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...odel_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.maximum.md
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## [ 仅参数名不同 ] torch.Tensor.maximum | ||
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### [torch.Tensor.maximum](https://pytorch.org/docs/stable/generated/torch.Tensor.maximum.html#torch.Tensor.maximum) | ||
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```python | ||
torch.Tensor.maximum(other) | ||
``` | ||
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### [paddle.Tensor.maximum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#maximum-y-axis-1-name-none) | ||
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```python | ||
paddle.Tensor.maximum(y) | ||
``` | ||
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两者功能一致且参数用法一致,仅参数名不同,具体如下: | ||
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| PyTorch | PaddlePaddle | 备注 | | ||
|----------------------------------|---------------------------------|------------------------------------| | ||
| other | y | 输⼊第二个 Tensor ,仅参数名不同。 | |
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...odel_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.minimum.md
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## [ 仅参数名不同 ] torch.Tensor.minimum | ||
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### [torch.Tnsor.,minimum](https://pytorch.org/docs/stable/generated/torch.Tensor.minimum.html) | ||
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```python | ||
torch.Tensor.maximum(other) | ||
``` | ||
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### [paddle.Tensor.minimum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#minimum-y-axis-1-name-none) | ||
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```python | ||
paddle.Tensor.minimum(y) | ||
``` | ||
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两者功能一致且参数用法一致,仅参数名不同,具体如下: | ||
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| PyTorch | PaddlePaddle | 备注 | | ||
|----------------------------------|---------------------------------|------------------------------------| | ||
| other | y | 输⼊第二个 Tensor ,仅参数名不同。 | |
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...des/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mm.md
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## [ 参数完全一致 ]torch.Tensor.mm | ||
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### [torch.Tensor.mm](https://pytorch.org/docs/stable/generated/torch.Tensor.mm.html) | ||
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```python | ||
torch.Tensor.mm(mat2) | ||
``` | ||
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### [paddle.Tensor.mm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#mm-mat2-name-none) | ||
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```python | ||
paddle.Tensor.mm(mat2, name=None) | ||
``` | ||
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两者功能一致且参数用法一致,具体如下: | ||
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### 参数映射 | ||
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| PyTorch | PaddlePaddle | 备注 | | ||
|---------------------------------|---------------------------------| ----------------------------------------- | | ||
| <font> mat2 </font> | <font> mat2 </font> | 输⼊ Tensor 。 | |
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...del_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.moveaxis.md
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## [ 参数完全一致 ]torch.Tensor.moveaxis | ||
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### [torch.Tensor.moveaxis](https://pytorch.org/docs/stable/generated/torch.Tensor.moveaxis.html) | ||
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```python | ||
torch.Tensor.moveaxis(source, destination) | ||
``` | ||
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### [paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/moveaxis_cn.html) | ||
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```python | ||
paddle.Tensor.moveaxis(source, destination,name = None) | ||
``` | ||
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两者功能一致且参数用法一致,具体如下: | ||
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| PyTorch | PaddlePaddle | 备注 | | ||
|------------------------------------|------------------------------------|----------------------------------| | ||
| <font> source </font> | <font> source </font> | 将被移动的轴的位置。 | | ||
| <font> destination </font> | <font> destination </font> | 轴被移动后的目标位置。 | |
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...odel_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.movedim.md
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## [ 参数完全一致 ]torch.Tensor.movedim | ||
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### [torch.Tensor.movedim](https://pytorch.org/docs/stable/generated/torch.Tensor.movedim.html) | ||
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```python | ||
torch.Tensor.movedim(source, destination) | ||
``` | ||
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### [paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/moveaxis_cn.html) | ||
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```python | ||
paddle.Tensor.moveaxis(source, destination, name = None) | ||
``` | ||
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两者功能一致且参数用法一致,具体如下: | ||
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| PyTorch | PaddlePaddle | 备注 | | ||
|------------------------------------|------------------------------------|----------------------------------| | ||
| <font> source </font> | <font> source </font> | 将被移动的轴的位置。 | | ||
| <font> destination </font> | <font> destination </font> | 轴被移动后的目标位置。 | |
