From 5b05ce7dbcfe653ea4d806ec00c6d565dc037167 Mon Sep 17 00:00:00 2001 From: co63oc Date: Mon, 14 Aug 2023 15:45:43 +0800 Subject: [PATCH] Add doc (#6075) --- .../cuda/torch.cuda.set_stream.md | 21 +++++++++ .../linalg/torch.linalg.svdvals.md | 47 +++++++++++++++++++ .../torch.autograd.Function.backward.md | 23 +++++++++ .../others/torch.autograd.Function.forward.md | 23 +++++++++ .../others/torch.autograd.Function.md | 22 +++++++++ ...ion.FunctionCtx.mark_non_differentiable.md | 21 +++++++++ ....function.FunctionCtx.save_for_backward.md | 21 +++++++++ ...ction.FunctionCtx.set_materialize_grads.md | 21 +++++++++ ...orch.autograd.graph.saved_tensors_hooks.md | 22 +++++++++ .../others/torch.special.erfc.md | 19 ++++++++ .../others/torch.special.exp2.md | 19 ++++++++ .../others/torch.special.expit.md | 19 ++++++++ .../others/torch.special.gammaln.md | 34 ++++++++++++++ ...nn.utils.parametrizations.spectral_norm.md | 25 ++++++++++ .../pytorch_api_mapping_cn.md | 42 +++++++++++++++-- 15 files changed, 376 insertions(+), 3 deletions(-) create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_stream.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.backward.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.forward.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.mark_non_differentiable.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.save_for_backward.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.set_materialize_grads.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.graph.saved_tensors_hooks.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfc.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.exp2.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expit.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaln.md create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.parametrizations.spectral_norm.md diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_stream.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_stream.md new file mode 100644 index 00000000000..c2ea18bae0a --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_stream.md @@ -0,0 +1,21 @@ +## [参数完全一致]torch.cuda.set_stream + +### [torch.cuda.set_stream](https://pytorch.org/docs/stable/generated/torch.cuda.set_stream.html#torch.cuda.set_stream) + +```python +torch.cuda.set_stream(stream) +``` + +### [paddle.device.set_stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/set_stream_cn.html#set-stream) + +```python +paddle.device.set_stream(stream=None) +``` + +功能一致，参数完全一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | ------------------- | +| stream | stream | 希望设置的 stream。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md new file mode 100644 index 00000000000..ce72c14d164 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md @@ -0,0 +1,47 @@ +## [ torch 参数更多 ] torch.linalg.svdvals + +### [torch.linalg.svdvals](https://pytorch.org/docs/stable/generated/torch.linalg.svdvals.html#torch.linalg.svdvals) + +```python +torch.linalg.svdvals(A, *, driver=None, out=None) +``` + +### [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/svd_cn.html) + +```python +paddle.linalg.svd(x, full_matrices=False, name=None) +``` + +其中 PyTorch 相比 Paddle 支持更多其他参数，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------- | ------------------------------------------------------------------------------------ | +| A | x | 输入 Tensor，仅参数名不一致。 | +| driver | - | cuSOLVER 方法名，Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 | +| - | full_matrices | 是否计算完整的 U 和 V 矩阵，Paddle 为 False，Pytorch 无此参数，Paddle 使用默认即可。 | +| out | - | 表示输出的 Tensor，Paddle 无此参数，需要转写。 | +| 返回值 | 返回值 | PyTorch 返回值为 S，Paddle 返回 U、S、VH，需要转写。 | + +### 转写示例 + +#### out 参数：输出的 Tensor + +```python +# PyTorch 写法: +torch.linalg.svdvals(x, out=y) + +# Paddle 写法: +paddle.assign(paddle.linalg.svd(x)[1], y) +``` + +#### 返回值 + +```python +# PyTorch 写法: +y = torch.linalg.svdvals(x) + +# Paddle 写法: +y = paddle.linalg.svd(x)[1] +``` diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.backward.