【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）-part #6885

inaomIIsfarell · 2024-09-21T01:47:13Z

【Hackathon 7th】开源贡献个人挑战赛 Paddle#68244

CLAassistant · 2024-09-21T01:47:18Z

All committers have signed the CLA.

zhwesky2010 · 2024-09-23T08:16:25Z

docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.positive.md

@@ -0,0 +1,11 @@
+## [功能缺失]torch.Tensor.positive


这个想办法组合实现吧，简单的功能，不用判定为功能缺失。只有必须新增API 的才被认定为功能缺失

zhwesky2010 · 2024-09-23T08:31:35Z

...ides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_reduce.md

+### [torch.Tensor.scatter_reduce](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_reduce.html#torch-tensor-scatter-reduce)
+
+```python
+Tensor.scatter_reduce(dim, index, src, reduce, *, include_self=True)


API签名要写全名：torch.Tensor.scatter_reduce

zhwesky2010 · 2024-09-23T08:34:56Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.can_cast.md

+torch.can_cast(from_, to)
+```
+
+判断类型的转换在 PyTorch 的[casting 规则](https://pytorch.org/docs/stable/tensor_attributes.html#type-promotion-doc)中是否被允许，暂未发现 Paddle 中有 api 能实现该功能。


这个有无办法组合实现？

简单的功能，不用判定为功能缺失。只有必须新增API 的才被认定为功能缺失

Paddle也是支持类型提升的 https://www.paddlepaddle.org.cn/documentation/docs/zh/guides/advanced/auto_type_promotion_cn.html

需要写一个方法实现逻辑功能，在api_matcher中通过generate_aux_code方法实现转写，文档的转写示例里直接把方法写出来吗？另外tensor和paddle的类型提升支持范围有差异。

需要写一个方法实现逻辑功能，在api_matcher中通过generate_aux_code方法实现转写，文档的转写示例里直接把方法写出来吗？另外tensor和paddle的类型提升支持范围有差异。

可以这样做，简单组合直接走辅助函数，然后辅助函数的逻辑也需要在映射文档中呈现

从源码看，pytorch的无符号整数的类型支持uint8，uint16，uint32，uint64，但paddle关于无符号整数的类型只支持uint8；

paddle.Tensor.dtype共支持12种数据类型，我个人想到实现的方式是通过字典存储各类型的转换关系，通过转换前后的类型参数直接索引（事实上pytorch也是这么实现的）。但是这样代码行数太多，写在映射文档种是否不太合适？

zhwesky2010 · 2024-09-23T08:36:20Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.concatenate.md

+### [paddle.concat](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/concat_cn.html)
+
+```python
+paddle.concat(x, axis=0, name=None)


这个就按API alias别名来处理吧，配置在 https://github.com/PaddlePaddle/PaConvert/blob/master/paconvert/api_alias_mapping.json ，无需新增映射文档。

zhwesky2010 · 2024-09-23T08:37:34Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.float_power.md

+torch.float_power(input, exponent, *, out=None)
+```
+
+Paddle 无此 API，需要组合实现。


你这个需要写两个转写示例，先写正常情况下如何组合实现，再写 out如何转写

zhwesky2010 · 2024-09-23T08:37:49Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.float_power.md

+
+```python
+# PyTorch 写法
+torch.float_pow(x, y, out)


API签名写错？

zhwesky2010 · 2024-09-23T08:39:32Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.positive.md

+torch.positive(input)
+```
+
+判断 `input` 是否是 bool 类型的 Tensor，如果是则抛出 RuntimeError 异常，否则返回 `input` 。


同上，简单的功能尽可能找方法去组合实现，只有必须要Paddle 新增API的才计做功能缺失

zhwesky2010 · 2024-09-25T04:14:05Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.can_cast.md

+    }
+    return can_cast_dict[from_][to]
+
+can_cast(x, y)


