fix api_difference & add README.md

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.BCELoss.md

@@ -26,6 +26,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -48,7 +49,7 @@ paddle.nn.BCELoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.BCELoss(size_average=False)
+torch.nn.BCELoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.BCELoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.BCEWithLogitsLoss.md

@@ -29,6 +29,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -51,7 +52,7 @@ paddle.nn.BCEWithLogitsLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.BCEWithLogitsLoss(size_average=False)
+torch.nn.BCEWithLogitsLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.BCEWithLogitsLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.CosineEmbeddingLoss.md

@@ -22,6 +22,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -44,7 +45,7 @@ paddle.nn.CosineEmbeddingLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.CosineEmbeddingLoss(size_average=False)
+torch.nn.CosineEmbeddingLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.CosineEmbeddingLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.CrossEntropyLoss.md

@@ -37,6 +37,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -59,7 +60,7 @@ paddle.nn.CrossEntropyLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.CrossEntropyLoss(size_average=False)
+torch.nn.CrossEntropyLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.CrossEntropyLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.HingeEmbeddingLoss.md

@@ -27,6 +27,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -49,7 +50,7 @@ paddle.nn.HingeEmbeddingLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.HingeEmbeddingLoss(size_average=False)
+torch.nn.HingeEmbeddingLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.HingeEmbeddingLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.KLDivLoss.md

@@ -25,6 +25,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -47,7 +48,7 @@ paddle.nn.KLDivLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.KLDivLoss(size_average=False)
+torch.nn.KLDivLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.KLDivLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.L1Loss.md

@@ -23,6 +23,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -45,7 +46,7 @@ paddle.nn.L1Loss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.L1Loss(size_average=False)
+torch.nn.L1Loss(reduce=True)
 
 # Paddle 写法
 paddle.nn.L1Loss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MSELoss.md

@@ -22,6 +22,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -44,7 +45,7 @@ paddle.nn.MSELoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.MSELoss(size_average=False)
+torch.nn.MSELoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.MSELoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MarginRankingLoss.md

@@ -27,6 +27,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -49,7 +50,7 @@ paddle.nn.MarginRankingLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.MarginRankingLoss(size_average=False)
+torch.nn.MarginRankingLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.MarginRankingLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiLabelMarginLoss.md

@@ -21,6 +21,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -43,7 +44,7 @@ paddle.nn.MultiLabelMarginLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.MultiLabelMarginLoss(size_average=False)
+torch.nn.MultiLabelMarginLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.MultiLabelMarginLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiLabelSoftMarginLoss.md

@@ -22,6 +22,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -44,7 +45,7 @@ paddle.nn.MultiLabelSoftMarginLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.MultiLabelSoftMarginLoss(size_average=False)
+torch.nn.MultiLabelSoftMarginLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.MultiLabelSoftMarginLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.MultiMarginLoss.md

@@ -24,6 +24,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -46,7 +47,7 @@ paddle.nn.MultiMarginLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.MultiMarginLoss(size_average=False)
+torch.nn.MultiMarginLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.MultiMarginLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.NLLLoss.md

@@ -30,6 +30,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -52,7 +53,7 @@ paddle.nn.NLLLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.NLLLoss(size_average=False)
+torch.nn.NLLLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.NLLLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.PoissonNLLLoss.md

@@ -24,6 +24,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -46,7 +47,7 @@ paddle.nn.PoissonNLLLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.PoissonNLLLoss(size_average=False)
+torch.nn.PoissonNLLLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.PoissonNLLLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.SmoothL1Loss.md

@@ -28,6 +28,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -50,7 +51,7 @@ paddle.nn.SmoothL1Loss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.SmoothL1Loss(size_average=False)
+torch.nn.SmoothL1Loss(reduce=True)
 
 # Paddle 写法
 paddle.nn.SmoothL1Loss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.SoftMarginLoss.md

@@ -24,6 +24,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -46,7 +47,7 @@ paddle.nn.SoftMarginLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.SoftMarginLoss(size_average=False)
+torch.nn.SoftMarginLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.SoftMarginLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.TripletMarginLoss.md

@@ -25,6 +25,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -47,7 +48,7 @@ paddle.nn.TripletMarginLoss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.TripletMarginLoss(size_average=False)
+torch.nn.TripletMarginLoss(reduce=True)
 
 # Paddle 写法
 paddle.nn.TripletMarginLoss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.binary_cross_entropy.md

@@ -24,6 +24,7 @@ paddle.nn.functional.binary_cross_entropy(input, label, weight=None, reduction='
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -46,7 +47,7 @@ paddle.nn.functional.binary\_cross\_entropy(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.functional.binary_cross_entropy(size_average=False)
+torch.nn.functional.binary_cross_entropy(reduce=True)
 
 # Paddle 写法
 paddle.nn.functional.binary\_cross\_entropy(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.binary_cross_entropy_with_logits.md

@@ -25,6 +25,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -47,7 +48,7 @@ paddle.nn.functional.binary_cross_entropy_with_logits(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.functional.binary_cross_entropy_with_logits(size_average=False)
+torch.nn.functional.binary_cross_entropy_with_logits(reduce=True)
 
 # Paddle 写法
 paddle.nn.functional.binary_cross_entropy_with_logits(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.cosine_embedding_loss.md

@@ -25,6 +25,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -47,7 +48,7 @@ paddle.nn.functional.cosine_embedding_loss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.functional.cosine_embedding_loss(size_average=False)
+torch.nn.functional.cosine_embedding_loss(reduce=True)
 
 # Paddle 写法
 paddle.nn.functional.cosine_embedding_loss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.cross_entropy.md

@@ -44,6 +44,7 @@ paddle.nn.functional.cross_entropy(input,
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -66,7 +67,7 @@ paddle.nn.functional.cross_entropy(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.functional.cross_entropy(size_average=False)
+torch.nn.functional.cross_entropy(reduce=True)
 
 # Paddle 写法
 paddle.nn.functional.cross_entropy(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.hinge_embedding_loss.md

@@ -24,6 +24,7 @@ PyTorch 相比 Paddle 支持更多其他参数，具体如下：
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -46,7 +47,7 @@ paddle.nn.functional.hinge_embedding_loss(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.functional.hinge_embedding_loss(size_average=False)
+torch.nn.functional.hinge_embedding_loss(reduce=True)
 
 # Paddle 写法
 paddle.nn.functional.hinge_embedding_loss(reduction='sum')

docs/guides/model_convert/convert_from_pytorch/api_difference/torch_more_args/torch.nn.functional.kl_div.md

@@ -30,6 +30,7 @@ paddle.nn.functional.kl_div(input,
 
 ### 转写示例
 
+
 #### size_average
 size_average 为 True
 ```python
@@ -52,7 +53,7 @@ paddle.nn.functional.kl_div(reduction='sum')
 reduce 为 True
 ```python
 # PyTorch 写法
-torch.nn.functional.kl_div(size_average=False)
+torch.nn.functional.kl_div(reduce=True)
 
 # Paddle 写法
 paddle.nn.functional.kl_div(reduction='sum')