From fd00b66434020e65af2395ed5abc7b159e71ad48 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Fri, 23 Aug 2024 20:59:55 +0800
Subject: [PATCH 01/20] fix hsplit

---
 .../api_difference/torch/torch.hsplit.md      | 42 ++++++++++++++++---
 1 file changed, 36 insertions(+), 6 deletions(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md
index 0225fab4cd5..ade5c0fbdce 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md
@@ -1,24 +1,54 @@
 ## [ 仅参数名不一致 ]torch.hsplit
+api存在重载情况，分别如下：
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.hsplit](https://pytorch.org/docs/stable/generated/torch.hsplit.html#torch.hsplit)
+
+```python
+torch.hsplit(input,
+        sections)
+```
+
+### [paddle.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hsplit_cn.html)
+
+```python
+paddle.hsplit(x,
+        num_or_indices,
+        name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                   |
+| ------------- | ------------ | ------------------------------------------------------ |
+| input          |  x           | 输入多维 Tensor ，仅参数名不一致。  |
+| sections           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
+
 ### [torch.hsplit](https://pytorch.org/docs/stable/generated/torch.hsplit.html#torch.hsplit)
 
 ```python
 torch.hsplit(input,
-        indices_or_sections)
+        indices)
 ```
 
 ### [paddle.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hsplit_cn.html)
 
 ```python
 paddle.hsplit(x,
-        num_or_indices,
-        name=None)
+        num_or_indices,
+        name=None)
 ```
 
 其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
 
 ### 参数映射
 
-| PyTorch       | PaddlePaddle | 备注                                                   |
+| PyTorch       | PaddlePaddle | 备注                                                   |
 | ------------- | ------------ | ------------------------------------------------------ |
-| input          |  x           | 输入多维 Tensor ，仅参数名不一致。  |
-| indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| input          |  x           | 输入多维 Tensor ，仅参数名不一致。  |
+| indices           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |

From 5d18669635c9d9be34c24977e34cc84a18adc123 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Fri, 23 Aug 2024 22:10:35 +0800
Subject: [PATCH 02/20] fix docs

---
 .../Tensor/torch.Tensor.dsplit.md             | 29 +++++++++-
 .../Tensor/torch.Tensor.hsplit.md             | 29 +++++++++-
 .../Tensor/torch.Tensor.tensor_split.md       | 54 +++++++++++++++++-
 .../api_difference/torch/torch.dsplit.md      | 34 ++++++++++-
 .../torch/torch.tensor_split.md               | 56 ++++++++++++++++++-
 5 files changed, 192 insertions(+), 10 deletions(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dsplit.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dsplit.md
index 9db6885457c..7c5c36ff77d 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dsplit.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dsplit.md
@@ -1,9 +1,34 @@
 ## [ 仅参数名不一致 ]torch.Tensor.dsplit
+api 存在重载情况，分别如下：
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.Tensor.dsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.dsplit.html)
+
+```python
+torch.Tensor.dsplit(sections)
+```
+
+### [paddle.Tensor.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dsplit-num_or_indices-name-none)
+
+```python
+paddle.Tensor.dsplit(num_or_indices, name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                    |
+| ------------- | ------------ | ------------------------------------------------------  |
+| sections           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
 
 ### [torch.Tensor.dsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.dsplit.html)
 
 ```python
-torch.Tensor.dsplit(split_size_or_sections)
+torch.Tensor.dsplit(indices)
 ```
 
 ### [paddle.Tensor.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dsplit-num_or_indices-name-none)
@@ -18,4 +43,4 @@ paddle.Tensor.dsplit(num_or_indices, name=None)
 
 | PyTorch       | PaddlePaddle | 备注                                                    |
 | ------------- | ------------ | ------------------------------------------------------  |
-| split_size_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| indices           | num_or_indices         | 表示分割的索引，仅参数名不一致。                          |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hsplit.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hsplit.md
index 114ea061661..fccfa0ea794 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hsplit.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hsplit.md
@@ -1,9 +1,34 @@
 ## [ 仅参数名不一致 ]torch.Tensor.hsplit
+api 存在重载情况，分别如下：
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.Tensor.hsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.hsplit.html)
+
+```python
+torch.Tensor.hsplit(sections)
+```
+
+### [paddle.Tensor.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#hsplit-num_or_indices-name-none)
+
+```python
+paddle.Tensor.hsplit(num_or_indices, name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                    |
+| ------------- | ------------ | ------------------------------------------------------  |
+| sections           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
 
 ### [torch.Tensor.hsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.hsplit.html)
 
 ```python
-torch.Tensor.hsplit(split_size_or_sections)
+torch.Tensor.hsplit(indices)
 ```
 
 ### [paddle.Tensor.hsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#hsplit-num_or_indices-name-none)
@@ -18,4 +43,4 @@ paddle.Tensor.hsplit(num_or_indices, name=None)
 
 | PyTorch       | PaddlePaddle | 备注                                                    |
 | ------------- | ------------ | ------------------------------------------------------  |
-| split_size_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| indices           | num_or_indices         | 表示分割的索引，仅参数名不一致。                          |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
index 5926b3633e1..e0b45ef06fa 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
@@ -1,8 +1,58 @@
 ## [ 仅参数名不一致 ]torch.Tensor.tensor_split
+api 存在重载情况，分别如下：
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.Tensor.tensor_split](https://pytorch.org/docs/stable/generated/torch.Tensor.tensor_split.html)
+
+```python
+torch.Tensor.tensor_split(indices, dim=0)
+```
+
+### [paddle.Tensor.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor_split-num_or_indices-axis-0-name-none)
+
+```python
+paddle.Tensor.tensor_split(num_or_indices, axis=0, name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                    |
+| ------------- | ------------ | ------------------------------------------------------  |
+| indices           | num_or_indices         | 表示分割的索引，仅参数名不一致。                          |
+| dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.Tensor.tensor_split](https://pytorch.org/docs/stable/generated/torch.Tensor.tensor_split.html)
+
+```python
+torch.Tensor.tensor_split(tensor_indices_or_sections, dim=0)
+```
+
+### [paddle.Tensor.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor_split-num_or_indices-axis-0-name-none)
+
+```python
+paddle.Tensor.tensor_split(num_or_indices, axis=0, name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                    |
+| ------------- | ------------ | ------------------------------------------------------  |
+| tensor_indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
+
 ### [torch.Tensor.tensor_split](https://pytorch.org/docs/stable/generated/torch.Tensor.tensor_split.html)
 
 ```python
-torch.Tensor.tensor_split(indices_or_sections, dim=0)
+torch.Tensor.tensor_split(sections, dim=0)
 ```
 
