) | +| 68 | [torch.Tensor.bitwise\_left\_shift\_](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_left_shift_.html#torch-tensor-bitwise-left-shift) | paddle.Tensor.bitwise_left_shift_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_left_shift_.html) | +| 69 | [torch.nn.LazyBatchNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm2d.html) | [paddle.nn.BatchNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BatchNorm2D_cn.html#batchnorm2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyBatchNorm2d.html) | +| 70 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.HalfTensor.html) | +| 71 | [torch.nn.functional.prelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.prelu.html?highlight=prelu#torch.nn.functional.prelu) | [paddle.nn.functional.prelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/prelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.prelu.html) | +| 72 | [torch.nn.Module.cuda](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.cuda) | [paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.cuda.html) | +| 73 | [torch.linalg.vander](https://pytorch.org/docs/stable/generated/torch.linalg.vander.html#torch.linalg.vander) | [paddle.vander](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vander_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.linalg.vander.html) | +| 74 | [torch.cuda.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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.ShortTensor.html) | +| 75 | [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/develop/api/paddle/logcumsumexp_cn.html#logcumsumexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.logcumsumexp.html) | +| 76 | [torch.nn.functional.upsample_bilinear](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample_bilinear.html#torch.nn.functional.upsample_bilinear) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.upsample_bilinear.html) | +| 77 | [torch.Tensor.bitwise\_right\_shift\_](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_right_shift_.html#torch-tensor-bitwise-right-shift) | paddle.Tensor.bitwise_right_shift_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_right_shift_.html) | +| 78 | [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/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.ConstantPad3d.html) | +| 79 | [torch.cpu.amp.autocast](https://pytorch.org/docs/stable/amp.html?highlight=autocast#torch.cpu.amp.autocast) | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cpu.amp.autocast.html) | +| 80 | [torch.Tensor.bitwise\_left\_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_left_shift.html#torch-tensor-bitwise-left-shift) | paddle.Tensor.bitwise_left_shift | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.bitwise_left_shift.html) | +| 81 | [torch.cuda.BoolTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.BoolTensor.html) | +| 82 | [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/develop/api/paddle/Tensor_cn.html#flip-axis-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.flipud.html) | +| 83 | [torch.nn.functional.upsample_nearest](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample_nearest.html#torch.nn.functional.upsample_nearest) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.upsample_nearest.html) | +| 84 | [flash\_attn.ops.rms\_norm.rms\_norm](https://github.com/Dao-AILab/flash-attention/blob/d0787acc16c3667156b51ce5b01bdafc7594ed39/flash_attn/ops/rms_norm.py#L14) | [paddle.incubate.nn.functional.fused\_rms\_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/incubate/nn/functional/fused_rms_norm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/flash_attn.ops.rms_norm.rms_norm.html) | +| 85 | [torch.cov](https://pytorch.org/docs/stable/generated/torch.cov.html?highlight=cov#torch.cov) | [paddle.linalg.cov](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cov_cn.html#cov) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cov.html) | +| 86 | [torch.nn.functional.channel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html) | [paddle.nn.functional.channel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/channel_shuffle_cn.html#channel-shuffle) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.channel_shuffle.html) | +| 87 | [torch.Tensor.median](https://pytorch.org/docs/stable/generated/torch.Tensor.median.html) | [paddle.Tensor.median](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#median-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.median.html) | +| 88 | [torch.cuda.IntTensor](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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.IntTensor.html) | +| 89 | [torchvision.ops.DeformConv2d](https://pytorch.org/vision/main/generated/torchvision.ops.DeformConv2d.html) | [paddle.vision.ops.DeformConv2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/DeformConv2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torchvision.ops.DeformConv2d.html) | +| 90 | [torch.Tensor.nanmedian](https://pytorch.org/docs/stable/generated/torch.Tensor.nanmedian.html) | [paddle.Tensor.nanmedian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nanmedian-axis-none-keepdim-true-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.Tensor.nanmedian.html) | +| 91 | [torch.nn.LazyConvTranspose3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyConvTranspose3d.html) | [paddle.nn.Conv3DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Conv3DTranspose_cn.html#conv3dtranspose) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.LazyConvTranspose3d.html) | +| 92 | [torch.count_nonzero](https://pytorch.org/docs/stable/generated/torch.count_nonzero.html?highlight=count_nonzero#torch.count_nonzero) | [paddle.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/count_nonzero_cn.html#count-nonzero) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.count_nonzero.html) | +| 93 | [torch.cuda.amp.autocast](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.autocast) | [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.cuda.amp.autocast.html) | +| 94 | [torch.nn.functional.lp_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.lp_pool2d.html#torch.nn.functional.lp_pool2d) | [paddle.nn.functional.lp_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/lp_pool2d_cn.html#lp-pool2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.lp_pool2d.html) | ### 5. 参数默认值不一致 **分类简介** @@ -1159,139 +1244,139 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 52 | [torch.ormqr](https://pytorch.org/docs/stable/generated/torch.ormqr.html#torch.ormqr) | [paddle.linalg.ormqr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/ormqr_cn.html#ormqr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.ormqr.html) | | 53 | [torch.linalg.svdvals](https://pytorch.org/docs/stable/generated/torch.linalg.svdvals.html#torch.linalg.svdvals) | [paddle.linalg.svdvals](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/tensor/linalg.py#L3019) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.svdvals.html) | | 54 | [torch.Tensor.index\_add\_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add_.html#torch.Tensor.index_add_) | paddle.Tensor.index_add_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.index_add_.html) | -| 55 | [torch.distributed.broadcast\_object\_list](https://pytorch.org/docs/stable/distributed.html?highlight=broadcast_object_list#torch.distributed.broadcast_object_list) | [paddle.distributed.broadcast\_object\_list](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/broadcast_object_list_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.broadcast_object_list.html) | -| 56 | [torch.nn.functional.rrelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.rrelu.html#torch.nn.functional.rrelu) | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.rrelu.html) | -| 57 | [torch.linalg.cholesky](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky.html?highlight=linalg+cholesky#torch.linalg.cholesky) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cholesky.html) | -| 58 | [torch.Tensor.backward](https://pytorch.org/docs/stable/generated/torch.Tensor.backward.html#torch.Tensor.backward) | [paddle.Tensor.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#backward-grad-tensor-none-retain-graph-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.backward.html) | -| 59 | [torch.nn.functional.cosine\_embedding\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_embedding_loss.html#torch.nn.functional.cosine_embedding_loss) | [paddle.nn.functional.cosine\_embedding\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_embedding_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.cosine_embedding_loss.html) | -| 60 | [torch.nn.functional.feature\_alpha\_dropout](https://pytorch.org/docs/stable/generated/torch.nn.functional.feature_alpha_dropout.html) | [paddle.nn.functional.feature\_alpha\_dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/feature_alpha_dropout_cn.html#feature_alpha-dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.feature_alpha_dropout.html) | -| 61 | [torch.cumprod](https://pytorch.org/docs/stable/generated/torch.cumprod.html?highlight=cumprod#torch.cumprod) | [paddle.cumprod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cumprod_cn.html#cumprod) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cumprod.html) | -| 62 | [torch.autograd.functional.jacobian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.jacobian.html#torch.autograd.functional.jacobian) | [paddle.incubate.autograd.Jacobian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Jacobian_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.jacobian.html) | -| 63 | [torch.cummin](https://pytorch.org/docs/stable/generated/torch.cummin.html) | [paddle.cummin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cummin_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cummin.html) | -| 64 | [torch.asinh](https://pytorch.org/docs/stable/generated/torch.asinh.html#torch.asinh) | [paddle.asinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/asinh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.asinh.html) | -| 65 | [torch.nn.LayerNorm](https://pytorch.org/docs/stable/generated/torch.nn.LayerNorm.html?highlight=layernorm#torch.nn.LayerNorm) | [paddle.nn.LayerNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LayerNorm_cn.html#layernorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.LayerNorm.html) | -| 66 | [torch.distributions.transforms.PowerTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SigmoidTransform) | [paddle.distribution.PowerTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/PowerTransform_cn.html#powertransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.PowerTransform.html) | -| 67 | [torch.linalg.solve](https://pytorch.org/docs/stable/generated/torch.linalg.solve.html#torch.linalg.solve) | [paddle.linalg.solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.solve.html) | -| 68 | [torch.utils.cpp_extension.CppExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+cppextension#torch.utils.cpp_extension.CppExtension) | [paddle.utils.cpp_extension.CppExtension](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CppExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.cpp_extension.CppExtension.html) | -| 69 | [torch.hypot](https://pytorch.org/docs/stable/generated/torch.hypot.html#torch.hypot) | [paddle.hypot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hypot_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hypot.html) | -| 70 | [torch.nextafter](https://pytorch.org/docs/stable/generated/torch.nextafter.html?highlight=nextafter#torch.nextafter) | [paddle.nextafter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nextafter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nextafter.html) | -| 71 | [torch.fmod](https://pytorch.org/docs/stable/generated/torch.fmod.html?highlight=fmod#torch.fmod) | [paddle.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mod_cn.html#mod) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmod.html) | -| 72 | [torch.fix](https://pytorch.org/docs/stable/generated/torch.fix.html?highlight=torch+fix#torch.fix) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trunc_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fix.html) | -| 73 | [torch.distributions.beta.Beta](https://pytorch.org/docs/stable/distributions.html#torch.distributions.beta.Beta) | [paddle.distribution.Beta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Beta_cn.html#beta) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.beta.Beta.html) | -| 74 | [torch.lgamma](https://pytorch.org/docs/stable/generated/torch.lgamma.html?highlight=lgamma#torch.lgamma) | [paddle.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/lgamma_cn.html#lgamma) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lgamma.html) | -| 75 | [torch.nn.GroupNorm](https://pytorch.org/docs/stable/generated/torch.nn.GroupNorm.html?highlight=groupnorm#torch.nn.GroupNorm) | [paddle.nn.GroupNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GroupNorm_cn.html#groupnorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.GroupNorm.html) | -| 76 | [torch.autograd.grad](https://pytorch.org/docs/stable/generated/torch.autograd.grad.html#torch.autograd.grad) | [paddle.grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/grad_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.grad.html) | -| 77 | [torch.distributions.transforms.Transform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.Transform) | [paddle.distribution.Transform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Transform_cn.html#transform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.Transform.html) | -| 78 | [torch.linalg.solve_triangular](https://pytorch.org/docs/stable/generated/torch.linalg.solve_triangular.html?highlight=torch+linalg+solve_triangular#torch.linalg.solve_triangular) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/triangular_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.solve_triangular.html) | -| 79 | [torch.nn.BCEWithLogitsLoss](https://pytorch.org/docs/stable/generated/torch.nn.BCEWithLogitsLoss.html#bcewithlogitsloss) | [paddle.nn.BCEWithLogitsLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BCEWithLogitsLoss_cn.html#bcewithlogitsloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.BCEWithLogitsLoss.html) | -| 80 | [fairscale.nn.model_parallel.layers.RowParallelLinear](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L299) | [paddle.distributed.fleet.meta_parallel.RowParallelLinear](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L291) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.RowParallelLinear.html) | -| 81 | [torch.nn.ELU](https://pytorch.org/docs/stable/generated/torch.nn.ELU.html?highlight=elu#torch.nn.ELU) | [paddle.nn.ELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ELU_cn.html#elu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ELU.html) | -| 82 | [torch.jit.load](https://pytorch.org/docs/stable/generated/torch.jit.load.html#torch.jit.load) | [paddle.jit.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.jit.load.html) | -| 83 | [torch.nn.NLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.NLLLoss.html?highlight=nllloss#torch.nn.NLLLoss) | [paddle.nn.NLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/NLLLoss_cn.html#nllloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.NLLLoss.html) | -| 84 | [torch.nn.functional.multilabel\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.multilabel_margin_loss.html) | [paddle.nn.functional.multi\_label\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/multi_label_margin_loss_cn.html#multi-label-margin-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.multilabel_margin_loss.html) | -| 85 | [torch.atan2](https://pytorch.org/docs/stable/generated/torch.atan2.html#torch.atan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atan2.html) | -| 86 | [torch.acosh](https://pytorch.org/docs/stable/generated/torch.acosh.html?highlight=acosh#torch.acosh) | [paddle.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acosh_cn.html#acos) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acosh.html) | -| 87 | [torch.optim.ASGD](https://pytorch.org/docs/stable/generated/torch.optim.ASGD.html) | [paddle.optimizer.ASGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/ASGD_cn.html#cn-api-paddle-optimizer-asgd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.ASGD.html) | -| 88 | [torch.distributions.transforms.SoftmaxTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SoftmaxTransform) | [paddle.distribution.SoftmaxTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SoftmaxTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.SoftmaxTransform.html) | -| 89 | [transformers.GenerationConfig](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/text_generation#transformers.GenerationConfig) | [paddlenlp.generation.GenerationConfig](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/generation/configuration_utils.py#L62) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.GenerationConfig.html) | -| 90 | [torch.linalg.householder_product](https://pytorch.org/docs/stable/generated/torch.linalg.householder_product.html#torch.linalg.householder_product) | [paddle.linalg.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.householder_product.html) | -| 91 | [torch.special.erf](https://pytorch.org/docs/stable/special.html?highlight=torch+special+erf#torch.special.erf) | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erf.html) | -| 92 | [torch.inverse](https://pytorch.org/docs/stable/generated/torch.inverse.html?highlight=inverse#torch.inverse) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.inverse.html) | -| 93 | [torch.signal.windows.general_cosine](https://pytorch.org/docs/stable/generated/torch.signal.windows.general_cosine.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.general_cosine.html) | -| 94 | [torch.distributions.log_normal.LogNormal](https://pytorch.org/docs/stable/distributions.html#torch.distributions.log_normal.LogNormal) | [paddle.distribution.LogNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/LogNormal_cn.html#lognormal) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.log_normal.LogNormal.html) | -| 95 | [torch.distributed.P2POp](https://pytorch.org/docs/stable/distributed.html#torch.distributed.P2POp) | [paddle.distributed.P2POp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/Overview_cn.html#paddle-distributed) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.P2POp.html) | -| 96 | [torch.distributions.bernoulli.Bernoulli](https://pytorch.org/docs/stable/distributions.html#torch.distributions.bernoulli.Bernoulli) | [paddle.distribution.Bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Bernoulli_cn.html#bernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.bernoulli.Bernoulli.html) | -| 97 | [torch.special.sinc](https://pytorch.org/docs/stable/special.html#torch.special.sinc) | [paddle.sinc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinc_cn.html#sinc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.sinc.html) | -| 98 | [torch.nn.InstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm3d.html#torch.nn.InstanceNorm3d) | [paddle.nn.InstanceNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.InstanceNorm3d.html) | -| 99 | [torch.nn.functional.l1_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.l1_loss.html?highlight=l1_loss#torch.nn.functional.l1_loss) | [paddle.nn.functional.l1_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/l1_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.l1_loss.html) | -| 100 | [torch.Tensor.numpy](https://pytorch.org/docs/stable/generated/torch.Tensor.numpy.html?highlight=numpy#torch.Tensor.numpy) | [paddle.Tensor.numpy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#numpy) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.numpy.html) | -| 101 | [torch.linalg.det](https://pytorch.org/docs/stable/generated/torch.linalg.det.html#torch.linalg.