diff --git a/ci_scripts/hooks/pre-doc-compile.sh b/ci_scripts/hooks/pre-doc-compile.sh index b90538d571a..273945d0ff9 100755 --- a/ci_scripts/hooks/pre-doc-compile.sh +++ b/ci_scripts/hooks/pre-doc-compile.sh @@ -2,6 +2,10 @@ SCRIPT_DIR="$( cd "$( dirname "$0" )" && pwd )" +FLUIDDOCDIR=${FLUIDDOCDIR:=/FluidDoc} +DOCROOT=${FLUIDDOCDIR}/docs/ + + ## 1 merge the pytorch to paddle api map tables # FILES_ARRAY=("https://raw.githubusercontent.com/PaddlePaddle/X2Paddle/develop/docs/pytorch_project_convertor/API_docs/README.md" # "https://raw.githubusercontent.com/PaddlePaddle/X2Paddle/develop/docs/pytorch_project_convertor/API_docs/ops/README.md" @@ -34,3 +38,9 @@ for i in $(find ${SCRIPT_DIR}/../../docs/ -name '*.ipynb' -type f ) ; do jupyter nbconvert --to markdown "$i" rm "$i" done + + +## 3 apply PyTorch-PaddlePaddle mapping +APIMAPPING_ROOT=${DOCROOT}/guides/model_convert/convert_from_pytorch + +python ${APIMAPPING_ROOT}/apply_reference_from_api_difference.py diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_hook.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_hook.md index 8291e097b75..2f1f1f23efe 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_hook.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_hook.md @@ -5,7 +5,7 @@ torch.nn.Module.register_forward_hook(hook, *, prepend=False, with_kwargs=False) ``` -### [register_forward_post_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook) +### [paddle.nn.Layer.register_forward_post_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook) ```python paddle.nn.Layer.register_forward_post_hook(hook) diff --git a/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py b/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py new file mode 100644 index 00000000000..6c0182ea971 --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/apply_reference_from_api_difference.py @@ -0,0 +1,362 @@ +import json +import os +import re +import typing + + +class DiffMeta(typing.TypedDict): + torch_api: str + torch_api_url: typing.Optional[str] + paddle_api: typing.Optional[str] + paddle_api_url: typing.Optional[str] + mapping_type: str + source_file: str + + +def get_meta_from_diff_file(filepath): + meta_data: DiffMeta = {'source_file': filepath} + state = 0 + # 0: wait for title + # 1: wait for torch api + # 2: wait for paddle api + # 3: end + title_pattern = re.compile(r"^## +\[(?P[^\]]+)\] *(?P.+)$") + torch_pattern = re.compile( + r"^### +\[ *(?Ptorch.[^\]]+)\](?P\([^\)]*\))?$" + ) + paddle_pattern = re.compile( + r"^### +\[ *(?Ppaddle.[^\]]+)\](?P\([^\)]*\))$" + ) + + with open(filepath, 'r') as f: + for line in f.readlines(): + if not line.startswith('##'): + continue + + if state == 0: + title_match = title_pattern.match(line) + if title_match: + mapping_type = title_match['type'].strip() + torch_api = title_match['torch_api'].strip() + + meta_data['torch_api'] = torch_api + meta_data['mapping_type'] = mapping_type + state = 1 + else: + raise Exception(f"Cannot parse title: {line} in {filepath}") + elif state == 1: + torch_match = torch_pattern.match(line) + + if torch_match: + torch_api = torch_match['torch_api'].strip() + torch_url = torch_match['url'] if torch_match['url'] else '' + real_url = torch_url.lstrip('(').rstrip(')') + if meta_data['torch_api'] != torch_api: + raise Exception( + f"torch api not match: {line} != {meta_data['torch_api']} in {filepath}" + ) + meta_data['torch_api_url'] = real_url + state = 2 + else: + raise Exception( + f"Cannot parse torch api: {line} in {filepath}" + ) + elif state == 2: + paddle_match = paddle_pattern.match(line) + + if paddle_match: + paddle_api = paddle_match['paddle_api'].strip() + paddle_url = paddle_match['url'].strip() + real_url = paddle_url.lstrip('(').rstrip(')') + meta_data['paddle_api'] = paddle_api + meta_data['paddle_api_url'] = real_url + state = 3 + else: + pass + + if state < 2: + raise Exception( + f"Unexpected End State at {state} in parsing file: {filepath}, current meta: {meta_data}" + ) + + return meta_data + + +def mapping_type_to_description(mapping_type): + mapping_type_1 = [ + '无参数', + '参数完全一致', + '仅参数名不一致', + '仅 paddle 参数更多', + '仅参数默认值不一致', + ] + + if mapping_type in mapping_type_1: + return '功能一致，' + mapping_type, True + + mapping_type_2 = ['torch 参数更多'] + if mapping_type in mapping_type_2: + return '功能一致，' + mapping_type, True + + mapping_type_3 = [ + '返回参数类型不一致', + '参数不一致', + '参数用法不一致', + ] + if mapping_type in mapping_type_3: + return '功能一致，' + mapping_type, True + + mapping_type_4 = ['组合替代实现'] + if mapping_type in mapping_type_4: + return '组合替代实现', True + + mapping_type_5 = ['用法不同：涉及上下文修改'] + if mapping_type in mapping_type_5: + return '功能一致，' + mapping_type, True + + mapping_type_6 = ['对应 API 不在主框架'] + if mapping_type in mapping_type_6: + return '对应 API 不在主框架【占位】', False + + mapping_type_7 = ['功能缺失'] + if mapping_type in mapping_type_7: + return '功能缺失', False + + mapping_type_delete = ['可删除'] + if mapping_type in mapping_type_delete: + return '无对应 API，可以直接删除，对网络一般无影响', False + + return '【未知类型】', False + + +REFERENCE_PATTERN = re.compile( + r'^\| *REFERENCE-MAPPING-ITEM\( *(?P[^,]+) *, *(?P.+) *\) *\|$' +) +NOT_IMPLEMENTED_PATTERN = re.compile( + r'^\| *NOT-IMPLEMENTED-ITEM\( *(?P[^,]+) *, *(?P.+) *\) *\|$' +) + + +def apply_reference_to_row(line, metadata_dict, table_row_idx, line_idx): + reference_match = REFERENCE_PATTERN.match(line) + not_implemented_match = NOT_IMPLEMENTED_PATTERN.match(line) + + if reference_match: + torch_api = reference_match['torch_api'].strip('`').replace(r'\_', '_') + diff_url = reference_match['diff_url'] + + row_idx_s = str(table_row_idx) + + if torch_api not in metadata_dict: + raise Exception( + f"Cannot find torch_api: {torch_api} in line {line_idx}" + ) + + reference_item = metadata_dict.get(torch_api, None) + torch_api_url = reference_item['torch_api_url'] + torch_api_column = f'[`{torch_api}`]({torch_api_url})' + + mapping_type = reference_item['mapping_type'] + mapping_type_s, show_diff_url = mapping_type_to_description( + mapping_type + ) + mapping_column = mapping_type_s + if show_diff_url: + mapping_column += f'，[差异对比]({diff_url})' + + if 'paddle_api' not in reference_item: + if mapping_type not in ['组合替代实现', '可删除', '功能缺失']: + print( + f"Cannot find paddle_api for torch_api: {torch_api} in line {line_idx}" + ) + paddle_api_column = '' + else: + paddle_api = reference_item['paddle_api'] + paddle_api_url = reference_item['paddle_api_url'] + paddle_api_column = f'[`{paddle_api}`]({paddle_api_url})' + + content = [ + row_idx_s, + torch_api_column, + paddle_api_column, + mapping_column, + ] + + output = '| ' + ' | '.join(content) + ' |\n' + return output + elif not_implemented_match: + torch_api = ( + not_implemented_match['torch_api'].strip('`').replace(r'\_', '_') + ) + torch_api_url = not_implemented_match['torch_api_url'].strip() + + row_idx_s = str(table_row_idx) + + torch_api_column = f'[`{torch_api}`]({torch_api_url})' + + paddle_api_column = '' + mapping_column = '功能缺失' + + content = [ + row_idx_s, + torch_api_column, + paddle_api_column, + mapping_column, + ] + + output = '| ' + ' | '.join(content) + ' |\n' + return output + else: + print(f'found manual-maintaining row at line [{line_idx}]: {line}') + return line + + +def reference_mapping_item(index_path, metadata_dict): + if not os.path.exists(index_path): + raise Exception(f"Cannot find pytorch_api_mapping_cn.md: {index_path}") + + with open(mapping_index_file, "r", encoding='utf-8') as f: + lines = f.readlines() + + state = 0 + # -1: error + # 0: wait for table header + + # 1: wait for ignore table seperator + # 2: wait for expect table content + + # 5: wait for ignore table content + # 6: wait for expect table content + + column_names = [] + column_count = -1 + table_seperator_pattern = re.compile(r"^ *\|(?P *-+ *\|)+ *$") + + expect_column_names = ['序号', 'PyTorch API', 'PaddlePaddle API', '备注'] + + table_row_idx = -1 + output = [] + + for i, line in enumerate(lines): + if state < 0: + break + + content = line.strip() + if not content.startswith('|'): + output.append(line) + state = 0 + continue + + columns = [c.strip() for c in content.split('|')] + if len(columns) <= 2: + raise Exception( + f'Table column count must > 0, but found {len(columns) - 2} at line {i+1}: {line}' + ) + columns = columns[1:-1] + + if state == 0: + column_names.clear() + column_names.extend([c.strip() for c in columns]) + column_count = len(column_names) + if column_names == expect_column_names: + state = 2 + table_row_idx = 1 + # print(f'process mapping table at line {i+1}.') + else: + state = 1 + print(f'ignore table with {column_names} at line {i+1}.') + output.append(line) + elif state == 1: + if ( + not table_seperator_pattern.match(line) + or len(columns) != column_count + ): + raise Exception( + f"Table seperator not match at line {i+1}: {line}" + ) + state = 5 + output.append(line) + elif state == 2: + if ( + not table_seperator_pattern.match(line) + or len(columns) != column_count + ): + raise Exception( + f"Table seperator not match at line {i+1}: {line}" + ) + state = 6 + output.append(line) + elif state == 5: + # if len(columns) != column_count: + # raise Exception( + # f"Table content not match at line {i+1}: {line}" + # ) + output.append(line) + # state = 5 + elif state == 6: + # if len(columns) != column_count: + # raise Exception( + # f"Table content not match at line {i+1}: {line}" + # ) + try: + referenced_row = apply_reference_to_row( + line, metadata_dict, table_row_idx, i + 1 + ) + table_row_idx += 1 + + output.append(referenced_row) + except Exception as e: + print(e) + print(f"Error at line {i+1}: {line}") + output.append(line) + + # state = 6 + else: + raise Exception( + f"Unexpected State at {state} in processing file: {index_path}" + ) + + if state == 5 or state == 6: + state = 0 + + if state != 0: + raise Exception( + f"Unexpected End State at {state} in parsing file: {index_path}" + ) + + with open(mapping_index_file, "w", encoding='utf-8') as f: + f.writelines(output) + + +if __name__ == '__main__': + # convert from pytorch basedir + cfp_basedir = os.path.dirname(__file__) + # pytorch_api_mapping_cn + mapping_index_file = os.path.join(cfp_basedir, 'pytorch_api_mapping_cn.md') + + api_difference_basedir = os.path.join(cfp_basedir, 'api_difference') + + mapping_file_pattern = re.compile(r"^torch\.(?P.+)\.md$") + # get all diff files (torch.*.md) + diff_files = sorted( + [ + os.path.join(path, filename) + for path, _, file_list in os.walk(api_difference_basedir) + for filename in file_list + if mapping_file_pattern.match(filename) + ] + ) + + metas = sorted( + [get_meta_from_diff_file(f) for f in diff_files], + key=lambda x: x['torch_api'], + ) + + meta_dict = {m['torch_api'].replace(r'\_', '_'): m for m in metas} + + reference_mapping_item(mapping_index_file, meta_dict) + + api_diff_output_path = os.path.join(cfp_basedir, "api_mappings.json") + + with open(api_diff_output_path, 'w', encoding='utf-8') as f: + json.dump(metas, f, ensure_ascii=False, indent=4) diff --git a/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md b/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md index 20c04513a59..73ac51a543b 100644 --- a/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md +++ b/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md @@ -1,15 +1,15 @@ -# PyTorch 1.13 与 Paddle 2.4 API 映射表 -本文档梳理了 PyTorch（v1.13)常用 API 与 PaddlePaddle 2.4.0 API 对应关系与差异分析。通过本文档，帮助开发者快速迁移 PyTorch 使用经验，完成模型的开发与调优。 +# Pytorch 2.1.0 与 Paddle develop API 映射表 -## 贡献代码 +本文梳理了 Pytorch 最新发行版（当前 v2.1.0） API 与 PaddlePaddle develop 版本 API 对应关系与差异分析。通过本文档，帮助开发者快速迁移 PyTorch 使用经验，完成模型的开发与调优。 -欢迎你向我们贡献代码，关于如何编写 API 映射关系，为保证文档格式统一性与可读性，请严格参照 [API 映射关系-格式与模板](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/pytorch_api_mapping_format_cn.md) 来编写。 +## 贡献代码 +欢迎你向我们贡献代码，关于如何编写 API 映射关系，为保证文档格式统一性与可读性，请严格参照 [API 映射关系-格式与模板](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/pytorch_api_mapping_format_cn.md) 来编写。 ## API 映射表目录 -| 类别 | 简介 | -| ---------- | ------------------------- | +| 类别 | 简介 | +| ---- | --- | | [torch.XX](#id1) | 主要为`torch.XX`类 API | | [torch.nn.XX](#id2) | 主要为`torch.nn.XX`类 API | | [torch.nn.functional.XX](#id3) | 主要为`torch.nn.functional.XX`类 API | @@ -31,341 +31,342 @@ | [其他](#id13) | 其他 API | ## torch.XX API 映射列表 + 梳理了`torch.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -|-----|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| --- | -| 1 | [torch.abs](https://pytorch.org/docs/stable/generated/torch.abs.html?highlight=abs#torch.abs) | [paddle.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/abs_cn.html#abs) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.abs.md) | -| 2 | [torch.absolute](https://pytorch.org/docs/stable/generated/torch.absolute.html?highlight=absolute#torch.absolute) | [paddle.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/abs_cn.html#abs) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.absolute.md) | -| 3 | [torch.acos](https://pytorch.org/docs/stable/generated/torch.acos.html?highlight=acos#torch.acos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acos_cn.html#acos) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.acos.md) | -| 4 | [torch.add](https://pytorch.org/docs/stable/generated/torch.add.html?highlight=torch+add#torch.add) | [paddle.add](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/add_cn.html#add) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.add.md) | -| 5 | [torch.addmv](https://pytorch.org/docs/stable/generated/torch.addmv.html?highlight=addmv#torch.addmv) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addmv.md) | -| 6 | [torch.addr](https://pytorch.org/docs/stable/generated/torch.addr.html?highlight=addr#torch.addr) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addr.md) | -| 7 | [torch.all](https://pytorch.org/docs/stable/generated/torch.all.html?highlight=all#torch.all) | [paddle.all](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/all_cn.html#all) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.all.md) | -| 8 | [torch.allclose](https://pytorch.org/docs/stable/generated/torch.allclose.html?highlight=allclose#torch.allclose) | [paddle.allclose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/allclose_cn.html#allclose) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.allclose.md) | -| 9 | [torch.any](https://pytorch.org/docs/stable/generated/torch.any.html?highlight=any#torch.any) | [paddle.any](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/any_cn.html#any) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.any.md) | -| 10 | [torch.arange](https://pytorch.org/docs/stable/generated/torch.arange.html?highlight=arange#torch.arange) | [paddle.arange](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/arange_cn.html#arange) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arange.md) | -| 11 | [torch.arccos](https://pytorch.org/docs/stable/generated/torch.arccos.html?highlight=arccos#torch.arccos) | [paddle.acos](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acos_cn.html#acos) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arccos.md) | -| 12 | [torch.arcsin](https://pytorch.org/docs/stable/generated/torch.arcsin.html?highlight=arcsin#torch.arcsin) | [paddle.asin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/asin_cn.html#asin) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arcsin.md) | -| 13 | [torch.arctan](https://pytorch.org/docs/stable/generated/torch.arctan.html?highlight=arctan#torch.arctan) | [paddle.atan](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan_cn.html#atan) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arctan.md) | -| 14 | [torch.argmax](https://pytorch.org/docs/stable/generated/torch.argmax.html?highlight=argmax#torch.argmax) | [paddle.argmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/argmax_cn.html#argmax) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argmax.md) | -| 15 | [torch.argmin](https://pytorch.org/docs/stable/generated/torch.argmin.html?highlight=argmin#torch.argmin) | [paddle.argmin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/argmin_cn.html#argmin) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argmin.md) | -| 16 | [torch.asin](https://pytorch.org/docs/stable/generated/torch.asin.html?highlight=asin#torch.asin) | [paddle.asin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/asin_cn.html#asin) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.asin.md) | -| 17 | [torch.as_tensor](https://pytorch.org/docs/stable/generated/torch.as_tensor.html#torch.as_tensor) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/to_tensor_cn.html#to-tensor) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.as_tensor.md) | -| 18 | [torch.atan](https://pytorch.org/docs/stable/generated/torch.atan.html?highlight=atan#torch.atan) | [paddle.atan](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan_cn.html#atan) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atan.md) | -| 19 | [torch.baddbmm](https://pytorch.org/docs/stable/generated/torch.baddbmm.html?highlight=baddbmm#torch.baddbmm) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.baddbmm.md) | -| 20 | [torch.bernoulli](https://pytorch.org/docs/stable/generated/torch.bernoulli.html?highlight=bernoulli#torch.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bernoulli_cn.html#bernoulli) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bernoulli.md) | -| 21 | [torch.bincount](https://pytorch.org/docs/stable/generated/torch.bincount.html?highlight=bincount#torch.bincount) | [paddle.bincount](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bincount_cn.html#bincount) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bincount.md) | -| 22 | [torch.broadcast_tensors](https://pytorch.org/docs/stable/generated/torch.broadcast_tensors.html?highlight=broadcast_tensors#torch.broadcast_tensors) | [paddle.broadcast_tensors](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/broadcast_tensors_cn.html#broadcast-tensors) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.broadcast_tensors.md) | -| 23 | [torch.broadcast_to](https://pytorch.org/docs/stable/generated/torch.broadcast_to.html?highlight=broadcast_to#torch.broadcast_to) | [paddle.broadcast_to](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/broadcast_to_cn.html#broadcast-to) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.broadcast_to.md) | -| 24 | [torch.cat](https://pytorch.org/docs/stable/generated/torch.cat.html?highlight=cat#torch.cat) | [paddle.concat](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/concat_cn.html#concat) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cat.md) | -| 25 | [torch.ceil](https://pytorch.org/docs/stable/generated/torch.ceil.html?highlight=ceil#torch.ceil) | [paddle.ceil](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/ceil_cn.html#ceil) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ceil.md) | -| 26 | [torch.chain_matmul](https://pytorch.org/docs/stable/generated/torch.chain_matmul.html?highlight=chain_matmul#torch.chain_matmul) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.chain_matmul.md) | -| 27 | [torch.cholesky_inverse](https://pytorch.org/docs/stable/generated/torch.cholesky_inverse.html?highlight=cholesky_inverse#torch.cholesky_inverse) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cholesky_inverse.md) | -| 28 | [torch.cholesky_solve](https://pytorch.org/docs/stable/generated/torch.cholesky_solve.html?highlight=cholesky_solve#torch.cholesky_solve) | | 功能一致, 组合实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cholesky_solve.md) | -| 29 | [torch.chunk](https://pytorch.org/docs/stable/generated/torch.chunk.html?highlight=chunk#torch.chunk) | [paddle.chunk](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/chunk_cn.html#chunk) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.chunk.md) | -| 30 | [torch.clamp](https://pytorch.org/docs/stable/generated/torch.clamp.html?highlight=clamp#torch.clamp) | [paddle.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/clip_cn.html#clip) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.clamp.md) | -| 31 | [torch.conj](https://pytorch.org/docs/stable/generated/torch.conj.html?highlight=conj#torch.conj) | [paddle.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/conj_cn.html#conj) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.conj.md) | -| 32 | [torch.corrcoef](https://pytorch.org/docs/stable/generated/torch.corrcoef.html?highlight=corrcoef#torch.corrcoef) | [paddle.linalg.corrcoef](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/corrcoef_cn.html#corrcoef) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.corrcoef.md) | -| 33 | [torch.cos](https://pytorch.org/docs/stable/generated/torch.cos.html?highlight=cos#torch.cos) | [paddle.cos](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cos_cn.html#cos) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cos.md) | -| 34 | [torch.cosh](https://pytorch.org/docs/stable/generated/torch.cosh.html?highlight=cosh#torch.cosh) | [paddle.cosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cosh_cn.html#cosh) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cosh.md) | -| 35 | [torch.count_nonzero](https://pytorch.org/docs/stable/generated/torch.count_nonzero.html?highlight=count_nonzero#torch.count_nonzero) | [paddle.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/count_nonzero_cn.html#count-nonzero) | 功能一致，参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.count_nonzero.md) | -| 36 | [torch.cov](https://pytorch.org/docs/stable/generated/torch.cov.html?highlight=cov#torch.cov) | [paddle.linalg.cov](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/cov_cn.html#cov) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cov.md) | -| 37 | [torch.det](https://pytorch.org/docs/stable/generated/torch.det.html?highlight=det#torch.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/det_cn.html#det) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.det.md) | -| 38 | [torch.diag](https://pytorch.org/docs/stable/generated/torch.diag.html?highlight=diag#torch.diag) | [paddle.diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/diag_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diag.md) | -| 39 | [torch.diagflat](https://pytorch.org/docs/stable/generated/torch.diagflat.html?highlight=diagflat#torch.diagflat) | [paddle.diagflat](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/diagflat_cn.html#diagflat) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diagflat.md) | -| 40 | [torch.diagonal](https://pytorch.org/docs/stable/generated/torch.diagonal.html?highlight=diagonal#torch.diagonal) | [paddle.diagonal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/diagonal_cn.html#diagonal) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diagonal.md) | -| 41 | [torch.diff](https://pytorch.org/docs/stable/generated/torch.diff.html?highlight=diff#torch.diff) | [paddle.diff](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/diff_cn.html#diff) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diff.md) | -| 42 | [torch.dist](https://pytorch.org/docs/stable/generated/torch.dist.html?highlight=dist#torch.dist) | [paddle.dist](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/dist_cn.html#dist) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.dist.md) | -| 43 | [torch.div](https://pytorch.org/docs/stable/generated/torch.div.html?highlight=div#torch.div) | [paddle.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tensor/math/divide_cn.html#divide) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.div.md) | -| 44 | [torch.divide](https://pytorch.org/docs/stable/generated/torch.divide.html?highlight=divide#torch.divide) | [paddle.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tensor/math/divide_cn.html#divide) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.divide.md) | -| 45 | [torch.empty](https://pytorch.org/docs/stable/generated/torch.empty.html?highlight=empty#torch.empty) | [paddle.empty](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/empty_cn.html#empty) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.empty.md) | -| 46 | [torch.empty_like](https://pytorch.org/docs/stable/generated/torch.empty_like.html?highlight=empty_like#torch.empty_like) | [paddle.empty_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tensor/creation/empty_like_cn.html#empty-like) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.empty_like.md) | -| 47 | [torch.equal](https://pytorch.org/docs/stable/generated/torch.equal.html?highlight=equal#torch.equal) | [paddle.equal_all](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/equal_all_cn.html#equal-all) | 功能一致, 返回参数类型不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.equal.md) | -| 48 | [torch.erf](https://pytorch.org/docs/stable/generated/torch.erf.html?highlight=erf#torch.erf) | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/erf_cn.html#erf) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.erf.md) | -| 49 | [torch.exp](https://pytorch.org/docs/stable/generated/torch.exp.html?highlight=exp#torch.exp) | [paddle.exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/exp_cn.html#exp) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.exp.md) | -| 50 | [torch.eye](https://pytorch.org/docs/stable/generated/torch.eye.html?highlight=eye#torch.eye) | [paddle.eye](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/eye_cn.html#eye) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.eye.md) | -| 51 | [torch.flatten](https://pytorch.org/docs/stable/generated/torch.flatten.html?highlight=flatten#torch.flatten) | [paddle.flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/flatten_cn.html#flatten) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.flatten.md) | -| 52 | [torch.flip](https://pytorch.org/docs/stable/generated/torch.flip.html?highlight=flip#torch.flip) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/flip_cn.html#flip) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.flip.md) | -| 53 | [torch.fliplr](https://pytorch.org/docs/stable/generated/torch.fliplr.html?highlight=fliplr#torch.fliplr) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/flip_cn.html#flip) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.fliplr.md) | -| 54 | [torch.flipud](https://pytorch.org/docs/stable/generated/torch.flipud.html?highlight=flipud#torch.flipud) | [paddle.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/flip_cn.html#flip) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.flipud.md) | -| 55 | [torch.floor](https://pytorch.org/docs/stable/generated/torch.floor.html?highlight=floor#torch.floor) | [paddle.floor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/floor_cn.html#floor) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.floor.md) | -| 56 | [torch.floor_divide](https://pytorch.org/docs/stable/generated/torch.floor_divide.html?highlight=floor_divide#torch.floor_divide) | [paddle.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/floor_divide_cn.html#floor-divide) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.floor_divide.md) | -| 57 | [torch.fmod](https://pytorch.org/docs/stable/generated/torch.fmod.html?highlight=fmod#torch.fmod) | [paddle.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/mod_cn.html#mod) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.fmod.md) | -| 58 | [torch.from_numpy](https://pytorch.org/docs/stable/generated/torch.from_numpy.html?highlight=from_numpy#torch.from_numpy) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/to_tensor_cn.html#to-tensor) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.from_numpy.md) | -| 59 | [torch.full](https://pytorch.org/docs/stable/generated/torch.full.html?highlight=full#torch.full) | [paddle.full](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/full_cn.html#full) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.full.md) | -| 60 | [torch.full_like](https://pytorch.org/docs/stable/generated/torch.full_like.html?highlight=full_like#torch.full_like) | [paddle.full_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/full_like_cn.html#full-like) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.full_like.md) | -| 61 | [torch.gather](https://pytorch.org/docs/stable/generated/torch.gather.html?highlight=gather#torch.gather) | [paddle.take_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/take_along_axis_cn.html#take-along-axis) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.gather.md) | -| 62 | [torch.imag](https://pytorch.org/docs/stable/generated/torch.imag.html?highlight=imag#torch.imag) | [paddle.