 ### [paddle.Tensor.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor_split-num_or_indices-axis-0-name-none)
@@ -17,5 +67,5 @@ paddle.Tensor.tensor_split(num_or_indices, axis=0, name=None)
 
 | PyTorch       | PaddlePaddle | 备注                                                    |
 | ------------- | ------------ | ------------------------------------------------------  |
-| indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| sections           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |
 | dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.dsplit.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.dsplit.md
index 63be788aca7..f74cce2b8f8 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.dsplit.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.dsplit.md
@@ -1,9 +1,39 @@
 ## [ 仅参数名不一致 ]torch.dsplit
+api 存在重载情况，分别如下：
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.dsplit](https://pytorch.org/docs/stable/generated/torch.dsplit.html#torch.dsplit)
+
+```python
+torch.dsplit(input,
+        sections)
+```
+
+### [paddle.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dsplit_cn.html)
+
+```python
+paddle.dsplit(x,
+        num_or_indices,
+        name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                   |
+| ------------- | ------------ | ------------------------------------------------------ |
+| input          |  x           | 输入多维 Tensor ，仅参数名不一致。  |
+| sections           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
+
 ### [torch.dsplit](https://pytorch.org/docs/stable/generated/torch.dsplit.html#torch.dsplit)
 
 ```python
 torch.dsplit(input,
-        indices_or_sections)
+        indices)
 ```
 
 ### [paddle.dsplit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dsplit_cn.html)
@@ -21,4 +51,4 @@ paddle.dsplit(x,
 | PyTorch       | PaddlePaddle | 备注                                                   |
 | ------------- | ------------ | ------------------------------------------------------ |
 | input          |  x           | 输入多维 Tensor ，仅参数名不一致。  |
-| indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| indices           | num_or_indices         | 表示分割的索引，仅参数名不一致。                          |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md
index a6f9f6bb1bd..32cb7a30571 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md
@@ -1,8 +1,60 @@
 ## [ 仅参数名不一致 ]torch.tensor_split
+api 存在重载情况，分别如下：
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.tensor_split](https://pytorch.org/docs/stable/generated/torch.tensor_split.html)
+
+```python
+torch.tensor_split(input, indices, dim=0)
+```
+
+### [paddle.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tensor_split_cn.html)
+
+```python
+paddle.tensor_split(x, num_or_indices, axis=0, name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                    |
+| ------------- | ------------ | ------------------------------------------------------  |
+| input         | x            | 表示输入的 Tensor ，仅参数名不一致。                        |
+| indices           | num_or_indices         | 表示分割的索引，仅参数名不一致。                          |
+| dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
+
+### [torch.tensor_split](https://pytorch.org/docs/stable/generated/torch.tensor_split.html)
+
+```python
+torch.tensor_split(input, tensor_indices_or_sections, dim=0)
+```
+
+### [paddle.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tensor_split_cn.html)
+
+```python
+paddle.tensor_split(x, num_or_indices, axis=0, name=None)
+```
+
+其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
+
+### 参数映射
+
+| PyTorch       | PaddlePaddle | 备注                                                    |
+| ------------- | ------------ | ------------------------------------------------------  |
+| input         | x            | 表示输入的 Tensor ，仅参数名不一致。                        |
+| tensor_indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
+
+-------------------------------------------------------------------------------------------------
+
 ### [torch.tensor_split](https://pytorch.org/docs/stable/generated/torch.tensor_split.html)
 
 ```python
-torch.tensor_split(input, indices_or_sections, dim=0)
+torch.tensor_split(input, sections, dim=0)
 ```
 
 ### [paddle.tensor_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/tensor_split_cn.html)
@@ -18,5 +70,5 @@ paddle.tensor_split(x, num_or_indices, axis=0, name=None)
 | PyTorch       | PaddlePaddle | 备注                                                    |
 | ------------- | ------------ | ------------------------------------------------------  |
 | input         | x            | 表示输入的 Tensor ，仅参数名不一致。                        |
-| indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
+| sections           | num_or_indices         | 表示分割的数量，仅参数名不一致。                          |
 | dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |

From ee0c71750965af4718b2576bcb71f4ab0c6ce9b9 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Mon, 26 Aug 2024 20:19:21 +0800
Subject: [PATCH 03/20] fix

---
 .../convert_from_pytorch/api_difference/torch/torch.hsplit.md   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md
index ade5c0fbdce..770dce34f37 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.hsplit.md
@@ -1,5 +1,5 @@
 ## [ 仅参数名不一致 ]torch.hsplit
-api存在重载情况，分别如下：
+api 存在重载情况，分别如下：
 
 -------------------------------------------------------------------------------------------------
 

From 5078cc1e16fc6d3787917d1e30be295912fabc7a Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Thu, 29 Aug 2024 00:12:30 +0800
Subject: [PATCH 04/20] fix-docs1

---
 .../api_difference/Tensor/torch.Tensor.tensor_split.md |  9 +--------
 .../api_difference/torch/torch.tensor_split.md         | 10 +---------
 2 files changed, 2 insertions(+), 17 deletions(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
index e0b45ef06fa..bb43d7d8a15 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
@@ -38,14 +38,7 @@ torch.Tensor.tensor_split(tensor_indices_or_sections, dim=0)
 paddle.Tensor.tensor_split(num_or_indices, axis=0, name=None)
 ```
 
-其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
-
-### 参数映射
-
-| PyTorch       | PaddlePaddle | 备注                                                    |
-| ------------- | ------------ | ------------------------------------------------------  |
-| tensor_indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
-| dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
+Paddle 当前无对应功能，功能缺失
 
 -------------------------------------------------------------------------------------------------
 
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md
index 32cb7a30571..7c1afe63dc1 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.tensor_split.md
@@ -39,15 +39,7 @@ torch.tensor_split(input, tensor_indices_or_sections, dim=0)
 paddle.tensor_split(x, num_or_indices, axis=0, name=None)
 ```
 