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.det.html) | -| 102 | [torch.linspace](https://pytorch.org/docs/stable/generated/torch.linspace.html?highlight=linspace#torch.linspace) | [paddle.linspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linspace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linspace.html) | -| 103 | [torch.nn.functional.margin\_ranking\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.margin_ranking_loss.html?highlight=margin_ranking_loss#torch.nn.functional.margin_ranking_loss) | [paddle.nn.functional.margin\_ranking\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/margin_ranking_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.margin_ranking_loss.html) | -| 104 | [torch.nn.functional.normalize](https://pytorch.org/docs/stable/generated/torch.nn.functional.normalize.html?highlight=normalize#torch.nn.functional.normalize) | [paddle.nn.functional.normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/normalize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.normalize.html) | -| 105 | [torch.distributions.binomial.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial) | [paddle.distribution.Binomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/Binomial_cn.html#binomial) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.binomial.Binomial.html) | -| 106 | [torch.Tensor.log\_normal\_](https://pytorch.org/docs/stable/generated/torch.Tensor.log_normal_.html#torch-tensor-log-normal) | [paddle.Tensor.log\_normal\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#log_normal-mean-1-0-std-2-0-shape-none-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.log_normal_.html) | -| 107 | [torch.optim.RMSprop](https://pytorch.org/docs/stable/generated/torch.optim.RMSprop.html) | [paddle.optimizer.RMSProp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RMSProp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.RMSprop.html) | -| 108 | torch.scalar_tensor | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.scalar_tensor.html) | -| 109 | [torch.distributions.laplace.Laplace](https://pytorch.org/docs/stable/distributions.html#torch.distributions.laplace.Laplace) | [paddle.distribution.Laplace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Laplace_cn.html#laplace) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.laplace.Laplace.html) | -| 110 | [torch.distributed.new_group](https://pytorch.org/docs/stable/distributed.html#torch.distributed.new_group) | [paddle.distributed.new_group](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/new_group_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.new_group.html) | -| 111 | [torch.distributions.lkj_cholesky.LKJCholesky](https://pytorch.org/docs/stable/distributions.html#torch.distributions.lkj_cholesky.LKJCholesky) | [paddle.distribution.LKJCholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/LKJCholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.lkj_cholesky.LKJCholesky.html) | -| 112 | [torch.utils.data.DataLoader](https://pytorch.org/docs/stable/data.html?highlight=dataloader#torch.utils.data.DataLoader) | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DataLoader_cn.html#dataloader) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.DataLoader.html) | -| 113 | [torch.distributions.cauchy.Cauchy](https://pytorch.org/docs/stable/distributions.html#torch.distributions.cauchy.Cauchy) | [paddle.distribution.Cauchy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Cauchy_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.cauchy.Cauchy.html) | -| 114 | [torch.linalg.matrix_norm](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_norm.html#torch.linalg.matrix_norm) | [paddle.linalg.matrix_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_norm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.matrix_norm.html) | -| 115 | [torch.isposinf](https://pytorch.org/docs/stable/generated/torch.isposinf.html#torch-isposinf) | [paddle.isposinf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isposinf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.isposinf.html) | -| 116 | [torch.index_add](https://pytorch.org/docs/stable/generated/torch.index_add.html#torch.index_add) | [paddle.index_add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add_cn.html#index-add) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.index_add.html) | -| 117 | [torch.acos](https://pytorch.org/docs/stable/generated/torch.acos.html?highlight=acos#torch.acos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acos_cn.html#acos) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acos.html) | -| 118 | [torch.randint](https://pytorch.org/docs/stable/generated/torch.randint.html?highlight=randint#torch.randint) | [paddle.randint](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/randint_cn.html#randint) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.randint.html) | -| 119 | [torch.linalg.cross](https://pytorch.org/docs/stable/generated/torch.linalg.cross.html?highlight=torch+linalg+cross#torch.linalg.cross) | [paddle.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cross_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cross.html) | -| 120 | [torch.nn.functional.scaled\_dot\_product\_attention](https://pytorch.org/docs/stable/generated/torch.nn.functional.scaled_dot_product_attention.html#torch-nn-functional-scaled-dot-product-attention) | [paddle.nn.functional.scaled\_dot\_product\_attention](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/scaled_dot_product_attention_cn.html#scaled-dot-product-attention) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.scaled_dot_product_attention.html) | -| 121 | [torch.nn.functional.max_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool1d.html#torch.nn.functional.max_pool1d) | [paddle.nn.functional.max_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.max_pool1d.html) | -| 122 | [torch.Tensor.index_add](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add.html#torch.Tensor.index_add) | paddle.Tensor.index_add | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.index_add.html) | -| 123 | [torch.mv](https://pytorch.org/docs/stable/generated/torch.mv.html?highlight=torch+mv#torch.mv) | [paddle.mv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.mv.html) | -| 124 | [torch.Tensor.new_tensor](https://pytorch.org/docs/stable/generated/torch.Tensor.new_tensor.html#torch-tensor-new-tensor) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.new_tensor.html) | -| 125 | [torch.vdot](https://pytorch.org/docs/stable/generated/torch.vdot.html#torch.vdot) | [paddle.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dot_cn.html#dot) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.vdot.html) | -| 126 | [torch.fft.fftn](https://pytorch.org/docs/stable/generated/torch.fft.fftn.html?highlight=fftn#torch.fft.fftn) | [paddle.fft.fftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fftn.html) | -| 127 | [fairscale.nn.model_parallel.layers.ColumnParallelLinear](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L218) | [paddle.distributed.fleet.meta_parallel.ColumnParallelLinear](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L153) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.ColumnParallelLinear.html) | -| 128 | [torch.nn.Dropout3d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout3d.html?highlight=dropout3d#torch.nn.Dropout3d) | [paddle.nn.Dropout3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout3D_cn.html#dropout3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout3d.html) | -| 129 | [torchvision.ops.RoIAlign](https://pytorch.org/vision/main/generated/torchvision.ops.RoIAlign.html) | [paddle.vision.ops.RoIAlign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/RoIAlign_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.ops.RoIAlign.html) | -| 130 | [torch.distributed.recv](https://pytorch.org/docs/stable/distributed.html#torch.distributed.recv) | [paddle.distributed.recv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/recv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.recv.html) | -| 131 | [torch.distributions.studentT.StudentT](https://pytorch.org/docs/stable/distributions.html#studentt) | [paddle.distribution.StudentT](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/StudentT_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.studentT.StudentT.html) | -| 132 | [torch.nn.functional.mish](https://pytorch.org/docs/stable/generated/torch.nn.functional.mish.html?highlight=torch+nn+functional+mish#torch.nn.functional.mish) | [paddle.nn.functional.mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/mish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.mish.html) | -| 133 | [torch.fft.rfftfreq](https://pytorch.org/docs/stable/generated/torch.fft.rfftfreq.html?highlight=rfftfreq#torch.fft.rfftfreq) | [paddle.fft.rfftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfftfreq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.rfftfreq.html) | -| 134 | [transformers.AddedToken](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/tokenization_utils_base.py#L84) | [paddlenlp.transformers.AddedToken](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/tokenizer_utils_base.py#L48) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.AddedToken.html) | -| 135 | [torch.nn.FractionalMaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.FractionalMaxPool3d.html#fractionalmaxpool3d) | [paddle.nn.FractionalMaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/nn/FractionalMaxPool3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FractionalMaxPool3d.html) | -| 136 | [torch.optim.RAdam](https://pytorch.org/docs/stable/generated/torch.optim.RAdam.html#torch.optim.RAdam) | [paddle.optimizer.RAdam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RAdam_cn.html#radam) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.RAdam.html) | -| 137 | [torch.distributions.continuous_bernoulli.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html) | [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.continuous_bernoulli.ContinuousBernoulli.html) | -| 138 | [torch.negative](https://pytorch.org/docs/stable/generated/torch.negative.html?highlight=torch+negative#torch.negative) | [paddle.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.negative.html) | -| 139 | [torch.nn.Module.register\_forward\_pre\_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_pre_hook) | [paddle.nn.Layer.register\_forward\_pre\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-pre-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.register_forward_pre_hook.html) | -| 140 | [torch.special.erfinv](https://pytorch.org/docs/stable/special.html#torch.special.erfinv) | [paddle.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erfinv.html) | -| 141 | [torch.special.polygamma](https://pytorch.org/docs/stable/special.html#torch.special.polygamma) | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.polygamma.html) | -| 142 | [torch.bernoulli](https://pytorch.org/docs/stable/generated/torch.bernoulli.html#torch.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.bernoulli.html) | -| 143 | [torch.distributions.multinomial.Multinomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.multinomial.Multinomial) | [paddle.distribution.Multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Multinomial_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.multinomial.Multinomial.html) | -| 144 | [torch.inner](https://pytorch.org/docs/stable/generated/torch.inner.html?highlight=inner#torch.inner) | [paddle.inner](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/inner_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.inner.html) | -| 145 | [torch.fft.irfft](https://pytorch.org/docs/stable/generated/torch.fft.irfft.html#torch-fft-irfft) | [paddle.fft.irfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfft_cn.html#irfft) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.irfft.html) | -| 146 | [torch.nn.functional.celu](https://pytorch.org/docs/stable/generated/torch.nn.functional.celu.html#torch.nn.functional.celu) | [paddle.nn.functional.celu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/celu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.celu.html) | -| 147 | [torch.bucketize](https://pytorch.org/docs/stable/generated/torch.bucketize.html#torch.bucketize) | [paddle.bucketize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bucketize_cn.html#paddle-bucketize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.bucketize.html) | -| 148 | [torch.nn.Mish](https://pytorch.org/docs/stable/generated/torch.nn.Mish.html?highlight=torch+nn+mish) | [paddle.nn.Mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Mish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Mish.html) | -| 149 | [torch.distributions.dirichlet.Dirichlet](https://pytorch.org/docs/stable/distributions.html#torch.distributions.dirichlet.Dirichlet) | [paddle.distribution.Dirichlet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Dirichlet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.dirichlet.Dirichlet.html) | -| 150 | [torch.nan\_to\_num](https://pytorch.org/docs/stable/generated/torch.nan_to_num.html?highlight=nan_to_num#torch.nan_to_num) | [paddle.nan\_to\_num](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nan_to_num_cn.html#nan-to-num) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nan_to_num.html) | -| 151 | [torch.fft.ifft2](https://pytorch.org/docs/stable/generated/torch.fft.ifft2.html?highlight=ifft2#torch.fft.ifft2) | [paddle.fft.ifft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifft2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ifft2.html) | -| 152 | [torch.fft.hfft](https://pytorch.org/docs/stable/generated/torch.fft.hfft.html?highlight=hfft#torch.fft.hfft) | [paddle.fft.hfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/hfft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.hfft.html) | -| 153 | [torch.signal.windows.general_hamming](https://pytorch.org/docs/stable/generated/torch.signal.windows.general_hamming.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.general_hamming.html) | -| 154 | [torch.triu_indices](https://pytorch.org/docs/stable/generated/torch.triu_indices.html?highlight=triu_indices#torch.triu_indices) | [paddle.triu_indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/triu_indices_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.triu_indices.html) | -| 155 | [torch.logspace](https://pytorch.org/docs/stable/generated/torch.logspace.html?highlight=logspace#torch.logspace) | [paddle.logspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logspace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.logspace.html) | -| 156 | [torch.set_printoptions](https://pytorch.org/docs/stable/generated/torch.set_printoptions.html?highlight=torch+set_printoptions#torch.set_printoptions) | [paddle.set_printoptions](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_printoptions_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.set_printoptions.html) | -| 157 | [torch.nn.Hardswish](https://pytorch.org/docs/stable/generated/torch.nn.Hardswish.html#torch.nn.Hardswish) | [paddle.nn.Hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardswish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardswish.html) | -| 158 | [torch.autograd.backward](https://pytorch.org/docs/stable/generated/torch.autograd.backward.html#torch.autograd.backward) | [paddle.autograd.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/backward_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.backward.html) | -| 159 | [torch.nn.Module.load\_state\_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.load_state_dict) | [paddle.nn.Layer.set\_state\_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#set-state-dict-state-dict-use-structured-name-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.load_state_dict.html) | -| 160 | [torch.signal.windows.hann](https://pytorch.org/docs/stable/generated/torch.signal.windows.hann.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.hann.html) | -| 161 | [torch.save](https://pytorch.org/docs/stable/generated/torch.save.html?highlight=save#torch.save) | [paddle.save](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/save_cn.html#save) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.save.html) | -| 162 | [torch.autograd.functional.hessian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.hessian.html#torch.autograd.functional.hessian) | [paddle.incubate.autograd.Hessian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Hessian_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.hessian.html) | -| 163 | [torch.fmax](https://pytorch.org/docs/stable/generated/torch.fmax.html#torch.fmax) | [paddle.fmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmax.html) | -| 164 | [torch.linalg.svd](https://pytorch.org/docs/stable/generated/torch.linalg.svd.html?highlight=svd#torch.linalg.