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/imag_cn.html#imag) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.imag.md) | -| 63 | [torch.index_select](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/index_select_cn.html#index-select) | [paddle.index_select](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/index_select_cn.html#index-select) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.index_select.md) | -| 64 | [torch.isclose](https://pytorch.org/docs/stable/generated/torch.isclose.html?highlight=isclose#torch.isclose) | [paddle.isclose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/isclose_cn.html#isclose) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.isclose.md) | -| 65 | [torch.isfinite](https://pytorch.org/docs/stable/generated/torch.isfinite.html?highlight=isfinite#torch.isfinite) | [paddle.isfinite](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/isfinite_cn.html#isfinite) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.isfinite.md) | -| 66 | [torch.isinf](https://pytorch.org/docs/stable/generated/torch.isinf.html?highlight=isinf#torch.isinf) | [paddle.isinf](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/isinf_cn.html#isinf) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.isinf.md) | -| 67 | [torch.isnan](https://pytorch.org/docs/stable/generated/torch.isnan.html?highlight=isnan#torch.isnan) | [paddle.isnan](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/isnan_cn.html#isnan) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.isnan.md) | -| 68 | [torch.istft](https://pytorch.org/docs/stable/generated/torch.istft.html?highlight=istft#torch.istft) | [paddle.signal.istft](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/signal/istft_cn.html#istft) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.istft.md) | -| 69 | [torch.is_complex](https://pytorch.org/docs/stable/generated/torch.is_complex.html?highlight=is_complex#torch.is_complex) | [paddle.is_complex](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/is_complex_cn.html#is-complex) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.is_complex.md) | -| 70 | [torch.is_floating_point](https://pytorch.org/docs/stable/generated/torch.is_floating_point.html?highlight=is_floating_point#torch.is_floating_point) | [paddle.is_floating_point](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/is_floating_point_cn.html#is-floating-point) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.is_floating_point.md) | -| 71 | [torch.is_tensor](https://pytorch.org/docs/stable/generated/torch.is_tensor.html?highlight=is_tensor#torch.is_tensor) | [paddle.is_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/is_tensor_cn.html#is-tensor) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.is_tensor.md) | -| 72 | [torch.kthvalue](https://pytorch.org/docs/stable/generated/torch.kthvalue.html?highlight=kthvalue#torch.kthvalue) | [paddle.kthvalue](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/kthvalue_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.kthvalue.md) | -| 73 | [torch.linalg.lstsq](https://pytorch.org/docs/stable/generated/torch.linalg.lstsq.html?highlight=lstsq#torch.linalg.lstsq) | [paddle.linalg.lstsq](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/lstsq_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.lstsq.md) | -| 74 | [torch.linspace](https://pytorch.org/docs/stable/generated/torch.linspace.html?highlight=linspace#torch.linspace) | [paddle.linspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linspace_cn.html#linspace) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.linspace.md) | -| 75 | [torch.load](https://pytorch.org/docs/stable/generated/torch.load.html?highlight=load#torch.load) | [paddle.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/load_cn.html#load) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.load.md) | -| 76 | [torch.log](https://pytorch.org/docs/stable/generated/torch.log.html?highlight=log#torch.log) | [paddle.log](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/log_cn.html#log) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.log.md) | -| 77 | [torch.log10](https://pytorch.org/docs/stable/generated/torch.log10.html?highlight=log10#torch.log10) | [paddle.log10](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/log10_cn.html#log10) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.log10.md) | -| 78 | [torch.log1p](https://pytorch.org/docs/stable/generated/torch.log1p.html?highlight=log1p#torch.log1p) | [paddle.log1p](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/log1p_cn.html#log1p) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.log1p.md) | -| 79 | [torch.log2](https://pytorch.org/docs/stable/generated/torch.log2.html?highlight=log2#torch.log2) | [paddle.log2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/log2_cn.html#log2) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.log2.md) | -| 80 | [torch.logical_and](https://pytorch.org/docs/stable/generated/torch.logical_and.html?highlight=logical_and#torch.logical_and) | [paddle.logical_and](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_and_cn.html#logical-and) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logical_and.md) | -| 81 | [torch.logical_not](https://pytorch.org/docs/stable/generated/torch.logical_not.html?highlight=logical_not#torch.logical_not) | [paddle.logical_not](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_not_cn.html#logical-not) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logical_not.md) | -| 82 | [torch.logical_or](https://pytorch.org/docs/stable/generated/torch.logical_or.html?highlight=logical_or#torch.logical_or) | [paddle.logical_or](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_or_cn.html#logical-or) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logical_or.md) | -| 83 | [torch.logical_xor](https://pytorch.org/docs/stable/generated/torch.logical_xor.html?highlight=logical_xor#torch.logical_xor) | [paddle.logical_xor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logical_xor_cn.html#logical-xor) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logical_xor.md) | -| 84 | [torch.masked_select](https://pytorch.org/docs/stable/generated/torch.masked_select.html?highlight=masked_select#torch.masked_select) | [paddle.masked_select](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/masked_select_cn.html#masked-select) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.masked_select.md) | -| 85 | [torch.matmul](https://pytorch.org/docs/stable/generated/torch.matmul.html?highlight=matmul#torch.matmul) | [paddle.matmul](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/matmul_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.matmul.md) | -| 86 | [torch.max](https://pytorch.org/docs/stable/generated/torch.max.html?highlight=max#torch.max) | [paddle.max](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/max_cn.html#max) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.max.md) | -| 87 | [torch.median](https://pytorch.org/docs/stable/generated/torch.median.html?highlight=median#torch.median) | [paddle.median](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/median_cn.html#median) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.median.md) | -| 88 | [torch.min](https://pytorch.org/docs/stable/generated/torch.min.html?highlight=min#torch.min) | [paddle.min](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/min_cn.html#min) | 功能一致, 参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.min.md) | -| 89 | [torch.mm](https://pytorch.org/docs/stable/generated/torch.mm.html?highlight=mm#torch.mm) | [paddle.matmul](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/matmul_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.mm.md) | -| 90 | [torch.moveaxis](https://pytorch.org/docs/stable/generated/torch.moveaxis.html?highlight=moveaxis#torch.moveaxis) | [paddle.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/moveaxis_cn.html#moveaxis) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.moveaxis.md) | -| 91 | [torch.movedim](https://pytorch.org/docs/stable/generated/torch.movedim.html?highlight=movedim#torch.movedim) | [paddle.movedim](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/moveaxis_cn.html#moveaxis) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.movedim.md) | -| 92 | [torch.mul](https://pytorch.org/docs/stable/generated/torch.mul.html?highlight=mul#torch.mul) | [paddle.multiply](https://vpaddlepaddle.org.cn/documentation/docs/zh/api/paddle/multiply_cn.html#multiply) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.mul.md) | -| 93 | [torch.multinomial](https://pytorch.org/docs/stable/generated/torch.multinomial.html?highlight=multinomial#torch.multinomial) | [paddle.multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/multinomial_cn.html#multinomial) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.multinomial.md) | -| 94 | [torch.multiply](https://pytorch.org/docs/stable/generated/torch.multiply.html?highlight=multiply#torch.multiply) | [paddle.multiply](https://vpaddlepaddle.org.cn/documentation/docs/zh/api/paddle/multiply_cn.html#multiply) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.multiply.md) | -| 95 | [torch.mv](https://pytorch.org/docs/stable/generated/torch.mv.html?highlight=mv#torch.mv) | [paddle.mv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/mv_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.mv.md) | -| 96 | [torch.nanmedian](https://pytorch.org/docs/stable/generated/torch.nanmedian.html?highlight=nanmedian#torch.nanmedian) | [paddle.nanmedian](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nanmedian_cn.html#nanmedian) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.nanmedian.md) | -| 97 | [torch.narrow](https://pytorch.org/docs/stable/generated/torch.narrow.html?highlight=narrow#torch.narrow) | [paddle.slice](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/slice_cn.html#slice) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.narrow.md) | -| 98 | [torch.nonzero](https://pytorch.org/docs/stable/generated/torch.nonzero.html?highlight=nonzero#torch.nonzero) | [paddle.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nonzero_cn.html#nonzero) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.nonzero.md) | -| 99 | [torch.normal](https://pytorch.org/docs/stable/generated/torch.normal.html?highlight=normal#torch.normal) | [paddle.normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/normal_cn.html#normal) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.normal.md) | -| 100 | [torch.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#size) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.numel.md) | -| 101 | [torch.ones](https://pytorch.org/docs/stable/generated/torch.ones.html?highlight=ones#torch.ones) | [paddle.ones](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/ones_cn.html#ones) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ones.md) | -| 102 | [torch.ones_like](https://pytorch.org/docs/stable/generated/torch.ones_like.html?highlight=ones_like#torch.ones_like) | [paddle.ones_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/ones_like_cn.html#ones-like) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ones_like.md) | -| 103 | [torch.permute](https://pytorch.org/docs/stable/generated/torch.permute.html?highlight=permute#torch.permute) | [paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/transpose_cn.html#transpose) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.permute.md) | -| 104 | [torch.pinverse](https://pytorch.org/docs/stable/generated/torch.pinverse.html?highlight=pinverse#torch.pinverse) | [paddle.linalg.pinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/pinv_cn.html#pinv) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.pinverse.md) | -| 105 | [torch.pow](https://pytorch.org/docs/stable/generated/torch.pow.html?highlight=pow#torch.pow) | [paddle.pow](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/pow_cn.html#pow) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.pow.md) | -| 106 | [torch.prod](https://pytorch.org/docs/stable/generated/torch.prod.html?highlight=prod#torch.prod) | [paddle.prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/prod_cn.html#prod) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.prod.md) | -| 107 | [torch.rand](https://pytorch.org/docs/stable/generated/torch.rand.html?highlight=rand#torch.rand) | [paddle.rand](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/rand_cn.html#rand) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.rand.md) | -| 108 | [torch.randint](https://pytorch.org/docs/stable/generated/torch.randint.html?highlight=randint#torch.randint) | [paddle.randint](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/randint_cn.html#randint) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.randint.md) | -| 109 | [torch.randn](https://pytorch.org/docs/stable/generated/torch.randn.html?highlight=randn#torch.randn) | [paddle.randn](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/randn_cn.html#randn) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.randn.md) | -| 110 | [torch.randperm](https://pytorch.org/docs/stable/generated/torch.randperm.html?highlight=randperm#torch.randperm) | [paddle.randperm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/randperm_cn.html#randperm) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.randperm.md) | -| 111 | [torch.range](https://pytorch.org/docs/stable/generated/torch.arange.html?highlight=arange#torch.range) | [paddle.arange](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/arange_cn.html#arange) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.range.md) | -| 112 | [torch.ravel](https://pytorch.org/docs/stable/generated/torch.ravel.html?highlight=ravel#torch.ravel) | [paddle.flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/flatten_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ravel.md) | -| 113 | [torch.real](https://pytorch.org/docs/stable/generated/torch.real.html?highlight=real#torch.real) | [paddle.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/real_cn.html#real) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.real.md) | -| 114 | [torch.reciprocal](https://pytorch.org/docs/stable/generated/torch.reciprocal.html?highlight=reciprocal#torch.reciprocal) | [paddle.reciprocal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/reciprocal_cn.html#reciprocal) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.reciprocal.md) | -| 115 | [torch.remainder](https://pytorch.org/docs/stable/generated/torch.remainder.html?highlight=remainder#torch.remainder) | [paddle.remainder](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/remainder_cn.html#remainder) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.remainder.md) | -| 116 | [torch.reshape](https://pytorch.org/docs/stable/generated/torch.reshape.html?highlight=reshape#torch.reshape) | [paddle.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/reshape_cn.html#reshape) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.reshape.md) | -| 117 | [torch.roll](https://pytorch.org/docs/stable/generated/torch.roll.html?highlight=roll#torch.roll) | [paddle.roll](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/roll_cn.html#roll) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.roll.md) | -| 118 | [torch.rot90](https://pytorch.org/docs/stable/generated/torch.rot90.html?highlight=torch+rot90#torch.rot90) | [paddle.rot90](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/rot90_cn.html#rot90) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.rot90.md) | -| 119 | [torch.round](https://pytorch.org/docs/stable/generated/torch.round.html?highlight=round#torch.round) | [paddle.round](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/round_cn.html#round) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.round.md) | -| 120 | [torch.rsqrt](https://pytorch.org/docs/stable/generated/torch.rsqrt.html?highlight=rsqrt#torch.rsqrt) | [paddle.rsqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/rsqrt_cn.html#rsqrt) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.rsqrt.md) | -| 121 | [torch.save](https://pytorch.org/docs/stable/generated/torch.save.html?highlight=save#torch.save) | [paddle.save](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/save_cn.html#save) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.save.md) | -| 122 | [torch.scatter](https://pytorch.org/docs/stable/generated/torch.scatter.html?highlight=scatter#torch.scatter) | [paddle.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/put_along_axis_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.scatter.md) | -| 123 | [torch.sign](https://pytorch.org/docs/stable/generated/torch.sign.html?highlight=sign#torch.sign) | [paddle.sign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sign_cn.html#sign) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sign.md) | -| 124 | [torch.sin](https://pytorch.org/docs/stable/generated/torch.sin.html?highlight=sin#torch.sin) | [paddle.sin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sin_cn.html#sin) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sin.md) | -| 125 | [torch.sinh](https://pytorch.org/docs/stable/generated/torch.sinh.html?highlight=sinh#torch.sinh) | [paddle.sinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sinh_cn.html#sinh) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sinh.md) | -| 126 | [torch.slogdet](https://pytorch.org/docs/stable/generated/torch.slogdet.html?highlight=slogdet#torch.slogdet) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/slogdet_cn.html#slogdet) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.slogdet.md) | -| 127 | [torch.split](https://pytorch.org/docs/stable/generated/torch.split.html?highlight=torch%20split#torch.split) | [paddle.split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/split_cn.html#split) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.split.md) | -| 128 | [torch.sqrt](https://pytorch.org/docs/stable/generated/torch.sqrt.html?highlight=sqrt#torch.sqrt) | [paddle.sqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sqrt_cn.html#sqrt) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sqrt.md) | -| 129 | [torch.squeeze](https://pytorch.org/docs/stable/generated/torch.squeeze.html?highlight=squeeze#torch.squeeze) | [paddle.squeeze](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/squeeze_cn.html#squeeze) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.squeeze.md) | -| 130 | [torch.stack](https://pytorch.org/docs/stable/generated/torch.stack.html?highlight=stack#torch.stack) | [paddle.stack](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/stack_cn.html#stack) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.stack.md) | -| 131 | [torch.std_mean](https://pytorch.org/docs/stable/generated/torch.std_mean.html?highlight=std_mean#torch.std_mean) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.std_mean.md) | -| 132 | [torch.sub](https://pytorch.org/docs/stable/generated/torch.sub.html?highlight=torch%20sub#torch.sub) | [paddle.subtract](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/subtract_cn.html#subtract) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sub.md) | -| 133 | [torch.subtract](https://pytorch.org/docs/stable/generated/torch.subtract.html?highlight=subtract#torch.subtract) | [paddle.subtract](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/subtract_cn.html#subtract) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.subtract.md) | -| 134 | [torch.sum](https://pytorch.org/docs/stable/generated/torch.sum.html?highlight=sum#torch.sum) | [paddle.sum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sum_cn.html#sum) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sum.md) | -| 135 | [torch.take](https://pytorch.org/docs/stable/generated/torch.take.html?highlight=torch+take#torch.take) | [paddle.take](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/take_cn.html#take) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.take.md) | -| 136 | [torch.tensor](https://pytorch.org/docs/stable/generated/torch.tensor.html?highlight=tensor#torch.tensor) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/to_tensor_cn.html#to-tensor) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.tensor.md) | -| 137 | [torch.tile](https://pytorch.org/docs/stable/generated/torch.tile.html?highlight=tile#torch.tile) | [paddle.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tile_cn.html#tile) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.tile.md) | -| 138 | [torch.trace](https://pytorch.org/docs/stable/generated/torch.trace.html?highlight=trace#torch.trace) | [paddle.trace](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/trace_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.trace.md) | -| 139 | [torch.transpose](https://pytorch.org/docs/stable/generated/torch.transpose.html?highlight=transpose#torch.transpose) | [paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/transpose_cn.html#transpose) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.transpose.md) | -| 140 | [torch.unbind](https://pytorch.org/docs/stable/generated/torch.unbind.html?highlight=unbind#torch.unbind) | [paddle.unbind](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/unbind_cn.html#unbind) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.unbind.md) | -| 141 | [torch.unique](https://pytorch.org/docs/stable/generated/torch.unique.html?highlight=unique#torch.unique) | [paddle.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/unique_cn.html#unique) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.unique.md) | -| 142 | [torch.unique_consecutive](https://pytorch.org/docs/stable/generated/torch.unique_consecutive.html?highlight=unique_consecutive#torch.unique_consecutive) | [paddle.unique_consecutive](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/unique_consecutive_cn.html#unique-consecutive) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.unique_consecutive.md) | -| 143 | [torch.unsqueeze](https://pytorch.org/docs/stable/generated/torch.unsqueeze.html?highlight=unsqueeze#torch.unsqueeze) | [paddle.unsqueeze](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/unsqueeze_cn.html#unsqueeze) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.unsqueeze.md) | -| 144 | [torch.var_mean](https://pytorch.org/docs/stable/generated/torch.var_mean.html?highlight=var_mean#torch.var_mean) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.var_mean.md) | -| 145 | [torch.view_as_complex](https://pytorch.org/docs/stable/generated/torch.view_as_complex.html?highlight=view_as_complex#torch.view_as_complex) | [paddle.as_complex](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/as_complex_cn.html#as-complex) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.view_as_complex.md) | -| 146 | [torch.view_as_real](https://pytorch.org/docs/stable/generated/torch.view_as_real.html?highlight=view_as_real#torch.view_as_real) | [paddle.as_real](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/as_real_cn.html#as-real) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.view_as_real.md) | -| 147 | [torch.zeros](https://pytorch.org/docs/stable/generated/torch.zeros.html?highlight=zeros#torch.zeros) | [paddle.zeros](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/zeros_cn.html#zeros) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.zeros.md) | -| 148 | [torch.zeros_like](https://pytorch.org/docs/stable/generated/torch.zeros_like.html?highlight=zeros_like#torch.zeros_like) | [paddle.zeros_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/zeros_like_cn.html#zeros-like) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.zeros_like.md) | -| 149 | [torch.meshgrid](https://pytorch.org/docs/stable/generated/torch.meshgrid.html?highlight=meshgrid#torch.meshgrid) | [paddle.meshgrid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/meshgrid_cn.html#meshgrid) | 功能一致，torch 参数更多 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.meshgrid.md) | -| 150 | [torch.sigmoid](https://pytorch.org/docs/stable/generated/torch.sigmoid.html?highlight=sigmoid#torch.sigmoid) | [paddle.nn.functional.sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/sigmoid_cn.html#sigmoid) | 功能一致，torch 参数更多 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sigmoid.md) | -| 151 | [torch.set\_default\_dtype](https://pytorch.org/docs/stable/generated/torch.set_default_dtype.html?highlight=set_default_dtype#torch.set_default_dtype) | [paddle.set\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_default_dtype_cn.html#set-default-dtype) | 功能一致，参数完全一致 | -| 152 | [torch.get\_default\_dtype](https://pytorch.org/docs/stable/generated/torch.get_default_dtype.html?highlight=get_default_dtype#torch.get_default_dtype) | [paddle.get\_default\_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/get_default_dtype_cn.html#get-default-dtype) | 功能一致，参数完全一致 | -| 153 | [torch.t](https://pytorch.org/docs/stable/generated/torch.t.html?highlight=t#torch.t) | [paddle.t](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/t_cn.html#t) | 功能一致，参数完全一致 | -| 154 | [torch.where](https://pytorch.org/docs/stable/generated/torch.where.html?highlight=where#torch.where) | [paddle.where](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/where_cn.html#where) | 功能一致，参数完全一致 | -| 155 | [torch.manual\_seed](https://pytorch.org/docs/stable/generated/torch.manual_seed.html?highlight=manual_seed#torch.manual_seed) | [paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/seed_cn.html#seed) | 功能一致，参数完全一致 | -| 156 | [torch.no\_grad](https://pytorch.org/docs/stable/generated/torch.no_grad.html?highlight=no_grad#torch.no_grad) | [paddle.no\_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/no_grad_cn.html#no-grad) | 功能一致，无参数 | -| 157 | [torch.set\_grad\_enabled](https://pytorch.org/docs/stable/generated/torch.set_grad_enabled.html?highlight=set_grad_enabled#torch.set_grad_enabled) | [paddle.set\_grad\_enabled](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/set_grad_enabled_cn.html#set-grad-enabled) | 功能一致，参数完全一致 | -| 158 | [torch.diag\_embed](https://pytorch.org/docs/stable/generated/torch.diag_embed.html?highlight=diag_embed#torch.diag_embed) | [paddle.nn.functional.diag\_embed](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/diag_embed_cn.html#diag-embed) | 功能一致，参数完全一致 | -| 159 | [torch.is\_grad\_enabled](https://pytorch.org/docs/stable/generated/torch.is_grad_enabled.html?highlight=is_grad_enabled#torch.is_grad_enabled) | [paddle.is\_grad\_enabled](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/is_grad_enabled_cn.html#is-grad-enabled) | 功能一致，无参数 | -| 160 | [torch.nansum](https://pytorch.org/docs/stable/generated/torch.nansum.html?highlight=nansum#torch.nansum) | [paddle.nansum]() | 功能一致，仅参数命名不一致 | -| 161 | [torch.svd_lowrank](https://pytorch.org/docs/stable/generated/torch.svd_lowrank.html?highlight=torch+svd_lowrank#torch.svd_lowrank) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/svd_cn.html#svd) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.svd_lowrank.md) | -| 162 | [torch.symeig](https://pytorch.org/docs/stable/generated/torch.symeig.html?highlight=torch+symeig#torch.symeig) | [paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/eigh_cn.html#eigh) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.symeig.md) | -| 163 | [torch.addcdiv](https://pytorch.org/docs/master/generated/torch.addcdiv.html#torch.addcdiv) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addcdiv.md) | -| 164 | [torch.addcmul](https://pytorch.org/docs/master/generated/torch.addcmul.html#torch.addcmul) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addcmul.md) | -| 165 | [torch.get_rng_state](https://pytorch.org/docs/master/generated/torch.get_rng_state.html#torch.get_rng_state) | [paddle.get_cuda_rng_state](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/get_cuda_rng_state_cn.html#get-cuda-rng-state) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.get_rng_state.md) | -| 166 | [torch.heaviside](https://pytorch.org/docs/master/generated/torch.heaviside.html#torch.heaviside) | [paddle.heaviside](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/heaviside_cn.html#heaviside) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.heaviside.md) | -| 167 | [torch.is_nonzero](https://pytorch.org/docs/master/generated/torch.is_nonzero.html#torch.is_nonzero) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.is_nonzero.md) | -| 168 | [torch.polar](https://pytorch.org/docs/master/generated/torch.polar.html#torch.polar) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.polar.md) | -| 169 | [torch.rand_like](https://pytorch.org/docs/master/generated/torch.rand_like.html#torch.rand_like) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.rand_like.md) | -| 170 | [torch.row_stack](https://pytorch.org/docs/master/generated/torch.row_stack.html#torch.row_stack) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.row_stack.md) | -| 171 | [torch.seed](https://pytorch.org/docs/master/generated/torch.seed.html#torch.seed) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.seed.md) | -| 172 | [torch.set_printoptions](https://pytorch.org/docs/master/generated/torch.set_printoptions.html#torch.set_printoptions) | [paddle.set_printoptions](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/set_printoptions_cn.html#set-printoptions) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.set_printoptions.md) | -| 173 | [torch.set_rng_state](https://pytorch.org/docs/master/generated/torch.set_rng_state.html#torch.set_rng_state) | [paddle.set_cuda_rng_state](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/set_cuda_rng_state_cn.html#set-cuda-rng-state) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.set_rng_state.md) | -| 174 | [torch.swapaxes](https://pytorch.org/docs/master/generated/torch.swapaxes.html#torch.swapaxes) | [paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/transpose_cn.html#transpose) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.swapaxes.md) | -| 175 | [torch.swapdims](https://pytorch.org/docs/master/generated/torch.swapdims.html#torch.swapdims) | [paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/transpose_cn.html#transpose) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.swapdims.md) | -| 176 | [torch.vstack](https://pytorch.org/docs/master/generated/torch.vstack.html#torch.vstack) | | [组合替代实现](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.vstack.md) | -| 177 | [torch.arcsinh](https://pytorch.org/docs/stable/generated/torch.arcsinh.html#torch.arcsinh) | [paddle.asinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/asinh_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arcsinh.md) | -| 178 | [torch.arctanh](https://pytorch.org/docs/stable/generated/torch.arctanh.html#torch.arctanh) | [paddle.atanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atanh_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arctanh.md) | -| 179 | [torch.asinh](https://pytorch.org/docs/stable/generated/torch.asinh.html#torch.asinh) | [paddle.asinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/asinh_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.asinh.md) | -| 180 | [torch.atan2](https://pytorch.org/docs/stable/generated/torch.atan2.html#torch.atan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan2_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atan2.md) | -| 181 | [torch.atanh](https://pytorch.org/docs/stable/generated/torch.atanh.html#torch.atanh) | [paddle.atanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atanh_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atanh.md) | -| 182 | [torch.bitwise_not](https://pytorch.org/docs/stable/generated/torch.bitwise_not.html?highlight=bitwise_not#torch.bitwise_not) | [paddle.bitwise_not](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_not_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bitwise_not.md) | -| 183 | [torch.bitwise_and](https://pytorch.org/docs/stable/generated/torch.bitwise_and.html#torch.bitwise_and) | [paddle.bitwise_and](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_and_cn.html#bitwise-and) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bitwise_and.md) | -| 184 | [torch.bitwise_or](https://pytorch.org/docs/stable/generated/torch.bitwise_or.html#torch-bitwise-or) | [paddle.bitwise_or](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_or_cn.html#bitwise-or) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bitwise_or.md) | -| 185 | [torch.bitwise_xor](https://pytorch.org/docs/stable/generated/torch.bitwise_xor.html) | [paddle.bitwise_xor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bitwise_xor_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bitwise_xor.md) | -| 186 | [torch.clip](https://pytorch.org/docs/stable/generated/torch.clip.html#torch.clip) | [paddle.