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...odel_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.permute.md
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## [ 参数不一致 ]torch.Tensor.permute | ||
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### [torch.Tensor.permute](https://pytorch.org/docs/1.13/generated/torch.Tensor.permute.html) | ||
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```python | ||
torch.Tensor.permute(*dims) | ||
``` | ||
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### [paddle.Tensor.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#transpose-perm-name-none) | ||
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```python | ||
paddle.Tensor.transpose(perm, name=None) | ||
``` | ||
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Pytorch 的 `*dims` 相比于 paddle 的 `perm` 额外支持可变参数的用法,具体如下: | ||
### 参数映射 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| *dims | perm | torch 支持可变参数或 list/tuple,paddle 仅支持 list/tuple。对于可变参数的用法,需要进行转写。 | | ||
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### 转写示例 | ||
#### *dims: 可变参数用法 | ||
```python | ||
# pytorch | ||
x = torch.randn(2, 3, 5) | ||
y = x.permute(2, 0, 1) | ||
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# paddle | ||
x = paddle.randn([2, 3, 5]) | ||
y = x.transpose([2, 0, 1]) | ||
``` |
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...model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.repeat.md
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## [ 参数不一致 ]torch.Tensor.repeat | ||
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### [torch.Tensor.repeat](https://pytorch.org/docs/1.13/generated/torch.Tensor.repeat.html) | ||
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```python | ||
torch.Tensor.repeat(*sizes) | ||
``` | ||
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### [paddle.Tensor.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tile-repeat-times-name-none) | ||
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```python | ||
paddle.Tensor.tile(repeat_times, name=None) | ||
``` | ||
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Pytorch 的 `*sizes` 相比于 Paddle 的 `repeat_times` 额外支持可变参数的用法,具体如下: | ||
### 参数映射 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| *sizes | repeat_times | torch 支持可变参数或 list/tuple,paddle 仅支持 list/tuple。对于可变参数的用法,需要进行转写。 | | ||
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### 转写示例 | ||
#### *sizes: 各个维度重复的次数,可变参数用法 | ||
```python | ||
# pytorch | ||
x = torch.randn(2, 3, 5) | ||
y = x.repeat(4, 2, 1) | ||
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# paddle | ||
x = paddle.randn([2, 3, 5]) | ||
y = x.tile((4, 2, 1)) | ||
``` |
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...odel_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reshape.md
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## [ 参数不一致 ]torch.Tensor.reshape | ||
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### [torch.Tensor.reshape](https://pytorch.org/docs/1.13/generated/torch.Tensor.reshape.html) | ||
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```python | ||
torch.Tensor.reshape(*shape) | ||
``` | ||
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### [paddle.Tensor.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#reshape-shape-name-none) | ||
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```python | ||
paddle.Tensor.reshape(shape, name=None) | ||
``` | ||
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Pytorch 的 `*shape` 相比于 Paddle 的 `shape` 额外支持可变参数的用法,具体如下: | ||
### 参数映射 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| *shape | shape | torch 支持可变参数或 list/tuple,paddle 仅支持 list/tuple。对于可变参数的用法,需要进行转写。 | | ||
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### 转写示例 | ||
#### *shape: 新数组的维度序列,可变参数用法 | ||
```python | ||
# pytorch | ||
x = torch.randn(2, 3, 5) | ||
y = x.reshape(6, 5) | ||
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# paddle | ||
x = paddle.randn([2, 3, 5]) | ||
y = x.reshape((6, 5)) | ||
``` |
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..._convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_add.md
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## [组合替代实现]torch.Tensor.scatter_add | ||
## [ 仅 paddle 参数更多 ]torch.Tensor.scatter_add | ||
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### [torch.Tensor.scatter_add](https://pytorch.org/docs/1.13/generated/torch.Tensor.scatter_add.html#torch.Tensor.scatter_add) | ||
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```python | ||
torch.Tensor.scatter_add(dim, index, src) | ||
``` | ||
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Paddle 无此 API,需要组合实现。 | ||
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### 转写示例 | ||
### [paddle.Tensor.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/put_along_axis_cn.html) | ||
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```python | ||
# Pytorch 写法 | ||
x.scatter_add(dim, index, src) | ||
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# Paddle 写法 | ||
x2 = paddle.zeros(x.shape) | ||
y = x + x2.put_along_axis(index, value, axis) | ||
paddle.Tensor.put_along_axis(indices, | ||
values, | ||
axis, | ||
reduce='assign') | ||
``` | ||
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其中 Paddle 相比 Pytorch 支持更多其他参数,具体如下: | ||
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### 参数差异 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| dim | axis | 表示在哪一个维度 scatter ,仅参数名不一致。 | | ||
| index | indices | 表示输入的索引张量,仅参数名不一致。 | | ||
| src | values | 表示需要插入的值,仅参数名不一致。 | | ||
| - | reduce | 表示对输出 Tensor 的计算方式, PyTorch 无此参数, Paddle 应设置为 'add' 。 | |