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.svd.html) | -| 165 | [torch.nn.functional.triplet\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.triplet_margin_loss.html?highlight=triplet_margin_loss#torch.nn.functional.triplet_margin_loss) | [paddle.nn.functional.triplet\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/triplet_margin_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.triplet_margin_loss.html) | -| 166 | [torch.nn.functional.fractional\_max\_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.fractional_max_pool3d.html#torch-nn-functional-fractional-max-pool3d) | [paddle.nn.functional.fractional\_max\_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/fractional_max_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.fractional_max_pool3d.html) | -| 167 | [torch.special.psi](https://pytorch.org/docs/stable/special.html#torch.special.psi) | [paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.psi.html) | -| 168 | [torch.baddbmm](https://pytorch.org/docs/stable/generated/torch.baddbmm.html?highlight=baddbmm#torch.baddbmm) | [paddle.baddbmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/baddbmm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.baddbmm.html) | -| 169 | [torch.linalg.eigvalsh](https://pytorch.org/docs/stable/generated/torch.linalg.eigvalsh.html#torch.linalg.eigvalsh) | [paddle.linalg.eigvalsh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigvalsh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.eigvalsh.html) | -| 170 | [torch.nn.functional.binary\_cross\_entropy](https://pytorch.org/docs/stable/generated/torch.nn.functional.binary_cross_entropy.html) | [paddle.nn.functional.binary\_cross\_entropy](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_cn.html#binary-cross-entropy) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.binary_cross_entropy.html) | -| 171 | [torch.deg2rad](https://pytorch.org/docs/stable/generated/torch.deg2rad.html#torch-deg2rad) | [paddle.deg2rad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/deg2rad_cn.html#paddle.deg2rad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.deg2rad.html) | -| 172 | [torch.fft.fftfreq](https://pytorch.org/docs/stable/generated/torch.fft.fftfreq.html?highlight=fftfreq#torch.fft.fftfreq) | [paddle.fft.fftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftfreq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fftfreq.html) | -| 173 | [torch.nn.functional.hardswish](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardswish.html#torch.nn.functional.hardswish) | [paddle.nn.functional.hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardswish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hardswish.html) | -| 174 | [torch.nn.PoissonNLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.PoissonNLLLoss) | [paddle.nn.PoissonNLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PoissonNLLLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.PoissonNLLLoss.html) | -| 175 | [torch.Tensor.round_](https://pytorch.org/docs/stable/generated/torch.Tensor.round_.html#torch.Tensor.round_) | [paddle.Tensor.round_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#round-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.round_.html) | -| 176 | [torch.nn.functional.poisson\_nll\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.poisson_nll_loss.html) | [paddle.nn.functional.poisson\_nll\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/poisson_nll_loss_cn.html#poisson-nll-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.poisson_nll_loss.html) | -| 177 | [torch.distributions.exp_family.ExponentialFamily](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exp_family.ExponentialFamily) | [paddle.distribution.ExponentialFamily](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExponentialFamily_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.exp_family.ExponentialFamily.html) | -| 178 | [torch.nn.MaxPool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool1d.html?highlight=maxpool1d#torch.nn.MaxPool1d) | [paddle.nn.MaxPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxPool1D_cn.html#maxpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MaxPool1d.html) | -| 179 | [torch.distributed.rpc.init_rpc](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.init_rpc) | [paddle.distributed.rpc.init_rpc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/init_rpc_cn.html#init-rpc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.rpc.init_rpc.html) | -| 180 | [torch.nn.FractionalMaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.FractionalMaxPool2d.html#fractionalmaxpool2d) | [paddle.nn.FractionalMaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/nn/FractionalMaxPool2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FractionalMaxPool2d.html) | -| 181 | [flash\_attn.flash\_attn\_interface.flash\_attn\_func](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/flash_attn_interface.py#L808) | [paddle.nn.functional.flash\_attention.flash\_attention](https://github.com/PaddlePaddle/Paddle/blob/900d27c40ef4567d7ea6342f3f0eedd394885ecb/python/paddle/nn/functional/flash_attention.py#L248) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/flash_attn.flash_attn_interface.flash_attn_func.html) | -| 182 | [torch.gcd](https://pytorch.org/docs/stable/generated/torch.gcd.html#torch-gcd) | [paddle.gcd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gcd_cn.html#gcd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.gcd.html) | -| 183 | [torch.optim.NAdam](https://pytorch.org/docs/stable/generated/torch.optim.NAdam.html#torch.optim.NAdam) | [paddle.optimizer.NAdam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/NAdam_cn.html#nadam) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.NAdam.html) | -| 184 | [torch.trunc](https://pytorch.org/docs/stable/generated/torch.trunc.html?highlight=torch+trunc#torch.trunc) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trunc_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.trunc.html) | -| 185 | [torch.Tensor.unique](https://pytorch.org/docs/stable/generated/torch.Tensor.unique.html?highlight=unique#torch.Tensor.unique) | [paddle.Tensor.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#unique-return-index-false-return-inverse-false-return-counts-false-axis-none-dtype-int64-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.unique.html) | -| 186 | [torch.nn.Hardtanh](https://pytorch.org/docs/stable/generated/torch.nn.Hardtanh.html#torch.nn.Hardtanh) | [paddle.nn.Hardtanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardtanh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardtanh.html) | -| 187 | [torch.nn.AdaptiveLogSoftmaxWithLoss](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveLogSoftmaxWithLoss.html#adaptivelogsoftmaxwithloss) | [paddle.nn.AdaptiveLogSoftmaxWithLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AdaptiveLogSoftmaxWithLoss_cn.html#adaptivelogsoftmaxwithloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.AdaptiveLogSoftmaxWithLoss.html) | +| 55 | [torch.utils.checkpoint.checkpoint](https://pytorch.org/docs/stable/checkpoint.html#torch.utils.checkpoint.checkpoint) | [paddle.distributed.fleet.utils.recompute](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CppExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.checkpoint.checkpoint.html) | +| 56 | [torch.distributed.broadcast\_object\_list](https://pytorch.org/docs/stable/distributed.html?highlight=broadcast_object_list#torch.distributed.broadcast_object_list) | [paddle.distributed.broadcast\_object\_list](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/broadcast_object_list_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.broadcast_object_list.html) | +| 57 | [torch.nn.functional.rrelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.rrelu.html#torch.nn.functional.rrelu) | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.rrelu.html) | +| 58 | [torch.linalg.cholesky](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky.html?highlight=linalg+cholesky#torch.linalg.cholesky) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cholesky.html) | +| 59 | [torch.Tensor.backward](https://pytorch.org/docs/stable/generated/torch.Tensor.backward.html#torch.Tensor.backward) | [paddle.Tensor.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#backward-grad-tensor-none-retain-graph-false) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.backward.html) | +| 60 | [torch.nn.functional.cosine\_embedding\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_embedding_loss.html#torch.nn.functional.cosine_embedding_loss) | [paddle.nn.functional.cosine\_embedding\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_embedding_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.cosine_embedding_loss.html) | +| 61 | [torch.nn.functional.feature\_alpha\_dropout](https://pytorch.org/docs/stable/generated/torch.nn.functional.feature_alpha_dropout.html) | [paddle.nn.functional.feature\_alpha\_dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/feature_alpha_dropout_cn.html#feature_alpha-dropout) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.feature_alpha_dropout.html) | +| 62 | [torch.cumprod](https://pytorch.org/docs/stable/generated/torch.cumprod.html?highlight=cumprod#torch.cumprod) | [paddle.cumprod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cumprod_cn.html#cumprod) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cumprod.html) | +| 63 | [torch.autograd.functional.jacobian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.jacobian.html#torch.autograd.functional.jacobian) | [paddle.incubate.autograd.Jacobian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Jacobian_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.jacobian.html) | +| 64 | [torch.cummin](https://pytorch.org/docs/stable/generated/torch.cummin.html) | [paddle.cummin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cummin_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.cummin.html) | +| 65 | [torch.asinh](https://pytorch.org/docs/stable/generated/torch.asinh.html#torch.asinh) | [paddle.asinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/asinh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.asinh.html) | +| 66 | [torch.nn.LayerNorm](https://pytorch.org/docs/stable/generated/torch.nn.LayerNorm.html?highlight=layernorm#torch.nn.LayerNorm) | [paddle.nn.LayerNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LayerNorm_cn.html#layernorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.LayerNorm.html) | +| 67 | [torch.distributions.transforms.PowerTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SigmoidTransform) | [paddle.distribution.PowerTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/PowerTransform_cn.html#powertransform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.PowerTransform.html) | +| 68 | [torch.linalg.solve](https://pytorch.org/docs/stable/generated/torch.linalg.solve.html#torch.linalg.solve) | [paddle.linalg.solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.solve.html) | +| 69 | [torch.utils.cpp_extension.CppExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+cppextension#torch.utils.cpp_extension.CppExtension) | [paddle.utils.cpp_extension.CppExtension](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/cpp_extension/CppExtension_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.cpp_extension.CppExtension.html) | +| 70 | [torch.hypot](https://pytorch.org/docs/stable/generated/torch.hypot.html#torch.hypot) | [paddle.hypot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hypot_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hypot.html) | +| 71 | [torch.nextafter](https://pytorch.org/docs/stable/generated/torch.nextafter.html?highlight=nextafter#torch.nextafter) | [paddle.nextafter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nextafter_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nextafter.html) | +| 72 | [torch.fmod](https://pytorch.org/docs/stable/generated/torch.fmod.html?highlight=fmod#torch.fmod) | [paddle.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mod_cn.html#mod) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmod.html) | +| 73 | [torch.fix](https://pytorch.org/docs/stable/generated/torch.fix.html?highlight=torch+fix#torch.fix) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trunc_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fix.html) | +| 74 | [torch.distributions.beta.Beta](https://pytorch.org/docs/stable/distributions.html#torch.distributions.beta.Beta) | [paddle.distribution.Beta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Beta_cn.html#beta) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.beta.Beta.html) | +| 75 | [torch.lgamma](https://pytorch.org/docs/stable/generated/torch.lgamma.html?highlight=lgamma#torch.lgamma) | [paddle.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/lgamma_cn.html#lgamma) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.lgamma.html) | +| 76 | [torch.nn.GroupNorm](https://pytorch.org/docs/stable/generated/torch.nn.GroupNorm.html?highlight=groupnorm#torch.nn.GroupNorm) | [paddle.nn.GroupNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GroupNorm_cn.html#groupnorm) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.GroupNorm.html) | +| 77 | [torch.autograd.grad](https://pytorch.org/docs/stable/generated/torch.autograd.grad.html#torch.autograd.grad) | [paddle.grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/grad_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.grad.html) | +| 78 | [torch.distributions.transforms.Transform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.Transform) | [paddle.distribution.Transform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Transform_cn.html#transform) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.Transform.html) | +| 79 | [torch.linalg.solve_triangular](https://pytorch.org/docs/stable/generated/torch.linalg.solve_triangular.html?highlight=torch+linalg+solve_triangular#torch.linalg.solve_triangular) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/triangular_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.solve_triangular.html) | +| 80 | [torch.nn.BCEWithLogitsLoss](https://pytorch.org/docs/stable/generated/torch.nn.BCEWithLogitsLoss.html#bcewithlogitsloss) | [paddle.nn.BCEWithLogitsLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/BCEWithLogitsLoss_cn.html#bcewithlogitsloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.BCEWithLogitsLoss.html) | +| 81 | [fairscale.nn.model_parallel.layers.RowParallelLinear](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L299) | [paddle.distributed.fleet.meta_parallel.RowParallelLinear](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L291) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.RowParallelLinear.html) | +| 82 | [torch.nn.ELU](https://pytorch.org/docs/stable/generated/torch.nn.ELU.html?highlight=elu#torch.nn.ELU) | [paddle.nn.ELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ELU_cn.html#elu) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ELU.html) | +| 83 | [torch.jit.load](https://pytorch.org/docs/stable/generated/torch.jit.load.html#torch.jit.load) | [paddle.jit.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.jit.load.html) | +| 84 | [torch.nn.NLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.NLLLoss.html?highlight=nllloss#torch.nn.NLLLoss) | [paddle.nn.NLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/NLLLoss_cn.html#nllloss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.NLLLoss.html) | +| 85 | [torch.nn.functional.multilabel\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.multilabel_margin_loss.html) | [paddle.nn.functional.multi\_label\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/multi_label_margin_loss_cn.html#multi-label-margin-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.multilabel_margin_loss.html) | +| 86 | [torch.atan2](https://pytorch.org/docs/stable/generated/torch.atan2.html#torch.atan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.atan2.html) | +| 87 | [torch.acosh](https://pytorch.org/docs/stable/generated/torch.acosh.html?highlight=acosh#torch.acosh) | [paddle.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acosh_cn.html#acos) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acosh.html) | +| 88 | [torch.optim.ASGD](https://pytorch.org/docs/stable/generated/torch.optim.ASGD.html) | [paddle.optimizer.ASGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/ASGD_cn.html#cn-api-paddle-optimizer-asgd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.ASGD.html) | +| 89 | [torch.distributions.transforms.SoftmaxTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SoftmaxTransform) | [paddle.distribution.SoftmaxTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SoftmaxTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.SoftmaxTransform.html) | +| 90 | [transformers.GenerationConfig](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/text_generation#transformers.GenerationConfig) | [paddlenlp.generation.GenerationConfig](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/generation/configuration_utils.py#L62) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.GenerationConfig.html) | +| 91 | [torch.linalg.householder_product](https://pytorch.org/docs/stable/generated/torch.linalg.householder_product.html#torch.linalg.householder_product) | [paddle.linalg.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.householder_product.html) | +| 92 | [torch.special.erf](https://pytorch.org/docs/stable/special.html?highlight=torch+special+erf#torch.special.erf) | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erf.html) | +| 93 | [torch.inverse](https://pytorch.org/docs/stable/generated/torch.inverse.html?highlight=inverse#torch.inverse) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.inverse.html) | +| 94 | [torch.signal.windows.general_cosine](https://pytorch.org/docs/stable/generated/torch.signal.windows.general_cosine.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.general_cosine.html) | +| 95 | [torch.distributions.log_normal.LogNormal](https://pytorch.org/docs/stable/distributions.html#torch.distributions.log_normal.LogNormal) | [paddle.distribution.LogNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/LogNormal_cn.html#lognormal) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.log_normal.LogNormal.html) | +| 96 | [torch.distributed.P2POp](https://pytorch.org/docs/stable/distributed.html#torch.distributed.P2POp) | [paddle.distributed.P2POp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/Overview_cn.html#paddle-distributed) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.P2POp.html) | +| 97 | [torch.distributions.bernoulli.Bernoulli](https://pytorch.org/docs/stable/distributions.html#torch.distributions.bernoulli.Bernoulli) | [paddle.distribution.Bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Bernoulli_cn.html#bernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.bernoulli.Bernoulli.html) | +| 98 | [torch.special.sinc](https://pytorch.org/docs/stable/special.html#torch.special.sinc) | [paddle.sinc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinc_cn.html#sinc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.sinc.html) | +| 99 | [torch.nn.InstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm3d.html#torch.nn.InstanceNorm3d) | [paddle.nn.InstanceNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.InstanceNorm3d.html) | +| 100 | [torch.nn.functional.l1_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.l1_loss.html?highlight=l1_loss#torch.nn.functional.l1_loss) | [paddle.nn.functional.l1_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/l1_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.l1_loss.html) | +| 101 | [torch.Tensor.numpy](https://pytorch.org/docs/stable/generated/torch.Tensor.numpy.html?highlight=numpy#torch.Tensor.numpy) | [paddle.Tensor.numpy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#numpy) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.numpy.html) | +| 102 | [torch.linalg.det](https://pytorch.org/docs/stable/generated/torch.linalg.det.html#torch.linalg.