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/clip_cn.html#clip) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.clip.md) | -| 187 | [torch.deg2rad](https://pytorch.org/docs/stable/generated/torch.deg2rad.html#torch-deg2rad) | [paddle.deg2rad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/deg2rad_cn.html#paddle.deg2rad) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.deg2rad.md) | -| 188 | [torch.digamma](https://pytorch.org/docs/stable/generated/torch.digamma.html?highlight=torch+digamma#torch.digamma) | [paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/digamma_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.digamma.md) | -| 189 | [torch.erfinv](https://pytorch.org/docs/stable/generated/torch.erfinv.html?highlight=torch+erfinv#torch.erfinv) | [paddle.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/erfinv_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.erfinv.md) | -| 190 | [torch.expm1](https://pytorch.org/docs/stable/generated/torch.expm1.html?highlight=torch+expm1#torch.expm1) | [paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/expm1_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.expm1.md) | -| 191 | [torch.fix](https://pytorch.org/docs/stable/generated/torch.fix.html?highlight=torch+fix#torch.fix) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/trunc_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.fix.md) | -| 192 | [torch.trunc](https://pytorch.org/docs/stable/generated/torch.trunc.html?highlight=torch+trunc#torch.trunc) | [paddle.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/trunc_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.trunc.md) | -| 193 | [torch.acosh](https://pytorch.org/docs/stable/generated/torch.acosh.html?highlight=acosh#torch.acosh) | [paddle.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acosh_cn.html#acos) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.acosh.md) | -| 194 | [torch.arccosh](https://pytorch.org/docs/stable/generated/torch.arccosh.html?highlight=arccosh#torch.arccosh) | [paddle.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acosh_cn.html#acos) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arccosh.md) | -| 195 | [torch.randint_like](https://pytorch.org/docs/stable/generated/torch.randint_like.html?highlight=randint_like#torch.randint_like) | [paddle.randint_like](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/randint_like_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.randint_like.md) | -| 196 | [torch.dsplit](https://pytorch.org/docs/stable/generated/torch.dsplit.html#torch.dsplit) | [paddle.split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/split_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.dsplit.md) | -| 197 | [torch.logspace](https://pytorch.org/docs/stable/generated/torch.logspace.html?highlight=logspace#torch.logspace) | [paddle.logspace](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logspace_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logspace.md) | -| 198 | [torch.gcd](https://pytorch.org/docs/stable/generated/torch.gcd.html#torch-gcd) | [paddle.gcd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/gcd_cn.html#gcd) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.gcd.md) | -| 199 | [torch.histc](https://pytorch.org/docs/stable/generated/torch.histc.html#torch-histc) | [paddle.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/histogram_cn.html#histogram) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.histc.md) | -| 200 | [torch.kron](https://pytorch.org/docs/stable/generated/torch.kron.html#torch-kron) | [paddle.kron](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/kron_cn.html#kron) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.kron.md) | -| 201 | [torch.lcm](https://pytorch.org/docs/stable/generated/torch.lcm.html#torch-lcm) | [paddle.lcm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/lcm_cn.html#lcm) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.lcm.md) | -| 202 | [torch.logcumsumexp](https://pytorch.org/docs/stable/generated/torch.logcumsumexp.html#torch-logcumsumexp) | [paddle.logcumsumexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logcumsumexp_cn.html#logcumsumexp) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logcumsumexp.md) | -| 203 | [torch.renorm](https://pytorch.org/docs/stable/generated/torch.renorm.html#torch-renorm) | [paddle.renorm]() | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.renorm.md) | -| 204 | [torch.repeat_interleave](https://pytorch.org/docs/stable/generated/torch.repeat_interleave.html#torch-repeat-interleave) | [paddle.repeat_interleave](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/repeat_interleave_cn.html#repeat-interleave) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.repeat_interleave.md) | -| 205 | [torch.searchsorted](https://pytorch.org/docs/stable/generated/torch.searchsorted.html#torch-searchsorted) | [paddle.searchsorted](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/searchsorted_cn.html#searchsorted) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.searchsorted.md) | -| 206 | [torch.frac](https://pytorch.org/docs/stable/generated/torch.frac.html?highlight=frac#torch.frac) | [paddle.frac](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/frac_cn.html#frac) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.frac.md) | -| 207 | [torch.lerp](https://pytorch.org/docs/stable/generated/torch.lerp.html?highlight=lerp#torch.lerp) | [paddle.lerp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/lerp_cn.html#lerp) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.lerp.md) | -| 208 | [torch.lgamma](https://pytorch.org/docs/stable/generated/torch.lgamma.html?highlight=lgamma#torch.lgamma) | [paddle.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/lgamma_cn.html#lgamma) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.lgamma.md) | -| 209 | [torch.logit](https://pytorch.org/docs/stable/generated/torch.logit.html?highlight=torch+logit#torch.logit) | [paddle.logit](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logit_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logit.md) | -| 210 | [torch.nan_to_num](https://pytorch.org/docs/stable/generated/torch.nan_to_num.html?highlight=nan_to_num#torch.nan_to_num) | [paddle.nan_to_num]() | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.nan_to_num.md) | -| 211 | [torch.neg](https://pytorch.org/docs/stable/generated/torch.neg.html?highlight=neg#torch.neg) | [paddle.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/neg_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.neg.md) | -| 212 | [torch.negative](https://pytorch.org/docs/stable/generated/torch.negative.html?highlight=torch+negative#torch.negative) | [paddle.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/neg_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.negative.md) | -| 213 | [torch.rad2deg](https://pytorch.org/docs/stable/generated/torch.rad2deg.html?highlight=torch+rad2deg#torch.rad2deg) | [paddle.rad2deg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/rad2deg_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.rad2deg.md) | -| 214 | [torch.fmax](https://pytorch.org/docs/stable/generated/torch.fmax.html#torch.fmax) | [paddle.fmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fmax_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.fmax.md) | -| 215 | [torch.fmin](https://pytorch.org/docs/stable/generated/torch.fmin.html#torch.fmin) | [paddle.fmin](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fmin_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.fmin.md) | -| 216 | [torch.greater](https://pytorch.org/docs/stable/generated/torch.greater.html?highlight=torch+greater#torch.greater) | [paddle.greater_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/greater_than_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.greater.md) | -| 217 | [torch.le](https://pytorch.org/docs/stable/generated/torch.le.html) | [paddle.less_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/less_equal_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.le.md) | -| 218 | [torch.less](https://pytorch.org/docs/stable/generated/torch.less.html#torch.less) | [paddle.less_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/less_than_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.less.md) | -| 219 | [torch.less_equal](https://pytorch.org/docs/stable/generated/torch.less_equal.html#torch.less_equal) | [paddle.less_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/less_equal_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.less_equal.md) | -| 220 | [torch.lt](https://pytorch.org/docs/stable/generated/torch.lt.html#torch.lt) | [paddle.less_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/less_than_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.lt.md) | -| 221 | [torch.maximum](https://pytorch.org/docs/stable/generated/torch.maximum.html#torch.maximum) | [paddle.maximum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/maximum_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.maximum.md) | -| 222 | [torch.minimum](https://pytorch.org/docs/stable/generated/torch.minimum.html#torch.minimum) | [paddle.minimum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/minimum_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.minimum.md) | -| 223 | [torch.addmm](https://pytorch.org/docs/stable/generated/torch.addmm.html?highlight=addmm#torch.addmm) | [paddle.addmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/addmm_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addmm.md) | -| 224 | [torch.bmm](https://pytorch.org/docs/stable/generated/torch.bmm.html?highlight=bmm#torch.bmm) | [paddle.bmm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/bmm_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bmm.md) | -| 225 | [torch.cholesky](https://pytorch.org/docs/stable/generated/torch.cholesky.html?highlight=cholesky#torch.cholesky) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/cholesky_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cholesky.md) | -| 226 | [torch.tensordot](https://pytorch.org/docs/stable/generated/torch.tensordot.html?highlight=tensordot#torch.tensordot) | [paddle.tensordot](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tensordot_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.tensordot.md) | -| 227 | [torch.tril](https://pytorch.org/docs/stable/generated/torch.tril.html?highlight=tril#torch.tril) | [paddle.tril](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tril_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.tril.md) | -| 228 | [torch.tril_indices](https://pytorch.org/docs/stable/generated/torch.tril_indices.html?highlight=tril_indices#torch.tril_indices) | [paddle.tril_indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tril_indices_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.tril_indices.md) | -| 229 | [torch.triu](https://pytorch.org/docs/stable/generated/torch.triu.html?highlight=triu#torch.triu) | [paddle.triu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/triu_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.triu.md) | -| 230 | [torch.triu_indices](https://pytorch.org/docs/stable/generated/torch.triu_indices.html?highlight=triu_indices#torch.triu_indices) | [paddle.triu_indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/triu_indices_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.triu_indices.md) | -| 231 | [torch.dot](https://pytorch.org/docs/stable/generated/torch.dot.html?highlight=dot#torch.dot) | [paddle.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/dot_cn.html#dot) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.dot.md) | -| 232 | [torch.ger](https://pytorch.org/docs/stable/generated/torch.ger.html?highlight=ger#torch.ger) | [paddle.outer](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/outer_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ger.md) | -| 233 | [torch.inner](https://pytorch.org/docs/stable/generated/torch.inner.html?highlight=inner#torch.inner) | [paddle.inner](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/inner_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.inner.md) | -| 234 | [torch.inverse](https://pytorch.org/docs/stable/generated/torch.inverse.html?highlight=inverse#torch.inverse) | [paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/inv_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.inverse.md) | -| 235 | [torch.lu](https://pytorch.org/docs/stable/generated/torch.lu.html?highlight=lu#torch.lu) | [paddle.linalg.lu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/lu_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.lu.md) | -| 236 | [torch.lu_unpack](https://pytorch.org/docs/stable/generated/torch.lu_unpack.html?highlight=lu_unpack#torch.lu_unpack) | [paddle.linalg.lu_unpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/lu_unpack_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.lu_unpack.md) | -| 237 | [torch.matrix_power](https://pytorch.org/docs/stable/generated/torch.matrix_power.html?highlight=matrix_power) | [paddle.linalg.matrix_power](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/matrix_power_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.matrix_power.md) | -| 238 | [torch.outer](https://pytorch.org/docs/stable/generated/torch.outer.html#torch.outer) | [paddle.outer](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/outer_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.outer.md) | -| 239 | [torch.qr](https://pytorch.org/docs/stable/generated/torch.qr.html#torch.qr) | [paddle.linalg.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/qr_cn.html#qr) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.qr.md) | -| 240 | [torch.svd](https://pytorch.org/docs/stable/generated/torch.svd.html?highlight=torch+svd#torch.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/svd_cn.html#svd) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.svd.md) | -| 241 | [torch.svd_lowrank](https://pytorch.org/docs/stable/generated/torch.svd_lowrank.html?highlight=torch+svd_lowrank#torch.svd_lowrank) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/svd_cn.html#svd) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.svd_lowrank.md) | -| 242 | [torch.symeig](https://pytorch.org/docs/stable/generated/torch.symeig.html?highlight=torch+symeig#torch.symeig) | [paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/eigh_cn.html#eigh) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.symeig.md) | -| 243 | [torch.cross](https://pytorch.org/docs/stable/generated/torch.cross.html?highlight=cross#torch.cross) | [paddle.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cross_cn.html#cross) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cross.md) | -| 244 | [torch.clone](https://pytorch.org/docs/stable/generated/torch.clone.html?highlight=clone#torch.clone) | [paddle.clone](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/clone_cn.html#clone) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.clone.md) | -| 245 | [torch.cumprod](https://pytorch.org/docs/stable/generated/torch.cumprod.html?highlight=cumprod#torch.cumprod) | [paddle.cumprod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cumprod_cn.html#cumprod) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cumprod.md) | -| 246 | [torch.cumsum](https://pytorch.org/docs/stable/generated/torch.cumsum.html?highlight=cumsum#torch.cumsum) | [paddle.cumsum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cumsum_cn.html#cumsum) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cumsum.md) | -| 247 | [torch.ne](https://pytorch.org/docs/stable/generated/torch.ne.html?highlight=torch.ne#torch.ne) | [paddle.not_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/not_equal_cn.html#not_equal) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ne.md) | -| 248 | [torch.not_equal](https://pytorch.org/docs/stable/generated/torch.not_equal.html?highlight=torch.not_equal#torch.not_equal) | [paddle.not_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/not_equal_cn.html#not_equal) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.not_equal.md) | -| 249 | [torch.sort](https://pytorch.org/docs/stable/generated/torch.sort.html?highlight=sort#torch.sort) | [paddle.sort](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sort_cn.html#paddle.sort) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sort.md) | -| 250 | [torch.stft](https://pytorch.org/docs/stable/generated/torch.stft.html?highlight=stft#torch.stft) | [paddle.signal.stft](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/signal/stft_cn.html#paddle.signal.stft) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.stft.md) | -| 251 | [torch.topk](https://pytorch.org/docs/stable/generated/torch.topk.html?highlight=topk#torch.topk) | [paddle.topk](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/topk_cn.html#paddle.topk) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.topk.md) | -| 252 | [torch.frexp](https://pytorch.org/docs/stable/generated/torch.frexp.html?highlight=frexp#torch.frexp) | [paddle.frexp](暂无对应文档) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.frexp.md) | -| 253 | [torch.nanmean](https://pytorch.org/docs/stable/generated/torch.nanmean.html?highlight=nanmean#torch.nanmean) | [paddle.nanmean](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nanmean_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.nanmean.md) | -| 254 | [torch.take_along_dim](https://pytorch.org/docs/stable/generated/torch.take_along_dim.html?highlight=torch+take_along_dim#torch.take_along_dim) | [paddle.take_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/take_along_axis_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.take_along_dim.md) | -| 254 | [torch.geqrf](https://pytorch.org/docs/stable/generated/torch.geqrf.html?highlight=geqrf#torch.geqrf) | | 功能缺失 | -| 255 | [torch.bitwise_right_shift](https://pytorch.org/docs/stable/generated/torch.bitwise_right_shift.html#torch.bitwise_right_shift) | | 功能缺失 | -| 256 | [torch.is_conj](https://pytorch.org/docs/stable/generated/torch.is_conj.html#torch.is_conj) | | 功能缺失 | -| 257 | [torch.diagonal_scatter](https://pytorch.org/docs/stable/generated/torch.diagonal_scatter.html#torch.diagonal_scatter) | | 功能缺失 | -| 258 | [torch.select_scatter](https://pytorch.org/docs/stable/generated/torch.select_scatter.html#torch.select_scatter) | | 功能缺失 | -| 259 | [torch.slice_scatter](https://pytorch.org/docs/stable/generated/torch.slice_scatter.html#torch.slice_scatter) | | 功能缺失 | -| 260 | [torch.scatter_reduce](https://pytorch.org/docs/stable/generated/torch.scatter_reduce.html#torch.scatter_reduce) | | 功能缺失 | -| 261 | [torch.set_deterministic_debug_mode](https://pytorch.org/docs/stable/generated/torch.set_deterministic_debug_mode.html#torch.set_deterministic_debug_mode) | | 功能缺失 | -| 262 | [torch.get_deterministic_debug_mode](https://pytorch.org/docs/stable/generated/torch.get_deterministic_debug_mode.html#torch.get_deterministic_debug_mode) | | 功能缺失 | -| 263 | [torch.vsplit](https://pytorch.org/docs/stable/generated/torch.vsplit.html#torch.vsplit) | | 功能缺失 | -| 264 | [torch.hsplit](https://pytorch.org/docs/stable/generated/torch.hsplit.html#torch.hsplit) | | 功能缺失 | -| 265 | [torch.histogram](https://pytorch.org/docs/stable/generated/torch.histogram.html#torch.histogram) | | 功能缺失 | -| 266 | [torch.gradient](https://pytorch.org/docs/stable/generated/torch.gradient.html#torch.gradient) | | 功能缺失 | -| 267 | [torch.positive](https://pytorch.org/docs/stable/generated/torch.positive.html#torch.positive) | | 功能缺失 | -| 268 | [torch.resolve_neg](https://pytorch.org/docs/stable/generated/torch.resolve_neg.html#torch.resolve_neg) | | 功能缺失 | -| 269 | [torch.bitwise_left_shift](https://pytorch.org/docs/stable/generated/torch.bitwise_left_shift.html#torch.bitwise_left_shift) | | 功能缺失 | -| 270 | [torch.isin](https://pytorch.org/docs/stable/generated/torch.isin.html#torch.isin) | | 功能缺失 | -| 271 | [torch.addbmm](https://pytorch.org/docs/stable/generated/torch.addbmm.html#torch.addbmm) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addbmm.md)| -| 272 | [torch.adjoint](https://pytorch.org/docs/stable/generated/torch.adjoint.html#torch.adjoint) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.adjoint.md)| -| 273 | [torch.aminmax](https://pytorch.org/docs/stable/generated/torch.aminmax.html#torch.aminmax) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.aminmax.md)| -| 274 | [torch.arctan2](https://pytorch.org/docs/stable/generated/torch.arctan2.html#torch.arctan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/atan2_cn.html) |torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arctan2.md)| -| 275 | [torch.argsort](https://pytorch.org/docs/stable/generated/torch.argsort.html#torch.argsort) | [paddle.argsort](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/argsort_cn.html#argsort) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argsort.md)| -| 276 | [torch.argwhere](https://pytorch.org/docs/stable/generated/torch.argwhere.html#torch.argwhere) | [paddle.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nonzero_cn.html#nonzero) | 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argwhere.md)| -| 277 | [torch.asarray](https://pytorch.org/docs/stable/generated/torch.asarray.html#torch.asarray) | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html) |torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.asarray.md)| -| 278 | [torch.broadcast_shapes](https://pytorch.org/docs/stable/generated/torch.broadcast_shapes.html#torch.broadcast_shapes) | [paddle.broadcast_shape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/broadcast_shape_cn.html) |参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.broadcast_shapes.md)| -| 279 | [torch.bucketize](https://pytorch.org/docs/stable/generated/torch.bucketize.html#torch.bucketize) | [paddle.bucketize](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bucketize_cn.html#paddle-bucketize) |torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bucketize.md)| -| 280 | [torch.cdist](https://pytorch.org/docs/stable/generated/torch.cdist.html#torch.cdist) | [paddle.cdist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cdist_cn.html#cdist) | 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cdist.md)| -| 281 | [torch.clamp_min]() | [paddle.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/clip_cn.html#clip) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.clamp_min.md)| -| 282 | [torch.column_stack](https://pytorch.org/docs/stable/generated/torch.column_stack.html#torch.column_stack) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.column_stack.md)| -| 283 | [torch.concat](https://pytorch.org/docs/stable/generated/torch.concat.html#torch.concat) | [paddle.concat](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/concat_cn.html) |torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.concat.md)| -| 284 | [torch.conj_physical](https://pytorch.org/docs/stable/generated/torch.conj_physical.html#torch.conj_physical) | [paddle.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/conj_cn.html#conj) | torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.conj_physical.md)| -| 285 | [torch.copysign](https://pytorch.org/docs/stable/generated/torch.copysign.html#torch.copysign) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.copysign.md)| -| 286 | [torch.cosine_similarity](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_similarity.html?highlight=cosine_similarity#torch.nn.functional.cosine_similarity) | [paddle.nn.functional.cosine_similarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_similarity_cn.html#cosine-similarity) | 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cosine_similarity.md)| -| 287 | [torch.cummin](https://pytorch.org/docs/stable/generated/torch.cummin.html) | [paddle.cummin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cummin_cn.html) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cummin.md)| -| 288 | [torch.cumulative_trapezoid](https://pytorch.org/docs/stable/generated/torch.cumulative_trapezoid.html#torch.cumulative_trapezoid) | [paddle.cumulative_trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/cumulative_trapezoid_cn.html) |仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cumulative_trapezoid.md)| -| 289 | [torch.einsum](https://pytorch.org/docs/stable/generated/torch.einsum.html#torch.einsum) | [paddle.einsum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/einsum_cn.html) |参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.einsum.md)| -| 290 | [torch.enable_grad](https://pytorch.org/docs/stable/generated/torch.enable_grad.html?highlight=enable_grad#torch.enable_grad) | [paddle.enable_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/enable_grad.html#enable-grad) | 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.enable_grad.md)| -| 291 | [torch.erfc](https://pytorch.org/docs/stable/generated/torch.erfc.html#torch.erfc) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.erfc.md)| -| 292 | [torch.exp2](https://pytorch.org/docs/stable/generated/torch.exp2.html#torch.exp2) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.exp2.md)| -| 293 | [torch.from_dlpack](https://pytorch.org/docs/stable/generated/torch.from_dlpack.html?highlight=from_dlpack#torch.from_dlpack) | [paddle.utils.dlpack.from_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/dlpack/from_dlpack_cn.html) | 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.from_dlpack.md)| -| 294 | [torch.hstack](https://pytorch.org/docs/stable/generated/torch.hstack.html#torch.hstack) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.hstack.md)| -| 295 | [torch.hypot](https://pytorch.org/docs/stable/generated/torch.hypot.html#torch.hypot) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.hypot.md)| -| 296 | [torch.i0](https://pytorch.org/docs/stable/special.html#torch.special.i0) | [paddle.i0](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0_cn.html) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.i0.md)| -| 297 | [torch.index_add](https://pytorch.org/docs/stable/generated/torch.index_add.html#torch.index_add) | [paddle.index_add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add_cn.html#index-add) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.index_add.md)| -| 298 | [torch.xlogy](https://pytorch.org/docs/stable/generated/torch.xlogy.html#torch.xlogy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.xlogy.md)| -| 299 | [torch.ldexp](https://pytorch.org/docs/stable/generated/torch.ldexp.html#torch.ldexp) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ldexp.md)| -| 300 | [torch.logaddexp](https://pytorch.org/docs/stable/generated/torch.logaddexp.html#torch.logaddexp) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logaddexp.md)| -| 301 | [torch.logaddexp2](https://pytorch.org/docs/stable/generated/torch.logaddexp2.html#torch.logaddexp2) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logaddexp2.md)| -| 302 | [torch.logdet](https://pytorch.org/docs/stable/generated/torch.logdet.html#torch.logdet) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logdet.md)| -| 303 | [torch.msort](https://pytorch.org/docs/stable/generated/torch.msort.html#torch.msort) | [paddle.sort](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sort_cn.html#sort) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.msort.md)| -| 304 | [torch.narrow_copy](https://pytorch.org/docs/stable/generated/torch.narrow_copy.html#torch.narrow_copy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.narrow_copy.md)| -| 305 | [torch.nextafter](https://pytorch.org/docs/stable/generated/torch.nextafter.html?highlight=nextafter#torch.nextafter) | [paddle.nextafter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nextafter_cn.html) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.nextafter.md)| -| 306 | [torch.poisson](https://pytorch.org/docs/stable/generated/torch.poisson.html#torch.poisson) | [paddle.poisson](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/poisson_cn.html) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.poisson.md)| -| 307 | [torch.polygamma](https://pytorch.org/docs/stable/special.html#torch.special.polygamma) | [paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.polygamma.md)| -| 308 | [torch.quantile](https://pytorch.org/docs/stable/generated/torch.quantile.html?highlight=quantile#torch.quantile) | [paddle.quantile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/quantile_cn.html) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.quantile.md)| -| 309 | [torch.randn_like](https://pytorch.org/docs/stable/generated/torch.randn_like.html#torch.randn_like) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.randn_like.md)| -| 310 | [torch.relu]() | [paddle.nn.functional.relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu_cn.html#relu) | 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.relu.md)| -| 311 | [torch.scalar_tensor]() | [paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor) |torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.scalar_tensor.md)| -| 312 | [torch.scatter_add](https://pytorch.org/docs/stable/generated/torch.scatter_add.html#torch.scatter_add) | [paddle.