这个情况比较多，需要核对下，是不是与Torch结果一致的

我写了一个测试代码，把示例中 can_cast_dict 的 paddle 全部替换成 torch，和 torch.can_cast 的结果一致

import torch can_cast_dict = { torch.bfloat16: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: False, torch.int8: False, torch.int16: False, torch.int32: False, torch.int64: False, torch.bool: False }, torch.float16: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: False, torch.int8: False, torch.int16: False, torch.int32: False, torch.int64: False, torch.bool: False, }, torch.float32: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: False, torch.int8: False, torch.int16: False, torch.int32: False, torch.int64: False, torch.bool: False, }, torch.float64: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: False, torch.int8: False, torch.int16: False, torch.int32: False, torch.int64: False, torch.bool: False, }, torch.complex64: { torch.bfloat16: False, torch.float16: False, torch.float32: False, torch.float64: False, torch.complex64: True, torch.complex128: True, torch.uint8: False, torch.int8: False, torch.int16: False, torch.int32: False, torch.int64: False, torch.bool: False, }, torch.complex128: { torch.bfloat16: False, torch.float16: False, torch.float32: False, torch.float64: False, torch.complex64: True, torch.complex128: True, torch.uint8: False, torch.int8: False, torch.int16: False, torch.int32: False, torch.int64: False, torch.bool: False, }, torch.uint8: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: True, torch.int8: True, torch.int16: True, torch.int32: True, torch.int64: True, torch.bool: False, }, torch.int8: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: True, torch.int8: True, torch.int16: True, torch.int32: True, torch.int64: True, torch.bool: False, }, torch.int16: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: True, torch.int8: True, torch.int16: True, torch.int32: True, torch.int64: True, torch.bool: False, }, torch.int32: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: True, torch.int8: True, torch.int16: True, torch.int32: True, torch.int64: True, torch.bool: False, }, torch.int64: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: True, torch.int8: True, torch.int16: True, torch.int32: True, torch.int64: True, torch.bool: False, }, torch.bool: { torch.bfloat16: True, torch.float16: True, torch.float32: True, torch.float64: True, torch.complex64: True, torch.complex128: True, torch.uint8: True, torch.int8: True, torch.int16: True, torch.int32: True, torch.int64: True, torch.bool: True, } } for _from_dtype in can_cast_dict.keys(): for _to_dtype in can_cast_dict[_from_dtype].keys(): assert torch.can_cast(_from_dtype, _to_dtype) == can_cast_dict[_from_dtype][_to_dtype], "can_cast error" print(f"_from_dtype={_from_dtype}, _to_dtype={_to_dtype}") print("can_cast test pass")

zhwesky2010 · 2024-09-25T04:15:50Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.float_power.md

+torch.float_power(x, y)
+
+# Paddle 写法
+paddle.pow(paddle.cast(x, paddle.float64), y)


paddle.pow(x.float64(), y)

是不是看起来简洁些

inaomIIsfarell · 2024-09-26T04:57:57Z

...ides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_reduce.md

+| dim          | axis         | 表示 scatter 的维度，仅参数名不一致。                        |
+| index        | indices      | 表示输入的索引张量，仅参数名不一致。                         |
+| src          | values       | 表示需要插入的值，仅参数名不一致。                           |
+| reduce       | reduce       | 表示插入 values 时的计算方式，参数默认值不一致。PyTorch 中该参数无默认值，需要输入，Paddle 中默认值为 `assign`，应设置为与 PyTorch 一致。其中 PyTorch 的 `sum` 对应 Paddle 中的 `add`，PyTorch 的 `prod` 对应 Paddle 中 `multiply`。 |


此处 paddle 的 api 文档应该有误

此处 paddle 的 api 文档应该有误

以代码为准就行

inaomIIsfarell · 2024-09-26T07:05:15Z

.../guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.float_power.md

这个api不是我负责的，我记错了把这个也改了。。。sorry
但是这么写应该也没问题

zhwesky2010 · 2024-09-27T08:05:44Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.isneginf.md

+torch.isneginf(a, out=b)
+
+# Paddle 写法
+paddle.assign(paddle.isneginf(x), y)


不要改参数名，上下对应，这样读者容易比对差异

zhwesky2010 · 2024-09-27T08:06:24Z

docs/guides/model_convert/convert_from_pytorch/api_difference/torch/torch.isposinf.md

+torch.isposinf(a, out=b)
+
+# Paddle 写法
+paddle.assign(paddle.isposinf(x), y)


不要改参数名，上下对应，这样读者容易比对差异

zhwesky2010 · 2024-09-29T08:58:22Z

@inaomIIsfarell CI还没通过：

2024-09-27 18:50:31 Exception: Unexpected End State at 9 in parsing file: /FluidDoc/docs/guides/model_convert/convert_from_pytorch/tools/../api_difference/torch/torch.isin.md, current meta: {'source_file': '/FluidDoc/docs/guides/model_convert/convert_from_pytorch/tools/../api_difference/torch/torch.isin.md', 'src_api': 'torch.isin', 'mapping_type': '?????????????????????', 'src_api_url': 'https://pytorch.org/docs/stable/generated/torch.isin.html#torch.isin', 'src_signature': {'api_name': 'torch.isin', 'args': [{'arg_name': 'elements', 'arg_default': None}, {'arg_name': 'test_elements', 'arg_default': None}, {'arg_name': '*', 'arg_default': None}, {'arg_name': 'assume_unique', 'arg_default': 'False'}, {'arg_name': 'invert', 'arg_default': 'False'}]}, 'dst_api': 'paddle.isin', 'dst_api_url': 'https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isin_cn.html', 'dst_signature': {'api_name': 'paddle.isin', 'args': [{'arg_name': 'x', 'arg_default': None}, {'arg_name': 'test_x', 'arg_default': None}, {'arg_name': 'assume_unique', 'arg_default': 'False'}, {'arg_name': 'invert', 'arg_default': 'False'}, {'arg_name': 'name', 'arg_default': 'None'}]}}
2024-09-27 18:50:31 Error: API mapping generate script failed, please check changes in /FluidDoc/docs/guides/model_convert/convert_from_pytorch