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.det.html) | +| 103 | [torch.linspace](https://pytorch.org/docs/stable/generated/torch.linspace.html?highlight=linspace#torch.linspace) | [paddle.linspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linspace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linspace.html) | +| 104 | [torch.nn.functional.margin\_ranking\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.margin_ranking_loss.html?highlight=margin_ranking_loss#torch.nn.functional.margin_ranking_loss) | [paddle.nn.functional.margin\_ranking\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/margin_ranking_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.margin_ranking_loss.html) | +| 105 | [torch.nn.functional.normalize](https://pytorch.org/docs/stable/generated/torch.nn.functional.normalize.html?highlight=normalize#torch.nn.functional.normalize) | [paddle.nn.functional.normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/normalize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.normalize.html) | +| 106 | [torch.distributions.binomial.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial) | [paddle.distribution.Binomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/Binomial_cn.html#binomial) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.binomial.Binomial.html) | +| 107 | [torch.Tensor.log\_normal\_](https://pytorch.org/docs/stable/generated/torch.Tensor.log_normal_.html#torch-tensor-log-normal) | [paddle.Tensor.log\_normal\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#log_normal-mean-1-0-std-2-0-shape-none-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.log_normal_.html) | +| 108 | [torch.optim.RMSprop](https://pytorch.org/docs/stable/generated/torch.optim.RMSprop.html) | [paddle.optimizer.RMSProp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RMSProp_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.RMSprop.html) | +| 109 | torch.scalar_tensor | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.scalar_tensor.html) | +| 110 | [torch.distributions.laplace.Laplace](https://pytorch.org/docs/stable/distributions.html#torch.distributions.laplace.Laplace) | [paddle.distribution.Laplace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Laplace_cn.html#laplace) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.laplace.Laplace.html) | +| 111 | [torch.distributed.new_group](https://pytorch.org/docs/stable/distributed.html#torch.distributed.new_group) | [paddle.distributed.new_group](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/new_group_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.new_group.html) | +| 112 | [torch.distributions.lkj_cholesky.LKJCholesky](https://pytorch.org/docs/stable/distributions.html#torch.distributions.lkj_cholesky.LKJCholesky) | [paddle.distribution.LKJCholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/LKJCholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.lkj_cholesky.LKJCholesky.html) | +| 113 | [torch.utils.data.DataLoader](https://pytorch.org/docs/stable/data.html?highlight=dataloader#torch.utils.data.DataLoader) | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DataLoader_cn.html#dataloader) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.DataLoader.html) | +| 114 | [torch.distributions.cauchy.Cauchy](https://pytorch.org/docs/stable/distributions.html#torch.distributions.cauchy.Cauchy) | [paddle.distribution.Cauchy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Cauchy_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.cauchy.Cauchy.html) | +| 115 | [torch.linalg.matrix_norm](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_norm.html#torch.linalg.matrix_norm) | [paddle.linalg.matrix_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/matrix_norm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.matrix_norm.html) | +| 116 | [torch.isposinf](https://pytorch.org/docs/stable/generated/torch.isposinf.html#torch-isposinf) | [paddle.isposinf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isposinf_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.isposinf.html) | +| 117 | [torch.index_add](https://pytorch.org/docs/stable/generated/torch.index_add.html#torch.index_add) | [paddle.index_add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add_cn.html#index-add) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.index_add.html) | +| 118 | [torch.acos](https://pytorch.org/docs/stable/generated/torch.acos.html?highlight=acos#torch.acos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/acos_cn.html#acos) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.acos.html) | +| 119 | [torch.randint](https://pytorch.org/docs/stable/generated/torch.randint.html?highlight=randint#torch.randint) | [paddle.randint](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/randint_cn.html#randint) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.randint.html) | +| 120 | [torch.linalg.cross](https://pytorch.org/docs/stable/generated/torch.linalg.cross.html?highlight=torch+linalg+cross#torch.linalg.cross) | [paddle.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cross_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cross.html) | +| 121 | [torch.nn.functional.scaled\_dot\_product\_attention](https://pytorch.org/docs/stable/generated/torch.nn.functional.scaled_dot_product_attention.html#torch-nn-functional-scaled-dot-product-attention) | [paddle.nn.functional.scaled\_dot\_product\_attention](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/scaled_dot_product_attention_cn.html#scaled-dot-product-attention) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.scaled_dot_product_attention.html) | +| 122 | [torch.nn.functional.max_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool1d.html#torch.nn.functional.max_pool1d) | [paddle.nn.functional.max_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool1d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.max_pool1d.html) | +| 123 | [torch.Tensor.index_add](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add.html#torch.Tensor.index_add) | paddle.Tensor.index_add | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.index_add.html) | +| 124 | [torch.mv](https://pytorch.org/docs/stable/generated/torch.mv.html?highlight=torch+mv#torch.mv) | [paddle.mv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/mv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.mv.html) | +| 125 | [torch.Tensor.new_tensor](https://pytorch.org/docs/stable/generated/torch.Tensor.new_tensor.html#torch-tensor-new-tensor) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.new_tensor.html) | +| 126 | [torch.vdot](https://pytorch.org/docs/stable/generated/torch.vdot.html#torch.vdot) | [paddle.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dot_cn.html#dot) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.vdot.html) | +| 127 | [torch.fft.fftn](https://pytorch.org/docs/stable/generated/torch.fft.fftn.html?highlight=fftn#torch.fft.fftn) | [paddle.fft.fftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftn_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fftn.html) | +| 128 | [fairscale.nn.model_parallel.layers.ColumnParallelLinear](https://github.com/facebookresearch/fairscale/blob/164cc0f3170b4a3951dd84dda29c3e1504ac4d6e/fairscale/nn/model_parallel/layers.py#L218) | [paddle.distributed.fleet.meta_parallel.ColumnParallelLinear](https://github.com/PaddlePaddle/Paddle/blob/016766cc89fabc10181453ce70b701dd8ed019f6/python/paddle/distributed/fleet/layers/mpu/mp_layers.py#L153) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/fairscale.nn.model_parallel.layers.ColumnParallelLinear.html) | +| 129 | [torch.nn.Dropout3d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout3d.html?highlight=dropout3d#torch.nn.Dropout3d) | [paddle.nn.Dropout3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Dropout3D_cn.html#dropout3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Dropout3d.html) | +| 130 | [torchvision.ops.RoIAlign](https://pytorch.org/vision/main/generated/torchvision.ops.RoIAlign.html) | [paddle.vision.ops.RoIAlign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/RoIAlign_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.ops.RoIAlign.html) | +| 131 | [torch.distributed.recv](https://pytorch.org/docs/stable/distributed.html#torch.distributed.recv) | [paddle.distributed.recv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/recv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.recv.html) | +| 132 | [torch.distributions.studentT.StudentT](https://pytorch.org/docs/stable/distributions.html#studentt) | [paddle.distribution.StudentT](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/StudentT_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.studentT.StudentT.html) | +| 133 | [torch.nn.functional.mish](https://pytorch.org/docs/stable/generated/torch.nn.functional.mish.html?highlight=torch+nn+functional+mish#torch.nn.functional.mish) | [paddle.nn.functional.mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/mish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.mish.html) | +| 134 | [torch.fft.rfftfreq](https://pytorch.org/docs/stable/generated/torch.fft.rfftfreq.html?highlight=rfftfreq#torch.fft.rfftfreq) | [paddle.fft.rfftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfftfreq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.rfftfreq.html) | +| 135 | [transformers.AddedToken](https://github.com/huggingface/transformers/blob/d625294d79341662784495551abdf45e6cb9372f/src/transformers/tokenization_utils_base.py#L84) | [paddlenlp.transformers.AddedToken](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/tokenizer_utils_base.py#L48) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/transformers.AddedToken.html) | +| 136 | [torch.nn.FractionalMaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.FractionalMaxPool3d.html#fractionalmaxpool3d) | [paddle.nn.FractionalMaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/nn/FractionalMaxPool3D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FractionalMaxPool3d.html) | +| 137 | [torch.optim.RAdam](https://pytorch.org/docs/stable/generated/torch.optim.RAdam.html#torch.optim.RAdam) | [paddle.optimizer.RAdam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RAdam_cn.html#radam) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.RAdam.html) | +| 138 | [torch.distributions.continuous_bernoulli.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html) | [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.continuous_bernoulli.ContinuousBernoulli.html) | +| 139 | [torch.negative](https://pytorch.org/docs/stable/generated/torch.negative.html?highlight=torch+negative#torch.negative) | [paddle.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/neg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.negative.html) | +| 140 | [torch.nn.Module.register\_forward\_pre\_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_pre_hook) | [paddle.nn.Layer.register\_forward\_pre\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-pre-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.register_forward_pre_hook.html) | +| 141 | [torch.special.erfinv](https://pytorch.org/docs/stable/special.html#torch.special.erfinv) | [paddle.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.erfinv.html) | +| 142 | [torch.special.polygamma](https://pytorch.org/docs/stable/special.html#torch.special.polygamma) | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.polygamma.html) | +| 143 | [torch.bernoulli](https://pytorch.org/docs/stable/generated/torch.bernoulli.html#torch.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.bernoulli.html) | +| 144 | [torch.distributions.multinomial.Multinomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.multinomial.Multinomial) | [paddle.distribution.Multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Multinomial_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.multinomial.Multinomial.html) | +| 145 | [torch.inner](https://pytorch.org/docs/stable/generated/torch.inner.html?highlight=inner#torch.inner) | [paddle.inner](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/inner_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.inner.html) | +| 146 | [torch.fft.irfft](https://pytorch.org/docs/stable/generated/torch.fft.irfft.html#torch-fft-irfft) | [paddle.fft.irfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfft_cn.html#irfft) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.irfft.html) | +| 147 | [torch.nn.functional.celu](https://pytorch.org/docs/stable/generated/torch.nn.functional.celu.html#torch.nn.functional.celu) | [paddle.nn.functional.celu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/celu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.celu.html) | +| 148 | [torch.bucketize](https://pytorch.org/docs/stable/generated/torch.bucketize.html#torch.bucketize) | [paddle.bucketize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bucketize_cn.html#paddle-bucketize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.bucketize.html) | +| 149 | [torch.nn.Mish](https://pytorch.org/docs/stable/generated/torch.nn.Mish.html?highlight=torch+nn+mish) | [paddle.nn.Mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Mish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Mish.html) | +| 150 | [torch.distributions.dirichlet.Dirichlet](https://pytorch.org/docs/stable/distributions.html#torch.distributions.dirichlet.Dirichlet) | [paddle.distribution.Dirichlet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Dirichlet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.dirichlet.Dirichlet.html) | +| 151 | [torch.nan\_to\_num](https://pytorch.org/docs/stable/generated/torch.nan_to_num.html?highlight=nan_to_num#torch.nan_to_num) | [paddle.nan\_to\_num](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nan_to_num_cn.html#nan-to-num) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nan_to_num.html) | +| 152 | [torch.fft.ifft2](https://pytorch.org/docs/stable/generated/torch.fft.ifft2.html?highlight=ifft2#torch.fft.ifft2) | [paddle.fft.ifft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifft2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.ifft2.html) | +| 153 | [torch.fft.hfft](https://pytorch.org/docs/stable/generated/torch.fft.hfft.html?highlight=hfft#torch.fft.hfft) | [paddle.fft.hfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/hfft_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.hfft.html) | +| 154 | [torch.signal.windows.general_hamming](https://pytorch.org/docs/stable/generated/torch.signal.windows.general_hamming.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.general_hamming.html) | +| 155 | [torch.triu_indices](https://pytorch.org/docs/stable/generated/torch.triu_indices.html?highlight=triu_indices#torch.triu_indices) | [paddle.triu_indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/triu_indices_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.triu_indices.html) | +| 156 | [torch.logspace](https://pytorch.org/docs/stable/generated/torch.logspace.html?highlight=logspace#torch.logspace) | [paddle.logspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logspace_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.logspace.html) | +| 157 | [torch.set_printoptions](https://pytorch.org/docs/stable/generated/torch.set_printoptions.html?highlight=torch+set_printoptions#torch.set_printoptions) | [paddle.set_printoptions](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_printoptions_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.set_printoptions.html) | +| 158 | [torch.nn.Hardswish](https://pytorch.org/docs/stable/generated/torch.nn.Hardswish.html#torch.nn.Hardswish) | [paddle.nn.Hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardswish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardswish.html) | +| 159 | [torch.autograd.backward](https://pytorch.org/docs/stable/generated/torch.autograd.backward.html#torch.autograd.backward) | [paddle.autograd.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/backward_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.backward.html) | +| 160 | [torch.nn.Module.load\_state\_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.load_state_dict) | [paddle.nn.Layer.set\_state\_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#set-state-dict-state-dict-use-structured-name-true) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.load_state_dict.html) | +| 161 | [torch.signal.windows.hann](https://pytorch.org/docs/stable/generated/torch.signal.windows.hann.html) | [paddle.audio.functional.get_window](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/audio/functional/get_window_cn.html#get-window) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.signal.windows.hann.html) | +| 162 | [torch.save](https://pytorch.org/docs/stable/generated/torch.save.html?highlight=save#torch.save) | [paddle.save](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/save_cn.html#save) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.save.html) | +| 163 | [torch.autograd.functional.hessian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.hessian.html#torch.autograd.functional.hessian) | [paddle.incubate.autograd.Hessian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Hessian_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.autograd.functional.hessian.html) | +| 164 | [torch.fmax](https://pytorch.org/docs/stable/generated/torch.fmax.html#torch.fmax) | [paddle.fmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmax_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fmax.html) | +| 165 | [torch.linalg.svd](https://pytorch.org/docs/stable/generated/torch.linalg.svd.html?highlight=svd#torch.linalg.