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...convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_add_.md
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## [ 仅 paddle 参数更多 ]torch.Tensor.scatter_add_ | ||
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### [torch.Tensor.scatter_add_](https://pytorch.org/docs/1.13/generated/torch.Tensor.scatter_add_.html#torch.Tensor.scatter_add_) | ||
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```python | ||
torch.Tensor.scatter_add_(dim, | ||
index, | ||
src) | ||
``` | ||
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### [paddle.Tensor.put_along_axis_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/put_along_axis__cn.html) | ||
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```python | ||
paddle.Tensor.put_along_axis_(indices, | ||
values, | ||
axis, | ||
reduce='assign') | ||
``` | ||
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其中 Paddle 相比 Pytorch 支持更多其他参数,具体如下: | ||
|
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### 参数差异 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| dim | axis | 表示在哪一个维度 scatter ,仅参数名不一致。 | | ||
| index | indices | 表示输入的索引张量,仅参数名不一致。 | | ||
| src | values | 表示需要插入的值,仅参数名不一致。 | | ||
| - | reduce | 表示对输出 Tensor 的计算方式, PyTorch 无此参数, Paddle 应设置为 'add' 。 | |
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.../model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.split.md
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## [ 参数不一致 ]torch.Tensor.split | ||
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### [torch.Tensor.split](https://pytorch.org/docs/1.13/generated/torch.Tensor.split.html) | ||
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```python | ||
torch.Tensor.split(split_size_or_sections, dim=0) | ||
``` | ||
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### [paddle.Tensor.split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#split-num-or-sections-axis-0-name-none) | ||
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```python | ||
paddle.Tensor.split(num_or_sections, axis=0, name=None) | ||
``` | ||
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Pytorch 的 `split_size_or_sections` 与 Paddle 的 `num_or_sections` 用法不同,具体如下: | ||
### 参数映射 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| dim | axis | 表示需要分割的维度,仅参数名不同。 | | ||
| split_size_or_sections | num_or_sections | torch:int 时表示块的大小, list 时表示块的大小; paddle: int 时表示块的个数, list 时表示块的大小。因此对于 int 时,两者用法不同,需要转写。| | ||
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### 转写示例 | ||
#### split_size_or_sections: 为 int 时 torch 表示块的大小,paddle 表示块的个数 | ||
```python | ||
# pytorch | ||
x = torch.randn(8, 2) | ||
y = x.split(4) | ||
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# paddle | ||
x = paddle.randn([8, 2]) | ||
y = x.split(2) | ||
``` |
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...el_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.transpose.md
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## [ 参数不一致 ]torch.Tensor.transpose | ||
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### [torch.Tensor.transpose](https://pytorch.org/docs/1.13/generated/torch.Tensor.transpose.html) | ||
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```python | ||
torch.Tensor.transpose(dim0, dim1) | ||
``` | ||
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### [paddle.Tensor.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#transpose-perm-name-none) | ||
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```python | ||
paddle.Tensor.transpose(perm, name=None) | ||
``` | ||
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Pytorch 的 `dim0, dim1` 与 Paddle 的 `perm` 用法不同,具体如下: | ||
### 参数映射 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| dim0, dim1 | perm | torch 的 dim0 与 dim1 表示要交换的两个维度, 为整数。 paddle 的 perm 表示重排的维度序列,为 list/tuple 。需要转写。| | ||
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### 转写示例 | ||
#### dim0, dim1: 表示要交换的两个维度 | ||
```python | ||
# pytorch | ||
x = torch.randn(2, 3, 5) | ||
y = x.transpose(0, 1) | ||
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# paddle | ||
x = paddle.randn([2, 3, 5]) | ||
y = x.transpose(perm=[1, 0, 2]) | ||
``` |
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..._convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_name.md
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## [ 参数不一致 ]torch.cuda.get_device_name | ||
|
||
### [torch.cuda.get_device_name](https://pytorch.org/docs/1.13/generated/torch.cuda.get_device_name.html) | ||
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```python | ||
torch.cuda.get_device_name(device=None) | ||
``` | ||
|
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### [paddle.device.cuda.get_device_properties](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/get_device_properties_cn.html#get-device-properties) | ||
|
||
```python | ||
paddle.device.cuda.get_device_properties(device) | ||
``` | ||
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两者的返回参数不一致,具体如下: | ||
### 参数映射 | ||
| PyTorch | PaddlePaddle | 备注 | | ||
| ------------- | ------------ | ------------------------------------------------------ | | ||
| device | device | torch 的 device 参数类型为 torch.device 或 int 或 str。paddle 的 device 为 paddle.CUDAPlace 或 int 或 str。 | | ||
| 返回值 | 返回值 | 两者返回类型不一致。torch 返回字符串,paddle 返回包含设备多个属性的数据结构,对其取 name 属性即可。需要转写。| | ||
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### 转写示例 | ||
#### 返回值 | ||
```python | ||
# pytorch | ||
y = torch.cuda.get_device_name() | ||
|
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# paddle | ||
y = paddle.device.cuda.get_device_properties().name | ||
``` |
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