inaomIIsfarell · 2024-09-30T03:45:13Z

@inaomIIsfarell CI还没通过：

2024-09-27 18:50:31 Exception: Unexpected End State at 9 in parsing file: /FluidDoc/docs/guides/model_convert/convert_from_pytorch/tools/../api_difference/torch/torch.isin.md, current meta: {'source_file': '/FluidDoc/docs/guides/model_convert/convert_from_pytorch/tools/../api_difference/torch/torch.isin.md', 'src_api': 'torch.isin', 'mapping_type': '?????????????????????', 'src_api_url': 'https://pytorch.org/docs/stable/generated/torch.isin.html#torch.isin', 'src_signature': {'api_name': 'torch.isin', 'args': [{'arg_name': 'elements', 'arg_default': None}, {'arg_name': 'test_elements', 'arg_default': None}, {'arg_name': '*', 'arg_default': None}, {'arg_name': 'assume_unique', 'arg_default': 'False'}, {'arg_name': 'invert', 'arg_default': 'False'}]}, 'dst_api': 'paddle.isin', 'dst_api_url': 'https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isin_cn.html', 'dst_signature': {'api_name': 'paddle.isin', 'args': [{'arg_name': 'x', 'arg_default': None}, {'arg_name': 'test_x', 'arg_default': None}, {'arg_name': 'assume_unique', 'arg_default': 'False'}, {'arg_name': 'invert', 'arg_default': 'False'}, {'arg_name': 'name', 'arg_default': 'None'}]}}
2024-09-27 18:50:31 Error: API mapping generate script failed, please check changes in /FluidDoc/docs/guides/model_convert/convert_from_pytorch

这个不懂怎么解决诶。。

zhwesky2010 · 2024-10-08T09:59:43Z

@inaomIIsfarell CI还没通过：

2024-09-27 18:50:31 Exception: Unexpected End State at 9 in parsing file: /FluidDoc/docs/guides/model_convert/convert_from_pytorch/tools/../api_difference/torch/torch.isin.md, current meta: {'source_file': '/FluidDoc/docs/guides/model_convert/convert_from_pytorch/tools/../api_difference/torch/torch.isin.md', 'src_api': 'torch.isin', 'mapping_type': '?????????????????????', 'src_api_url': 'https://pytorch.org/docs/stable/generated/torch.isin.html#torch.isin', 'src_signature': {'api_name': 'torch.isin', 'args': [{'arg_name': 'elements', 'arg_default': None}, {'arg_name': 'test_elements', 'arg_default': None}, {'arg_name': '*', 'arg_default': None}, {'arg_name': 'assume_unique', 'arg_default': 'False'}, {'arg_name': 'invert', 'arg_default': 'False'}]}, 'dst_api': 'paddle.isin', 'dst_api_url': 'https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/isin_cn.html', 'dst_signature': {'api_name': 'paddle.isin', 'args': [{'arg_name': 'x', 'arg_default': None}, {'arg_name': 'test_x', 'arg_default': None}, {'arg_name': 'assume_unique', 'arg_default': 'False'}, {'arg_name': 'invert', 'arg_default': 'False'}, {'arg_name': 'name', 'arg_default': 'None'}]}}
2024-09-27 18:50:31 Error: API mapping generate script failed, please check changes in /FluidDoc/docs/guides/model_convert/convert_from_pytorch

这个不懂怎么解决诶。。

你自己看看报错内容分析下，就是 torch.isin.md 这篇文档有问题，格式不对，mapping_type不在指定的选项里

zhwesky2010 · 2024-10-08T10:09:04Z

@inaomIIsfarell

开发注意事项：

务必按照映射文档模板编写，一比一对照编写（可以增加内容但不能减少内容），提交review前先自查问题
本次放出来的API，内部已初步分析过，基本上都有相关功能，功能缺失的可能性较小。需尽可能去寻找组合替代实现，判定为功能缺失要慎重，除非paddle完全无相类似功能
先写好映射文档，再根据合入的文档来实现Matcher，注意不要出现文档与Matcher的diff。如果后面实现Matcher时，发现文档有误，需及时返工更正文档

zhwesky2010

LGTM

inaomIIsfarell added 2 commits September 20, 2024 23:06

【Hackathon 7th No.38】为 Paddle 代码转换工具新增 API 转换规则（第5组）

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【Hackathon 7th】开源贡献个人挑战赛 PaddlePaddle/Paddle#68244

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【Hackathon 7th No.38】为 Paddle 代码转换工具新增 API 转换规则（第5组） PaddlePaddle/PaConvert#486

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【Hackathon 7th No.38】为 Paddle 代码转换工具新增 API 转换规则（第5组） PaddlePaddle/PaConvert#487

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luotao1 changed the title ~~【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）~~ 【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）-part Oct 9, 2024

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【Hackathon 7th No.38】为 Paddle 代码转换工具新增 API 转换规则（第5组） PaddlePaddle/PaConvert#496

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【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）-part #6885

【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）-part #6885

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【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）-part #6885

【Hackathon 7th No.38】为Paddle代码转换工具新增API转换规则（第5组）-part #6885

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