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.svd.html) | +| 166 | [torch.nn.functional.triplet\_margin\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.triplet_margin_loss.html?highlight=triplet_margin_loss#torch.nn.functional.triplet_margin_loss) | [paddle.nn.functional.triplet\_margin\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/triplet_margin_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.triplet_margin_loss.html) | +| 167 | [torch.nn.functional.fractional\_max\_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.fractional_max_pool3d.html#torch-nn-functional-fractional-max-pool3d) | [paddle.nn.functional.fractional\_max\_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/fractional_max_pool3d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.fractional_max_pool3d.html) | +| 168 | [torch.special.psi](https://pytorch.org/docs/stable/special.html#torch.special.psi) | [paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.psi.html) | +| 169 | [torch.baddbmm](https://pytorch.org/docs/stable/generated/torch.baddbmm.html?highlight=baddbmm#torch.baddbmm) | [paddle.baddbmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/baddbmm_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.baddbmm.html) | +| 170 | [torch.linalg.eigvalsh](https://pytorch.org/docs/stable/generated/torch.linalg.eigvalsh.html#torch.linalg.eigvalsh) | [paddle.linalg.eigvalsh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigvalsh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.eigvalsh.html) | +| 171 | [torch.nn.functional.binary\_cross\_entropy](https://pytorch.org/docs/stable/generated/torch.nn.functional.binary_cross_entropy.html) | [paddle.nn.functional.binary\_cross\_entropy](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_cn.html#binary-cross-entropy) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.binary_cross_entropy.html) | +| 172 | [torch.deg2rad](https://pytorch.org/docs/stable/generated/torch.deg2rad.html#torch-deg2rad) | [paddle.deg2rad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/deg2rad_cn.html#paddle.deg2rad) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.deg2rad.html) | +| 173 | [torch.fft.fftfreq](https://pytorch.org/docs/stable/generated/torch.fft.fftfreq.html?highlight=fftfreq#torch.fft.fftfreq) | [paddle.fft.fftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftfreq_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.fft.fftfreq.html) | +| 174 | [torch.nn.functional.hardswish](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardswish.html#torch.nn.functional.hardswish) | [paddle.nn.functional.hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardswish_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hardswish.html) | +| 175 | [torch.nn.PoissonNLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.PoissonNLLLoss) | [paddle.nn.PoissonNLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PoissonNLLLoss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.PoissonNLLLoss.html) | +| 176 | [torch.Tensor.round_](https://pytorch.org/docs/stable/generated/torch.Tensor.round_.html#torch.Tensor.round_) | [paddle.Tensor.round_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#round-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.round_.html) | +| 177 | [torch.nn.functional.poisson\_nll\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.poisson_nll_loss.html) | [paddle.nn.functional.poisson\_nll\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/poisson_nll_loss_cn.html#poisson-nll-loss) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.poisson_nll_loss.html) | +| 178 | [torch.distributions.exp_family.ExponentialFamily](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exp_family.ExponentialFamily) | [paddle.distribution.ExponentialFamily](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExponentialFamily_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.exp_family.ExponentialFamily.html) | +| 179 | [torch.nn.MaxPool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool1d.html?highlight=maxpool1d#torch.nn.MaxPool1d) | [paddle.nn.MaxPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MaxPool1D_cn.html#maxpool1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MaxPool1d.html) | +| 180 | [torch.distributed.rpc.init_rpc](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.init_rpc) | [paddle.distributed.rpc.init_rpc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/init_rpc_cn.html#init-rpc) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributed.rpc.init_rpc.html) | +| 181 | [torch.nn.FractionalMaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.FractionalMaxPool2d.html#fractionalmaxpool2d) | [paddle.nn.FractionalMaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/api/paddle/nn/FractionalMaxPool2D_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.FractionalMaxPool2d.html) | +| 182 | [flash\_attn.flash\_attn\_interface.flash\_attn\_func](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/flash_attn_interface.py#L808) | [paddle.nn.functional.flash\_attention.flash\_attention](https://github.com/PaddlePaddle/Paddle/blob/900d27c40ef4567d7ea6342f3f0eedd394885ecb/python/paddle/nn/functional/flash_attention.py#L248) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/flash_attn.flash_attn_interface.flash_attn_func.html) | +| 183 | [torch.gcd](https://pytorch.org/docs/stable/generated/torch.gcd.html#torch-gcd) | [paddle.gcd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/gcd_cn.html#gcd) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.gcd.html) | +| 184 | [torch.optim.NAdam](https://pytorch.org/docs/stable/generated/torch.optim.NAdam.html#torch.optim.NAdam) | [paddle.optimizer.NAdam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/NAdam_cn.html#nadam) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.NAdam.html) | +| 185 | [torch.trunc](https://pytorch.org/docs/stable/generated/torch.trunc.html?highlight=torch+trunc#torch.trunc) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trunc_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.trunc.html) | +| 186 | [torch.Tensor.unique](https://pytorch.org/docs/stable/generated/torch.Tensor.unique.html?highlight=unique#torch.Tensor.unique) | [paddle.Tensor.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#unique-return-index-false-return-inverse-false-return-counts-false-axis-none-dtype-int64-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.unique.html) | +| 187 | [torch.nn.Hardtanh](https://pytorch.org/docs/stable/generated/torch.nn.Hardtanh.html#torch.nn.Hardtanh) | [paddle.nn.Hardtanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardtanh_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Hardtanh.html) | | 188 | [torch.qr](https://pytorch.org/docs/stable/generated/torch.qr.html#torch.qr) | [paddle.linalg.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/qr_cn.html#qr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.qr.html) | | 189 | [torch.ldexp](https://pytorch.org/docs/stable/generated/torch.ldexp.html#torch.ldexp) | [paddle.ldexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/ldexp_cn.html#ldexp) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.ldexp.html) | | 190 | [torch.profiler.profile](https://pytorch.org/docs/stable/profiler.html#torch.profiler.profile) | [paddle.profiler.Profiler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/Profiler_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.profiler.profile.html) | @@ -1400,9 +1485,9 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 293 | [torchvision.transforms.functional.normalize](https://pytorch.org/vision/stable/generated/torchvision.transforms.functional.normalize.html) | [paddle.vision.transforms.normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/normalize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torchvision.transforms.functional.normalize.html) | | 294 | [torch.distributions.transforms.ComposeTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.ComposeTransform) | [paddle.distribution.ChainTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ChainTransform_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.distributions.transforms.ComposeTransform.html) | | 295 | [torch.special.i0](https://pytorch.org/docs/stable/special.html#torch.special.i0) | [paddle.i0](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.i0.html) | -| 296 | [torch.Tensor.multinomial](https://pytorch.org/docs/stable/generated/torch.Tensor.multinomial.html#torch.Tensor.multinomial) | paddle.Tensor.multinomial | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.Tensor.multinomial.html) | -| 297 | [torch.nn.DataParallel](https://pytorch.org/docs/stable/generated/torch.nn.DataParallel.html?highlight=dataparallel#torch.nn.DataParallel) | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html#dataparallel) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.DataParallel.html) | -| 298 | [torch.nn.Module.register\_forward\_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_hook) | [paddle.nn.Layer.register\_forward\_post\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.register_forward_hook.html) | +| 296 | [torch.nn.DataParallel](https://pytorch.org/docs/stable/generated/torch.nn.DataParallel.html?highlight=dataparallel#torch.nn.DataParallel) | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html#dataparallel) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.DataParallel.html) | +| 297 | [torch.nn.Module.register\_forward\_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_hook) | [paddle.nn.Layer.register\_forward\_post\_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.Module.register_forward_hook.html) | +| 298 | [torch.hub.load](https://pytorch.org/docs/stable/hub.html?highlight=hub+load#torch.hub.load) | [paddle.hub.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load.html) | | 299 | [torch.linalg.cond](https://pytorch.org/docs/stable/generated/torch.linalg.cond.html#torch.linalg.cond) | [paddle.linalg.cond](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/cond_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.cond.html) | | 300 | [torch.nn.functional.relu](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu.html#torch.nn.functional.relu) | [paddle.nn.functional.relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.relu.html) | | 301 | [torch.nn.functional.hinge\_embedding\_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.hinge_embedding_loss.html#torch.nn.functional.hinge_embedding_loss) | [paddle.nn.functional.hinge\_embedding\_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hinge_embedding_loss_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hinge_embedding_loss.html) | @@ -1590,77 +1675,72 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 4 | [torch.Tensor.remainder_](https://pytorch.org/docs/stable/generated/torch.Tensor.remainder_.html?highlight=torch+tensor+remainder_#torch.Tensor.remainder_) | [paddle.Tensor.remainder_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id15) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.remainder_.html) | | 5 | [torchvision.models.resnext101_64x4d](https://pytorch.org/vision/main/models/generated/torchvision.models.resnext101_64x4d.html) | [paddle.vision.models.resnext101_64x4d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnext101_64x4d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnext101_64x4d.html) | | 6 | [torch.cuda.device](https://pytorch.org/docs/stable/generated/torch.cuda.device.html#torch.cuda.device) | [paddle.device.\_convert\_to\_place](https://github.com/PaddlePaddle/Paddle/blob/c8ccc9b154632ef41ade1b8e97b87d54fde7e8f8/python/paddle/device/__init__.py#L174) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.device.html) | -| 7 | [torchvision.transforms.functional.rotate](https://pytorch.org/vision/stable/generated/torchvision.transforms.functional.rotate.html) | [paddle.vision.transforms.rotate](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/rotate_cn.html#cn-api-paddle-vision-transforms-rotate) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.rotate.html) | -| 8 | [torch.Tensor.floor_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide.html?highlight=floor_divide#torch.Tensor.floor_divide) | [paddle.Tensor.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#floor-divide-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.floor_divide.html) | -| 9 | [torch.nn.ReflectionPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad3d.html?highlight=pad#torch.nn.ReflectionPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad3d.html) | -| 10 | [torchvision.models.squeezenet1_1](https://pytorch.org/vision/main/models/generated/torchvision.models.squeezenet1_1.html) | [paddle.vision.models.squeezenet1_1](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/squeezenet1_1_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.squeezenet1_1.html) | -| 11 | [torchvision.transforms.functional.resize](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.resize.html) | [paddle.vision.transforms.resize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/resize_cn.html) | - | -| 12 | [torch.nn.Module.type](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.type) | [paddle.nn.Layer.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#astype-dtype-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.Module.type.html) | -| 13 | [torchvision.models.densenet161](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet161.html) | [paddle.vision.models.densenet161](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet161_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet161.html) | -| 14 | [torch.cuda.synchronize](https://pytorch.org/docs/stable/generated/torch.cuda.synchronize.html#torch.cuda.synchronize) | [paddle.device.synchronize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/synchronize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.synchronize.html) | -| 15 | [torchvision.models.shufflenet\_v2\_x2\_0](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x2_0.html) | [paddle.vision.models.shufflenet\_v2\_x2\_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x2_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x2_0.html) | -| 16 | [torchvision.models.inception_v3](https://pytorch.org/vision/main/models/generated/torchvision.models.inception_v3.html) | [paddle.vision.models.inception_v3](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/inception_v3_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.inception_v3.html) | -| 17 | [torch.Tensor.copysign](https://pytorch.org/docs/stable/generated/torch.Tensor.copysign.html#torch.Tensor.copysign) | paddle.Tensor.copysign | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.copysign.html) | -| 18 | [torch.Tensor.copysign_](https://pytorch.org/docs/stable/generated/torch.Tensor.copysign_.html#torch.Tensor.copysign_) | paddle.Tensor.copysign_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.copysign_.html) | -| 19 | [torchvision.transforms.functional.affine](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.affine.html) | [paddle.vision.transforms.affine](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/affine_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.affine.html) | -| 20 | [torchvision.models.alexnet](https://pytorch.org/vision/stable/models/generated/torchvision.models.alexnet.html) | [paddle.vision.models.alexnet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/alexnet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.alexnet.html) | -| 21 | [torch.cartesian_prod](https://pytorch.org/docs/stable/generated/torch.cartesian_prod.html#torch-cartesian-prod) | [paddle.cartesian_prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cartesian_prod_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cartesian_prod.html) | -| 22 | [torch.broadcast_tensors](https://pytorch.org/docs/stable/generated/torch.broadcast_tensors.html?highlight=broadcast_tensors#torch.broadcast_tensors) | [paddle.broadcast_tensors](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/broadcast_tensors_cn.html#broadcast-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.broadcast_tensors.html) | -| 23 | [torchvision.models.vgg16_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg16_bn.html) | [paddle.vision.models.vgg16](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg16_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg16_bn.html) | -| 24 | [torchvision.models.shufflenet\_v2\_x0\_5](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x0_5.html) | [paddle.vision.models.shufflenet\_v2\_x0\_5](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x0_5_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x0_5.html) | -| 25 | [torch.Tensor.le_](https://pytorch.org/docs/stable/generated/torch.Tensor.le_.html) | paddle.Tensor.less_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.le_.html) | -| 26 | [torchvision.models.densenet169](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet169.html) | [paddle.vision.models.densenet169](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet169_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet169.html) | -| 27 | [torchvision.models.resnet18](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet18.html) | [paddle.vision.models.resnet18](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet18_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet18.html) | -| 28 | [torchvision.transforms.RandomRotation](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomRotation.html) | [paddle.vision.transforms.RandomRotation](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomRotation_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomRotation.html) | -| 29 | [torch.Tensor.gt_](https://pytorch.org/docs/stable/generated/torch.Tensor.gt_.html) | paddle.Tensor.greater_than_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.gt_.html) | -| 30 | [torchvision.models.mobilenet\_v3\_small](https://pytorch.org/vision/main/models/generated/torchvision.models.mobilenet_v3_small.html) | [paddle.vision.models.mobilenet\_v3\_small](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v3_small_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v3_small.html) | -| 31 | [torchvision.models.vgg11_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg11_bn.html) | [paddle.vision.models.vgg11](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg11_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg11_bn.html) | -| 32 | [torchvision.transforms.RandomAffine](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomAffine.html) | [paddle.vision.transforms.RandomAffine](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomAffine_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomAffine.html) | -| 33 | [torchvision.models.vgg16](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg16.html) | [paddle.vision.models.vgg16](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg16_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg16.html) | -| 34 | [torch.Tensor.qr](https://pytorch.org/docs/stable/generated/torch.Tensor.qr.html?highlight=torch+tensor+qr#torch.Tensor.qr) | [paddle.Tensor.