-其中 Paddle 相比 PyTorch 仅参数名不一致，具体如下：
-
-### 参数映射
-
-| PyTorch       | PaddlePaddle | 备注                                                    |
-| ------------- | ------------ | ------------------------------------------------------  |
-| input         | x            | 表示输入的 Tensor ，仅参数名不一致。                        |
-| tensor_indices_or_sections           | num_or_indices         | 表示分割的数量或索引，仅参数名不一致。                          |
-| dim           | axis         | 表示需要分割的维度，仅参数名不一致。                          |
+paddle 当前无对应功能，功能缺失。
 
 -------------------------------------------------------------------------------------------------
 

From c3fc9b97f66d217128fff0d9d43550548bb98ca4 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Thu, 29 Aug 2024 14:34:58 +0800
Subject: [PATCH 05/20] fix docs

---
 .../api_difference/Tensor/torch.Tensor.tensor_split.md          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
index bb43d7d8a15..536226586f7 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tensor_split.md
@@ -38,7 +38,7 @@ torch.Tensor.tensor_split(tensor_indices_or_sections, dim=0)
 paddle.Tensor.tensor_split(num_or_indices, axis=0, name=None)
 ```
 
-Paddle 当前无对应功能，功能缺失
+Paddle 当前无对应功能，功能缺失。
 
 -------------------------------------------------------------------------------------------------
 

From 7e04190fecd203fa6774fc6e57798685c1f082be Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Wed, 11 Sep 2024 23:09:26 +0800
Subject: [PATCH 06/20] fix docs

---
 .../torch.distributions.Binomial.md           | 28 ++++++++++++++
 ...torch.distributions.ContinuousBernoulli.md | 28 ++++++++++++++
 .../torch.distributions.Exponential.md        | 23 ++++++++++++
 .../torch.distributions.MultivariateNormal.md | 32 ++++++++++++++++
 .../torch.nn.functional.channel_shuffle.md    | 26 +++++++++++++
 .../others/torch.special.gammainc.md          | 37 +++++++++++++++++++
 .../others/torch.special.gammaincc.md         | 37 +++++++++++++++++++
 .../torch/torch.amp.autocast.md               | 33 +++++++++++++++++
 .../flash_attn.__version__.split.md           | 21 +++++++++++
 9 files changed, 265 insertions(+)
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
new file mode 100644
index 00000000000..2185090c6f5
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
@@ -0,0 +1,28 @@
+### [ torch 参数更多 ] torch.distributions.Binomial
+
+### [torch.distributions.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial)
+
+```python
+torch.distributions.Binomial(total_count=1, 
+                             probs=None, 
+                             logits=None, 
+                             validate_args=None)
+```
+
+### [paddle.distribution.Binomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/Binomial_cn.html#binomial)
+
+```python
+paddle.distribution.Binomial(total_count, 
+                             probs)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| total_count        | total_count      | 样本大小。                         |
+| probs           | probs      | 每次伯努利实验中事件发生的概率。         |
+| logits         | -  | 采样 1 的 log-odds，Paddle 无此参数，暂无转写方式。 |
+| validate_args        | -      | 是否添加验证环节。Paddle 无此参数，一般对训练结果影响不大，可直接删除。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
new file mode 100644
index 00000000000..c46131593dc
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
@@ -0,0 +1,28 @@
+### [ torch 参数更多 ] torch.distributions.ContinuousBernoulli
+
+### [torch.distributions.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html)
+
+```python
+torch.distributions.Binomial(probs=None, 
+                             logits=None,
+                             lims=(0.499, 0.501) 
+                             validate_args=None)
+```
+
+### [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli)
+
+```python
+paddle.distribution.ContinuousBernoulli(probs, 
+                                        lims=(0.499, 0.501))
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| probs           | probs      | 参数化分布的 (0,1) 值。         |
+| logits         | -  | 实值参数，与 probs 通过 sigmoid 函数匹配。Paddle 无此参数，暂无转写方式。 |
+| lims       | lims      | 一个包含两个元素的元组，指定了分布的下限和上限，默认为 (0.499, 0.501)。                         |
+| validate_args        | -      | 是否添加验证环节。Paddle 无此参数，一般对训练结果影响不大，可直接删除。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
new file mode 100644
index 00000000000..479f96a9fd7
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
@@ -0,0 +1,23 @@
+### [ torch 参数更多 ] torch.distributions.Exponential
+
+### [torch.distributions.Exponential](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exponential.Exponential.arg_constraints)
+
+```python
+torch.distributions.Exponential(rate, 
+                                validate_args=None)
+```
+
+### [paddle.distribution.Exponential](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ExponentialFamily_cn.html#exponential)
+
+```python
+paddle.distribution.Exponential(rate)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| rate           | rate      | 分布的速率参数。         |
+| validate_args        | -      | 是否添加验证环节。Paddle 无此参数，一般对训练结果影响不大，可直接删除。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
new file mode 100644
index 00000000000..970b6837da6
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
@@ -0,0 +1,32 @@
+### [ torch 参数更多 ] torch.distributions.MultivariateNormal
+
+### [torch.distributions.MultivariateNormal](https://pytorch.org/docs/stable/distributions.html#multivariatenormal)
+
+```python
+torch.distributions.MultivariateNormal(loc, 
+                                       covariance_matrix=None,
+                                       precision_matrix=None,
+                                       scale_tril=None,
+                                       validate_args=None)
+```
+
+### [paddle.distribution.MultivariateNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/MultivariateNormal_cn.html#multivariatenormal)
+
+```python
+paddle.distribution.MultivariateNormal(loc, 
+                                       covariance_matrix=None,
+                                       precision_matrix=None,
+                                       scale_tril=None)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| loc           | loc      |  MultivariateNormal 的均值向量。         |
+| covariance_matrix           | covariance_matrix      | MultivariateNormal 的协方差矩阵。         |
+| precision_matrix        | precision_matrix      | MultivariateNormal 协方差矩阵的逆矩阵。 |
+| scale_tril        | scale_tril      | MultivariateNormal 协方差矩阵的柯列斯基分解的下三角矩阵。 |
+| validate_args        | -      | 是否添加验证环节。Paddle 无此参数，一般对训练结果影响不大，可直接删除。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
new file mode 100644
index 00000000000..1d0fd4d0d55