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.backward.md new file mode 100644 index 00000000000..4f6d13ca54b --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.backward.md @@ -0,0 +1,23 @@ +## [仅 Paddle 参数更多]torch.autograd.Function.backward + +### [torch.autograd.Function.backward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.backward.html#torch.autograd.Function.backward) + +```python +torch.autograd.Function.backward(ctx, *grad_outputs) +``` + +### [paddle.autograd.PyLayer.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/PyLayer_cn.html#backward-ctx-args-kwargs) + +```python +paddle.autograd.PyLayer.backward(ctx, *args, **kwargs) +``` + +Paddle 相比 PyTorch 支持更多其他参数，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------------ | ------------ | ------------------------------------------------------------------- | +| ctx | ctx | 上下文对象。 | +| grad_outputs | args | forward 输出 Tensor 的梯度，仅参数名不一致。 | +| - | kwargs | forward 输出 Tensor 的梯度，PyTorch 无此参数，Paddle 保持默认即可。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.forward.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.forward.md new file mode 100644 index 00000000000..e8ef512a1be --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.forward.md @@ -0,0 +1,23 @@ +## [参数完全一致]torch.autograd.Function.forward + +### [torch.autograd.Function.forward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.forward.html#torch.autograd.Function.forward) + +```python +torch.autograd.Function.forward(ctx, *args, **kwargs) +``` + +### [paddle.autograd.PyLayer.forward](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/PyLayer_cn.html#forward-ctx-args-kwargs) + +```python +paddle.autograd.PyLayer.forward(ctx, *args, **kwargs) +``` + +两者功能一致，参数完全一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | ------------------ | +| ctx | ctx | 上下文对象。 | +| args | args | 自定义算子的输入。 | +| kwargs | kwargs | 自定义算子的输入。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.md new file mode 100644 index 00000000000..898643834db --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.md @@ -0,0 +1,22 @@ +## [torch 参数更多]torch.autograd.Function + +### [torch.autograd.Function](https://pytorch.org/docs/stable/autograd.html#torch.autograd.Function) + +```python +torch.autograd.Function(*args, **kwargs) +``` + +### [paddle.autograd.PyLayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/PyLayer_cn.html#paddle.autograd.PyLayer) + +```python +paddle.autograd.PyLayer() +``` + +其中 PyTorch 相比 Paddle 支持更多其他参数，但该类一般用于继承实现，不会调用其参数。 + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | ----------------------------------------- | +| args | - | 自定义参数，Paddle 无此参数，可直接删除。 | +| kwargs | - | 自定义参数，Paddle 无此参数，可直接删除。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.mark_non_differentiable.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.mark_non_differentiable.md new file mode 100644 index 00000000000..2baca8d6b7e --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.mark_non_differentiable.md @@ -0,0 +1,21 @@ +## [仅参数名不一致]torch.autograd.function.FunctionCtx.mark_non_differentiable + +### [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) + +```python +torch.autograd.function.FunctionCtx.mark_non_differentiable(*args) +``` + +### [paddle.autograd.PyLayerContext.mark_non_differentiable](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/PyLayerContext_cn.html#mark-non-differentiable-self-tensors) + +```python +paddle.autograd.PyLayerContext.mark_non_differentiable(*tensors) +``` + +两者功能一致，仅参数名不一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | ----------------------------- | +| args | tensors | 需要标记不需要反向的 Tensor。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.save_for_backward.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.save_for_backward.md new file mode 100644 index 00000000000..4350ea811ac --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.save_for_backward.md @@ -0,0 +1,21 @@ +## [参数完全一致]torch.autograd.function.FunctionCtx.save_for_backward + +### [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) + +```python +torch.autograd.function.FunctionCtx.save_for_backward(*tensors) +``` + +### [paddle.autograd.PyLayerContext.save_for_backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/PyLayerContext_cn.html#save-for-backward-tensors) + +```python +paddle.autograd.PyLayerContext.save_for_backward(*tensors) +``` + +两者功能一致，参数完全一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | --------------------- | +| tensors | tensors | 需要被暂存的 Tensor。