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis_cn.html) | 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.scatter_add.md)| -| 313 | [torch.select](https://pytorch.org/docs/stable/generated/torch.select.html#torch.select) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.select.md)| -| 314 | [torch.sgn](https://pytorch.org/docs/stable/generated/torch.sgn.html?highlight=torch+sgn#torch.sgn) | [paddle.sgn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sgn_cn.html) |torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sgn.md)| -| 315 | [torch.sinc](https://pytorch.org/docs/stable/generated/torch.sinc.html#torch.sinc) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sinc.md)| -| 316 | [torch.sparse_coo_tensor](https://pytorch.org/docs/stable/generated/torch.sparse_coo_tensor.html?highlight=torch+sparse_coo_tensor#torch.sparse_coo_tensor) | [paddle.sparse.sparse_coo_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sparse_coo_tensor_cn.html#sparse-coo-tensor) | 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sparse_coo_tensor.md)| -| 317 | [torch.sparse_csr_tensor](https://pytorch.org/docs/stable/generated/torch.sparse_csr_tensor.html#torch.sparse_csr_tensor) | [paddle.sparse.sparse_csr_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/sparse_csr_tensor_cn.html#sparse-csr-tensor) |torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sparse_csr_tensor.md)| -| 318 | [torch.square](https://pytorch.org/docs/stable/generated/torch.square.html?highlight=square#torch.square) | [paddle.square](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/square_cn.html) |torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.square.md)| -| 319 | [torch.trapezoid](https://pytorch.org/docs/stable/generated/torch.trapezoid.html#torch.trapezoid) | [paddle.trapezoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/trapezoid_cn.html#trapezoid) |仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.trapezoid.md)| -| 320 | [torch.triangular_solve](https://pytorch.org/docs/stable/generated/torch.triangular_solve.html#torch.triangular_solve) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/triangular_solve_cn.html) |torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.triangular_solve.md)| -| 321 | [torch.unflatten](https://pytorch.org/docs/stable/generated/torch.unflatten.html#torch.unflatten) | [paddle.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/reshape_cn.html#reshape) | 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.unflatten.md)| -| 322 | [torch.vander](https://pytorch.org/docs/stable/generated/torch.vander.html?highlight=vander#torch.vander) | [paddle.vander](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vander_cn.html#vander) | 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.vander.md)| -| 323 | [torch.vdot](https://pytorch.org/docs/stable/generated/torch.vdot.html#torch.vdot) | [paddle.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/dot_cn.html#dot) |torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.vdot.md)| -| 324 | [torch.resolve_conj](https://pytorch.org/docs/stable/generated/torch.resolve_conj.html#torch.resolve_conj) | | 功能缺失 | -| 325 | [torch.layout](https://pytorch.org/docs/stable/tensor_attributes.html#torch.layout) | | 功能缺失 | -| 326 | [torch.testing.assert_close](https://pytorch.org/docs/stable/testing.html?highlight=assert_close#torch.testing.assert_close) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.testing.assert_close.md)| -| 327 | [torch.__version__]() |[paddle.__version__]()| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.__version__.md)| -| 328 | [torch.get_default_dtype](https://pytorch.org/docs/stable/generated/torch.get_default_dtype.html#torch-get-default-dtype) |[paddle.get_default_dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/get_default_dtype_cn.html#get-default-dtype)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.get_default_dtype.md)| -| 329 | [torch.is_grad_enabled](https://pytorch.org/docs/stable/generated/torch.is_grad_enabled.html?highlight=torch+is_grad_enabled#torch.is_grad_enabled) |[paddle.is_grad_enabled](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/is_grad_enabled_cn.html#is-grad-enabled)|无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.is_grad_enabled.md)| -| 330 | [torch.manual_seed](https://pytorch.org/docs/stable/generated/torch.manual_seed.html#torch-manual-seed) |[paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/seed_cn.html)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.manual_seed.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.abs`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.abs.md) | +| REFERENCE-MAPPING-ITEM(`torch.absolute`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.absolute.md) | +| REFERENCE-MAPPING-ITEM(`torch.acos`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.acos.md) | +| REFERENCE-MAPPING-ITEM(`torch.add`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.add.md) | +| REFERENCE-MAPPING-ITEM(`torch.addmv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addmv.md) | +| REFERENCE-MAPPING-ITEM(`torch.addr`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addr.md) | +| REFERENCE-MAPPING-ITEM(`torch.all`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.all.md) | +| REFERENCE-MAPPING-ITEM(`torch.allclose`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.allclose.md) | +| REFERENCE-MAPPING-ITEM(`torch.any`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.any.md) | +| REFERENCE-MAPPING-ITEM(`torch.arange`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arange.md) | +| REFERENCE-MAPPING-ITEM(`torch.arccos`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arccos.md) | +| REFERENCE-MAPPING-ITEM(`torch.arcsin`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arcsin.md) | +| REFERENCE-MAPPING-ITEM(`torch.arctan`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.arctan.md) | +| REFERENCE-MAPPING-ITEM(`torch.argmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.argmin`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argmin.md) | +| REFERENCE-MAPPING-ITEM(`torch.asin`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.asin.md) | +| REFERENCE-MAPPING-ITEM(`torch.as_tensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.as_tensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.atan`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.atan.md) | +| REFERENCE-MAPPING-ITEM(`torch.baddbmm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.baddbmm.md) | +| REFERENCE-MAPPING-ITEM(`torch.bernoulli`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bernoulli.md) | +| REFERENCE-MAPPING-ITEM(`torch.bincount`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bincount.md) | +| REFERENCE-MAPPING-ITEM(`torch.broadcast_tensors`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.broadcast_tensors.md) | +| REFERENCE-MAPPING-ITEM(`torch.broadcast_to`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.broadcast_to.md) | +| REFERENCE-MAPPING-ITEM(`torch.cat`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cat.md) | +| REFERENCE-MAPPING-ITEM(`torch.ceil`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ceil.md) | +| REFERENCE-MAPPING-ITEM(`torch.chain_matmul`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.chain_matmul.md) | +| REFERENCE-MAPPING-ITEM(`torch.cholesky_inverse`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cholesky_inverse.md) | +| REFERENCE-MAPPING-ITEM(`torch.cholesky_solve`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cholesky_solve.md) | +| REFERENCE-MAPPING-ITEM(`torch.chunk`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.chunk.md) | +| REFERENCE-MAPPING-ITEM(`torch.clamp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.clamp.md) | +| REFERENCE-MAPPING-ITEM(`torch.conj`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.conj.md) | +| REFERENCE-MAPPING-ITEM(`torch.corrcoef`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.corrcoef.md) | +| REFERENCE-MAPPING-ITEM(`torch.cos`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cos.md) | +| REFERENCE-MAPPING-ITEM(`torch.cosh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cosh.md) | +| REFERENCE-MAPPING-ITEM(`torch.count_nonzero`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.count_nonzero.md) | +| REFERENCE-MAPPING-ITEM(`torch.cov`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cov.md) | +| REFERENCE-MAPPING-ITEM(`torch.det`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.det.md) | +| REFERENCE-MAPPING-ITEM(`torch.diag`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diag.md) | +| REFERENCE-MAPPING-ITEM(`torch.diagflat`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diagflat.md) | +| REFERENCE-MAPPING-ITEM(`torch.diagonal`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diagonal.md) | +| REFERENCE-MAPPING-ITEM(`torch.diff`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.diff.md) | +| REFERENCE-MAPPING-ITEM(`torch.dist`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.dist.md) | +| REFERENCE-MAPPING-ITEM(`torch.div`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.div.md) | +| REFERENCE-MAPPING-ITEM(`torch.divide`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.divide.md) | +| REFERENCE-MAPPING-ITEM(`torch.empty`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.empty.md) | +| REFERENCE-MAPPING-ITEM(`torch.empty_like`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.empty_like.md) | +| REFERENCE-MAPPING-ITEM(`torch.equal`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.equal.md) | +| REFERENCE-MAPPING-ITEM(`torch.erf`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.erf.md) | +| REFERENCE-MAPPING-ITEM(`torch.exp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.exp.md) | +| REFERENCE-MAPPING-ITEM(`torch.eye`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.eye.md) | +| REFERENCE-MAPPING-ITEM(`torch.flatten`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.flatten.md) | +| REFERENCE-MAPPING-ITEM(`torch.flip`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.flip.md) | +| REFERENCE-MAPPING-ITEM(`torch.fliplr`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.fliplr.md) | +| REFERENCE-MAPPING-ITEM(`torch.flipud`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.flipud.md) | +| REFERENCE-MAPPING-ITEM(`torch.floor`, 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https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argsort.md) | +| REFERENCE-MAPPING-ITEM(`torch.argwhere`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.argwhere.md) | +| REFERENCE-MAPPING-ITEM(`torch.asarray`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.asarray.md) | +| REFERENCE-MAPPING-ITEM(`torch.broadcast_shapes`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.broadcast_shapes.md) | +| REFERENCE-MAPPING-ITEM(`torch.bucketize`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.bucketize.md) | +| REFERENCE-MAPPING-ITEM(`torch.cdist`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cdist.md) | +| REFERENCE-MAPPING-ITEM(`torch.clamp_min`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.clamp_min.md) | +| REFERENCE-MAPPING-ITEM(`torch.column_stack`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.column_stack.md) | +| REFERENCE-MAPPING-ITEM(`torch.concat`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.concat.md) | +| REFERENCE-MAPPING-ITEM(`torch.conj_physical`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.conj_physical.md) | +| REFERENCE-MAPPING-ITEM(`torch.copysign`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.copysign.md) | +| REFERENCE-MAPPING-ITEM(`torch.cosine_similarity`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cosine_similarity.md) | +| REFERENCE-MAPPING-ITEM(`torch.cummin`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cummin.md) | +| REFERENCE-MAPPING-ITEM(`torch.cumulative_trapezoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.cumulative_trapezoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.einsum`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.einsum.md) | +| REFERENCE-MAPPING-ITEM(`torch.enable_grad`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.enable_grad.md) | +| REFERENCE-MAPPING-ITEM(`torch.erfc`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.erfc.md) | +| REFERENCE-MAPPING-ITEM(`torch.exp2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.exp2.md) | +| REFERENCE-MAPPING-ITEM(`torch.from_dlpack`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.from_dlpack.md) | +| REFERENCE-MAPPING-ITEM(`torch.hstack`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.hstack.md) | +| REFERENCE-MAPPING-ITEM(`torch.hypot`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.hypot.md) | +| REFERENCE-MAPPING-ITEM(`torch.i0`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.i0.md) | +| REFERENCE-MAPPING-ITEM(`torch.index_add`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.index_add.md) | +| REFERENCE-MAPPING-ITEM(`torch.xlogy`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.xlogy.md) | +| REFERENCE-MAPPING-ITEM(`torch.ldexp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.ldexp.md) | +| REFERENCE-MAPPING-ITEM(`torch.logaddexp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logaddexp.md) | +| REFERENCE-MAPPING-ITEM(`torch.logaddexp2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logaddexp2.md) | +| REFERENCE-MAPPING-ITEM(`torch.logdet`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.logdet.md) | +| REFERENCE-MAPPING-ITEM(`torch.msort`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.msort.md) | +| REFERENCE-MAPPING-ITEM(`torch.narrow_copy`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.narrow_copy.md) | +| REFERENCE-MAPPING-ITEM(`torch.nextafter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.nextafter.md) | +| REFERENCE-MAPPING-ITEM(`torch.poisson`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.poisson.md) | +| REFERENCE-MAPPING-ITEM(`torch.polygamma`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.polygamma.md) | +| REFERENCE-MAPPING-ITEM(`torch.quantile`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.quantile.md) | +| REFERENCE-MAPPING-ITEM(`torch.randn_like`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.randn_like.md) | +| REFERENCE-MAPPING-ITEM(`torch.relu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.relu.md) | +| REFERENCE-MAPPING-ITEM(`torch.scalar_tensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.scalar_tensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.scatter_add`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.scatter_add.md) | +| REFERENCE-MAPPING-ITEM(`torch.select`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.select.md) | +| REFERENCE-MAPPING-ITEM(`torch.sgn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sgn.md) | +| REFERENCE-MAPPING-ITEM(`torch.sinc`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sinc.md) | +| REFERENCE-MAPPING-ITEM(`torch.sparse_coo_tensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sparse_coo_tensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.sparse_csr_tensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.sparse_csr_tensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.square`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.square.md) | +| REFERENCE-MAPPING-ITEM(`torch.trapezoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.trapezoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.triangular_solve`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.triangular_solve.md) | +| REFERENCE-MAPPING-ITEM(`torch.unflatten`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.unflatten.md) | +| REFERENCE-MAPPING-ITEM(`torch.vander`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.vander.md) | +| REFERENCE-MAPPING-ITEM(`torch.vdot`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.vdot.md) | +| NOT-IMPLEMENTED-ITEM(`torch.resolve_conj`, https://pytorch.org/docs/stable/generated/torch.resolve_conj.html#torch.resolve_conj) | +| NOT-IMPLEMENTED-ITEM(`torch.layout`, https://pytorch.org/docs/stable/tensor_attributes.html#torch.layout) | +| REFERENCE-MAPPING-ITEM(`torch.testing.assert_close`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.testing.assert_close.md) | +| REFERENCE-MAPPING-ITEM(`torch.__version__`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.__version__.md) | +| REFERENCE-MAPPING-ITEM(`torch.get_default_dtype`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.get_default_dtype.md) | +| REFERENCE-MAPPING-ITEM(`torch.is_grad_enabled`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.is_grad_enabled.md) | +| REFERENCE-MAPPING-ITEM(`torch.manual_seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.manual_seed.md) | ***持续更新...*** @@ -373,78 +374,78 @@ 梳理了`torch.nn.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -|-----| --- | --- | --- | -| 1 | [torch.nn.AdaptiveMaxPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveMaxPool1d.html?highlight=adaptivemaxpool1d#torch.nn.AdaptiveMaxPool1d) | [paddle.nn.AdaptiveMaxPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveMaxPool1D_cn.html#adaptivemaxpool1d) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveMaxPool1d.md) | -| 2 | [torch.nn.AdaptiveMaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveMaxPool2d.html?highlight=adaptivemaxpool2d#torch.nn.AdaptiveMaxPool2d) | [paddle.nn.AdaptiveMaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveMaxPool2D_cn.html#adaptivemaxpool2d) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveMaxPool2d.md) | -| 3 | [torch.nn.AdaptiveMaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveMaxPool3d.html?highlight=adaptivemaxpool3d#torch.nn.AdaptiveMaxPool3d) | [paddle.nn.AdaptiveMaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveMaxPool3D_cn.html#adaptivemaxpool3d) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveMaxPool3d.md) | -| 4 | [torch.nn.AvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AvgPool1d.html?highlight=avgpool1d#torch.nn.AvgPool1d) | [paddle.nn.AvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AvgPool1D_cn.html#avgpool1d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AvgPool1d.md) | -| 5 | [torch.nn.AvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AvgPool2d.html?highlight=avgpool2d#torch.nn.AvgPool2d) | [paddle.nn.AvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AvgPool2D_cn.html#avgpool2d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AvgPool2d.md) | -| 6 | [torch.nn.AvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AvgPool3d.html?highlight=avgpool3d#torch.nn.AvgPool3d) | [paddle.nn.AvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AvgPool3D_cn.html#avgpool3d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AvgPool3d.md) | -| 7 | [torch.nn.BatchNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm1d.html?highlight=torch%20nn%20batchnorm1d#torch.nn.BatchNorm1d) | [paddle.nn.BatchNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/BatchNorm1D_cn.html#batchnorm1d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BatchNorm1d.md) | -| 8 | [torch.nn.BatchNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm2d.html?highlight=batchnorm2d#torch.nn.BatchNorm2d) | [paddle.nn.BatchNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/BatchNorm2D_cn.html#batchnorm2d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BatchNorm2d.md) | -| 9 | [torch.nn.BatchNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm3d.html?highlight=torch%20nn%20batchnorm3d#torch.nn.BatchNorm3d) | [paddle.nn.BatchNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/BatchNorm3D_cn.html#batchnorm3d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BatchNorm3d.md) | -| 10 | [torch.nn.BCELoss](https://pytorch.org/docs/stable/generated/torch.nn.BCELoss.html?highlight=bceloss#torch.nn.BCELoss) | [paddle.nn.BCELoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/BCELoss_cn.html#bceloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BCELoss.md) | -| 11 | [torch.nn.BCEWithLogitsLoss](https) | [paddle.nn.BCEWithLogitsLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/BCEWithLogitsLoss_cn.html#bcewithlogitsloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BCEWithLogitsLoss.md) | -| 12 | [torch.nn.ChannelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.ChannelShuffle.html?highlight=channelshuffle#torch.nn.ChannelShuffle) | [paddle.nn.ChannelShuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ChannelShuffle_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ChannelShuffle.md) | -| 13 | [torch.nn.ConstantPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad1d.html?highlight=constantpad1d#torch.nn.ConstantPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad1D_cn.html#pad1d) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConstantPad1d.md) | -| 14 | [torch.nn.ConstantPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad2d.html?highlight=pad#torch.nn.ConstantPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad2D_cn.html#pad2d) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConstantPad2d.md) | -| 15 | [torch.nn.ConstantPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ConstantPad3d.html?highlight=pad#torch.nn.ConstantPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad3D_cn.html#pad3d) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConstantPad3d.md) | -| 16 | [torch.nn.Conv1d](https://pytorch.org/docs/stable/generated/torch.nn.Conv1d.html?highlight=conv1d#torch.nn.Conv1d) | [paddle.nn.Conv1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv1D_cn.html#conv1d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Conv1d.md) | -| 17 | [torch.nn.Conv2d](https://pytorch.org/docs/stable/generated/torch.nn.Conv2d.html?highlight=conv2d#torch.nn.Conv2d) | [paddle.nn.Conv2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv2D_cn.html#conv2d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Conv2d.md) | -| 18 | [torch.nn.Conv3d](https://pytorch.org/docs/stable/generated/torch.nn.Conv3d.html?highlight=conv3d#torch.nn.Conv3d) | [paddle.nn.Conv3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv3D_cn.html#conv3d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Conv3d.md) | -| 19 | [torch.nn.ConvTranspose1d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose1d.html?highlight=convtranspose1d#torch.nn.ConvTranspose1d) | [paddle.nn.Conv1DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv1DTranspose_cn.html#conv1dtranspose) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConvTranspose1d.md) | -| 20 | [torch.nn.ConvTranspose2d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose2d.html?highlight=convtranspose2d#torch.nn.ConvTranspose2d) | [paddle.nn.Conv2DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv2DTranspose_cn.html#conv2dtranspose) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConvTranspose2d.md) | -| 21 | [torch.nn.ConvTranspose3d](https://pytorch.org/docs/stable/generated/torch.nn.ConvTranspose3d.html?highlight=convtranspose3d#torch.nn.ConvTranspose3d) | [paddle.nn.Conv3DTranspose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Conv3DTranspose_cn.html#conv3dtranspose) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConvTranspose3d.md) | -| 22 | [torch.nn.CosineSimilarity](https://pytorch.org/docs/stable/generated/torch.nn.CosineSimilarity.html?highlight=nn+cosinesimilarity#torch.nn.CosineSimilarity) | [paddle.nn.CosineSimilarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/CosineSimilarity_cn.html#cosinesimilarity) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CosineSimilarity.md) | -| 23 | [torch.nn.CrossEntropyLoss](https://pytorch.org/docs/stable/generated/torch.nn.CrossEntropyLoss.html?highlight=crossentropyloss#torch.nn.CrossEntropyLoss) | [paddle.nn.CrossEntropyLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/CrossEntropyLoss_cn.html#crossentropyloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CrossEntropyLoss.md) | -| 24 | [torch.nn.DataParallel](https://pytorch.org/docs/stable/generated/torch.nn.DataParallel.html?highlight=dataparallel#torch.nn.DataParallel) | [paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/DataParallel_cn.html#dataparallel) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.DataParallel.md) | -| 25 | [torch.nn.Dropout](https://pytorch.org/docs/stable/generated/torch.nn.Dropout.html?highlight=dropout#torch.nn.Dropout) | [paddle.nn.Dropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Dropout_cn.html#dropout) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Dropout.md) | -| 26 | [torch.nn.Dropout2d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout2d.html?highlight=dropout2d#torch.nn.Dropout2d) | [paddle.nn.Dropout2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Dropout2D_cn.html#dropout2d) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Dropout2d.md) | -| 27 | [torch.nn.Dropout3d](https://pytorch.org/docs/stable/generated/torch.nn.Dropout3d.html?highlight=dropout3d#torch.nn.Dropout3d) | [paddle.nn.Dropout3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Dropout3D_cn.html#dropout3d) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Dropout3d.md) | -| 28 | [torch.nn.ELU](https://pytorch.org/docs/stable/generated/torch.nn.ELU.html?highlight=elu#torch.nn.ELU) | [paddle.nn.ELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ELU_cn.html#elu) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ELU.md) | -| 29 | [torch.nn.Embedding](https://pytorch.org/docs/stable/generated/torch.nn.Embedding.html?highlight=embedding#torch.nn.Embedding) | [paddle.nn.Embedding](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Embedding_cn.html#embedding) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Embedding.md) | -| 30 | [torch.nn.Flatten](https://pytorch.org/docs/stable/generated/torch.nn.Flatten.html?highlight=nn+flatten#torch.nn.Flatten) | [paddle.nn.Flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Flatten_cn.html#flatten) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Flatten.md) | -| 31 | [torch.nn.Fold](https://pytorch.org/docs/stable/generated/torch.nn.Fold.html?highlight=nn+fold#torch.nn.Fold) | [paddle.nn.Fold](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Fold_cn.html#fold) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Fold.md) | -| 32 | [torch.nn.GRU](https://pytorch.org/docs/stable/generated/torch.nn.GRU.html?highlight=torch%20nn%20gru#torch.nn.GRU) | [paddle.nn.GRU](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/GRU_cn.html#gru) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GRU.md) | -| 33 | [torch.nn.Hardshrink](https://pytorch.org/docs/stable/generated/torch.nn.Hardshrink.html?highlight=hardshrink#torch.nn.Hardshrink) | [paddle.nn.Hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Hardshrink_cn.html#hardshrink) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardshrink.md) | -| 34 | [torch.nn.Hardsigmoid](vpytorch.org/docs/stable/generated/torch.nn.Hardsigmoid.html?highlight=hardsigmoid#torch.nn.Hardsigmoid) | [paddle.nn.Hardsigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Hardsigmoid_cn.html#hardsigmoid) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardsigmoid.md) | -| 35 | [torch.nn.KLDivLoss](https://pytorch.org/docs/stable/generated/torch.nn.KLDivLoss.html?highlight=kldivloss#torch.nn.KLDivLoss) | [paddle.nn.KLDivLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/KLDivLoss_cn.html#kldivloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.KLDivLoss.md) | -| 36 | [torch.nn.L1Loss](https://pytorch.org/docs/stable/generated/torch.nn.L1Loss.html?highlight=l1loss#torch.nn.L1Loss) | [paddle.nn.L1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/L1Loss_cn.html#l1loss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.L1Loss.md) | -| 37 | [torch.nn.LeakyReLU](https://pytorch.org/docs/stable/generated/torch.nn.LeakyReLU.html?highlight=leakyrelu#torch.nn.LeakyReLU) | [paddle.nn.LeakyReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LeakyReLU_cn.html#leakyrelu) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LeakyReLU.md) | -| 38 | [torch.nn.Linear](https://pytorch.org/docs/stable/generated/torch.nn.Linear.html?highlight=linear#torch.nn.Linear) | [paddle.nn.Linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Linear_cn.html#linear) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Linear.md) | -| 39 | [torch.nn.LocalResponseNorm](https://pytorch.org/docs/stable/generated/torch.nn.LocalResponseNorm.html?highlight=localre#torch.nn.LocalResponseNorm) | [paddle.nn.LocalResponseNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LocalResponseNorm_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LocalResponseNorm.md) | -| 40 | [torch.nn.LogSoftmax](https://pytorch.org/docs/stable/generated/torch.nn.LogSoftmax.html?highlight=nn+logsoftmax#torch.nn.LogSoftmax) | [paddle.nn.LogSoftmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LogSoftmax_cn.html#logsoftmax) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LogSoftmax.md) | -| 41 | [torch.nn.LSTM](https://pytorch.org/docs/stable/generated/torch.nn.LSTM.html?highlight=lstm#torch.nn.LSTM) | [paddle.nn.LSTM](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LSTM_cn.html#lstm) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LSTM.md) | -| 42 | [torch.nn.MaxPool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool1d.html?highlight=maxpool1d#torch.nn.MaxPool1d) | [paddle.nn.MaxPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxPool1D_cn.html#maxpool1d) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxPool1d.md) | -| 43 | [torch.nn.MaxPool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool2d.html?highlight=maxpool2d#torch.nn.MaxPool2d) | [paddle.nn.MaxPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxPool2D_cn.html#maxpool2d) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxPool2d.md) | -| 44 | [torch.nn.MaxPool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool3d.html?highlight=maxpool3d#torch.nn.MaxPool3d) | [paddle.nn.MaxPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxPool3D_cn.html#maxpool3d) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxPool3d.md) | -| 45 | [torch.nn.MaxUnpool1d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool1d.html?highlight=maxunpool1d#torch.nn.MaxUnpool1d) | [paddle.nn.MaxUnPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxUnPool1D_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxUnpool1d.md) | -| 46 | [torch.nn.MaxUnpool2d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool2d.html?highlight=maxunpool2d#torch.nn.MaxUnpool2d) | [paddle.nn.MaxUnPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxUnPool2D_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxUnpool2d.md) | -| 47 | [torch.nn.MaxUnpool3d](https://pytorch.org/docs/stable/generated/torch.nn.MaxUnpool3d.html?highlight=maxunpool3d#torch.nn.MaxUnpool3d) | [paddle.nn.MaxUnPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MaxUnPool3D_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxUnpool3d.md) | -| 48 | [torch.nn.ModuleDict](https://pytorch.org/docs/stable/generated/torch.nn.ModuleDict.html?highlight=nn+moduledict#torch.nn.ModuleDict) | [paddle.nn.LayerDict](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LayerDict_cn.html#layerdict) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ModuleDict.md) | -| 49 | [torch.nn.ModuleList](https://pytorch.org/docs/stable/generated/torch.nn.ModuleList.html?highlight=modulelist#torch.nn.ModuleList) | [paddle.nn.LayerList](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LayerList_cn.html#layerlist) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ModuleList.md) | -| 50 | [torch.nn.MSELoss](https://pytorch.org/docs/stable/generated/torch.nn.MSELoss.html?highlight=mseloss#torch.nn.MSELoss) | [paddle.nn.MSELoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MSELoss_cn.html#mseloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MSELoss.md) | -| 51 | [torch.nn.PairwiseDistance](https://pytorch.org/docs/stable/generated/torch.nn.PairwiseDistance.html?highlight=nn+pairwisedistance#torch.nn.PairwiseDistance) | [paddle.nn.PairwiseDistance](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/PairwiseDistance_cn.html#pairwisedistance) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PairwiseDistance.md) | -| 52 | [torch.nn.ParameterList](https://pytorch.org/docs/stable/generated/torch.nn.ParameterList.html?highlight=nn+parameterlist#torch.nn.ParameterList) | [paddle.nn.ParameterList](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ParameterList_cn.html#parameterlist) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ParameterList.md) | -| 53 | [torch.nn.PixelShuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelShuffle.html?highlight=pixel#torch.nn.PixelShuffle) | [paddle.nn.PixelShuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/PixelShuffle_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PixelShuffle.md) | -| 54 | [torch.nn.PixelUnshuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelUnshuffle.html?highlight=pixel#torch.nn.PixelUnshuffle) | [paddle.nn.PixelUnshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/PixelUnshuffle_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PixelUnshuffle.md) | -| 55 | [torch.nn.PReLU](https://pytorch.org/docs/stable/generated/torch.nn.PReLU.html?highlight=prelu#torch.nn.PReLU) | [paddle.nn.PReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/PReLU_cn.html#prelu) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PReLU.md) | -| 56 | [torch.nn.ReflectionPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad1d.html?highlight=pad#torch.nn.ReflectionPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad1D_cn.html#pad1d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReflectionPad1d.md) | -| 57 | [torch.nn.ReflectionPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad2d.html?highlight=pad#torch.nn.ReflectionPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad2D_cn.html#pad2d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReflectionPad2d.md) | -| 58 | [torch.nn.ReflectionPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReflectionPad3d.html?highlight=pad#torch.nn.ReflectionPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad3D_cn.html#pad3d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReflectionPad3d.md) | -| 59 | [torch.nn.ReLU](https://pytorch.org/docs/stable/generated/torch.nn.ReLU.html?highlight=relu#torch.nn.ReLU) | [paddle.nn.ReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ReLU_cn.html#relu) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReLU.md) | -| 60 | [torch.nn.ReplicationPad1d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad1d.html?highlight=pad#torch.nn.ReplicationPad1d) | [paddle.nn.Pad1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad1D_cn.html#pad1d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReplicationPad1d.md) | -| 61 | [torch.nn.ReplicationPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad2d.html?highlight=pad#torch.nn.ReplicationPad2d) | [paddle.nn.Pad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad2D_cn.html#pad2d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReplicationPad2d.md) | -| 62 | [torch.nn.ReplicationPad3d](https://pytorch.org/docs/stable/generated/torch.nn.ReplicationPad3d.html?highlight=pad#torch.nn.ReplicationPad3d) | [paddle.nn.Pad3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Pad3D_cn.html#pad3d) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReplicationPad3d.md) | -| 63 | [torch.nn.SmoothL1Loss](https://pytorch.org/docs/stable/generated/torch.nn.SmoothL1Loss.html?highlight=smoothl1loss#torch.nn.SmoothL1Loss) | [paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/SmoothL1Loss_cn.html#smoothl1loss) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SmoothL1Loss.md) | -| 64 | [torch.nn.Softmax](https://pytorch.org/docs/stable/generated/torch.nn.Softmax.html?highlight=nn+softmax#torch.nn.Softmax) | [paddle.nn.Softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softmax_cn.html#softmax) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softmax.md) | -| 65 | [torch.nn.Softshrink](https://pytorch.org/docs/stable/generated/torch.nn.Softshrink.html?highlight=nn+softshrink#torch.nn.Softshrink) | [paddle.nn.Softshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softshrink_cn.html#softshrink) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softshrink.md) | -| 66 | [torch.nn.Unfold](https://pytorch.org/docs/stable/generated/torch.nn.Unfold.html?highlight=nn+unfold#torch.nn.Unfold) | [paddle.nn.Unfold](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Unfold_cn.html#unfold) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Unfold.md) | -| 67 | [torch.nn.Upsample](https://pytorch.org/docs/stable/generated/torch.nn.Upsample.html?highlight=upsample#torch.nn.Upsample) | [paddle.nn.Upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Upsample_cn.html#upsample) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Upsample.md) | -| 68 | [torch.nn.UpsamplingBilinear2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingBilinear2d.html?highlight=upsamplingbilinear2d#torch.nn.UpsamplingBilinear2d) | [paddle.nn.UpsamplingBilinear2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/UpsamplingBilinear2D_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2d.md) | -| 69 | [torch.nn.UpsamplingNearest2d](https://pytorch.org/docs/stable/generated/torch.nn.UpsamplingNearest2d.html?highlight=upsampl#torch.nn.UpsamplingNearest2d) | [paddle.nn.UpsamplingNearest2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/UpsamplingNearest2D_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingNearest2d.md) | -| 70 | [torch.nn.ZeroPad2d](https://pytorch.org/docs/stable/generated/torch.nn.ZeroPad2d.html?highlight=zeropad#torch.nn.ZeroPad2d) | [paddle.nn.ZeroPad2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ZeroPad2D_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ZeroPad2d.md) | +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.nn.AdaptiveMaxPool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveMaxPool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AdaptiveMaxPool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveMaxPool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AdaptiveMaxPool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AdaptiveMaxPool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AvgPool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AvgPool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AvgPool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AvgPool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AvgPool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AvgPool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.BatchNorm1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BatchNorm1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.BatchNorm2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BatchNorm2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.BatchNorm3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BatchNorm3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.BCELoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BCELoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.BCEWithLogitsLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.BCEWithLogitsLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ChannelShuffle`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ChannelShuffle.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ConstantPad1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConstantPad1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ConstantPad2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConstantPad2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ConstantPad3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConstantPad3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Conv1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Conv1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Conv2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Conv2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Conv3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Conv3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ConvTranspose1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConvTranspose1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ConvTranspose2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConvTranspose2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ConvTranspose3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ConvTranspose3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.CosineSimilarity`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CosineSimilarity.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.CrossEntropyLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CrossEntropyLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.DataParallel`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.DataParallel.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Dropout`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Dropout.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Dropout2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Dropout2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Dropout3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Dropout3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ELU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ELU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Embedding`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Embedding.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Flatten`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Flatten.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Fold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Fold.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.GRU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GRU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Hardshrink`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardshrink.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Hardsigmoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardsigmoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.KLDivLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.KLDivLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.L1Loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.L1Loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LeakyReLU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LeakyReLU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Linear`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Linear.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LocalResponseNorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LocalResponseNorm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LogSoftmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LogSoftmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LSTM`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LSTM.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MaxPool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxPool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MaxPool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxPool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MaxPool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxPool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MaxUnpool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxUnpool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MaxUnpool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxUnpool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MaxUnpool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MaxUnpool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ModuleDict`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ModuleDict.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ModuleList`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ModuleList.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MSELoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MSELoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.PairwiseDistance`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PairwiseDistance.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ParameterList`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ParameterList.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.PixelShuffle`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PixelShuffle.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.PixelUnshuffle`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PixelUnshuffle.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.PReLU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PReLU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReflectionPad1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReflectionPad1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReflectionPad2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReflectionPad2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReflectionPad3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReflectionPad3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReLU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReLU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReplicationPad1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReplicationPad1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReplicationPad2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReplicationPad2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReplicationPad3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReplicationPad3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.SmoothL1Loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SmoothL1Loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Softshrink`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softshrink.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Unfold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Unfold.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Upsample`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Upsample.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.UpsamplingBilinear2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.UpsamplingNearest2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingNearest2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ZeroPad2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ZeroPad2d.md) | | 71 | [torch.nn.AdaptiveAvgPool1d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool1d.html?highlight=adaptiveavgpool1d#torch.nn.AdaptiveAvgPool1d) | [paddle.nn.AdaptiveAvgPool1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool1D_cn.html#adaptiveavgpool1d) | 功能一致，参数完全一致 | | 72 | [torch.nn.AdaptiveAvgPool2d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool2d.html?highlight=adaptiveavgpool2d#torch.nn.AdaptiveAvgPool2d) | [paddle.nn.AdaptiveAvgPool2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool2D_cn.html#adaptiveavgpool2d) | 功能一致，参数完全一致 | | 73 | [torch.nn.AdaptiveAvgPool3d](https://pytorch.org/docs/stable/generated/torch.nn.AdaptiveAvgPool3d.html?highlight=adaptiveavgpool3d#torch.nn.AdaptiveAvgPool3d) | [paddle.nn.AdaptiveAvgPool3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/AdaptiveAvgPool3D_cn.html#adaptiveavgpool3d) | 功能一致，参数完全一致 | @@ -454,64 +455,64 @@ | 77 | [torch.nn.Softsign](https://pytorch.org/docs/stable/generated/torch.nn.Softsign.html?highlight=softsign#torch.nn.Softsign) | [paddle.nn.Softsign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Softsign_cn.html) | 功能一致，无参数 | | 78 | [torch.nn.Tanh](https://pytorch.org/docs/stable/generated/torch.nn.Tanh.html?highlight=tanh#torch.nn.Tanh) | [paddle.nn.Tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Tanh_cn.html) | 功能一致，无参数 | | 79 | [torch.nn.Tanhshrink](https://pytorch.org/docs/stable/generated/torch.nn.Tanhshrink.html?highlight=tanhsh#torch.nn.Tanhshrink) | [paddle.nn.Tanhshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Tanhshrink_cn.html) | 功能一致，无参数 | -| 80 | [torch.nn.TransformerDecoder](https://pytorch.org/docs/stable/generated/torch.nn.TransformerDecoder.html?highlight=transformerde#torch.nn.TransformerDecoder) | [paddle.nn.TransformerDecoder](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/TransformerDecoder_cn.html) | 功能一致，参数一致 | -| 81 | [torch.nn.Identity](https://pytorch.org/docs/stable/generated/torch.nn.Identity.html?highlight=identity#torch.nn.Identity) | [paddle.nn.Identity](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Identity_cn.html) | 功能一致，参数一致 | +| REFERENCE-MAPPING-ITEM(`torch.nn.TransformerDecoder`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerDecoder.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Identity`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Identity.md) | | 82 | [torch.nn.TripletMarginWithDistanceLoss](https://pytorch.org/docs/stable/generated/torch.nn.TripletMarginWithDistanceLoss.html?highlight=tripletmarginwithdistanceloss#torch.nn.TripletMarginWithDistanceLoss) | [paddle.nn.TripletMarginWithDistanceLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/TripletMarginWithDistanceLoss_cn.html) | 功能一致，参数一致 | -| 83 | [torch.nn.GroupNorm](https://pytorch.org/docs/stable/generated/torch.nn.GroupNorm.html?highlight=groupnorm#torch.nn.GroupNorm) | [paddle.nn.GroupNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/GroupNorm_cn.html#groupnorm) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GroupNorm.md)。 | -| 84 | [torch.nn.LayerNorm](https://pytorch.org/docs/stable/generated/torch.nn.LayerNorm.html?highlight=layernorm#torch.nn.LayerNorm) | [paddle.nn.LayerNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/LayerNorm_cn.html#layernorm) | 功能一致，torch 参数更多，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LayerNorm.md)。 | -| 85 | [torch.nn.CTCLoss](https://pytorch.org/docs/stable/generated/torch.nn.CTCLoss.html#torch.nn.CTCLoss) | [paddle.nn.CTCLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/CTCLoss_cn.html#ctcloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CTCLoss.md) | -| 86 | [torch.nn.HingeEmbeddingLoss](https://pytorch.org/docs/stable/generated/torch.nn.HingeEmbeddingLoss.html#hingeembeddingloss) | [paddle.nn.HingeEmbeddingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/HingeEmbeddingLoss_cn.html#hingeembeddingloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.HingeEmbeddingLoss.md) | -| 87 | [torch.nn.MarginRankingLoss](https://pytorch.org/docs/stable/generated/torch.nn.MarginRankingLoss.html#marginrankingloss) | [paddle.nn.MarginRankingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/MarginRankingLoss_cn.html#marginrankingloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MarginRankingLoss.md) | -| 88 | [torch.nn.NLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.NLLLoss.html?highlight=nllloss#torch.nn.NLLLoss) | [paddle.nn.NLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/NLLLoss_cn.html#nllloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.NLLLoss.md) | -| 89 | [torch.nn.SoftMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.SoftMarginLoss.html#torch.nn.SoftMarginLoss) | [paddle.nn.SoftMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/SoftMarginLoss_cn.html#softmarginloss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SoftMarginLoss.md) | -| 90 | [torch.nn.Mish](https://pytorch.org/docs/stable/generated/torch.nn.Mish.html?highlight=torch+nn+mish) | [paddle.nn.Mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/Mish_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Mish.md) | -| 91 | [torch.nn.GLU](https://pytorch.org/docs/stable/generated/torch.nn.GLU.html#torch.nn.GLU) | | 功能缺失 | -| 92 | [torch.nn.LazyBatchNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm1d.html#torch.nn.LazyBatchNorm1d) | | 功能缺失 | -| 93 | [torch.nn.LazyBatchNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm2d.html#torch.nn.LazyBatchNorm2d) | | 功能缺失 | -| 94 | [torch.nn.LazyBatchNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm3d.html#torch.nn.LazyBatchNorm3d) | | 功能缺失 | -| 95 | [torch.nn.LazyInstanceNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm1d.html#torch.nn.LazyInstanceNorm1d) | | 功能缺失 | -| 96 | [torch.nn.LazyInstanceNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm2d.html#torch.nn.LazyInstanceNorm2d) | | 功能缺失 | -| 97 | [torch.nn.LazyInstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm3d.html#torch.nn.LazyInstanceNorm3d) | | 功能缺失 | -| 98 |[torch.nn.AlphaDropout](https://pytorch.org/docs/stable/generated/torch.nn.AlphaDropout.html#torch.nn.AlphaDropout)|[paddle.nn.AlphaDropout](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/AlphaDropout_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AlphaDropout.md)| -| 99 |[torch.nn.Bilinear](https://pytorch.org/docs/stable/generated/torch.nn.Bilinear.html#torch.nn.Bilinear)|[paddle.nn.Bilinear](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Bilinear_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Bilinear.md)| -| 100 |[torch.nn.CELU](https://pytorch.org/docs/stable/generated/torch.nn.CELU.html#torch.nn.CELU)|[paddle.nn.CELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CELU_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CELU.md)| -| 101 |[torch.nn.CosineEmbeddingLoss](https://pytorch.org/docs/stable/generated/torch.nn.CosineEmbeddingLoss.html#torch.nn.CosineEmbeddingLoss)|[paddle.nn.CosineEmbeddingLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/CosineEmbeddingLoss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CosineEmbeddingLoss.md)| -| 102 |[torch.nn.GaussianNLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.GaussianNLLLoss)|[paddle.nn.GaussianNLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GaussianNLLLoss_cn.html)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GaussianNLLLoss.md)| -| 103 |[torch.nn.GELU](https://pytorch.org/docs/stable/generated/torch.nn.GELU.html#torch.nn.GELU)|[paddle.nn.GELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GELU_cn.html)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GELU.md)| -| 104 |[torch.nn.GRUCell](https://pytorch.org/docs/stable/generated/torch.nn.GRUCell.html#torch.nn.GRUCell)|[paddle.nn.GRUCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/GRUCell_cn.html#grucell)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GRUCell.md)| -| 105 |[torch.nn.Hardswish](https://pytorch.org/docs/stable/generated/torch.nn.Hardswish.html#torch.nn.Hardswish)|[paddle.nn.Hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardswish_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardswish.md)| -| 106 |[torch.nn.Hardtanh](https://pytorch.org/docs/stable/generated/torch.nn.Hardtanh.html#torch.nn.Hardtanh)|[paddle.nn.Hardtanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Hardtanh_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardtanh.md)| -| 107 |[torch.nn.HuberLoss](https://pytorch.org/docs/stable/generated/torch.nn.HuberLoss.html#torch.nn.HuberLoss)|[paddle.nn.SmoothL1Loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SmoothL1Loss_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.HuberLoss.md)| -| 108 |[torch.nn.InstanceNorm1d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm1d.html#torch.nn.InstanceNorm1d)|[paddle.nn.InstanceNorm1D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm1D_cn.html#instancenorm1d)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.InstanceNorm1d.md)| -| 109 |[torch.nn.InstanceNorm2d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm2d.html#torch.nn.InstanceNorm2d)|[paddle.nn.InstanceNorm2D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm2D_cn.html#instancenorm2d)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.InstanceNorm2d.md)| -| 110 |[torch.nn.InstanceNorm3d](https://pytorch.org/docs/stable/generated/torch.nn.InstanceNorm3d.html#torch.nn.InstanceNorm3d)|[paddle.nn.InstanceNorm3D](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/InstanceNorm3D_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.InstanceNorm3d.md)| -| 111 |[torch.nn.LSTMCell](https://pytorch.org/docs/stable/generated/torch.nn.LSTMCell.html#torch.nn.LSTMCell)|[paddle.nn.LSTMCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/LSTMCell_cn.html#lstmcell)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LSTMCell.md)| -| 112 |[torch.nn.Unflatten](https://pytorch.org/docs/stable/generated/torch.nn.Unflatten.html?highlight=torch+nn+unflatten#torch.nn.Unflatten)|[paddle.nn.Unflatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Unflatten_cn.html#unflatten)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Unflatten.md)| -| 