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/qr_cn.html#qr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.qr.html) | -| 35 | [torchvision.models.squeezenet1_0](https://pytorch.org/vision/main/models/generated/torchvision.models.squeezenet1_0.html) | [paddle.vision.models.squeezenet1_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/squeezenet1_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.squeezenet1_0.html) | -| 36 | [torchvision.transforms.RandomResizedCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomResizedCrop.html) | [paddle.vision.transforms.RandomResizedCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomResizedCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomResizedCrop.html) | -| 37 | [torch.nn.ReplicationPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad1d.html?highlight=pad#torch.nn.ReplicationPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad1d.html) | -| 38 | [torch.Tensor.floor\_divide\_](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide_.html) | paddle.Tensor.floor_divide_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.floor_divide_.html) | -| 39 | [torchvision.transforms.functional.perspective](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.perspective.html#perspective) | [paddle.vision.transforms.perspective](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/transforms/perspective_cn.html#cn-api-paddle-vision-transforms-perspective) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.functional.perspective.html) | -| 40 | [torchvision.io.decode_jpeg](https://pytorch.org/vision/main/generated/torchvision.io.decode_jpeg.html) | [paddle.vision.ops.decode_jpeg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/decode_jpeg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.io.decode_jpeg.html) | -| 41 | [torchvision.models.vgg19](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg19.html) | [paddle.vision.models.vgg19](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg19_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg19.html) | -| 42 | [torchvision.models.wide\_resnet101\_2](https://pytorch.org/vision/stable/models/generated/torchvision.models.wide_resnet101_2.html) | [paddle.vision.models.wide\_resnet101\_2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/wide_resnet101_2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.wide_resnet101_2.html) | -| 43 | [torch.block_diag](https://pytorch.org/docs/stable/generated/torch.block_diag.html#torch-block-diag) | [paddle.block_diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/block_diag_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.block_diag.html) | -| 44 | [torchvision.models.shufflenet\_v2\_x1\_5](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x1_5.html) | [paddle.vision.models.shufflenet\_v2\_x1\_5](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x1_5_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x1_5.html) | -| 45 | [torch.nn.ReflectionPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad1d.html?highlight=pad#torch.nn.ReflectionPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad1d.html) | -| 46 | [torchvision.transforms.Resize](https://pytorch.org/vision/stable/generated/torchvision.transforms.Resize.html#torchvision.transforms.Resize) | [paddle.vision.transforms.Resize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Resize__upper_cn.html#resize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.Resize.html) | -| 47 | [torch.linalg.lu_solve](https://pytorch.org/docs/stable/generated/torch.linalg.lu_solve.html#torch.linalg.lu_solve) | [paddle.linalg.lu_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.linalg.lu_solve.html) | -| 48 | [torchvision.models.vgg13_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg13_bn.html) | [paddle.vision.models.vgg13](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg13_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg13_bn.html) | -| 49 | [torch.Tensor.fmod_](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod_.html#torch.Tensor.fmod_) | paddle.Tensor.mod_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.fmod_.html) | -| 50 | [torchvision.models.densenet201](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet201.html) | [paddle.vision.models.densenet201](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet201_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet201.html) | -| 51 | [torch.Tensor.slice_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.slice_scatter.html#torch-tensor-slice-scatter) | [paddle.Tensor.slice_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#slice_scatter-value-axes-starts-ends-strides-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.slice_scatter.html) | -| 52 | [torchvision.models.shufflenet\_v2\_x1\_0](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x1_0.html) | [paddle.vision.models.shufflenet\_v2\_x1\_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x1_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x1_0.html) | -| 53 | [torch.Tensor.ge_](https://pytorch.org/docs/stable/ge_nerated/torch.Tensor.ge_.html) | paddle.Tensor.greater_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ge_.html) | -| 54 | [torchvision.models.resnet101](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet101.html) | [paddle.vision.models.resnet101](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet101_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet101.html) | -| 55 | [torch.nn.ReplicationPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad2d.html?highlight=pad#torch.nn.ReplicationPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad2d.html) | -| 56 | [torchvision.models.vgg13](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg13.html) | [paddle.vision.models.vgg13](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg13_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg13.html) | -| 57 | [torchvision.transforms.RandomPerspective](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomPerspective.html?highlight=randomperspective#torchvision.transforms.RandomPerspective) | [paddle.vision.transforms.RandomPerspective](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomPerspective_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomPerspective.html) | -| 58 | [torch.set\_default\_tensor\_type](https://pytorch.org/docs/stable/generated/torch.set_default_tensor_type.html) | [paddle.set\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_default_dtype_cn.html#set-default-dtype) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.set_default_tensor_type.html) | -| 59 | [torch.Tensor.fmod](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod.html#torch.Tensor.fmod) | [paddle.Tensor.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#mod-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.fmod.html) | -| 60 | [torch.Tensor.lt_](https://pytorch.org/docs/stable/generated/torch.Tensor.lt_.html) | paddle.Tensor.less_than_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.lt_.html) | -| 61 | [torchvision.models.vgg11](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg11.html) | [paddle.vision.models.vgg11](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg11_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg11.html) | -| 62 | [torchvision.models.vgg19_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg19_bn.html) | [paddle.vision.models.vgg19](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg19_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg19_bn.html) | -| 63 | [torch.nn.ReplicationPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad3d.html?highlight=pad#torch.nn.ReplicationPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad3d.html) | -| 64 | [torchvision.models.resnet34](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet34.html) | [paddle.vision.models.resnet34](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet34_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet34.html) | -| 65 | [torch.nn.ReflectionPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad2d.html?highlight=pad#torch.nn.ReflectionPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad2d.html) | -| 66 | [torchvision.models.wide\_resnet50\_2](https://pytorch.org/vision/stable/models/generated/torchvision.models.wide_resnet50_2.html) | [paddle.vision.models.wide\_resnet50\_2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/wide_resnet50_2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.wide_resnet50_2.html) | -| 67 | [torchvision.models.googlenet](https://pytorch.org/vision/main/models/generated/torchvision.models.googlenet.html) | [paddle.vision.models.googlenet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/googlenet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.googlenet.html) | -| 68 | [torchvision.models.resnext50_32x4d](https://pytorch.org/vision/main/models/generated/torchvision.models.resnext50_32x4d.html) | [paddle.vision.models.resnext50_32x4d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnext50_32x4d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnext50_32x4d.html) | -| 69 | [torchvision.models.resnet152](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet152.html) | [paddle.vision.models.resnet152](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet152_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet152.html) | -| 70 | [torchvision.models.mobilenet\_v3\_large](https://pytorch.org/vision/main/models/generated/torchvision.models.mobilenet_v3_large.html) | [paddle.vision.models.mobilenet\_v3\_large](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v3_large_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v3_large.html) | -| 71 | [torch.Tensor.eq_](https://pytorch.org/docs/stable/generated/torch.Tensor.eq_.html) | paddle.Tensor.equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.eq_.html) | -| 72 | [torch.cpu.set_device](https://pytorch.org/docs/stable/generated/torch.cpu.set_device.html) | [paddle.device.set_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/set_device_cn.html#set-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cpu.set_device.html) | -| 73 | [torch.distributed.reduce\_scatter\_tensor](https://docs.pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter_tensor) | [paddle.distributed.reduce_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_scatter_cn.html#reduce-scatter) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.distributed.reduce_scatter_tensor.html) | -| 74 | [torchvision.models.mobilenet_v2](https://pytorch.org/vision/stable/models/generated/torchvision.models.mobilenet_v2.html) | [paddle.vision.models.mobilenet_v2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v2.html) | -| 75 | [torchvision.models.densenet121](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet121.html) | [paddle.vision.models.densenet121](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet121_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet121.html) | -| 76 | [torch.Tensor.ne_](https://pytorch.org/docs/stable/generated/torch.Tensor.ne_.html) | paddle.Tensor.not_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ne_.html) | -| 77 | [torch.cuda.set\_rng\_state\_all](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state_all.html#torch.cuda.set_rng_state_all) | paddle.set_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.set_rng_state_all.html) | +| 7 | [torch.Tensor.floor_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide.html?highlight=floor_divide#torch.Tensor.floor_divide) | [paddle.Tensor.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#floor-divide-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.floor_divide.html) | +| 8 | [torch.nn.ReflectionPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad3d.html?highlight=pad#torch.nn.ReflectionPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad3d.html) | +| 9 | [torchvision.models.squeezenet1_1](https://pytorch.org/vision/main/models/generated/torchvision.models.squeezenet1_1.html) | [paddle.vision.models.squeezenet1_1](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/squeezenet1_1_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.squeezenet1_1.html) | +| 10 | [torchvision.transforms.functional.resize](https://pytorch.org/vision/main/generated/torchvision.transforms.functional.resize.html) | [paddle.vision.transforms.resize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/resize_cn.html) | - | +| 11 | [torch.nn.Module.type](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.type) | [paddle.nn.Layer.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#astype-dtype-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.Module.type.html) | +| 12 | [torchvision.models.densenet161](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet161.html) | [paddle.vision.models.densenet161](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet161_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet161.html) | +| 13 | [torch.cuda.synchronize](https://pytorch.org/docs/stable/generated/torch.cuda.synchronize.html#torch.cuda.synchronize) | [paddle.device.synchronize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/synchronize_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.synchronize.html) | +| 14 | [torchvision.models.shufflenet\_v2\_x2\_0](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x2_0.html) | [paddle.vision.models.shufflenet\_v2\_x2\_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x2_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x2_0.html) | +| 15 | [torchvision.models.inception_v3](https://pytorch.org/vision/main/models/generated/torchvision.models.inception_v3.html) | [paddle.vision.models.inception_v3](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/inception_v3_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.inception_v3.html) | +| 16 | [torch.Tensor.copysign](https://pytorch.org/docs/stable/generated/torch.Tensor.copysign.html#torch.Tensor.copysign) | paddle.Tensor.copysign | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.copysign.html) | +| 17 | [torch.Tensor.copysign_](https://pytorch.org/docs/stable/generated/torch.Tensor.copysign_.html#torch.Tensor.copysign_) | paddle.Tensor.copysign_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.copysign_.html) | +| 18 | [torchvision.models.alexnet](https://pytorch.org/vision/stable/models/generated/torchvision.models.alexnet.html) | [paddle.vision.models.alexnet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/alexnet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.alexnet.html) | +| 19 | [torch.cartesian_prod](https://pytorch.org/docs/stable/generated/torch.cartesian_prod.html#torch-cartesian-prod) | [paddle.cartesian_prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cartesian_prod_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cartesian_prod.html) | +| 20 | [torch.broadcast_tensors](https://pytorch.org/docs/stable/generated/torch.broadcast_tensors.html?highlight=broadcast_tensors#torch.broadcast_tensors) | [paddle.broadcast_tensors](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/broadcast_tensors_cn.html#broadcast-tensors) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.broadcast_tensors.html) | +| 21 | [torchvision.models.vgg16_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg16_bn.html) | [paddle.vision.models.vgg16](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg16_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg16_bn.html) | +| 22 | [torchvision.models.shufflenet\_v2\_x0\_5](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x0_5.html) | [paddle.vision.models.shufflenet\_v2\_x0\_5](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x0_5_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x0_5.html) | +| 23 | [torch.Tensor.le_](https://pytorch.org/docs/stable/generated/torch.Tensor.le_.html) | paddle.Tensor.less_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.le_.html) | +| 24 | [torchvision.models.densenet169](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet169.html) | [paddle.vision.models.densenet169](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet169_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet169.html) | +| 25 | [torchvision.models.resnet18](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet18.html) | [paddle.vision.models.resnet18](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet18_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet18.html) | +| 26 | [torch.Tensor.gt_](https://pytorch.org/docs/stable/generated/torch.Tensor.gt_.html) | paddle.Tensor.greater_than_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.gt_.html) | +| 27 | [torchvision.models.mobilenet\_v3\_small](https://pytorch.org/vision/main/models/generated/torchvision.models.mobilenet_v3_small.html) | [paddle.vision.models.mobilenet\_v3\_small](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v3_small_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v3_small.html) | +| 28 | [torchvision.models.vgg11_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg11_bn.html) | [paddle.vision.models.vgg11](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg11_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg11_bn.html) | +| 29 | [torchvision.models.vgg16](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg16.html) | [paddle.vision.models.vgg16](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg16_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg16.html) | +| 30 | [torch.Tensor.qr](https://pytorch.org/docs/stable/generated/torch.Tensor.qr.html?highlight=torch+tensor+qr#torch.Tensor.qr) | [paddle.Tensor.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/qr_cn.html#qr) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.qr.html) | +| 31 | [torchvision.models.squeezenet1_0](https://pytorch.org/vision/main/models/generated/torchvision.models.squeezenet1_0.html) | [paddle.vision.models.squeezenet1_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/squeezenet1_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.squeezenet1_0.html) | +| 32 | [torchvision.transforms.RandomResizedCrop](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomResizedCrop.html) | [paddle.vision.transforms.RandomResizedCrop](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomResizedCrop_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomResizedCrop.html) | +| 33 | [torch.nn.ReplicationPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad1d.html?highlight=pad#torch.nn.ReplicationPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad1d.html) | +| 34 | [torch.Tensor.floor\_divide\_](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide_.html) | paddle.Tensor.floor_divide_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.floor_divide_.html) | +| 35 | [torchvision.io.decode_jpeg](https://pytorch.org/vision/main/generated/torchvision.io.decode_jpeg.html) | [paddle.vision.ops.decode_jpeg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/ops/decode_jpeg_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.io.decode_jpeg.html) | +| 36 | [torchvision.models.vgg19](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg19.html) | [paddle.vision.models.vgg19](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg19_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg19.html) | +| 37 | [torchvision.models.wide\_resnet101\_2](https://pytorch.org/vision/stable/models/generated/torchvision.models.wide_resnet101_2.html) | [paddle.vision.models.wide\_resnet101\_2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/wide_resnet101_2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.wide_resnet101_2.html) | +| 38 | [torch.block_diag](https://pytorch.org/docs/stable/generated/torch.block_diag.html#torch-block-diag) | [paddle.block_diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/block_diag_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.block_diag.html) | +| 39 | [torchvision.models.shufflenet\_v2\_x1\_5](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x1_5.html) | [paddle.vision.models.shufflenet\_v2\_x1\_5](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x1_5_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x1_5.html) | +| 40 | [torch.nn.ReflectionPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad1d.html?highlight=pad#torch.nn.ReflectionPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad1D_cn.html#pad1d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad1d.html) | +| 41 | [torchvision.transforms.Resize](https://pytorch.org/vision/stable/generated/torchvision.transforms.Resize.html#torchvision.transforms.Resize) | [paddle.vision.transforms.Resize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/Resize__upper_cn.html#resize) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.Resize.html) | +| 