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.set_materialize_grads.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.set_materialize_grads.md new file mode 100644 index 00000000000..bc3ec7faab4 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.set_materialize_grads.md @@ -0,0 +1,21 @@ +## [参数完全一致]torch.autograd.function.FunctionCtx.set_materialize_grads + +### [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) + +```python +torch.autograd.function.FunctionCtx.set_materialize_grads(value) +``` + +### [paddle.autograd.PyLayerContext.set_materialize_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/PyLayerContext_cn.html#set-materialize-grads-self-value) + +```python +paddle.autograd.PyLayerContext.set_materialize_grads(value) +``` + +两者功能一致，参数完全一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | -------------------------------------- | +| value | value | 是否要框架来初始化未初始化的反向梯度。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.graph.saved_tensors_hooks.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.graph.saved_tensors_hooks.md new file mode 100644 index 00000000000..5daff390412 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.graph.saved_tensors_hooks.md @@ -0,0 +1,22 @@ +## [参数完全一致]torch.autograd.graph.saved_tensors_hooks + +### [torch.autograd.graph.saved_tensors_hooks](https://pytorch.org/docs/stable/autograd.html?highlight=saved_tensors_hooks#torch.autograd.graph.saved_tensors_hooks) + +```python +torch.autograd.graph.saved_tensors_hooks(pack_hook, unpack_hook) +``` + +### [paddle.autograd.saved_tensors_hooks](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/autograd/saved_tensors_hooks_cn.html) + +```python +paddle.autograd.saved_tensors_hooks(pack_hook, unpack_hook) +``` + +两者功能一致，参数完全一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ----------- | ------------ | ----------------------------------------------------------------------------------------- | +| pack_hook | pack_hook | 当某个算子的前向执行时，存在 Tensor 需要保留给反向计算梯度使用时， pack_hook 将会被调用。 | +| unpack_hook | unpack_hook | 当反向执行，需要用到前向保留的 Tensor 时， unpack_hook 会被调用。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfc.md new file mode 100644 index 00000000000..2e3e994f1a3 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfc.md @@ -0,0 +1,19 @@ +## [组合替代实现]torch.special.erfc + +### [torch.special.erfc](https://pytorch.org/docs/stable/special.html#torch.special.erfc) + +```python +torch.special.erfc(input, *, out=None) +``` + +Paddle 无此 API，需要组合实现。 + +### 转写示例 + +```python +# Pytorch 写法 +y = torch.special.erfc(x) + +# Paddle 写法 +y = 1 - paddle.erf(x) +``` diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.exp2.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.exp2.md new file mode 100644 index 00000000000..73903f17fa8 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.exp2.md @@ -0,0 +1,19 @@ +## [组合替代实现]torch.special.exp2 + +### [torch.special.exp2](https://pytorch.org/docs/stable/special.html#torch.special.exp2) + +```python +torch.special.exp2(input, *, out=None) +``` + +Paddle 无此 API，需要组合实现。 + +### 转写示例 + +```python +# Pytorch 写法 +y = torch.special.exp2(x) + +# Paddle 写法 +y = 2 ** x +``` diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expit.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expit.md new file mode 100644 index 00000000000..f722e644b35 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expit.md @@ -0,0 +1,19 @@ +## [组合替代实现]torch.special.expit + +### [torch.special.expit](https://pytorch.org/docs/stable/special.html#torch.special.expit) + +```python +torch.special.expit(input, *, out=None) +``` + +Paddle 无此 API，需要组合实现。 + +### 转写示例 + +```python +# Pytorch 写法 +y = torch.special.expit(x) + +# Paddle 写法 +y = 1 / (1 + 1 / paddle.exp(x)) +``` diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaln.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaln.md new file mode 100644 index 00000000000..3172efaa7e8 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaln.md @@ -0,0 +1,34 @@ +## [torch 参数更多]torch.special.gammaln + +### [torch.special.gammaln](https://pytorch.org/docs/stable/special.html#torch.special.gammaln) + +```python +torch.special.gammaln(input, *, out=None) +``` + +### [paddle.lgamma](https://pytorch.org/docs/stable/special.html#torch.special.gammaln) + +```python +paddle.lgamma(x, name=None) +``` + +其中 PyTorch 相比 Paddle 支持更多其他参数，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------- | ------------ | ---------------------------------------------------- | +| input | x | 输入的 Tensor，仅参数名不一致。 | +| out | - | 表示输出的 Tensor ， Paddle 无此参数，需要转写。 | + +### 转写示例 + +#### out：指定输出 + +```python +# Pytorch 写法 +torch.special.gammaln(x, out=y) + +# Paddle 写法 +paddle.assign(paddle.lgamma(x), y) +``` diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.parametrizations.spectral_norm.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.parametrizations.spectral_norm.md new file mode 100644 index 00000000000..b28b5dd9155 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.parametrizations.spectral_norm.md @@ -0,0 +1,25 @@ +## [ 仅参数名不一致 ]torch.nn.utils.parametrizations.spectral_norm + +### [torch.nn.utils.parametrizations.spectral_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.parametrizations.spectral_norm.html#torch.nn.utils.parametrizations.spectral_norm) + +```python +torch.nn.utils.parametrizations.spectral_norm(module, name='weight', n_power_iterations=1, eps=1e-12, dim=None) +``` + +### [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) + +```python +paddle.nn.utils.spectral_norm(layer, name='weight', n_power_iterations=1, eps=1e-12, dim=None) +``` + +PyTorch 和 Paddle 功能一致，仅参数名不一致，具体如下： + +### 参数映射 + +| PyTorch | PaddlePaddle | 备注 | +| ------------------ | ------------------ | ---------------------------------------- | +| module | layer | 要添加权重谱归一化的层，仅参数名不一致。 | +| name | name | 权重参数的名字。 | +| n_power_iterations | n_power_iterations | 将用于计算的 SpectralNorm 幂迭代次数。 | +| eps | eps | 用于保证计算中的数值稳定性。 | +| dim | dim | 重塑为矩阵之前应排列到第一个的维度索引。 | 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 f169a9a90af..b2bd223e416 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 @@ -17,6 +17,7 @@ | [torch.nn.utils.XX](#id5) | 主要为`torch.nn.utils.XX`类 API | | [torch.nn.Module.XX](#id15) | 主要为`torch.nn.Module.XX`类 API | | [torch.Tensor.XX](#id6) | 主要为`torch.Tensor.XX`类 API | +| [torch.autograd.XX](#id20) | 主要为`torch.autograd.XX`类 API | | [torch.cuda.XX](#id7) | 主要为`torch.cuda.XX`类 API | | [torch.distributed.XX](#id8) | 主要为`torch.distributed.XX`类 API | | [torch.distributions.XX](#id9) | 主要为`torch.distributions.XX`类 API | @@ -24,6 +25,7 @@ | [torch.hub.XX](#id14) | 主要为`torch.hub.XX`类 API | | [torch.linalg.XX](#id11) | 主要为`torch.linalg.XX`类 API | | [torch.onnx.XX](#id15) | 主要为`torch.onnx.XX`类 API | +| [torch.profiler.XX](#id21) | 主要为`torch.profiler.XX`类 API | | [torch.optim.XX](#id22) | 主要为`torch.optim.XX`类 API | | [torch.sparse.XX](#id12) | 主要为`torch.sparse.XX`类 API | | [其他](#id13) | 其他 API | @@ -299,6 +301,8 @@ | 263 | [torch.vsplit](https://pytorch.org/docs/stable/generated/torch.vsplit.html#torch.vsplit) | | 功能缺失 | | 264 | [torch.hsplit](https://pytorch.org/docs/stable/generated/torch.hsplit.html#torch.hsplit) | | 功能缺失 | | 265 | [torch.histogram](https://pytorch.org/docs/stable/generated/torch.histogram.html#torch.histogram) | | 功能缺失 | +| 266 | [torch.gradient](https://pytorch.org/docs/stable/generated/torch.gradient.html#torch.gradient) | | 功能缺失 | +| 267 | [torch.positive](https://pytorch.org/docs/stable/generated/torch.positive.html#torch.positive) | | 功能缺失 | ***持续更新...