113 |[torch.nn.MultiheadAttention](https://pytorch.org/docs/stable/generated/torch.nn.MultiheadAttention.html#torch.nn.MultiheadAttention)|[paddle.nn.MultiHeadAttention](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiHeadAttention_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiheadAttention.md)| -| 114 |[torch.nn.MultiLabelMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiLabelMarginLoss)|[paddle.nn.MultiLabelSoftMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiLabelSoftMarginLoss_cn.html)|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiLabelMarginLoss.md)| -| 115 |[torch.nn.MultiLabelSoftMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiLabelSoftMarginLoss.html#torch.nn.MultiLabelSoftMarginLoss)|[paddle.nn.MultiLabelSoftMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiLabelSoftMarginLoss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiLabelSoftMarginLoss.md)| -| 116 |[torch.nn.MultiMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.MultiMarginLoss)|[paddle.nn.MultiMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/MultiMarginLoss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiMarginLoss.md)| -| 117 |[torch.nn.parallel.DistributedDataParallel](https://pytorch.org/docs/stable/generated/torch.nn.parallel.DistributedDataParallel.html#torch.nn.parallel.DistributedDataParallel)|[paddle.DataParallel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/DataParallel_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.parallel.DistributedDataParallel.md)| -| 118 |[torch.nn.Parameter](https://pytorch.org/docs/stable/generated/torch.nn.parameter.Parameter.html?highlight=torch+nn+parameter#torch.nn.parameter.Parameter)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Parameter.md)| -| 119 |[torch.nn.PoissonNLLLoss](https://pytorch.org/docs/stable/generated/torch.nn.PoissonNLLLoss)|[paddle.nn.PoissonNLLLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/PoissonNLLLoss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PoissonNLLLoss.md)| -| 120 |[torch.nn.ReLU6](https://pytorch.org/docs/stable/generated/torch.nn.ReLU6.html#torch.nn.ReLU6)|[paddle.nn.ReLU6](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ReLU6_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReLU6.md)| -| 121 |[torch.nn.RNN](https://pytorch.org/docs/stable/generated/torch.nn.RNN.html#torch.nn.RNN)|[paddle.nn.SimpleRNN](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNN_cn.html#simplernn)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RNN.md)| -| 122 |[torch.nn.RNNBase](https://pytorch.org/docs/stable/generated/torch.nn.RNNBase.html#torch.nn.RNNBase)|[paddle.nn.layer.rnn.RNNBase](https://github.com/PaddlePaddle/Paddle/blob/e25e86f4f6d1bbd043b621a75e93d0070719c3d8/python/paddle/nn/layer/rnn.py#L1300)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RNNBase.md)| -| 123 |[torch.nn.RNNCell](https://pytorch.org/docs/stable/generated/torch.nn.RNNCell.html#torch.nn.RNNCell)|[paddle.nn.SimpleRNNCell](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SimpleRNNCell_cn.html#simplernncell)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RNNCell.md)| -| 124 |[torch.nn.RReLU](https://pytorch.org/docs/stable/generated/torch.nn.RReLU.html#torch.nn.RReLU)|[paddle.nn.RReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/RReLU_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RReLU.md)| -| 125 |[torch.nn.SELU](https://pytorch.org/docs/stable/generated/torch.nn.SELU.html#torch.nn.SELU)|[paddle.nn.SELU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SELU_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SELU.md)| -| 126 |[torch.nn.Sequential](https://pytorch.org/docs/stable/generated/torch.nn.Sequential.html#torch.nn.Sequential)|[paddle.nn.Sequential](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Sequential_cn.html)|参数用法不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Sequential.md)| -| 127 |[torch.nn.SiLU](https://pytorch.org/docs/stable/generated/torch.nn.SiLU.html#torch.nn.SiLU)|[paddle.nn.Silu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Silu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SiLU.md)| -| 128 |[torch.nn.Softmax2d](https://pytorch.org/docs/stable/generated/torch.nn.Softmax2d.html?highlight=softmax2d#torch.nn.Softmax2d)|[paddle.nn.Softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Softmax_cn.html#softmax)|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softmax2d.md)| -| 129 |[torch.nn.SyncBatchNorm.convert_sync_batchnorm](https://pytorch.org/docs/stable/generated/torch.nn.SyncBatchNorm.html?highlight=convert_sync_batchnorm#torch.nn.SyncBatchNorm.convert_sync_batchnorm)|[paddle.nn.SyncBatchNorm.convert_sync_batchnorm(layer)](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#convert-sync-batchnorm-layer)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SyncBatchNorm.convert_sync_batchnorm.md)| -| 130 |[torch.nn.SyncBatchNorm](https://pytorch.org/docs/stable/generated/torch.nn.SyncBatchNorm.html#torch.nn.SyncBatchNorm)|[paddle.nn.SyncBatchNorm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/SyncBatchNorm_cn.html#syncbatchnorm)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SyncBatchNorm.md)| -| 131 |[torch.nn.Threshold](https://pytorch.org/docs/stable/generated/torch.nn.Threshold.html#torch.nn.Threshold)|[paddle.nn.ThresholdedReLU](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/ThresholdedReLU_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Threshold.md)| -| 132 |[torch.nn.Transformer](https://pytorch.org/docs/stable/generated/torch.nn.Transformer.html#torch.nn.Transformer)|[paddle.nn.Transformer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Transformer_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Transformer.md)| -| 133 |[torch.nn.TransformerDecoderLayer](https://pytorch.org/docs/stable/generated/torch.nn.TransformerDecoderLayer.html?highlight=transformerdecoderlayer#torch.nn.TransformerDecoderLayer)|[paddle.nn.TransformerDecoderLayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TransformerDecoderLayer_cn.html#transformerdecoderlayer)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerDecoderLayer.md)| -| 134 |[torch.nn.TransformerEncoder](https://pytorch.org/docs/stable/generated/torch.nn.TransformerEncoder.html#torch.nn.TransformerEncoder)|[paddle.nn.TransformerEncoder](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TransformerEncoder_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerEncoder.md)| -| 135 |[torch.nn.TransformerEncoderLayer](https://pytorch.org/docs/stable/generated/torch.nn.TransformerEncoderLayer.html#torch.nn.TransformerEncoderLayer)|[paddle.nn.TransformerEncoderLayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TransformerEncoderLayer_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerEncoderLayer.md)| -| 136 |[torch.nn.TripletMarginLoss](https://pytorch.org/docs/stable/generated/torch.nn.TripletMarginLoss.html#torch.nn.TripletMarginLoss)|[paddle.nn.TripletMarginLoss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/TripletMarginLoss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginLoss.md)| -| 137 | [torch.nn.parameter.Parameter](https://pytorch.org/docs/stable/generated/torch.nn.parameter.Parameter.html?highlight=torch%20nn%20parameter#torch.nn.parameter.Parameter) | [paddle.create_parameter](https://github.com/PaddlePaddle/Paddle/blob/release/2.1/python/paddle/fluid/layers/tensor.py#L77) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.parameter.Parameter.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.GroupNorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GroupNorm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LayerNorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LayerNorm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.CTCLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CTCLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.HingeEmbeddingLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.HingeEmbeddingLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MarginRankingLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MarginRankingLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.NLLLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.NLLLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.SoftMarginLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SoftMarginLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Mish`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Mish.md) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.GLU`, https://pytorch.org/docs/stable/generated/torch.nn.GLU.html#torch.nn.GLU) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.LazyBatchNorm1d`, https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm1d.html#torch.nn.LazyBatchNorm1d) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.LazyBatchNorm2d`, https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm2d.html#torch.nn.LazyBatchNorm2d) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.LazyBatchNorm3d`, https://pytorch.org/docs/stable/generated/torch.nn.LazyBatchNorm3d.html#torch.nn.LazyBatchNorm3d) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.LazyInstanceNorm1d`, https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm1d.html#torch.nn.LazyInstanceNorm1d) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.LazyInstanceNorm2d`, https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm2d.html#torch.nn.LazyInstanceNorm2d) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.LazyInstanceNorm3d`, https://pytorch.org/docs/stable/generated/torch.nn.LazyInstanceNorm3d.html#torch.nn.LazyInstanceNorm3d) | +| REFERENCE-MAPPING-ITEM(`torch.nn.AlphaDropout`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.AlphaDropout.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Bilinear`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Bilinear.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.CELU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CELU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.CosineEmbeddingLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.CosineEmbeddingLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.GaussianNLLLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GaussianNLLLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.GELU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GELU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.GRUCell`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.GRUCell.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Hardswish`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardswish.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Hardtanh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Hardtanh.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.HuberLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.HuberLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.InstanceNorm1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.InstanceNorm1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.InstanceNorm2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.InstanceNorm2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.InstanceNorm3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.InstanceNorm3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.LSTMCell`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.LSTMCell.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Unflatten`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Unflatten.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MultiheadAttention`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiheadAttention.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MultiLabelMarginLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiLabelMarginLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MultiLabelSoftMarginLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiLabelSoftMarginLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.MultiMarginLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.MultiMarginLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.parallel.DistributedDataParallel`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.parallel.DistributedDataParallel.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Parameter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Parameter.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.PoissonNLLLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.PoissonNLLLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.ReLU6`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.ReLU6.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.RNN`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RNN.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.RNNBase`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RNNBase.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.RNNCell`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RNNCell.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.RReLU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.RReLU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.SELU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SELU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Sequential`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Sequential.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.SiLU`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SiLU.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Softmax2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Softmax2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.SyncBatchNorm.convert_sync_batchnorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SyncBatchNorm.convert_sync_batchnorm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.SyncBatchNorm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.SyncBatchNorm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Threshold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Threshold.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Transformer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Transformer.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.TransformerDecoderLayer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerDecoderLayer.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.TransformerEncoder`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerEncoder.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.TransformerEncoderLayer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TransformerEncoderLayer.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.TripletMarginLoss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.TripletMarginLoss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.parameter.Parameter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.parameter.Parameter.md) | ***持续更新...*** @@ -519,443 +520,443 @@ ## torch.nn.functional.XX API 映射列表 梳理了`torch.nn.functional.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | - |----| --- | --- | --- | -| 1 | [torch.nn.functional.adaptive_avg_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_avg_pool1d.html?highlight=adaptive_avg_pool1d#torch.nn.functional.adaptive_avg_pool1d) | [paddle.nn.functional.adaptive_avg_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/adaptive_avg_pool1d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_avg_pool1d.md) | -| 2 | [torch.nn.functional.adaptive_avg_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_avg_pool2d.html?highlight=adaptive_avg_pool2d#torch.nn.functional.adaptive_avg_pool2d) | [paddle.nn.functional.adaptive_avg_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/adaptive_avg_pool2d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_avg_pool2d.md) | -| 3 | [torch.nn.functional.adaptive_avg_pool3d](https://pytorch.org/docs/stable/generated/torch.ao.nn.quantized.functional.adaptive_avg_pool3d.html?highlight=adaptive_avg_pool3d#torch.ao.nn.quantized.functional.adaptive_avg_pool3d) | [paddle.nn.functional.adaptive_avg_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/adaptive_avg_pool3d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_avg_pool3d.md) | -| 4 | [torch.nn.functional.adaptive_max_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_max_pool1d.html?highlight=torch+nn+functional+adaptive_max_pool1d#torch.nn.functional.adaptive_max_pool1d) | [paddle.nn.functional.adaptive_max_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/adaptive_max_pool1d_cn.html#adaptive-max-pool1d) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_max_pool1d.md) | -| 5 | [torch.nn.functional.adaptive_max_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_max_pool2d.html?highlight=adaptive_max_pool2d#torch.nn.functional.adaptive_max_pool2d) | [paddle.nn.functional.adaptive_max_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/adaptive_max_pool2d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_max_pool2d.md) | -| 6 | [torch.nn.functional.adaptive_max_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.adaptive_max_pool3d.html?highlight=adaptive_max_pool3d#torch.nn.functional.adaptive_max_pool3d) | [paddle.nn.functional.adaptive_max_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/adaptive_max_pool3d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_max_pool3d.md) | -| 7 | [torch.nn.functional.affine_grid](https://pytorch.org/docs/stable/generated/torch.nn.functional.affine_grid.html?highlight=affine_grid#torch.nn.functional.affine_grid) | [paddle.nn.functional.affine_grid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/affine_grid_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.affine_grid.md) | -| 8 | [torch.nn.functional.bilinear](https://pytorch.org/docs/stable/generated/torch.nn.functional.bilinear.html?highlight=bilinear#torch.nn.functional.bilinear) | [paddle.nn.functional.bilinear](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/bilinear_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.bilinear.md) | -| 9 | [torch.nn.functional.conv1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv1d.html?highlight=conv1d#torch.nn.functional.conv1d) | [paddle.nn.functional.conv1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/conv1d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv1d.md) | -| 10 | [torch.nn.functional.conv2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv2d.html?highlight=conv2d#torch.nn.functional.conv2d) | [paddle.nn.functional.conv2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/conv2d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv2d.md) | -| 11 | [torch.nn.functional.conv3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv3d.html?highlight=conv3d#torch.nn.functional.conv3d) | [paddle.nn.functional.conv3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/conv3d_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv3d.md) | -| 12 | [torch.nn.functional.conv_transpose1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose1d.html?highlight=conv_trans#torch.nn.functional.conv_transpose1d) | [paddle.nn.functional.conv1d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/conv1d_transpose_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv_transpose1d.md) | -| 13 | [torch.nn.functional.conv_transpose2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose2d.html?highlight=conv_#torch.nn.functional.conv_transpose2d) | [paddle.nn.functional.conv2d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/conv2d_transpose_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv_transpose2d.md) | -| 14 | [torch.nn.functional.conv_transpose3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.conv_transpose3d.html?highlight=conv_#torch.nn.functional.conv_transpose3d) | [paddle.nn.functional.conv3d_transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/conv3d_transpose_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv_transpose3d.md) | -| 15 | [torch.nn.functional.cosine_similarity](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_similarity.html?highlight=cosine#torch.nn.functional.cosine_similarity) | [paddle.nn.functional.cosine_similarity](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/cosine_similarity_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.cosine_similarity.md) | -| 16 | [torch.nn.functional.cross_entropy](https://pytorch.org/docs/stable/generated/torch.nn.functional.cross_entropy.html?highlight=cross_#torch.nn.functional.cross_entropy) | [paddle.nn.functional.cross_entropy](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/cross_entropy_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.cross_entropy.md) | -| 17 | [torch.nn.functional.elu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/elu__cn.html) | [paddle.nn.functional.elu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/relu__cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.elu_.md) | -| 18 | [torch.nn.functional.fold](https://pytorch.org/docs/stable/generated/torch.nn.functional.fold.html?highlight=functional+fold#torch.nn.functional.fold) | [paddle.nn.functional.fold](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/fold_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.fold.md) | -| 19 | [torch.nn.functional.glu](https://pytorch.org/docs/stable/generated/torch.nn.functional.glu.html?highlight=glu#torch.nn.functional.glu) | [paddle.nn.functional.glu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/glu_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.glu.md) | -| 20 | [torch.nn.functional.grid_sample](https://pytorch.org/docs/stable/generated/torch.nn.functional.grid_sample.html?highlight=grid_sample#torch.nn.functional.grid_sample) | [paddle.nn.functional.grid_sample](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/grid_sample_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.grid_sample.md) | -| 21 | [torch.nn.functional.hardshrink](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardshrink.html?highlight=hardshrink#torch.nn.functional.hardshrink) | [paddle.nn.functional.hardshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/hardshrink_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hardshrink.md) | -| 22 | [torch.nn.functional.linear](https://pytorch.org/docs/stable/generated/torch.nn.functional.linear.html?highlight=linear#torch.nn.functional.linear) | [paddle.nn.functional.linear](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/linear_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.linear.md) | -| 23 | [torch.nn.functional.local_response_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.local_response_norm.html?highlight=local_response_norm#torch.nn.functional.local_response_norm) | [paddle.nn.functional.local_response_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/local_response_norm_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.local_response_norm.md) | -| 24 | [torch.nn.functional.logsigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.logsigmoid.html?highlight=logsigmoid#torch.nn.functional.logsigmoid) | [paddle.nn.functional.log_sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/log_sigmoid_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.log_sigmoid.md) | -| 25 | [torch.nn.functional.margin_ranking_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.margin_ranking_loss.html?highlight=margin_ranking_loss#torch.nn.functional.margin_ranking_loss) | [paddle.nn.functional.margin_ranking_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/margin_ranking_loss_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.margin_ranking_loss.md) | -| 26 | [torch.nn.functional.max_unpool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool1d.html?highlight=max_unpool1d#torch.nn.functional.max_unpool1d) | [paddle.nn.functional.max_unpool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/max_unpool1d_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_unpool1d.md) | -| 27 | [torch.nn.functional.max_unpool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool2d.html?highlight=max_unpool2d#torch.nn.functional.max_unpool2d) | [paddle.nn.functional.max_unpool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/max_unpool2d_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_unpool2d.md) | -| 28 | [torch.nn.functional.max_unpool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_unpool3d.html?highlight=max_unpool3d#torch.nn.functional.max_unpool3d) | [paddle.nn.functional.max_unpool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/max_unpool3d_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_unpool3d.md) | -| 29 | [torch.nn.functional.mse_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.mse_loss.html?highlight=mse_loss#torch.nn.functional.mse_loss) | [paddle.nn.functional.mse_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/mse_loss_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.mse_loss.md) | -| 30 | [torch.nn.functional.nll_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.nll_loss.html#torch-nn-functional-nll-loss) | [paddle.nn.functional.nll_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/nll_loss_cn.html#nll-loss) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.nll_loss.md) | -| 31 | [torch.nn.functional.normalize](https://pytorch.org/docs/stable/generated/torch.nn.functional.normalize.html?highlight=normalize#torch.nn.functional.normalize) | [paddle.nn.functional.normalize](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/normalize_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.normalize.md) | -| 32 | [torch.nn.functional.one_hot](https://pytorch.org/docs/stable/generated/torch.nn.functional.one_hot.html?highlight=one_hot#torch.nn.functional.one_hot) | [paddle.nn.functional.one_hot](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/one_hot_cn.html) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.one_hot.md) | -| 33 | [torch.nn.functional.pad](https://pytorch.org/docs/stable/generated/torch.nn.functional.pad.html) | [paddle.nn.functional.pad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pad_cn.html#pad) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.pad.md) | -| 34 | [torch.nn.functional.pixel_shuffle](https://pytorch.org/docs/stable/generated/torch.nn.functional.pixel_shuffle.html?highlight=pixel_shuffle#torch.nn.functional.pixel_shuffle) | [paddle.nn.functional.pixel_shuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pixel_shuffle_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.pixel_shuffle.md) | -| 35 | [torch.nn.functional.pixel_unshuffle](https://pytorch.org/docs/stable/generated/torch.nn.functional.pixel_unshuffle.html?highlight=pixel_unshuffle#torch.nn.functional.pixel_unshuffle) | [paddle.nn.functional.pixel_unshuffle](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/pixel_unshuffle_cn.html) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.pixel_unshuffle.md) | -| 36 | [torch.nn.functional.prelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.prelu.html?highlight=prelu#torch.nn.functional.prelu) | [paddle.nn.functional.prelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/prelu_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.prelu.md) | -| 37 | [torch.nn.functional.relu6](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu6.html?highlight=relu6#torch.nn.functional.relu6) | [paddle.nn.functional.relu6](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/relu6_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.relu6.md) | -| 38 | [torch.nn.functional.relu_](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu_.html?highlight=relu_#torch.nn.functional.relu_) | [paddle.nn.functional.relu_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/relu__cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.relu_.md) | -| 39 | [torch.nn.functional.sigmoid](https://pytorch.org/docs/stable/generated/torch.nn.functional.sigmoid.html?highlight=sigmoid#torch.nn.functional.sigmoid) | [paddle.nn.functional.sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/sigmoid_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.sigmoid.md) | -| 40 | [torch.nn.functional.smooth_l1_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.smooth_l1_loss.html) | [paddle.nn.functional.smooth_l1_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/smooth_l1_loss_cn.html#smooth-l1-loss) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.smooth_l1_loss.md) | -| 41 | [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html?highlight=softmax#torch.nn.functional.softmax) | [paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/softmax_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmax.md) | -| 42 | [torch.nn.functional.softplus](https://pytorch.org/docs/stable/generated/torch.nn.functional.softplus.html?highlight=softplus#torch.nn.functional.softplus) | [paddle.nn.functional.softplus](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/softplus_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softplus.md) | -| 43 | [torch.nn.functional.softshrink](https://pytorch.org/docs/stable/generated/torch.nn.functional.softshrink.html?highlight=softshrink#torch.nn.functional.softshrink) | [paddle.nn.functional.softshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/softshrink_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softshrink.md) | -| 44 | [torch.nn.functional.softsign](https://pytorch.org/docs/stable/generated/torch.nn.functional.softsign.html?highlight=softsign#torch.nn.functional.softsign) | [paddle.nn.functional.softsign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/softsign_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softsign.md) | -| 45 | [torch.nn.functional.soft_margin_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.soft_margin_loss.html?highlight=soft_margin_loss#torch.nn.functional.soft_margin_loss) | [paddle.nn.functional.soft_margin_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/soft_margin_loss_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.soft_margin_loss.md) | -| 46 | [torch.nn.functional.tanhshrink](https://pytorch.org/docs/stable/generated/torch.nn.functional.tanhshrink.html?highlight=tanhshri#torch.nn.functional.tanhshrink) | [paddle.nn.functional.tanhshrink](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/tanhshrink_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.tanhshrink.md) | -| 47 | [torch.nn.functional.triplet_margin_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.triplet_margin_loss.html?highlight=triplet_margin_loss#torch.nn.functional.triplet_margin_loss) | [paddle.nn.functional.triplet_margin_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/triplet_margin_loss_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.triplet_margin_loss.md) | -| 48 | [torch.nn.functional.triplet_margin_with_distance_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.triplet_margin_with_distance_loss.html?highlight=triplet_margin_with_distance_loss#torch.nn.functional.triplet_margin_with_distance_loss) | [paddle.nn.functional.triplet_margin_with_distance_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/triplet_margin_with_distance_loss_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.triplet_margin_with_distance_loss.md) | -| 49 | [torch.nn.functional.upsample](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample.html?highlight=upsample#torch.nn.functional.upsample) | [paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/upsample_cn.html#upsample) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample.md) | -| 50 | [torch.nn.functional.max_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool2d.html?highlight=max_pool2d#torch.nn.functional.max_pool2d) | [paddle.nn.functional.max_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/max_pool2d_cn.html#max-pool2d) | 功能一致，仅参数命名不一致 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.maxpool_2d.md) | -| 51 | [torch.nn.functional.binary_cross_entropy_with_logits](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_with_logits_cn.html) | [paddle.nn.functional.binary_cross_entropy_with_logits](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/binary_cross_entropy_with_logits_cn.html) | 功能一致，仅参数命名不一致 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.binary_cross_entropy_with_logits.md) | -| 52 | [torch.nn.functional.l1_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.l1_loss.html?highlight=l1_loss#torch.nn.functional.l1_loss) | [paddle.nn.functional.l1_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/l1_loss_cn.html) | 功能一致，仅参数命名不一致 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.l1_loss.md) | -| 53 | [torch.nn.functional.mish](https://pytorch.org/docs/stable/generated/torch.nn.functional.mish.html?highlight=torch+nn+functional+mish#torch.nn.functional.mish) | [paddle.nn.functional.mish](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/mish_cn.html) | 功能一致，torch 参数更多 [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.mish.md) | -| 54 | [torch.nn.functional.group_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.group_norm.html#torch.nn.functional.group_norm) | | 功能缺失 | -| 55 |[torch.nn.functional.avg_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.avg_pool1d.html#torch.nn.functional.avg_pool1d)|[paddle.nn.functional.avg_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool1d_cn.html#avg-pool1d)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.avg_pool1d.md)| -| 56 |[torch.nn.functional.avg_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.avg_pool2d.html#torch.nn.functional.avg_pool2d)|[paddle.nn.functional.avg_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool2d_cn.html#avg-pool2d)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.avg_pool2d.md)| -| 57 |[torch.nn.functional.avg_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.avg_pool3d.html#torch.nn.functional.avg_pool3d)|[paddle.nn.functional.avg_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/avg_pool3d_cn.html#avg-pool3d)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.avg_pool3d.md)| -| 58 |[torch.nn.functional.batch_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.batch_norm.html#torch.nn.functional.batch_norm)|[paddle.nn.functional.batch_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/batch_norm_cn.html#batch-norm)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.batch_norm.md)| -| 59 |[torch.nn.functional.celu](https://pytorch.org/docs/stable/generated/torch.nn.functional.celu.html#torch.nn.functional.celu)|[paddle.nn.functional.celu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/celu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.celu.md)| -| 60 |[torch.nn.functional.cosine_embedding_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.cosine_embedding_loss.html#torch.nn.functional.cosine_embedding_loss)|[paddle.nn.functional.cosine_embedding_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/cosine_embedding_loss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.cosine_embedding_loss.md)| -| 61 |[torch.nn.functional.ctc_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.ctc_loss.html#torch.nn.functional.ctc_loss)|[paddle.nn.functional.ctc_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/ctc_loss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.ctc_loss.md)| -| 62 |[torch.nn.functional.elu](https://pytorch.org/docs/stable/generated/torch.nn.functional.elu.html#torch.nn.functional.elu)|[paddle.nn.functional.elu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/elu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.elu.md)| -| 63 |[torch.nn.functional.gaussian_nll_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.gaussian_nll_loss.html#torch.nn.functional.gaussian_nll_loss)|[paddle.nn.functional.gaussian_nll_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/gaussian_nll_loss_cn.html#gaussian-nll-loss)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.gaussian_nll_loss.md)| -| 64 |[torch.nn.functional.gelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.gelu.html#torch.nn.functional.gelu)|[paddle.nn.functional.gelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/gelu_cn.html)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.gelu.md)| -| 65 |[torch.nn.functional.gumbel_softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.gumbel_softmax.html#torch.nn.functional.gumbel_softmax)|[paddle.nn.functional.gumbel_softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/gumbel_softmax_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.gumbel_softmax.md)| -| 66 |[torch.nn.functional.hardswish](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardswish.html#torch.nn.functional.hardswish)|[paddle.nn.functional.hardswish](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardswish_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hardswish.md)| -| 67 |[torch.nn.functional.hardtanh](https://pytorch.org/docs/stable/generated/torch.nn.functional.hardtanh.html#torch.nn.functional.hardtanh)|[paddle.nn.functional.hardtanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hardtanh_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hardtanh.md)| -| 68 |[torch.nn.functional.hinge_embedding_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.hinge_embedding_loss.html#torch.nn.functional.hinge_embedding_loss)|[paddle.nn.functional.hinge_embedding_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/hinge_embedding_loss_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hinge_embedding_loss.md)| -| 69 |[torch.nn.functional.huber_loss](https://pytorch.org/docs/stable/generated/torch.nn.functional.huber_loss.html#torch.nn.functional.huber_loss)|[paddle.nn.functional.smooth_l1_loss](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/smooth_l1_loss_cn.html)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.huber_loss.md)| -| 70 |[torch.nn.functional.instance_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.instance_norm.html#torch.nn.functional.instance_norm)|[paddle.nn.functional.instance_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/instance_norm_cn.html#instance-norm)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.instance_norm.md)| -| 71 |[torch.nn.functional.interpolate](https://pytorch.org/docs/stable/generated/torch.nn.functional.interpolate.html#torch.nn.functional.interpolate)|[paddle.nn.functional.interpolate](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/interpolate_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.interpolate.md)| -| 72 |[torch.nn.functional.kl_div](https://pytorch.org/docs/stable/generated/torch.nn.functional.kl_div.html?highlight=kl_div#torch.nn.functional.kl_div)|[paddle.nn.functional.kl_div](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/kl_div_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.kl_div.md)| -| 73 |[torch.nn.functional.layer_norm](https://pytorch.org/docs/stable/generated/torch.nn.functional.layer_norm.html#torch.nn.functional.layer_norm)|[paddle.nn.functional.layer_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/layer_norm_cn.html#layer-norm)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.layer_norm.md)| -| 74 |[torch.nn.functional.leaky_relu](https://pytorch.org/docs/stable/generated/torch.nn.functional.leaky_relu.html#torch.nn.functional.leaky_relu)|[paddle.nn.functional.leaky_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/leaky_relu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.leaky_relu.md)| -| 75 |[torch.nn.functional.upsample_nearest](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample_nearest.html#torch.nn.functional.upsample_nearest)|[paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample_nearest.md)| -|76|[torch.nn.functional.log_softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.log_softmax.html#torch.nn.functional.log_softmax)|[paddle.nn.functional.log_softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/log_softmax_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.log_softmax.md)| -|77|[torch.nn.functional.max_pool1d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool1d.html#torch.nn.functional.max_pool1d)|[paddle.nn.functional.max_pool1d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool1d_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool1d.md)| -|78|[torch.nn.functional.max_pool2d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool2d.html#torch.nn.functional.max_pool2d)|[paddle.nn.functional.max_pool2d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool2d_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool2d.md)| -|79|[torch.nn.functional.max_pool3d](https://pytorch.org/docs/stable/generated/torch.nn.functional.max_pool3d.html#torch.nn.functional.max_pool3d)|[paddle.nn.functional.max_pool3d](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/max_pool3d_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool3d.md)| -|80|[torch.nn.functional.relu](https://pytorch.org/docs/stable/generated/torch.nn.functional.relu.html#torch.nn.functional.relu)|[paddle.nn.functional.relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/relu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.relu.md)| -|81|[torch.nn.functional.rrelu](https://pytorch.org/docs/stable/generated/torch.nn.functional.rrelu.html#torch.nn.functional.rrelu)|[paddle.nn.functional.rrelu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/rrelu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.rrelu.md)| -|82|[torch.nn.functional.selu](https://pytorch.org/docs/stable/generated/torch.nn.functional.selu.html#torch.nn.functional.selu)|[paddle.nn.functional.selu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/selu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.selu.md)| -|83|[torch.nn.functional.softmin](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmin.html#torch.nn.functional.softmin)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmin.md)| -|84|[torch.nn.functional.threshold](https://pytorch.org/docs/stable/generated/torch.nn.functional.threshold.html#torch.nn.functional.threshold)|[paddle.nn.functional.thresholded_relu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/thresholded_relu_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.threshold.md)| -|85|[torch.nn.functional.unfold](https://pytorch.org/docs/stable/generated/torch.nn.functional.unfold.html#torch.nn.functional.unfold)|[paddle.nn.functional.unfold](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/unfold_cn.html)|参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.unfold.md)| -|86|[torch.nn.functional.upsample_bilinear](https://pytorch.org/docs/stable/generated/torch.nn.functional.upsample_bilinear.html#torch.nn.functional.upsample_bilinear)|[paddle.nn.functional.upsample](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/upsample_cn.html#upsample)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample_bilinear.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.adaptive_avg_pool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_avg_pool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.adaptive_avg_pool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_avg_pool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.adaptive_avg_pool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_avg_pool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.adaptive_max_pool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_max_pool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.adaptive_max_pool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_max_pool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.adaptive_max_pool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.adaptive_max_pool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.affine_grid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.affine_grid.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.bilinear`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.bilinear.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.conv1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.conv2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.conv3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.conv_transpose1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv_transpose1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.conv_transpose2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv_transpose2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.conv_transpose3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.conv_transpose3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.cosine_similarity`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.cosine_similarity.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.cross_entropy`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.cross_entropy.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.elu_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.elu_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.fold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.fold.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.glu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.glu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.grid_sample`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.grid_sample.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.hardshrink`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hardshrink.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.linear`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.linear.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.local_response_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.local_response_norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.logsigmoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.log_sigmoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.margin_ranking_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.margin_ranking_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_unpool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_unpool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_unpool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_unpool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_unpool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_unpool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.mse_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.mse_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.nll_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.nll_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.normalize`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.normalize.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.one_hot`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.one_hot.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.pad`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.pad.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.pixel_shuffle`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.pixel_shuffle.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.pixel_unshuffle`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.pixel_unshuffle.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.prelu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.prelu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.relu6`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.relu6.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.relu_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.relu_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.sigmoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.sigmoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.smooth_l1_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.smooth_l1_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.softplus`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softplus.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.softshrink`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softshrink.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.softsign`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softsign.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.soft_margin_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.soft_margin_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.tanhshrink`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.tanhshrink.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.triplet_margin_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.triplet_margin_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.triplet_margin_with_distance_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.triplet_margin_with_distance_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.upsample`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_pool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.binary_cross_entropy_with_logits`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.binary_cross_entropy_with_logits.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.l1_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.l1_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.mish`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.mish.md) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.functional.group_norm`, https://pytorch.org/docs/stable/generated/torch.nn.functional.group_norm.html#torch.nn.functional.group_norm) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.avg_pool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.avg_pool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.avg_pool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.avg_pool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.avg_pool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.avg_pool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.batch_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.batch_norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.celu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.celu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.cosine_embedding_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.cosine_embedding_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.ctc_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.ctc_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.elu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.elu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.gaussian_nll_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.gaussian_nll_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.gelu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.gelu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.gumbel_softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.gumbel_softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.hardswish`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hardswish.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.hardtanh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hardtanh.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.hinge_embedding_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.hinge_embedding_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.huber_loss`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.huber_loss.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.instance_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.instance_norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.interpolate`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.interpolate.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.kl_div`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.kl_div.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.layer_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.layer_norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.leaky_relu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.leaky_relu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.upsample_nearest`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample_nearest.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.log_softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.log_softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_pool1d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool1d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_pool2d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool2d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.max_pool3d`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.max_pool3d.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.relu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.relu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.rrelu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.rrelu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.selu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.selu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.softmin`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmin.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.threshold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.threshold.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.unfold`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.unfold.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.functional.upsample_bilinear`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.upsample_bilinear.md) | ***持续更新...*** ## torch.Tensor.XX API 映射列表 梳理了`torch.Tensor.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | - |-----| --- | --- | --- | -| 1 | [torch.Tensor.device](https://pytorch.org/docs/stable/generated/torch.Tensor.device.html) | [paddle.Tensor.place](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#place) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.device.md) | -| 2 | [torch.Tensor.grad](https://pytorch.org/docs/stable/generated/torch.Tensor.grad.html) | [paddle.Tensor.grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#grad) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.grad.md) | -| 3 | [torch.Tensor.imag](https://pytorch.org/docs/stable/generated/torch.Tensor.imag.html) | [paddle.Tensor.imag](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#imag-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.imag.md) | -| 4 | [torch.Tensor.is_leaf](https://pytorch.org/docs/stable/generated/torch.Tensor.is_leaf.html) | [paddle.Tensor.is_leaf](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#is-leaf) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_leaf.md) | -| 5 | [torch.Tensor.is_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.is_sparse.html) | [paddle.Tensor.is_sparse](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_sparse.md) | -| 6 | [torch.Tensor.ndim](https://pytorch.org/docs/stable/generated/torch.Tensor.ndim.html) | [paddle.Tensor.ndim](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#ndim) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ndim.md) | -| 7 | [torch.Tensor.real](https://pytorch.org/docs/stable/generated/torch.Tensor.real.html) | [paddle.Tensor.real](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#real-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.real.md) | -| 8 | [torch.Tensor.shape](https://pytorch.org/docs/stable/generated/torch.Tensor.shape.html) | [paddle.Tensor.shape](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#shape) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.shape.md) | -| 9 | [torch.Tensor.T](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.T) | [paddle.Tensor.T](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tensor) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.T__upper.md) | -| 10 | [torch.Tensor.is_contiguous](https://pytorch.org/docs/stable/generated/torch.Tensor.is_contiguous.html?highlight=is_contiguous#torch.Tensor.is_contiguous) | [-] | 无对应 API，可以直接删除，对网络一般无影响 | -| 11 | [torch.Tensor.contiguous](https://pytorch.org/docs/stable/generated/torch.Tensor.contiguous.html?highlight=contiguous#torch.Tensor.contiguous) | [-] | 无对应 API，可以直接删除，对网络一般无影响 | -| 12 | [torch.Tensor.float](https://pytorch.org/docs/stable/generated/torch.Tensor.float.html?highlight=float#torch.Tensor.float) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.float.md) | -| 13 | [torch.Tensor.int](https://pytorch.org/docs/stable/generated/torch.Tensor.int.html?highlight=int#torch.Tensor.int) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.int.md) | -| 14 | [torch.Tensor.sigmoid](https://pytorch.org/docs/stable/generated/torch.Tensor.sigmoid.html?highlight=torch+sigmoid#torch.Tensor.sigmoid) | [paddle.nn.functional.sigmoid](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/sigmoid_cn.html) | 功能完全一致。 | -| 15 | [torch.Tensor.copy_](https://pytorch.org/docs/stable/generated/torch.Tensor.copy_.html?highlight=copy_#torch.Tensor.copy_) | [paddle.assign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/assign_cn.html#assign) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.copy_.md) | -| 16 | [torch.Tensor.masked_fill](https://pytorch.org/docs/stable/generated/torch.Tensor.masked_fill.html?highlight=masked_fill#torch.Tensor.masked_fill) | [paddle 实现](https://www.paddlepaddle.org.cn/documentation/docs/zh/faq/train_cn.html#paddle-torch-masked-fill-api) | 功能一致,paddle 需组合实现， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.masked_fill.md) | -| 17 | [torch.Tensor.fill_](https://pytorch.org/docs/stable/generated/torch.Tensor.fill_.html?highlight=fill_#torch.Tensor.fill_) | [paddle.Tensor.fill_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#fill-x-value-name-none) | 功能完全一致 | -| 18 | [torch.Tensor.unique](https://pytorch.org/docs/stable/generated/torch.Tensor.unique.html?highlight=unique#torch.Tensor.unique) | [paddle.Tensor.unique](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#unique-return-index-false-return-inverse-false-return-counts-false-axis-none-dtype-int64-name-none) | 功能一致，torch 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unique.md) | -| 19 | [torch.Tensor.expand](https://pytorch.org/docs/stable/generated/torch.Tensor.expand.html?highlight=expand#torch.Tensor.expand) | [paddle.Tensor.expand](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#expand-shape-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expand.md) | -| 20 | [torch.Tensor.requires_grad_](https://pytorch.org/docs/stable/generated/torch.Tensor.requires_grad_.html?highlight=requires_grad_#torch.Tensor.requires_grad_) | [paddle.Tensor.stop_gradient](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#stop-gradient) | 功能一致，仅使用方式不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.requires_grad_.md) | -| 21 | [torch.Tensor.cuda](https://pytorch.org/docs/stable/generated/torch.Tensor.cuda.html?highlight=cuda#torch.Tensor.cuda) | [-] | 无对应 API，可以直接删除，对网络一般无影响 | -| 22 | [torch.Tensor.softmax](https://pytorch.org/docs/stable/generated/torch.Tensor.softmax.html?highlight=softmax#torch.Tensor.softmax) | [paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/functional/softmax_cn.html#softmax) | 功能一致，调用方式不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.softmax.md) | -| 23 | [torch.Tensor.count_nonzero](https://pytorch.org/docs/stable/generated/torch.Tensor.count_nonzero.html?highlight=count_non#torch.Tensor.count_nonzero) | [paddle.Tensor.count_nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#count-nonzero-axis-none-keepdim-false-name-none) | 功能一致，仅 Paddle 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.count_nonzero.md) | -| 24 | [torch.Tensor.acosh](https://pytorch.org/docs/stable/generated/torch.Tensor.acosh.html?highlight=acosh#torch.Tensor.acosh) | [paddle.Tensor.acosh]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.acosh.md) | -| 25 | [torch.Tensor.chunk](https://pytorch.org/docs/stable/generated/torch.Tensor.chunk.html?highlight=chunk#torch.Tensor.chunk) | [paddle.Tensor.chunk](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#chunk-chunks-axis-0-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.chunk.md) | -| 26 | [torch.Tensor.clamp](https://pytorch.org/docs/stable/generated/torch.Tensor.clamp.html?highlight=clamp#torch.Tensor.clamp) | [paddle.Tensor.