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
@@ -0,0 +1,26 @@
+### [ paddle 参数更多 ]torch.nn.functional.channel_shuffle
+
+### [torch.nn.functional.channel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html)
+
+```python
+torch.nn.functional.channel_shuffle(input,
+                                    groups)
+```
+
+### [paddle.nn.functional.channel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/channel_shuffle_cn.html#channel-shuffle)
+
+```python
+paddle.nn.functional.channel_shuffle(x, 
+                                    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                                                   |
+| ------------- | ------------ | ------------------------------------------------------ |
+| input         | x            | 表示输入的 Tensor ，仅参数名不一致。  |
+| groups         | groups            | 表示要把通道分成的组数。  |
+| -             | data_format            | 数据格式，可选：NCHW 或 NHWC |
\ No newline at end of file
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
new file mode 100644
index 00000000000..172021df84a
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
@@ -0,0 +1,37 @@
+### [ torch 参数更多 ] torch.special.gammainc
+
+### [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc)
+
+```python
+torch.special.gammainc(input, 
+                       other,
+                       *,
+                       out=None)
+```
+
+### [paddle.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html)
+
+```python
+paddle.gammainc(x, 
+                y)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| input           | x      |  第一个非负输入张量，仅参数名不一致。         |
+| other           | y      | 第二个非负输入张量，仅参数名不一致。         |
+| out        | -      | Paddle 无此参数，需要转写。 |
+
+### 转写示例
+#### out：指定输出
+```python
+# PyTorch 写法
+torch.special.gammainc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)
+
+# Paddle 写法
+paddle.assign(paddle.gammainc(paddle.to_tensor([1.0,2.0]),paddle.to_tensor([3.0,4.0])), y)
+```
\ No newline at end of file
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
new file mode 100644
index 00000000000..0b5cdd7bf7e
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
@@ -0,0 +1,37 @@
+### [ torch 参数更多 ] torch.special.gammaincc
+
+### [torch.special.gammaincc](https://pytorch.org/docs/stable/special.html#torch.special.gammaincc)
+
+```python
+torch.special.gammaincc(input, 
+                        other,
+                        *,
+                        out=None)
+```
+
+### [paddle.gammaincc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html)
+
+```python
+paddle.gammaincc(x, 
+                 y)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| input           | x      |  第一个非负输入张量，仅参数名不一致。         |
+| other           | y      | 第二个非负输入张量，仅参数名不一致。         |
+| out        | -      | Paddle 无此参数，需要转写。 |
+
+### 转写示例
+#### out：指定输出
+```python
+# PyTorch 写法
+torch.special.gammaincc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)
+
+# Paddle 写法
+paddle.assign(paddle.gammaincc(paddle.to_tensor([1.0,2.0]),paddle.to_tensor([3.0,4.0])), y)
+```
\ No newline at end of file
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
new file mode 100644
index 00000000000..25914e7ac2f
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
@@ -0,0 +1,33 @@
+### [ torch 参数更多 ] torch.amp.autocast
+
+### [torch.amp.autocast](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.autocast)
+
+```python
+torch.amp.autocast(device_type,
+                   dtype=None, 
+                   enabled=True,
+                   cache_enabled=None)
+```
+
+### [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html#auto-cast)
+
+```python
+paddle.amp.auto_cast(enable=True, 
+                     custom_white_list=None, 
+                     custom_black_list=None, 
+                     level='O1', 
+                     dtype='float16', 
+                     use_promote=True)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| device_type         | -      | 指定设备类型,Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。                         |
+| dtype           | dtype      | 指定自动混合精度的计算类型         |
+| enabled         | enable  | 是否启用自动混合精度。 |
+| cache_enabled        | -      | 启用或禁用 CUDA 图形缓存 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_third_party/flash_attn/flash_attn.__version__.split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md
new file mode 100644
index 00000000000..c8005181405
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md
@@ -0,0 +1,21 @@
+### [ 参数完全一致 ] flash_attn._\_version__.split
+
+### [flash_attn._\_version__.split](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/__init__.py)
+
+```python
+flash_attn.__version__.split(sep=None, maxsplit=-1)
+```
+
+### [paddle._\_version__.split](https://github.com/PaddlePaddle/Paddle/tree/develop)
+
+```python
+paddle.__version__.split(sep=None, maxsplit=-1)
+```
+
+两者功能一致，参数完全一致，具体如下：
+### 参数映射
+
+| PyTorch | PaddlePaddle | 备注                                               |
+|---------|--------------| -------------------------------------------------- |
+| sep     | sep          | 分割字符串的分隔符。            |
+| max     | max          | 分割操作的最大次数            |

From 647bf9536d9ab7c0cc2617bf5f2f043311c916a3 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Sun, 15 Sep 2024 19:57:13 +0800
Subject: [PATCH 07/20] docs1

---
 .../cuda/torch.cuda.is_bf16_supported.md      |  0
 .../torch.distributions.Binomial.md           |  8 +++----
 ...torch.distributions.ContinuousBernoulli.md |  6 +++---
 .../torch.distributions.Exponential.md        |  2 +-
 .../torch.distributions.MultivariateNormal.md |  4 ++--
 .../torch.nn.functional.channel_shuffle.md    |  8 +++----
 .../others/torch.special.gammainc.md          |  6 +++---
 .../others/torch.special.gammaincc.md         |  6 +++---
 .../torch/torch.__version__.split.md          | 21 +++++++++++++++++++
 .../torch/torch.amp.autocast.md               | 13 ++++++------
 10 files changed, 47 insertions(+), 27 deletions(-)
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
index 2185090c6f5..61091942ee6 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
@@ -3,16 +3,16 @@
 ### [torch.distributions.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial)
 
 ```python
-torch.distributions.Binomial(total_count=1, 
-                             probs=None, 
-                             logits=None, 
+torch.distributions.Binomial(total_count=1,
+                             probs=None,
+                             logits=None,
                              validate_args=None)
 ```
 
 ### [paddle.distribution.Binomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/Binomial_cn.html#binomial)
 