*** @@ -397,9 +401,11 @@ | 87 | [torch.nn.MarginRankingLoss](https://pytorch.org/docs/stable/generated/torch.nn.MarginRankingLoss.html#marginrankingloss) | [paddle.nn.MarginRankingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MarginRankingLoss_cn.html#marginrankingloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MarginRankingLoss.md) | | 88 | [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/api/paddle/nn/NLLLoss_cn.html#nllloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.NLLLoss.md) | | 89 | [torch.nn.SoftMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.SoftMarginLoss.html#torch.nn.SoftMarginLoss) | [paddle.nn.SoftMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/SoftMarginLoss_cn.html#softmarginloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SoftMarginLoss.md) | -| 90 | [troch.nn.Mish](https://pytorch.org/docs/stable/generated/torch.nn.Mish.html?highlight=troch+nn+mish) | [paddle.nn.Mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Mish_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Mish.md) | -| 91 | [troch.nn.GLU](https://pytorch.org/docs/stable/generated/torch.nn.GLU.html#torch.nn.GLU) | | 功能缺失 | - +| 90 | [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/api/paddle/nn/Mish_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Mish.md) | +| 91 | [torch.nn.GLU](https://pytorch.org/docs/stable/generated/torch.nn.GLU.html#torch.nn.GLU) | | 功能缺失 | +| 92 | [torch.nn.LazyBatchNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm1d.html#torch.nn.LazyBatchNorm1d) | | 功能缺失 | +| 93 | [torch.nn.LazyBatchNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm2d.html#torch.nn.LazyBatchNorm2d) | | 功能缺失 | +| 94 | [torch.nn.LazyBatchNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm3d.html#torch.nn.LazyBatchNorm3d) | | 功能缺失 | ***持续更新...*** @@ -462,6 +468,7 @@ | 51 | [torch.nn.functional.binary_cross_entropy_with_logits](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_with_logits_cn.html) | [paddle.nn.functional.binary_cross_entropy_with_logits](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_with_logits_cn.html) | 功能一致，仅参数命名不一致 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.binary_cross_entropy_with_logits.md) | | 52 | [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/api/paddle/nn/functional/l1_loss_cn.html) | 功能一致，仅参数命名不一致 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.l1_loss.md) | | 53 | [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/api/paddle/nn/functional/mish_cn.html) | 功能一致，torch 参数更多 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.mish.md) | +| 54 | [torch.nn.functional.group_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.group_norm.html#torch.nn.functional.group_norm) | | 功能缺失 | ***持续更新...*** @@ -649,6 +656,8 @@ | 177 | [torch.Tensor.is_coalesced](https://pytorch.org/docs/stable/generated/torch.Tensor.is_coalesced.html#torch.Tensor.is_coalesced) | | 功能缺失 | | 178 | [torch.Tensor.histogram](https://pytorch.org/docs/stable/generated/torch.Tensor.histogram.html#torch.Tensor.histogram) | | 功能缺失 | | 179 | [torch.Tensor.geqrf](https://pytorch.org/docs/1.13/generated/torch.Tensor.geqrf.html?highlight=torch+tensor+geqrf#torch.Tensor.geqrf) | | 功能缺失 | +| 180 | [torch.Tensor.sparse_resize_](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_resize_.html#torch.Tensor.sparse_resize_) | | 功能缺失 | +| 181 | [torch.Tensor.sparse_resize_and_clear_](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_resize_and_clear_.html#torch.Tensor.sparse_resize_and_clear_) | | 功能缺失 | ***持续更新...*** @@ -682,6 +691,7 @@ | 14 | [torch.utils.dlpack.to_dlpack](https://pytorch.org/docs/stable/dlpack.html?highlight=torch+utils+dlpack+to_dlpack#torch.utils.dlpack.to_dlpack) | [paddle.utils.dlpack.to_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/utils/dlpack/to_dlpack_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.dlpack.to_dlpack.md) | | 15 | [torch.utils.cpp_extension.load_inline](https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.load_inline) | | 功能缺失 | | 16 | [torch.utils.cpp_extension.include_paths](https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.include_paths) | | 功能缺失 | +| 17 | [torch.nn.utils.parametrize.is_parametrized](https://pytorch.org/docs/stable/generated/torch.nn.utils.parametrize.is_parametrized.html#torch.nn.utils.parametrize.is_parametrized) | | 功能缺失 | ***持续更新...