42 | [torch.linalg.lu_solve](https://pytorch.org/docs/stable/generated/torch.linalg.lu_solve.html#torch.linalg.lu_solve) | [paddle.linalg.lu_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/lu_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.linalg.lu_solve.html) | +| 43 | [torchvision.models.vgg13_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg13_bn.html) | [paddle.vision.models.vgg13](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg13_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg13_bn.html) | +| 44 | [torch.Tensor.fmod_](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod_.html#torch.Tensor.fmod_) | paddle.Tensor.mod_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.fmod_.html) | +| 45 | [torchvision.models.densenet201](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet201.html) | [paddle.vision.models.densenet201](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet201_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet201.html) | +| 46 | [torch.Tensor.slice_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.slice_scatter.html#torch-tensor-slice-scatter) | [paddle.Tensor.slice_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#slice_scatter-value-axes-starts-ends-strides-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.slice_scatter.html) | +| 47 | [torchvision.models.shufflenet\_v2\_x1\_0](https://pytorch.org/vision/main/models/generated/torchvision.models.shufflenet_v2_x1_0.html) | [paddle.vision.models.shufflenet\_v2\_x1\_0](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/shufflenet_v2_x1_0_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.shufflenet_v2_x1_0.html) | +| 48 | [torch.Tensor.ge_](https://pytorch.org/docs/stable/ge_nerated/torch.Tensor.ge_.html) | paddle.Tensor.greater_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ge_.html) | +| 49 | [torchvision.models.resnet101](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet101.html) | [paddle.vision.models.resnet101](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet101_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet101.html) | +| 50 | [torch.nn.ReplicationPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad2d.html?highlight=pad#torch.nn.ReplicationPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad2d.html) | +| 51 | [torchvision.models.vgg13](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg13.html) | [paddle.vision.models.vgg13](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg13_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg13.html) | +| 52 | [torchvision.transforms.RandomPerspective](https://pytorch.org/vision/main/generated/torchvision.transforms.RandomPerspective.html?highlight=randomperspective#torchvision.transforms.RandomPerspective) | [paddle.vision.transforms.RandomPerspective](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vision/transforms/RandomPerspective_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.transforms.RandomPerspective.html) | +| 53 | [torch.set\_default\_tensor\_type](https://pytorch.org/docs/stable/generated/torch.set_default_tensor_type.html) | [paddle.set\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_default_dtype_cn.html#set-default-dtype) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.set_default_tensor_type.html) | +| 54 | [torch.Tensor.fmod](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod.html#torch.Tensor.fmod) | [paddle.Tensor.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#mod-y-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.fmod.html) | +| 55 | [torch.Tensor.lt_](https://pytorch.org/docs/stable/generated/torch.Tensor.lt_.html) | paddle.Tensor.less_than_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.lt_.html) | +| 56 | [torchvision.models.vgg11](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg11.html) | [paddle.vision.models.vgg11](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg11_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg11.html) | +| 57 | [torchvision.models.vgg19_bn](https://pytorch.org/vision/main/models/generated/torchvision.models.vgg19_bn.html) | [paddle.vision.models.vgg19](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/vgg19_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.vgg19_bn.html) | +| 58 | [torch.nn.ReplicationPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad3d.html?highlight=pad#torch.nn.ReplicationPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad3D_cn.html#pad3d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReplicationPad3d.html) | +| 59 | [torchvision.models.resnet34](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet34.html) | [paddle.vision.models.resnet34](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet34_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet34.html) | +| 60 | [torch.nn.ReflectionPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad2d.html?highlight=pad#torch.nn.ReflectionPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Pad2D_cn.html#pad2d) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.nn.ReflectionPad2d.html) | +| 61 | [torchvision.models.wide\_resnet50\_2](https://pytorch.org/vision/stable/models/generated/torchvision.models.wide_resnet50_2.html) | [paddle.vision.models.wide\_resnet50\_2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/wide_resnet50_2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.wide_resnet50_2.html) | +| 62 | [torchvision.models.googlenet](https://pytorch.org/vision/main/models/generated/torchvision.models.googlenet.html) | [paddle.vision.models.googlenet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/googlenet_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.googlenet.html) | +| 63 | [torchvision.models.resnext50_32x4d](https://pytorch.org/vision/main/models/generated/torchvision.models.resnext50_32x4d.html) | [paddle.vision.models.resnext50_32x4d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnext50_32x4d_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnext50_32x4d.html) | +| 64 | [torchvision.models.resnet152](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet152.html) | [paddle.vision.models.resnet152](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/resnet152_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.resnet152.html) | +| 65 | [torchvision.models.mobilenet\_v3\_large](https://pytorch.org/vision/main/models/generated/torchvision.models.mobilenet_v3_large.html) | [paddle.vision.models.mobilenet\_v3\_large](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v3_large_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v3_large.html) | +| 66 | [torch.Tensor.eq_](https://pytorch.org/docs/stable/generated/torch.Tensor.eq_.html) | paddle.Tensor.equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.eq_.html) | +| 67 | [torch.cpu.set_device](https://pytorch.org/docs/stable/generated/torch.cpu.set_device.html) | [paddle.device.set_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/set_device_cn.html#set-device) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cpu.set_device.html) | +| 68 | [torch.distributed.reduce\_scatter\_tensor](https://docs.pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter_tensor) | [paddle.distributed.reduce_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_scatter_cn.html#reduce-scatter) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.distributed.reduce_scatter_tensor.html) | +| 69 | [torchvision.models.mobilenet_v2](https://pytorch.org/vision/stable/models/generated/torchvision.models.mobilenet_v2.html) | [paddle.vision.models.mobilenet_v2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/mobilenet_v2_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.mobilenet_v2.html) | +| 70 | [torchvision.models.densenet121](https://pytorch.org/vision/main/models/generated/torchvision.models.densenet121.html) | [paddle.vision.models.densenet121](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/vision/models/densenet121_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torchvision.models.densenet121.html) | +| 71 | [torch.Tensor.ne_](https://pytorch.org/docs/stable/generated/torch.Tensor.ne_.html) | paddle.Tensor.not_equal_ | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.Tensor.ne_.html) | +| 72 | [torch.cuda.set\_rng\_state\_all](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state_all.html#torch.cuda.set_rng_state_all) | paddle.set_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_type_diff/torch.cuda.set_rng_state_all.html) | ### 9. 返回参数类型不一致 **分类简介** @@ -1677,24 +1757,20 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 5 | [torch.equal](https://pytorch.org/docs/stable/generated/torch.equal.html?highlight=equal#torch.equal) | [paddle.equal_all](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/equal_all_cn.html#equal-all) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.equal.html) | | 6 | [torch.slogdet](https://pytorch.org/docs/stable/generated/torch.slogdet.html?highlight=slogdet#torch.slogdet) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html#slogdet) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.slogdet.html) | | 7 | [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) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.equal.html) | -| 8 | [torch.cuda.get\_rng\_state\_all](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state_all.html#torch.cuda.get_rng_state_all) | paddle.get_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.cuda.get_rng_state_all.html) | -| 9 | [transformers.PreTrainedTokenizer.encode](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/tokenizer#transformers.PreTrainedTokenizer.encode) | [paddlenlp.transformers.PreTrainedTokenizer.encode](https://github.com/PaddlePaddle/PaddleNLP/blob/88d4b19bc6865fb28c11d2ce83d07c3b4b8dc423/paddlenlp/transformers/tokenizer_utils_base.py#L2369) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/transformers.PreTrainedTokenizer.encode.html) | -| 10 | [torch.nn.LSTMCell](https://pytorch.org/docs/stable/generated/torch.nn.LSTMCell.html#torch.nn.LSTMCell) | [paddle.nn.LSTMCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LSTMCell_cn.html#lstmcell) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.LSTMCell.html) | -| 11 | [torch.get\_rng\_state](https://pytorch.org/docs/stable/generated/torch.get_rng_state.html#torch.get_rng_state) | paddle.get_rng_state | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.get_rng_state.html) | -| 12 | [torch.Tensor.min](https://pytorch.org/docs/stable/generated/torch.Tensor.min.html) | [paddle.Tensor.min](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#min-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.min.html) | -| 13 | [torch.linalg.cholesky_ex](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.linalg.cholesky_ex.html) | -| 14 | [torch.Tensor.max](https://pytorch.org/docs/stable/generated/torch.Tensor.max.html) | [paddle.Tensor.max](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#max-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.max.html) | -| 15 | [torch.Tensor.triangular_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.triangular_solve.html#torch.Tensor.triangular_solve) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/triangular_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.triangular_solve.html) | -| 16 | [torch.linalg.inv_ex](https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.linalg.inv_ex.html) | -| 17 | [torch.Tensor.sort](https://pytorch.org/docs/stable/generated/torch.Tensor.sort.html#torch-tensor-sort) | [paddle.Tensor.sort](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sort_cn.html#sort) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.sort.html) | -| 18 | [torch.cuda.manual_seed](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed.html#torch.cuda.manual_seed) | [paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/seed_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.cuda.manual_seed.html) | -| 19 | [torch.utils.data.default_collate](https://pytorch.org/docs/stable/data.html?highlight=default_collate#torch.utils.data.default_collate) | paddle.io.dataloader.collate.default_collate_fn | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.utils.data.default_collate.html) | -| 20 | [torch.nn.GRUCell](https://pytorch.org/docs/stable/generated/torch.nn.GRUCell.html#torch.nn.GRUCell) | [paddle.nn.GRUCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GRUCell_cn.html#grucell) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.GRUCell.html) | -| 21 | [torch.sparse.sum](https://pytorch.org/docs/stable/generated/torch.sparse.sum.html?highlight=sparse+sum#torch.sparse.sum) | [paddle.sparse.sum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sum_cn.html#sum) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.sparse.sum.html) | -| 22 | [torch.histc](https://pytorch.org/docs/stable/generated/torch.histc.html#torch-histc) | [paddle.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/histogram_cn.html#histogram) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.histc.html) | -| 23 | [torch.nn.RNNCell](https://pytorch.org/docs/stable/generated/torch.nn.RNNCell.html#torch.nn.RNNCell) | [paddle.nn.SimpleRNNCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNNCell_cn.html#simplernncell) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.RNNCell.html) | -| 24 | [torch.Tensor.slogdet](https://pytorch.org/docs/stable/generated/torch.Tensor.slogdet.html) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html#slogdet) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.slogdet.html) | -| 25 | [torch.linalg.slogdet](https://pytorch.org/docs/stable/generated/torch.linalg.slogdet.html#torch.linalg.slogdet) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html#slogdet) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.linalg.slogdet.html) | +| 8 | [transformers.PreTrainedTokenizer.encode](https://hf-mirror.com/docs/transformers/v4.42.0/en/main_classes/tokenizer#transformers.PreTrainedTokenizer.encode) | [paddlenlp.transformers.PreTrainedTokenizer.encode](https://github.com/PaddlePaddle/PaddleNLP/blob/88d4b19bc6865fb28c11d2ce83d07c3b4b8dc423/paddlenlp/transformers/tokenizer_utils_base.py#L2369) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/transformers.PreTrainedTokenizer.encode.html) | +| 9 | [torch.nn.LSTMCell](https://pytorch.org/docs/stable/generated/torch.nn.LSTMCell.html#torch.nn.LSTMCell) | [paddle.nn.LSTMCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LSTMCell_cn.html#lstmcell) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.LSTMCell.html) | +| 10 | [torch.Tensor.min](https://pytorch.org/docs/stable/generated/torch.Tensor.min.html) | [paddle.Tensor.min](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#min-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.min.html) | +| 11 | [torch.linalg.cholesky_ex](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cholesky_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.linalg.cholesky_ex.html) | +| 12 | [torch.Tensor.max](https://pytorch.org/docs/stable/generated/torch.Tensor.max.html) | [paddle.Tensor.max](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#max-axis-none-keepdim-false-name-none) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.max.html) | +| 13 | [torch.Tensor.triangular_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.triangular_solve.html#torch.Tensor.triangular_solve) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/triangular_solve_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.triangular_solve.html) | +| 14 | [torch.linalg.inv_ex](https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.linalg.inv_ex.html) | +| 15 | [torch.Tensor.sort](https://pytorch.org/docs/stable/generated/torch.Tensor.sort.html#torch-tensor-sort) | [paddle.Tensor.sort](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sort_cn.html#sort) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.sort.html) | +| 16 | [torch.nn.GRUCell](https://pytorch.org/docs/stable/generated/torch.nn.GRUCell.html#torch.nn.GRUCell) | [paddle.nn.GRUCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GRUCell_cn.html#grucell) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.GRUCell.html) | +| 17 | [torch.sparse.sum](https://pytorch.org/docs/stable/generated/torch.sparse.sum.html?highlight=sparse+sum#torch.sparse.sum) | [paddle.sparse.sum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sum_cn.html#sum) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.sparse.sum.html) | +| 18 | [torch.histc](https://pytorch.org/docs/stable/generated/torch.histc.html#torch-histc) | [paddle.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/histogram_cn.html#histogram) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.histc.html) | +| 19 | [torch.nn.RNNCell](https://pytorch.org/docs/stable/generated/torch.nn.RNNCell.html#torch.nn.RNNCell) | [paddle.nn.SimpleRNNCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNNCell_cn.html#simplernncell) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.RNNCell.html) | +| 20 | [torch.Tensor.slogdet](https://pytorch.org/docs/stable/generated/torch.Tensor.slogdet.html) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html#slogdet) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.Tensor.slogdet.html) | +| 21 | [torch.linalg.slogdet](https://pytorch.org/docs/stable/generated/torch.linalg.slogdet.html#torch.linalg.slogdet) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html#slogdet) | [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.linalg.slogdet.html) | ### 10. 