 ```python
-paddle.distribution.Binomial(total_count, 
+paddle.distribution.Binomial(total_count,
                              probs)
 ```
 
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
index c46131593dc..47a22bc2a31 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
@@ -3,16 +3,16 @@
 ### [torch.distributions.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html)
 
 ```python
-torch.distributions.Binomial(probs=None, 
+torch.distributions.Binomial(probs=None,
                              logits=None,
-                             lims=(0.499, 0.501) 
+                             lims=(0.499, 0.501)
                              validate_args=None)
 ```
 
 ### [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli)
 
 ```python
-paddle.distribution.ContinuousBernoulli(probs, 
+paddle.distribution.ContinuousBernoulli(probs,
                                         lims=(0.499, 0.501))
 ```
 
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
index 479f96a9fd7..f48281042d9 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
@@ -3,7 +3,7 @@
 ### [torch.distributions.Exponential](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exponential.Exponential.arg_constraints)
 
 ```python
-torch.distributions.Exponential(rate, 
+torch.distributions.Exponential(rate,
                                 validate_args=None)
 ```
 
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
index 970b6837da6..e88fc472a3b 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
@@ -3,7 +3,7 @@
 ### [torch.distributions.MultivariateNormal](https://pytorch.org/docs/stable/distributions.html#multivariatenormal)
 
 ```python
-torch.distributions.MultivariateNormal(loc, 
+torch.distributions.MultivariateNormal(loc,
                                        covariance_matrix=None,
                                        precision_matrix=None,
                                        scale_tril=None,
@@ -13,7 +13,7 @@ torch.distributions.MultivariateNormal(loc,
 ### [paddle.distribution.MultivariateNormal](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/MultivariateNormal_cn.html#multivariatenormal)
 
 ```python
-paddle.distribution.MultivariateNormal(loc, 
+paddle.distribution.MultivariateNormal(loc,
                                        covariance_matrix=None,
                                        precision_matrix=None,
                                        scale_tril=None)
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
index 1d0fd4d0d55..139788e0635 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
@@ -10,9 +10,9 @@ torch.nn.functional.channel_shuffle(input,
 ### [paddle.nn.functional.channel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/channel_shuffle_cn.html#channel-shuffle)
 
 ```python
-paddle.nn.functional.channel_shuffle(x, 
-                                    groups, 
-                                    data_format='NCHW', 
+paddle.nn.functional.channel_shuffle(x,
+                                    groups,
+                                    data_format='NCHW',
                                     name=None)
 ```
 
@@ -23,4 +23,4 @@ paddle.nn.functional.channel_shuffle(x,
 | ------------- | ------------ | ------------------------------------------------------ |
 | input         | x            | 表示输入的 Tensor ，仅参数名不一致。  |
 | groups         | groups            | 表示要把通道分成的组数。  |
-| -             | data_format            | 数据格式，可选：NCHW 或 NHWC |
\ No newline at end of file
+| -             | data_format            | 数据格式，可选：NCHW 或 NHWC |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
index 172021df84a..c977e33d7d3 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
@@ -3,7 +3,7 @@
 ### [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc)
 
 ```python
-torch.special.gammainc(input, 
+torch.special.gammainc(input,
                        other,
                        *,
                        out=None)
@@ -12,7 +12,7 @@ torch.special.gammainc(input,
 ### [paddle.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html)
 
 ```python
-paddle.gammainc(x, 
+paddle.gammainc(x,
                 y)
 ```
 
@@ -34,4 +34,4 @@ torch.special.gammainc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)
 
 # Paddle 写法
 paddle.assign(paddle.gammainc(paddle.to_tensor([1.0,2.0]),paddle.to_tensor([3.0,4.0])), y)
-```
\ No newline at end of file
+```
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
index 0b5cdd7bf7e..cbb1aba6365 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
@@ -3,7 +3,7 @@
 ### [torch.special.gammaincc](https://pytorch.org/docs/stable/special.html#torch.special.gammaincc)
 
 ```python
-torch.special.gammaincc(input, 
+torch.special.gammaincc(input,
                         other,
                         *,
                         out=None)
@@ -12,7 +12,7 @@ torch.special.gammaincc(input,
 ### [paddle.gammaincc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html)
 
 ```python
-paddle.gammaincc(x, 
+paddle.gammaincc(x,
                  y)
 ```
 
@@ -34,4 +34,4 @@ torch.special.gammaincc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)
 
 # Paddle 写法
 paddle.assign(paddle.gammaincc(paddle.to_tensor([1.0,2.0]),paddle.to_tensor([3.0,4.0])), y)
-```
\ No newline at end of file
+```
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md
new file mode 100644
index 00000000000..0f1832b587a
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md
@@ -0,0 +1,21 @@
+### [ 参数完全一致 ] torch._\_version__.split
+
+### [torch._\_version__.split]()
+
+```python
+torch.__version__.split(sep=None, maxsplit=-1)
+```
+
+### [paddle._\_version__.split]()
+
+```python
+paddle.__version__.split(sep=None, maxsplit=-1)
+```
+
+两者功能一致，参数完全一致，具体如下：
+### 参数映射
+
+| PyTorch | PaddlePaddle | 备注                                               |
+|---------|--------------| -------------------------------------------------- |
+| sep     | sep          | 分割字符串的分隔符。            |
+| max     | max          | 分割操作的最大次数            |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
index 25914e7ac2f..cde6da34a14 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
@@ -4,7 +4,7 @@
 
 ```python
 torch.amp.autocast(device_type,
-                   dtype=None, 
+                   dtype=None,
                    enabled=True,
                    cache_enabled=None)
 ```
@@ -12,11 +12,11 @@ torch.amp.autocast(device_type,
 ### [paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html#auto-cast)
 