*** @@ -697,6 +707,16 @@ | 4 | [torch.nn.Module.requires_grad_](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.requires_grad_) | | 功能缺失 | +***持续更新...*** + +## torch.autograd.XX API 映射列表 +梳理了`torch.autograd.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 + +| 序号 | PyTorch API | PaddlePaddle API | 备注 | + |--- | --- | --- | --- | +| 1 | [torch.autograd.profiler.profile.self_cpu_time_total](https://pytorch.org/docs/stable/generated/torch.autograd.profiler.profile.self_cpu_time_total.html#torch.autograd.profiler.profile.self_cpu_time_total) | | 功能缺失 | +| 2 | [torch.autograd.function.FunctionCtx.mark_dirty](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_dirty.html#torch.autograd.function.FunctionCtx.mark_dirty) | | 功能缺失 | + ***持续更新...*** ## torch.cuda.XX API 映射列表 @@ -725,6 +745,7 @@ | 19 | [torch.cuda.default_stream](https://pytorch.org/docs/stable/generated/torch.cuda.default_stream.html?highlight=torch+cuda+default_stream#torch.cuda.default_stream) | | 功能缺失 | | 20 | [torch.cuda.get_arch_list](https://pytorch.org/docs/stable/generated/torch.cuda.get_arch_list.html?highlight=torch+cuda+get_arch_list#torch.cuda.get_arch_list) | | 功能缺失 | | 21 | [torch.cuda.is_initialized](https://pytorch.org/docs/stable/generated/torch.cuda.is_initialized.html?highlight=torch+cuda+is_initialized#torch.cuda.is_initialized) | | 功能缺失 | +| 22 | [torch.cuda.StreamContext](https://pytorch.org/docs/stable/generated/torch.cuda.StreamContext.html#torch.cuda.StreamContext) | | 功能缺失 | ***持续更新...*** @@ -806,6 +827,10 @@ | 9 | [torch.linalg.eig](https://pytorch.org/docs/stable/generated/torch.linalg.eig.html?highlight=torch+linalg+eig#torch.linalg.eig) | [paddle.linalg.eig](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/eig_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eig.md) | | 10 | [torch.linalg.multi_dot](https://pytorch.org/docs/stable/generated/torch.linalg.multi_dot.html?highlight=torch+linalg+multi_dot#torch.linalg.multi_dot) | [paddle.linalg.multi_dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/multi_dot_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.multi_dot.md) | | 11 | [torch.linalg.matrix_exp](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_exp.html#torch.linalg.matrix_exp) | | 功能缺失 | +| 12 | [torch.linalg.matrix_norm](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_norm.html#torch.linalg.matrix_norm) | | 功能缺失 | +| 13 | [torch.linalg.vector_norm](https://pytorch.org/docs/stable/generated/torch.linalg.vector_norm.html#torch.linalg.vector_norm) | | 功能缺失 | +| 14 | [torch.linalg.cholesky_ex](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html#torch.linalg.cholesky_ex) | | 功能缺失 | +| 15 | [torch.linalg.inv_ex](https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html#torch.linalg.inv_ex) | | 功能缺失 | ***持续更新...*** @@ -828,6 +853,16 @@ ***持续更新...*** +## torch.profiler.XX API 映射列表 +梳理了`torch.profiler.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 + +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | +| 1 | [torch.profiler.ProfilerActivity](https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerActivity) | | 功能缺失 | +| 2 | [torch.profiler.ProfilerAction](https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerAction) | | 功能缺失 | + +***持续更新...*** + ## torch.sparse.XX API 映射列表 梳理了`torch.sparse.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 @@ -854,5 +889,6 @@ | 7 | [torch.special.expm1](https://pytorch.org/docs/stable/special.html#torch.special.expm1) | [paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/expm1_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expm1.md) | | 8 | [torch.backends.cudnn.version](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+version#torch.backends.cudnn.version) | | 功能缺失 | | 9 | [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/api/paddle/erf_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erf.md) | +| 10 | [torch.special.entr](https://pytorch.org/docs/stable/special.html#torch.special.entr) | | 功能缺失 | ***持续更新...***