组合替代实现 **分类简介** @@ -1995,46 +2071,45 @@ paddle.nn.Softplus(beta=0.5, threshold=15) | 103 | torch.nn.modules.GroupNorm | [paddle.nn.GroupNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GroupNorm_cn.html#groupnorm) | ``torch.nn.GroupNorm`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.GroupNorm.html) | | 104 | torch.nn.modules.LSTM | [paddle.nn.LSTM](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LSTM_cn.html#lstm) | ``torch.nn.LSTM`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.LSTM.html) | | 105 | torch.nn.modules.Linear | [paddle.nn.Linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Linear_cn.html#linear) | ``torch.nn.Linear`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.Linear.html) | -| 106 | torch.nn.modules.Module | [paddle.nn.Layer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html) | ``torch.nn.Module`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.Module.html) | -| 107 | torch.nn.modules.RNN | [paddle.nn.SimpleRNN](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNN_cn.html#simplernn) | ``torch.nn.RNN`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.RNN.html) | -| 108 | torch.nn.modules.RNNBase | [paddle.nn.layer.rnn.RNNBase](https://github.com/PaddlePaddle/Paddle/blob/e25e86f4f6d1bbd043b621a75e93d0070719c3d8/python/paddle/nn/layer/rnn.py#L1300) | ``torch.nn.RNNBase`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.RNNBase.html) | -| 109 | torch.nn.modules.RNNCell | [paddle.nn.SimpleRNNCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNNCell_cn.html#simplernncell) | ``torch.nn.RNNCell`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.RNNCell.html) | -| 110 | torch.nn.modules.RNNCellBase | - | ``torch.nn.RNNCellBase`` 别名， - | -| 111 | torch.nn.modules.SyncBatchNorm | [paddle.nn.SyncBatchNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#syncbatchnorm) | ``torch.nn.SyncBatchNorm`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.SyncBatchNorm.html) | -| 112 | torch.nn.modules.activation.ReLU | [paddle.nn.ReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ReLU_cn.html#relu) | ``torch.nn.ReLU`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ReLU.html) | -| 113 | torch.nn.parallel.DataParallel | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html#dataparallel) | ``torch.nn.DataParallel`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.DataParallel.html) | -| 114 | torch.nn.parallel.distributed.DistributedDataParallel | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html) | ``torch.nn.parallel.DistributedDataParallel`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.parallel.DistributedDataParallel.html) | -| 115 | torch.nn.utils.clip_grad_norm | [paddle.nn.utils.clip\_grad\_norm\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/clip_grad_norm__cn.html) | ``torch.nn.utils.clip_grad_norm_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.utils.clip_grad_norm_.html) | -| 116 | torch.nn.utils.parametrizations.spectral_norm | [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) | ``torch.nn.utils.spectral_norm`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.spectral_norm.html) | -| 117 | torch.optim.sgd.SGD | [paddle.optimizer.SGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/SGD_cn.html) | ``torch.optim.SGD`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.SGD.html) | -| 118 | torch.orgqr | [paddle.linalg.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | ``torch.linalg.householder_product`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.householder_product.html) | -| 119 | torch.pairwise_distance | [paddle.nn.functional.pairwise_distance](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pairwise_distance_cn.html#pairwise-distance) | ``torch.nn.functional.pairwise_distance`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pairwise_distance.html) | -| 120 | torch.pdist | [paddle.pdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/pdist_cn.html) | ``torch.nn.functional.pdist`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pdist.html) | -| 121 | torch.pixel_shuffle | [paddle.nn.functional.pixel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_shuffle_cn.html) | ``torch.nn.functional.pixel_shuffle`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_shuffle.html) | -| 122 | torch.pixel_unshuffle | [paddle.nn.functional.pixel_unshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_unshuffle_cn.html) | ``torch.nn.functional.pixel_unshuffle`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_unshuffle.html) | -| 123 | torch.polygamma | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma) | ``torch.special.polygamma`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.polygamma.html) | -| 124 | torch.prelu | [paddle.nn.functional.prelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/prelu_cn.html) | ``torch.nn.functional.prelu`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.prelu.html) | -| 125 | torch.random.get_rng_state | paddle.get_rng_state | ``torch.get_rng_state`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.get_rng_state.html) | -| 126 | torch.random.seed | - | ``torch.seed`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.seed.html) | -| 127 | torch.random.set_rng_state | paddle.set_rng_state | ``torch.set_rng_state`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.set_rng_state.html) | -| 128 | torch.relu_ | [paddle.nn.functional.relu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu__cn.html) | ``torch.nn.functional.relu_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.relu_.html) | -| 129 | torch.rrelu_ | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | ``torch.nn.functional.rrelu_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.rrelu_.html) | -| 130 | torch.selu_ | - | ``torch.nn.functional.selu_`` 别名， - | -| 131 | torch.sinc | [paddle.sinc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinc_cn.html#sinc) | ``torch.special.sinc`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.sinc.html) | -| 132 | torch.tanh | [paddle.nn.functional.tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tanh_cn.html#tanh) | ``torch.nn.functional.tanh`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.tanh.html) | -| 133 | torch.threshold | [paddle.nn.functional.thresholded_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu_cn.html) | ``torch.nn.functional.threshold`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.threshold.html) | -| 134 | torch.threshold_ | [paddle.nn.functional.thresholded\_relu\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu__cn.html#thresholded-relu) | ``torch.nn.functional.threshold_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.threshold_.html) | -| 135 | torch.trapz | [paddle.trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trapezoid_cn.html#trapezoid) | ``torch.trapezoid`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.trapezoid.html) | -| 136 | torch.utils.data.DistributedSampler | [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | ``torch.utils.data.distributed.DistributedSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.distributed.DistributedSampler.html) | -| 137 | torch.utils.data._utils.collate.default_collate | paddle.io.dataloader.collate.default_collate_fn | ``torch.utils.data.default_collate`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.utils.data.default_collate.html) | -| 138 | torch.utils.data.dataloader.DataLoader | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DataLoader_cn.html#dataloader) | ``torch.utils.data.DataLoader`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.DataLoader.html) | -| 139 | torch.utils.data.sampler.BatchSampler | [paddle.io.BatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/BatchSampler_cn.html#batchsampler) | ``torch.utils.data.BatchSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.utils.data.BatchSampler.html) | -| 140 | torch.utils.data.sampler.SubsetRandomSampler | [paddle.io.SubsetRandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SubsetRandomSampler_cn.html#paddle.io.SubsetRandomSampler) | ``torch.utils.data.SubsetRandomSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.SubsetRandomSampler.html) | -| 141 | torch.utils.model_zoo.load_url | [paddle.hub.load\_state\_dict\_from\_url](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_state_dict_from_url_cn.html#load-state-dict-from-url) | ``torch.hub.load_state_dict_from_url`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load_state_dict_from_url.html) | -| 142 | torch.xlogy | - | ``torch.special.xlogy`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.xlogy.html) | -| 143 | torchvision.models.inception.Inception3 | - | ``torchvision.models.Inception3`` 别名， - | -| 144 | transformers.modeling_utils.PreTrainedModel | [paddlenlp.transformers.PreTrainedModel](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_utils.py#L843) | ``transformers.PreTrainedModel`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.PreTrainedModel.html) | -| 145 | transformers.utils.logging.get_logger | - | ``transformers.logging.get_logger`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.logging.get_logger.html) | +| 106 | torch.nn.modules.RNN | [paddle.nn.SimpleRNN](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNN_cn.html#simplernn) | ``torch.nn.RNN`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.RNN.html) | +| 107 | torch.nn.modules.RNNBase | [paddle.nn.layer.rnn.RNNBase](https://github.com/PaddlePaddle/Paddle/blob/e25e86f4f6d1bbd043b621a75e93d0070719c3d8/python/paddle/nn/layer/rnn.py#L1300) | ``torch.nn.RNNBase`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.RNNBase.html) | +| 108 | torch.nn.modules.RNNCell | [paddle.nn.SimpleRNNCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNNCell_cn.html#simplernncell) | ``torch.nn.RNNCell`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/output_args_type_diff/torch.nn.RNNCell.html) | +| 109 | torch.nn.modules.RNNCellBase | - | ``torch.nn.RNNCellBase`` 别名， - | +| 110 | torch.nn.modules.SyncBatchNorm | [paddle.nn.SyncBatchNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#syncbatchnorm) | ``torch.nn.SyncBatchNorm`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.nn.SyncBatchNorm.html) | +| 111 | torch.nn.modules.activation.ReLU | [paddle.nn.ReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ReLU_cn.html#relu) | ``torch.nn.ReLU`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.ReLU.html) | +| 112 | torch.nn.parallel.DataParallel | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html#dataparallel) | ``torch.nn.DataParallel`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.DataParallel.html) | +| 113 | torch.nn.parallel.distributed.DistributedDataParallel | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html) | ``torch.nn.parallel.DistributedDataParallel`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.parallel.DistributedDataParallel.html) | +| 114 | torch.nn.utils.clip_grad_norm | [paddle.nn.utils.clip\_grad\_norm\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/clip_grad_norm__cn.html) | ``torch.nn.utils.clip_grad_norm_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.utils.clip_grad_norm_.html) | +| 115 | torch.nn.utils.parametrizations.spectral_norm | [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) | ``torch.nn.utils.spectral_norm`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.utils.spectral_norm.html) | +| 116 | torch.optim.sgd.SGD | [paddle.optimizer.SGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/SGD_cn.html) | ``torch.optim.SGD`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.optim.SGD.html) | +| 117 | torch.orgqr | [paddle.linalg.householder_product](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/householder_product_cn.html#householder-product) | ``torch.linalg.householder_product`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.linalg.householder_product.html) | +| 118 | torch.pairwise_distance | [paddle.nn.functional.pairwise_distance](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pairwise_distance_cn.html#pairwise-distance) | ``torch.nn.functional.pairwise_distance`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pairwise_distance.html) | +| 119 | torch.pdist | [paddle.pdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/pdist_cn.html) | ``torch.nn.functional.pdist`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.pdist.html) | +| 120 | torch.pixel_shuffle | [paddle.nn.functional.pixel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_shuffle_cn.html) | ``torch.nn.functional.pixel_shuffle`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_shuffle.html) | +| 121 | torch.pixel_unshuffle | [paddle.nn.functional.pixel_unshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/pixel_unshuffle_cn.html) | ``torch.nn.functional.pixel_unshuffle`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.pixel_unshuffle.html) | +| 122 | torch.polygamma | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma) | ``torch.special.polygamma`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.polygamma.html) | +| 123 | torch.prelu | [paddle.nn.functional.prelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/prelu_cn.html) | ``torch.nn.functional.prelu`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.nn.functional.prelu.html) | +| 124 | torch.random.seed | - | ``torch.seed`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.seed.html) | +| 125 | torch.random.set_rng_state | paddle.set_rng_state | ``torch.set_rng_state`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/input_args_usage_diff/torch.set_rng_state.html) | +| 126 | torch.relu_ | [paddle.nn.functional.relu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu__cn.html) | ``torch.nn.functional.relu_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.relu_.html) | +| 127 | torch.rrelu_ | [paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html) | ``torch.nn.functional.rrelu_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.rrelu_.html) | +| 128 | torch.selu_ | - | ``torch.nn.functional.selu_`` 别名， - | +| 129 | torch.sinc | [paddle.sinc](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sinc_cn.html#sinc) | ``torch.special.sinc`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.special.sinc.html) | +| 130 | torch.tanh | [paddle.nn.functional.tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tanh_cn.html#tanh) | ``torch.nn.functional.tanh`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.nn.functional.tanh.html) | +| 131 | torch.threshold | [paddle.nn.functional.thresholded_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu_cn.html) | ``torch.nn.functional.threshold`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.threshold.html) | +| 132 | torch.threshold_ | [paddle.nn.functional.thresholded\_relu\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu__cn.html#thresholded-relu) | ``torch.nn.functional.threshold_`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_default_value_diff/torch.nn.functional.threshold_.html) | +| 133 | torch.trapz | [paddle.trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trapezoid_cn.html#trapezoid) | ``torch.trapezoid`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/args_name_diff/torch.trapezoid.html) | +| 134 | torch.utils.data.DistributedSampler | [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | ``torch.utils.data.distributed.DistributedSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.distributed.DistributedSampler.html) | +| 135 | torch.utils.data.dataloader.DataLoader | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DataLoader_cn.html#dataloader) | ``torch.utils.data.DataLoader`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.DataLoader.html) | +| 136 | torch.utils.data.sampler.BatchSampler | [paddle.io.BatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/BatchSampler_cn.html#batchsampler) | ``torch.utils.data.BatchSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/paddle_more_args/torch.utils.data.BatchSampler.html) | +| 137 | torch.utils.data.sampler.RandomSampler | - | ``torch.utils.data.RandomSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.RandomSampler.html) | +| 138 | torch.utils.data.sampler.SubsetRandomSampler | [paddle.io.SubsetRandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/SubsetRandomSampler_cn.html#paddle.io.SubsetRandomSampler) | ``torch.utils.data.SubsetRandomSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.utils.data.SubsetRandomSampler.html) | +| 139 | torch.utils.data.sampler.WeightedRandomSampler | - | ``torch.utils.data.WeightedRandomSampler`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/others/torch.utils.data.WeightedRandomSampler.html) | +| 140 | torch.utils.model_zoo.load_url | [paddle.hub.load\_state\_dict\_from\_url](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_state_dict_from_url_cn.html#load-state-dict-from-url) | ``torch.hub.load_state_dict_from_url`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.hub.load_state_dict_from_url.html) | +| 141 | torch.xlogy | - | ``torch.special.xlogy`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/torch.special.xlogy.html) | +| 142 | torchvision.models.inception.Inception3 | - | ``torchvision.models.Inception3`` 别名， - | +| 143 | transformers.modeling_utils.PreTrainedModel | [paddlenlp.transformers.PreTrainedModel](https://github.com/PaddlePaddle/PaddleNLP/blob/e336e78c338d2514ee6c937982ce5d8c960b85ff/paddlenlp/transformers/model_utils.py#L843) | ``transformers.PreTrainedModel`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.PreTrainedModel.html) | +| 144 | transformers.utils.logging.get_logger | - | ``transformers.logging.get_logger`` 别名， [差异对比](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/guides/model_convert/convert_from_pytorch/api_difference/composite_implement/transformers.logging.get_logger.html) | ### 13. 功能缺失 **分类简介** diff --git a/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py b/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py index 44de3437093..a13d3b38452 100644 --- a/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py +++ b/docs/guides/model_convert/convert_from_pytorch/tools/generate_pytorch_api_mapping.py @@ -400,23 +400,11 @@ def generate_category2_table( continue # 检查条件：mapping_type为"无参数"或"参数完全一致"，src_api包含"torch"，替换后与dst_api不等 if mapping_type in ["无参数", "参数完全一致", "仅 API 调用方式不一致"]: - expected_paddle_api = src_api.replace("torch", "paddle") - if expected_paddle_api != dst_api: - used_apis.add(src_api) # 标记该API已处理 - existing_apis.add(src_api) + print(src_api) - src_url = item.get("src_api_url") - dst_url = item.get("dst_api_url") - - src_api_display = escape_underscores_in_api(src_api) - dst_api_display = escape_underscores_in_api(dst_api) - - col2 = f"[{src_api_display}]({src_url})" if src_url else src_api - col3 = f"[{dst_api_display}]({dst_url})" if dst_url else dst_api - - # 生成备注列的超链接 - remark_link = get_mapping_doc_url(src_api, base_dir) - rows.append((src_api, col2, col3, remark_link)) + # 生成备注列的超链接 + # remark_link = get_mapping_doc_url(src_api, base_dir) + # rows.append((src_api, col2, col3, remark_link)) # 生成Markdown表格字符串 table_lines = [ diff --git a/docs/guides/model_convert/convert_from_pytorch/tools/get_api_difference_info.py b/docs/guides/model_convert/convert_from_pytorch/tools/get_api_difference_info.py index 06b90683c38..d9f05fe029c 100644 --- a/docs/guides/model_convert/convert_from_pytorch/tools/get_api_difference_info.py +++ b/docs/guides/model_convert/convert_from_pytorch/tools/get_api_difference_info.py @@ -671,23 +671,26 @@ def discover_all_metas(cfp_basedir): for diff_src, api_prefix, dst_prefix in diff_srcs: basedir = os.path.join(cfp_basedir, diff_src) files = discover_markdown_files(basedir, api_prefix) - diff_files.append(((api_prefix, dst_prefix), files)) - # print( - # f"{len(files)} mapping documents found in {os.path.relpath(basedir, cfp_basedir)}." - # ) + # 新增过滤逻辑：跳过包含"others"的文件路径 + filtered_files = [f for f in files if "others" not in f] + diff_files.append(((api_prefix, dst_prefix), filtered_files)) metas = [] for prefixs, files in diff_files: s, d = prefixs sh = get_table_header_by_prefix(s) for f in files: - if os.path.basename(f) in validate_whitelist: - continue - metas.append(get_meta_from_diff_file(f, s, d, src_argmap_title=sh)) + # 确保文件路径中不包含"others"才处理 + if "others" not in f: + metas.append( + get_meta_from_diff_file(f, s, d, src_argmap_title=sh) + ) metas.sort(key=lambda x: x["src_api"]) - print(f"extracted {len(metas)} mapping metas data.") + print( + f"extracted {len(metas)} mapping metas data (excluding 'others' files)." + ) return metas