 ```python
-paddle.amp.auto_cast(enable=True, 
-                     custom_white_list=None, 
-                     custom_black_list=None, 
-                     level='O1', 
-                     dtype='float16', 
+paddle.amp.auto_cast(enable=True,
+                     custom_white_list=None,
+                     custom_black_list=None,
+                     level='O1',
+                     dtype='float16',
                      use_promote=True)
 ```
 
@@ -30,4 +30,3 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 | dtype           | dtype      | 指定自动混合精度的计算类型         |
 | enabled         | enable  | 是否启用自动混合精度。 |
 | cache_enabled        | -      | 启用或禁用 CUDA 图形缓存 Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 |
-

From a972ff44191005aeea01fcd5f0fa8530c5525644 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Sun, 15 Sep 2024 19:59:38 +0800
Subject: [PATCH 08/20] fix docs

---
 .../cuda/torch.cuda.is_bf16_supported.md          | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
index e69de29bb2d..a543144f9c2 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
@@ -0,0 +1,15 @@
+## [无参数]torch.cuda.is_bf16_supported
+
+### [torch.cuda.is_bf16_supported](https://pytorch.org/docs/stable/cuda.html)
+
+```python
+torch.cuda.is_bf16_supported()
+```
+
+### [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)
+
+```python
+paddle.amp.is_bfloat16_supported()
+```
+
+功能一致，无参数。

From aa8607537b0e78f261938da07fb0c98326afc609 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Mon, 16 Sep 2024 23:32:49 +0800
Subject: [PATCH 09/20] fix docs

---
 .../api_difference/cuda/torch.cuda.is_bf16_supported.md          | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
index a543144f9c2..a5ff5737c3d 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
@@ -12,4 +12,5 @@ torch.cuda.is_bf16_supported()
 paddle.amp.is_bfloat16_supported()
 ```
 
+
 功能一致，无参数。

From d5ea3d8cd07ab9716f54652d1a06249adbb43df2 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Mon, 16 Sep 2024 23:33:21 +0800
Subject: [PATCH 10/20] fix docs1

---
 .../api_difference/cuda/torch.cuda.is_bf16_supported.md          | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
index a5ff5737c3d..a543144f9c2 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
@@ -12,5 +12,4 @@ torch.cuda.is_bf16_supported()
 paddle.amp.is_bfloat16_supported()
 ```
 
-
 功能一致，无参数。

From c26830f4431f8e98c558f74f0eba291937970614 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Wed, 18 Sep 2024 23:15:18 +0800
Subject: [PATCH 11/20] fix docs

---
 .../api_difference/cuda/torch.cuda.is_bf16_supported.md          | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
index a543144f9c2..a5ff5737c3d 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
@@ -12,4 +12,5 @@ torch.cuda.is_bf16_supported()
 paddle.amp.is_bfloat16_supported()
 ```
 
+
 功能一致，无参数。

From 690c5aa6c10443c2eb7c05b464dc7c931b706e87 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Wed, 18 Sep 2024 23:15:51 +0800
Subject: [PATCH 12/20] fix-docs

---
 .../api_difference/cuda/torch.cuda.is_bf16_supported.md          | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
index a5ff5737c3d..a543144f9c2 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_bf16_supported.md
@@ -12,5 +12,4 @@ torch.cuda.is_bf16_supported()
 paddle.amp.is_bfloat16_supported()
 ```
 
-
 功能一致，无参数。

From df16122c5e2376b467730d0dd2cd7c2ccebb5728 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Wed, 18 Sep 2024 23:48:08 +0800
Subject: [PATCH 13/20] fix docs

---
 .../others/torch.special.gammainc.md          | 37 -------------------
 1 file changed, 37 deletions(-)
 delete mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
deleted file mode 100644
index c977e33d7d3..00000000000
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
+++ /dev/null
@@ -1,37 +0,0 @@
-### [ torch 参数更多 ] torch.special.gammainc
-
-### [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc)
-
-```python
-torch.special.gammainc(input,
-                       other,
-                       *,
-                       out=None)
-```
-
-### [paddle.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html)
-
-```python
-paddle.gammainc(x,
-                y)
-```
-
-PyTorch 相比 Paddle 支持更多其他参数，具体如下：
-
-### 参数映射
-
-| PyTorch       | Paddle | 备注                                                         |
-| ------------- | ------ | ------------------------------------------------------------ |
-| input           | x      |  第一个非负输入张量，仅参数名不一致。         |
-| other           | y      | 第二个非负输入张量，仅参数名不一致。         |
-| out        | -      | Paddle 无此参数，需要转写。 |
-
-### 转写示例
-#### out：指定输出
-```python
-# PyTorch 写法
-torch.special.gammainc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)
-
-# Paddle 写法
-paddle.assign(paddle.gammainc(paddle.to_tensor([1.0,2.0]),paddle.to_tensor([3.0,4.0])), y)
-```

From 3a5030d3dd3111840ee5e480186c651eb6780855 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Thu, 19 Sep 2024 10:05:11 +0800
Subject: [PATCH 14/20] fix-docs

---
 .../api_difference/others/torch.special.gammaincc.md            | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
index cbb1aba6365..c58a5d34df8 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
@@ -1,4 +1,4 @@
-### [ torch 参数更多 ] torch.special.gammaincc
+## [ torch 参数更多 ]torch.special.gammaincc
 
 ### [torch.special.gammaincc](https://pytorch.org/docs/stable/special.html#torch.special.gammaincc)
 

From 3ccee2f50d038468bc182de3eadd1c16e9241924 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Thu, 19 Sep 2024 23:48:34 +0800
Subject: [PATCH 15/20] fix-docs

---
 .../others/torch.special.gammainc.md          | 37 +++++++++++++++++++
 .../torch/torch.amp.autocast.md               |  4 ++
 2 files changed, 41 insertions(+)
 create mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
new file mode 100644
index 00000000000..95d7e4dcb0a
--- /dev/null
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
@@ -0,0 +1,37 @@
+## [ torch 参数更多 ] torch.special.gammainc
+
+### [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc)
+
+```python
+torch.special.gammainc(input,
+                       other,
+                       *,
+                       out=None)
+```
+
+### [paddle.gammainc](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/index_cn.html)
+
+```python
+paddle.gammainc(x,
+                y)
+```
+
+PyTorch 相比 Paddle 支持更多其他参数，具体如下：
+
+### 参数映射
+
+| PyTorch       | Paddle | 备注                                                         |
+| ------------- | ------ | ------------------------------------------------------------ |
+| input           | x      |  第一个非负输入张量，仅参数名不一致。         |
+| other           | y      | 第二个非负输入张量，仅参数名不一致。         |
+| out        | -      | Paddle 无此参数，需要转写。 |
+
+### 转写示例
+#### out：指定输出
+```python
+# PyTorch 写法
+torch.special.gammainc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)
+
+# Paddle 写法
+paddle.assign(paddle.gammainc(paddle.to_tensor([1.0,2.0]),paddle.to_tensor([3.0,4.0])), y)
+```
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
index cde6da34a14..8a1b7d737df 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
@@ -30,3 +30,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 | dtype           | dtype      | 指定自动混合精度的计算类型         |
 | enabled         | enable  | 是否启用自动混合精度。 |
 | cache_enabled        | -      | 启用或禁用 CUDA 图形缓存 Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 |
+| -        | custom_white_list      | 白名单，通常不需要设置。 |
+| -        | custom_black_list      | 黑名单，通常不需要设置。 |
+| -        | level      | 混合精度训练的优化级别，可为 O1 、O2 或者 OD 模式。 |
+| -        | use_promote      | 当一个算子存在 float32 类型的输入时，按照 Promote to the Widest 原则，选择 float32 数据类型进行计算 |
\ No newline at end of file

From 282036e535f8eb2fd00eeedc25e0d96eab1e5df8 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Fri, 20 Sep 2024 00:13:20 +0800
Subject: [PATCH 16/20] fix-docs1

---
 .../api_difference/others/torch.special.gammainc.md           | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
index 95d7e4dcb0a..899b069ba3c 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
@@ -1,4 +1,4 @@
-## [ torch 参数更多 ] torch.special.gammainc
+## [torch 参数更多]torch.special.gammainc
 
 ### [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc)
 
@@ -27,7 +27,9 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 | out        | -      | Paddle 无此参数，需要转写。 |
 
 ### 转写示例
+
 #### out：指定输出
+
 ```python
 # PyTorch 写法
 torch.special.gammainc(torch.tensor([1.0,2.0]),torch.tensor([3.0,4.0]),out=y)

From a81c4a01a2f81b3391facbb7b9ddce350e99382c Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Fri, 20 Sep 2024 16:45:42 +0800
Subject: [PATCH 17/20] fix-docs1

---
 .../distributions/torch.distributions.Binomial.md    |  4 ++--
 .../torch.distributions.ContinuousBernoulli.md       | 12 ++++++------
 .../distributions/torch.distributions.Exponential.md |  4 ++--
 .../torch.distributions.MultivariateNormal.md        |  4 ++--
 .../torch.nn.functional.channel_shuffle.md           |  2 +-
 .../api_difference/others/torch.special.gammainc.md  |  2 +-
 .../api_difference/others/torch.special.gammaincc.md |  2 +-
 .../api_difference/torch/torch.__version__.split.md  |  2 +-
 .../api_difference/torch/torch.amp.autocast.md       |  4 ++--
 .../flash_attn/flash_attn.__version__.split.md       |  4 ++--
 10 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
index 61091942ee6..c89f508cd1d 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Binomial.md
@@ -1,4 +1,4 @@
-### [ torch 参数更多 ] torch.distributions.Binomial
+## [ torch 参数更多 ] torch.distributions.Binomial
 
 ### [torch.distributions.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial)
 
@@ -20,7 +20,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | total_count        | total_count      | 样本大小。                         |
 | probs           | probs      | 每次伯努利实验中事件发生的概率。         |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
index 47a22bc2a31..4b44ea90b10 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.ContinuousBernoulli.md
@@ -1,12 +1,12 @@
-### [ torch 参数更多 ] torch.distributions.ContinuousBernoulli
+## [ torch 参数更多 ] torch.distributions.ContinuousBernoulli
 
 ### [torch.distributions.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html)
 
 ```python
-torch.distributions.Binomial(probs=None,
-                             logits=None,
-                             lims=(0.499, 0.501)
-                             validate_args=None)
+torch.distributions.ContinuousBernoulli(probs=None,
+                                        logits=None,
+                                        lims=(0.499, 0.501)
+                                        validate_args=None)
 ```
 
 ### [paddle.distribution.ContinuousBernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/2.6/api/paddle/distribution/ContinuousBernoulli_cn.html#continuousbernoulli)
@@ -20,7 +20,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | probs           | probs      | 参数化分布的 (0,1) 值。         |
 | logits         | -  | 实值参数，与 probs 通过 sigmoid 函数匹配。Paddle 无此参数，暂无转写方式。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
index f48281042d9..4a295d18e10 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.Exponential.md
@@ -1,4 +1,4 @@
-### [ torch 参数更多 ] torch.distributions.Exponential
+## [ torch 参数更多 ] torch.distributions.Exponential
 
 ### [torch.distributions.Exponential](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exponential.Exponential.arg_constraints)
 
@@ -17,7 +17,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | rate           | rate      | 分布的速率参数。         |
 | validate_args        | -      | 是否添加验证环节。Paddle 无此参数，一般对训练结果影响不大，可直接删除。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
index e88fc472a3b..22f7e5cf954 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.MultivariateNormal.md
@@ -1,4 +1,4 @@
-### [ torch 参数更多 ] torch.distributions.MultivariateNormal
+## [ torch 参数更多 ] torch.distributions.MultivariateNormal
 
 ### [torch.distributions.MultivariateNormal](https://pytorch.org/docs/stable/distributions.html#multivariatenormal)
 
@@ -23,7 +23,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | loc           | loc      |  MultivariateNormal 的均值向量。         |
 | covariance_matrix           | covariance_matrix      | MultivariateNormal 的协方差矩阵。         |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
index 139788e0635..1d805018467 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
@@ -1,4 +1,4 @@
-### [ paddle 参数更多 ]torch.nn.functional.channel_shuffle
+## [ paddle 参数更多 ]torch.nn.functional.channel_shuffle
 
 ### [torch.nn.functional.channel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html)
 
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
index 899b069ba3c..4b5e14b3945 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
@@ -20,7 +20,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | input           | x      |  第一个非负输入张量，仅参数名不一致。         |
 | other           | y      | 第二个非负输入张量，仅参数名不一致。         |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
index c58a5d34df8..b1c31722d45 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaincc.md
@@ -20,7 +20,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | input           | x      |  第一个非负输入张量，仅参数名不一致。         |
 | other           | y      | 第二个非负输入张量，仅参数名不一致。         |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md
index 0f1832b587a..06828a8a269 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.__version__.split.md
@@ -1,4 +1,4 @@
-### [ 参数完全一致 ] torch._\_version__.split
+## [ 参数完全一致 ] torch._\_version__.split
 
 ### [torch._\_version__.split]()
 
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
index 8a1b7d737df..65b6b0a976c 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
@@ -1,4 +1,4 @@
-### [ torch 参数更多 ] torch.amp.autocast
+## [ torch 参数更多 ] torch.amp.autocast
 
 ### [torch.amp.autocast](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.autocast)
 
@@ -24,7 +24,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 参数映射
 
-| PyTorch       | Paddle | 备注                                                         |
+| PyTorch       | PaddlePaddle | 备注                                                         |
 | ------------- | ------ | ------------------------------------------------------------ |
 | device_type         | -      | 指定设备类型,Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。                         |
 | dtype           | dtype      | 指定自动混合精度的计算类型         |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md b/docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md
index c8005181405..a6b9feee8f1 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference_third_party/flash_attn/flash_attn.__version__.split.md
@@ -1,4 +1,4 @@
-### [ 参数完全一致 ] flash_attn._\_version__.split
+## [ 参数完全一致 ] flash_attn._\_version__.split
 
 ### [flash_attn._\_version__.split](https://github.com/Dao-AILab/flash-attention/blob/72e27c6320555a37a83338178caa25a388e46121/flash_attn/__init__.py)
 
@@ -15,7 +15,7 @@ paddle.__version__.split(sep=None, maxsplit=-1)
 两者功能一致，参数完全一致，具体如下：
 ### 参数映射
 
-| PyTorch | PaddlePaddle | 备注                                               |
+| flash_attn | PaddlePaddle | 备注                                               |
 |---------|--------------| -------------------------------------------------- |
 | sep     | sep          | 分割字符串的分隔符。            |
 | max     | max          | 分割操作的最大次数            |

From 265c1ebee93470613f1c83718d428741eb20dd79 Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Fri, 20 Sep 2024 16:50:20 +0800
Subject: [PATCH 18/20] fix-docs1

---
 .../api_difference/others/torch.special.gammainc.md             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
index 4b5e14b3945..f49d967de85 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammainc.md
@@ -1,4 +1,4 @@
-## [torch 参数更多]torch.special.gammainc
+## [torch 参数更多] torch.special.gammainc
 
 ### [torch.special.gammainc](https://pytorch.org/docs/stable/special.html#torch.special.gammainc)
 

From e346dde5f36686a8635d64b095551773fe480d2e Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Fri, 20 Sep 2024 17:46:13 +0800
Subject: [PATCH 19/20] fix -docs1

---
 .../api_difference/torch/torch.amp.autocast.md                  | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
index 65b6b0a976c..41c1d4def2b 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
@@ -33,4 +33,4 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 | -        | custom_white_list      | 白名单，通常不需要设置。 |
 | -        | custom_black_list      | 黑名单，通常不需要设置。 |
 | -        | level      | 混合精度训练的优化级别，可为 O1 、O2 或者 OD 模式。 |
-| -        | use_promote      | 当一个算子存在 float32 类型的输入时，按照 Promote to the Widest 原则，选择 float32 数据类型进行计算 |
\ No newline at end of file
+| -        | use_promote      | 当一个算子存在 float32 类型的输入时，按照 Promote to the Widest 原则，选择 float32 数据类型进行计算 |

From 33d147af5403d13f9f9666dccd0c43f223ad5bfe Mon Sep 17 00:00:00 2001
From: xxa <1829994704@qq.com>
Date: Mon, 23 Sep 2024 16:52:49 +0800
Subject: [PATCH 20/20] fix paddle default

---
 .../functional/torch.nn.functional.channel_shuffle.md     | 2 +-
 .../api_difference/torch/torch.amp.autocast.md            | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
index 1d805018467..29c129b21bf 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.channel_shuffle.md
@@ -23,4 +23,4 @@ paddle.nn.functional.channel_shuffle(x,
 | ------------- | ------------ | ------------------------------------------------------ |
 | input         | x            | 表示输入的 Tensor ，仅参数名不一致。  |
 | groups         | groups            | 表示要把通道分成的组数。  |
-| -             | data_format            | 数据格式，可选：NCHW 或 NHWC |
+| -             | data_format            | 数据格式，可选：NCHW 或 NHWC。PyTorch 无此参数，Paddle 保持默认即可。 |
diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
index 41c1d4def2b..21a431eaebe 100644
--- a/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
+++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.amp.autocast.md
@@ -30,7 +30,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 | dtype           | dtype      | 指定自动混合精度的计算类型         |
 | enabled         | enable  | 是否启用自动混合精度。 |
 | cache_enabled        | -      | 启用或禁用 CUDA 图形缓存 Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 |
-| -        | custom_white_list      | 白名单，通常不需要设置。 |
-| -        | custom_black_list      | 黑名单，通常不需要设置。 |
-| -        | level      | 混合精度训练的优化级别，可为 O1 、O2 或者 OD 模式。 |
-| -        | use_promote      | 当一个算子存在 float32 类型的输入时，按照 Promote to the Widest 原则，选择 float32 数据类型进行计算 |
+| -        | custom_white_list      | 白名单，通常不需要设置。PyTorch 无此参数，Paddle 保持默认即可。 |
+| -        | custom_black_list      | 黑名单，通常不需要设置。PyTorch 无此参数，Paddle 保持默认即可。 |
+| -        | level      | 混合精度训练的优化级别，可为 O1 、O2 或者 OD 模式。PyTorch 无此参数，Paddle 保持默认即可。 |
+| -        | use_promote      | 当一个算子存在 float32 类型的输入时，按照 Promote to the Widest 原则，选择 float32 数据类型进行计算。PyTorch 无此参数，Paddle 保持默认即可。 |