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#clip-min-none-max-none-name-none) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clamp.md) | -| 27 | [torch.Tensor.clamp_](https://pytorch.org/docs/stable/generated/torch.Tensor.clamp_.html?highlight=clamp_#torch.Tensor.clamp_) | [paddle.Tensor.clip_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id6) | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clamp_.md) | -| 28 | [torch.Tensor.clip](https://pytorch.org/docs/stable/generated/torch.Tensor.clip.html?highlight=clip#torch.Tensor.clip) | [paddle.Tensor.clip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#clip-min-none-max-none-name-none) | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clip.md) | -| 29 | [torch.Tensor.clip_](https://pytorch.org/docs/stable/generated/torch.Tensor.clip_.html?highlight=clip_#torch.Tensor.clip_) | [paddle.Tensor.clip_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id6) | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clip_.md) | -| 30 | [torch.Tensor.conj](https://pytorch.org/docs/stable/generated/torch.Tensor.conj.html?highlight=conj#torch.Tensor.conj) | [paddle.Tensor.conj](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#conj-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.conj.md) | -| 31 | [torch.Tensor.cos](https://pytorch.org/docs/stable/generated/torch.Tensor.cos.html?highlight=cos#torch.Tensor.cos) | [paddle.Tensor.cos](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cos-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cos.md) | -| 32 | [torch.Tensor.cosh](https://pytorch.org/docs/stable/generated/torch.Tensor.cosh.html?highlight=cosh#torch.Tensor.cosh) | [paddle.Tensor.cosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cosh-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cosh.md) | -| 33 | [torch.Tensor.var](https://pytorch.org/docs/stable/generated/torch.Tensor.var.html#torch.Tensor.var) | [paddle.Tensor.var](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#var-axis-none-unbiased-true-keepdim-false-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.var.md) | -| 34 | [torch.Tensor.where](https://pytorch.org/docs/stable/generated/torch.Tensor.where.html#torch.Tensor.where) | [paddle.Tensor.where](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#where-y-name-none) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.where.md) | -| 35 | [torch.Tensor.zero_](https://pytorch.org/docs/stable/generated/torch.Tensor.zero_.html#torch.Tensor.zero_) | [paddle.Tensor.zero_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#zero-x-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.zero_.md) | -| 36 | [torch.Tensor.arctanh](https://pytorch.org/docs/stable/generated/torch.Tensor.arctanh.html#torch.Tensor.arctanh) | [paddle.Tensor.atanh]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arctanh.md) | -| 37 | [torch.Tensor.atanh](https://pytorch.org/docs/stable/generated/torch.Tensor.atanh.html#torch.Tensor.atanh) | [paddle.Tensor.atanh]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.atanh.md) | -| 38 | [torch.Tensor.take](https://pytorch.org/docs/stable/generated/torch.Tensor.take.html#torch.Tensor.take) | [paddle.Tensor.take](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#take-index-mode-raise-name-none) | 功能一致，仅 paddle 参数更多， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.take.md) | -| 39 | [torch.Tensor.tan](https://pytorch.org/docs/stable/generated/torch.Tensor.tan.html#torch.Tensor.tan) | [paddle.Tensor.tan]() | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tan.md) | -| 40 | [torch.Tensor.tanh](https://pytorch.org/docs/stable/generated/torch.Tensor.tanh.html#torch.Tensor.tanh) | [paddle.Tensor.tanh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tanh-name-none) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tanh.md) | -| 41 | [torch.Tensor.tanh_](https://pytorch.org/docs/stable/generated/torch.Tensor.tanh_.html#torch.Tensor.tanh_) | [paddle.Tensor.tanh_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id21) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tanh_.md) | -| 42 | [torch.Tensor.tile](https://pytorch.org/docs/stable/generated/torch.Tensor.tile.html#torch.Tensor.tile) | [paddle.Tensor.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tile-repeat-times-name-none) | 功能一致，参数不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tile.md) | -| 43 | [torch.Tensor.to_sparse](https://pytorch.org/docs/stable/generated/torch.Tensor.to_sparse.html#torch.Tensor.to_sparse) | [paddle.Tensor.to_sparse_coo]() | 功能一致，参数完全一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to_sparse.md) | -| 44 | [torch.Tensor.tolist](https://pytorch.org/docs/stable/generated/torch.Tensor.tolist.html#torch.Tensor.tolist) | [paddle.Tensor.tolist](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#tolist) | 功能一致，无参数，[差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tolist.md) | -| 45 | [torch.Tensor.topk](https://pytorch.org/docs/stable/generated/torch.Tensor.topk.html#torch.Tensor.topk) | [paddle.Tensor.topk](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#topk-k-axis-none-largest-true-sorted-true-name-none) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/blob/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.topk.md) | -| 46 | [torch.Tensor.arccosh](https://pytorch.org/docs/stable/generated/torch.Tensor.arccosh.html?highlight=arccosh#torch.Tensor.arccosh) | [paddle.Tensor.acosh](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/acosh_cn.html#acosh) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arccosh.md) | -| 47 | [torch.Tensor.cpu](https://pytorch.org/docs/stable/generated/torch.Tensor.cpu.html?highlight=torch+tensor+cpu#torch.Tensor.cpu) | [paddle.Tensor.cpu](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cpu) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cpu.md) | -| 48 | [torch.Tensor.cross](https://pytorch.org/docs/stable/generated/torch.Tensor.cross.html?highlight=cross#torch.Tensor.cross) | [paddle.Tensor.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cross-y-axis-none-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cross.md) | -| 49 | [torch.Tensor.cumprod](https://pytorch.org/docs/stable/generated/torch.Tensor.cumprod.html?highlight=cumprod#torch.Tensor.cumprod) | [paddle.Tensor.cumprod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cumprod_cn.html#cumprod) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cumprod.md) | -| 50 | [torch.Tensor.cumsum](https://pytorch.org/docs/stable/generated/torch.Tensor.cumsum.html?highlight=cumsum#torch.Tensor.cumsum) | [paddle.Tensor.cumsum](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#cumsum-axis-none-dtype-none-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cumsum.md) | -| 51 | [torch.Tensor.deg2rad](https://pytorch.org/docs/stable/generated/torch.Tensor.deg2rad.html?highlight=deg2rad#torch.Tensor.deg2rad) | [paddle.Tensor.deg2rad](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#deg2rad-x-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.deg2rad.md) | -| 52 | [torch.Tensor.det](https://pytorch.org/docs/stable/generated/torch.Tensor.det.html?highlight=det#torch.Tensor.det) | [paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.det.md) | -| 53 | [torch.Tensor.detach](https://pytorch.org/docs/stable/generated/torch.Tensor.detach.html?highlight=detach#torch.Tensor.detach) | [paddle.Tensor.detach](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#detach) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.detach.md) | -| 54 | [torch.Tensor.diag](https://pytorch.org/docs/stable/generated/torch.Tensor.diag.html?highlight=diag#torch.Tensor.diag) | [paddle.Tensor.diag](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diag_cn.html#diag) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diag.md) | -| 55 | [torch.Tensor.diagonal](https://pytorch.org/docs/stable/generated/torch.Tensor.diagonal.html?highlight=diagonal#torch.Tensor.diagonal) | [paddle.Tensor.diagonal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#diagonal-offset-0-axis1-0-axis2-1-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diagonal.md) | -| 56 | [torch.Tensor.diff](https://pytorch.org/docs/stable/generated/torch.Tensor.diff.html?highlight=diff#torch.Tensor.diff) | [paddle.Tensor.diff](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diff_cn.html#diff) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diff.md) | -| 57 | [torch.Tensor.digamma](https://pytorch.org/docs/stable/generated/torch.Tensor.digamma.html?highlight=digamma#torch.Tensor.digamma) | [paddle.Tensor.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#digamma-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.digamma.md) | -| 58 | [torch.Tensor.dim](https://pytorch.org/docs/stable/generated/torch.Tensor.dim.html?highlight=dim#torch.Tensor.dim) | [paddle.Tensor.dim](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dim) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dim.md) | -| 59 | [torch.Tensor.dist](https://pytorch.org/docs/stable/generated/torch.Tensor.dist.html?highlight=dist#torch.Tensor.dist) | [paddle.Tensor.dist](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dist-y-p-2) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dist.md) | -| 60 | [torch.Tensor.dot](https://pytorch.org/docs/stable/generated/torch.Tensor.dot.html?highlight=dot#torch.Tensor.dot) | [paddle.Tensor.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dot-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.dot.md) | -| 61 | [torch.Tensor.element_size](https://pytorch.org/docs/stable/generated/torch.Tensor.element_size.html?highlight=element_size#torch.Tensor.element_size) | [paddle.Tensor.element_size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#element-size) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.element_size.md) | -| 62 | [torch.Tensor.eq](https://pytorch.org/docs/stable/generated/torch.Tensor.eq.html?highlight=eq#torch.Tensor.eq) | [paddle.Tensor.equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#equal-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.eq.md) | -| 63 | [torch.Tensor.equal](https://pytorch.org/docs/stable/generated/torch.Tensor.equal.html?highlight=equal#torch.Tensor.equal) | [paddle.Tensor.equal_all](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#equal-all-y-name-none) | 功能一致, 参数用法不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.equal.md) | -| 64 | [torch.Tensor.erf](https://pytorch.org/docs/stable/generated/torch.Tensor.erf.html?highlight=erf#torch.Tensor.erf) | [paddle.Tensor.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#erf-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.erf.md) | -| 65 | [torch.Tensor.erfinv](https://pytorch.org/docs/stable/generated/torch.Tensor.erfinv.html?highlight=erfinv#torch.Tensor.erfinv) | [paddle.Tensor.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#erfinv-x-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.erfinv.md) | -| 66 | [torch.Tensor.xlogy](https://pytorch.org/docs/stable/generated/torch.Tensor.xlogy.html#torch.Tensor.xlogy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.xlogy.md)| -| 67 | [torch.Tensor.exp](https://pytorch.org/docs/stable/generated/torch.Tensor.exp.html?highlight=exp#torch.Tensor.exp) | [paddle.Tensor.exp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#exp-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exp.md) | -| 68 | [torch.Tensor.exp_](https://pytorch.org/docs/stable/generated/torch.Tensor.exp_.html?highlight=exp_#torch.Tensor.exp_) | [paddle.Tensor.exp\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id7) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exp_.md) | -| 69 | [torch.Tensor.expand_as](https://pytorch.org/docs/stable/generated/torch.Tensor.expand_as.html?highlight=expand_as) | [paddle.Tensor.expand_as](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#expand-as-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expand_as.md) | -| 70 | [torch.Tensor.fill\_](https://pytorch.org/docs/stable/generated/torch.Tensor.fill_.html?highlight=fill_#torch.Tensor.fill_) | [paddle.Tensor.fill\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#fill-x-value-name-none) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fill_.md) | -| 71 | [torch.Tensor.fill_diagonal_](https://pytorch.org/docs/stable/generated/torch.Tensor.fill_diagonal_.html?highlight=fill_diagonal_#torch.Tensor.fill_diagonal_) | [paddle.Tensor.fill_diagonal_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#fill-diagonal-x-value-offset-0-wrap-false-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fill_diagonal_.md) | -| 72 | [torch.Tensor.fix](https://pytorch.org/docs/stable/generated/torch.Tensor.fix.html?highlight=fix#torch.Tensor.fix) | [paddle.Tensor.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#trunc-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fix.md) | -| 73 | [torch.Tensor.flatten](https://pytorch.org/docs/stable/generated/torch.Tensor.flatten.html?highlight=flatten#torch.Tensor.flatten) | [paddle.Tensor.flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flatten-start-axis-0-stop-axis-1-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.flatten.md) | -| 74 | [torch.Tensor.flip](https://pytorch.org/docs/stable/generated/torch.Tensor.flip.html?highlight=flip#torch.Tensor.flip) | [paddle.Tensor.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flip-axis-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.flip.md) | -| 75 | [torch.Tensor.fliplr](https://pytorch.org/docs/stable/generated/torch.Tensor.fliplr.html?highlight=fliplr#torch.Tensor.fliplr) | [paddle.Tensor.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flip-axis-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fliplr.md) | -| 76 | [torch.Tensor.flipud](https://pytorch.org/docs/stable/generated/torch.Tensor.flipud.html?highlight=flipud#torch.Tensor.flipud) | [paddle.Tensor.flip](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#flip-axis-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.flipud.md) | -| 77 | [torch.Tensor.floor](https://pytorch.org/docs/stable/generated/torch.Tensor.floor.html?highlight=floor#torch.Tensor.floor) | [paddle.Tensor.floor](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/floor_cn.html#floor) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.floor.md) | -| 78 | [torch.Tensor.floor_](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_.html?highlight=floor_#torch.Tensor.floor_) | [paddle.Tensor.floor\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id10) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.floor_.md) | -| 79 | [torch.Tensor.floor_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.floor_divide.html?highlight=floor_divide#torch.Tensor.floor_divide) | [paddle.Tesnor.floor_divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#floor-divide-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.floor_divide.md) | -| 80 | [torch.Tensor.fmax](https://pytorch.org/docs/stable/generated/torch.Tensor.fmax.html?highlight=fmax#torch.Tensor.fmax) | [paddle.Tensor.fmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmax_cn.html#fmax) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fmax.md) | -| 81 | [torch.Tensor.fmin](https://pytorch.org/docs/stable/generated/torch.Tensor.fmin.html?highlight=fmin#torch.Tensor.fmin) | [paddle.Tensor.fmin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fmin_cn.html#fmin) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fmin.md) | -| 82 | [torch.Tensor.frac](https://pytorch.org/docs/stable/generated/torch.Tensor.frac.html?highlight=frac#torch.Tensor.frac) | [paddle.Tensor.frac](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#frac-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.frac.md) | -| 83 | [torch.Tensor.gather](https://pytorch.org/docs/stable/generated/torch.Tensor.gather.html?highlight=gather#torch.Tensor.gather) | [paddle.Tensor.take_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#take-along-axis-arr-index-axis) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.gather.md) | -| 84 | [torch.Tensor.logcumsumexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logcumsumexp.html?highlight=logcumsumexp#torch.Tensor.logcumsumexp) | [paddle.Tensor.logcumsumexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/logcumsumexp_cn.html#logcumsumexp) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logcumsumexp.md) | -| 85 | [torch.Tensor.diagflat](https://pytorch.org/docs/stable/generated/torch.Tensor.diagflat.html?highlight=diagflat#torch.Tensor.diagflat) | [paddle.diagflat](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagflat_cn.html#diagflat) | 功能一致，参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.diagflat.md) | -| 86 | [torch.Tensor.nanquantile](https://pytorch.org/docs/stable/generated/torch.nanquantile.html#torch.nanquantile) | [paddle.Tensor.nanquantile](https://github.com/PaddlePaddle/Paddle/pull/41343) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nanquantile.md) | -| 87 | [torch.Tensor.negative](https://pytorch.org/docs/stable/generated/torch.negative.html#torch.negative) | [paddle.Tensor.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/neg_cn.html#cn-api-paddle-neg) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.negative.md) | -| 88 | [torch.Tensor.nelement](https://pytorch.org/docs/stable/generated/torch.Tensor.nelement.html?highlight=nelement#torch.Tensor.nelement) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nelement.md) | -| 89 | [torch.Tensor.nonzero](https://pytorch.org/docs/stable/generated/torch.Tensor.nonzero.html?highlight=nonzero#torch.Tensor.nonzero) | [paddle.Tensor.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nonzero_cn.html#cn-api-tensor-search-nonzero) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nonzero.md) | -| 90 | [torch.Tensor.numel](https://pytorch.org/docs/stable/generated/torch.numel.html?highlight=numel#torch.numel) | [paddle.Tensor.size](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fluid/layers/size_cn.html#cn-api-fluid-layers-size) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.numel.md) | -| 91 | [torch.Tensor.numpy](https://pytorch.org/docs/stable/generated/torch.Tensor.numpy.html?highlight=numpy#torch.Tensor.numpy) | [paddle.Tensor.numpy](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#numpy) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.numpy.md) | -| 92 | [torch.Tensor.outer](https://pytorch.org/docs/stable/generated/torch.Tensor.outer.html?highlight=outer#torch.Tensor.outer) | [paddle.outer](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/outer_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.outer.md) | -| 93 | [torch.Tensor.pin_memory](https://pytorch.org/docs/stable/generated/torch.Tensor.pin_memory.html?highlight=pin_mem#torch.Tensor.pin_memory) | [paddle.Tensor.pin_memory](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#pin-memory-y-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.pin_memory.md) | -| 94 | [torch.Tensor.pow](https://pytorch.org/docs/stable/generated/torch.Tensor.pow.html?highlight=pow#torch.Tensor.pow) | [paddle.pow](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/pow_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.pow.md) | -| 95 | [torch.Tensor.prod](https://pytorch.org/docs/stable/generated/torch.prod.html#torch.prod) | [paddle.Tensor.prod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/prod_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.prod.md) | -| 96 | [torch.Tensor.arcsinh](https://pytorch.org/docs/stable/generated/torch.Tensor.arcsinh) | [paddle.Tensor.asinh]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arcsinh.md) | -| 97 | [torch.Tensor.asinh](https://pytorch.org/docs/stable/generated/torch.Tensor.asinh) | [paddle.Tensor.asinh]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.asinh.md) | -| 98 | [ torch.Tensor.rsqrt](https://pytorch.org/docs/stable/generated/torch.Tensor.rsqrt) | [paddle.Tensor.rsqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#rsqrt-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rsqrt.md) | -| 99 | [torch.Tensor.rsqrt_](https://pytorch.org/docs/stable/generated/torch.Tensor.rsqrt_) | [paddle.Tensor.rsqrt_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id15) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rsqrt_.md) | -| 100 | [torch.Tensor.select](https://pytorch.org/docs/stable/generated/torch.Tensor.select.html?highlight=select#torch.Tensor.select) | | [组合替代实现](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.select.md) | -| 101 | [torch.Tensor.sigmoid](https://pytorch.org/docs/stable/generated/torch.Tensor.sigmoid) | [paddle.Tensor.sigmoid]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sigmoid.md) | -| 102 | [torch.Tensor.sign](https://pytorch.org/docs/stable/generated/torch.Tensor.sign) | [paddle.Tensor.sign](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sign-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sign.md) | -| 103 | [torch.Tensor.sin](https://pytorch.org/docs/stable/generated/torch.Tensor.sin) | [paddle.Tensor.sin](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sin-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sin.md) | -| 104 | [torch.Tensor.sinh](https://pytorch.org/docs/stable/generated/torch.Tensor.sinh.html?highlight=torch+tensor+sinh#torch.Tensor.sinh) | [paddle.Tensor.sinh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sinh-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sinh.md) | -| 105 | [torch.Tensor.slogdet](https://pytorch.org/docs/stable/generated/torch.Tensor.slogdet.html) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html) | 功能一致, 返回参数类型不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.slogdet.md) | -| 106 | [torch.Tensor.mul](https://pytorch.org/docs/stable/generated/torch.Tensor.mul.html) | [paddle.Tensor.multiply](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#multiply-y-axis-1-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mul.md) | -| 107 | [torch.Tensor.mul_](https://pytorch.org/docs/stable/generated/torch.Tensor.mul_.html?highlight=mul_) | - | 功能缺失 | -| 108 | [torch.Tensor.multiply](https://pytorch.org/docs/stable/generated/torch.Tensor.multiply.html) | [paddle.Tensor.multiply](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#multiply-y-axis-1-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.multiply.md) | -| 109 | [torch.Tensor.multiply_](https://pytorch.org/docs/stable/generated/torch.Tensor.multiply_.html?highlight=multiply#torch.Tensor.multiply_) | - | 功能缺失 | -| 110 | [torch.Tensor.mv](https://pytorch.org/docs/stable/generated/torch.Tensor.mv.html) | [paddle.Tensor.mv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#mv-vec-name-none) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mv.md) | -| 111 | [torch.Tensor.nansum](https://pytorch.org/docs/stable/generated/torch.Tensor.nansum.html?highlight=nansum#torch.Tensor.nansum) | [paddle.Tensor.nansum]() | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nansum.md) | -| 112 | [torch.Tensor.ndimension](https://pytorch.org/docs/stable/generated/torch.Tensor.ndimension.html?highlight=ndimension#torch.Tensor.ndimension) | [paddle.Tensor.ndimension](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#ndimension) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ndimension.md) | -| 113 | [torch.Tensor.ne](https://pytorch.org/docs/stable/generated/torch.Tensor.ne.html?highlight=ne) | [paddle.Tensor.not_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#not-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ne.md) | -| 114 | [torch.Tensor.neg](https://pytorch.org/docs/stable/generated/torch.Tensor.neg.html?highlight=neg#torch.Tensor.neg) | [paddle.Tensor.neg](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#neg-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.neg.md) | -| 115 | [torch.Tensor.not_equal](https://pytorch.org/docs/stable/generated/torch.Tensor.not_equal.html) | [paddle.Tensor.not_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#not-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.not_equal.md) | -| 116 | [torch.Tensor.gcd](https://pytorch.org/docs/stable/generated/torch.Tensor.gcd.html?highlight=torch+tensor+gcd#torch.Tensor.gcd) | [paddle.Tensor.gcd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#gcd-x-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.gcd.md) | -| 117 | [torch.Tensor.ge](https://pytorch.org/docs/stable/generated/torch.Tensor.ge.html?highlight=torch+tensor+ge#torch.Tensor.ge) | [paddle.Tensor.greater_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ge.md) | -| 118 | [torch.Tensor.ger](https://pytorch.org/docs/stable/generated/torch.Tensor.ger.html?highlight=torch+tensor+ger#torch.Tensor.ger) | [paddle.Tensor.outer]() | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ger.md) | -| 119 | [torch.Tensor.get_device](https://pytorch.org/docs/stable/generated/torch.Tensor.get_device.html?highlight=torch+tensor+get_device#torch.Tensor.get_device) | [paddle.device.get_device]() | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.get_device.md) | -| 120 | [torch.Tensor.greater](https://pytorch.org/docs/stable/generated/torch.Tensor.greater.html?highlight=torch+tensor+greater#torch.Tensor.greater) | [paddle.Tensor.greater_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.greater.md) | -| 121 | [torch.Tensor.greater_equal](https://pytorch.org/docs/stable/generated/torch.Tensor.greater_equal.html?highlight=torch+tensor+greater_equal#torch.Tensor.greater_equal) | [paddle.Tensor.greater_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.greater_equal.md) | -| 122 | [torch.Tensor.gt](https://pytorch.org/docs/stable/generated/torch.Tensor.gt.html?highlight=torch+tensor+gt#torch.Tensor.gt) | [paddle.Tensor.greater_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#greater-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.gt.md) | -| 123 | [torch.Tensor.hardshrink](https://pytorch.org/docs/stable/generated/torch.Tensor.hardshrink.html?highlight=torch+tensor+hardshrink#torch.Tensor.hardshrink) | [paddle.Tensor.hardshrink]() | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hardshrink.md) | -| 124 | [torch.Tensor.heaviside](https://pytorch.org/docs/stable/generated/torch.Tensor.heaviside.html?highlight=torch+tensor+heaviside#torch.Tensor.heaviside) | [paddle.Tensor.heaviside](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#heaviside-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.heaviside.md) | -| 125 | [torch.Tensor.histc](https://pytorch.org/docs/stable/generated/torch.Tensor.histc.html?highlight=torch+tensor+histc#torch.Tensor.histc) | [paddle.Tensor.histogram](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#histogram-bins-100-min-0-max-0) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.histc.md) | -| 126 | [torch.Tensor.lgamma](https://pytorch.org/docs/stable/generated/torch.lgamma.html#torch.lgamma) | [paddle.Tensor.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/lgamma_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.lgamma.md) | -| 127 | [torch.Tensor.log](https://pytorch.org/docs/stable/generated/torch.Tensor.log.html) | [paddle.Tensor.log](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log.md) | -| 128 | [torch.Tensor.log10](https://pytorch.org/docs/stable/generated/torch.Tensor.log10.html#torch.Tensor.log10) | [paddle.Tensor.log10](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log10-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log10.md) | -| 129 | [torch.Tensor.log1p](https://pytorch.org/docs/stable/generated/torch.Tensor.log1p.html#torch.Tensor.log1p) | [paddle.Tensor.log1p](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log1p-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log1p.md) | -| 130 | [torch.Tensor.log2](https://pytorch.org/docs/stable/generated/torch.Tensor.log2.html#torch.Tensor.log2) | [paddle.Tensor.log2](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#log2-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.log2.md) | -| 131 | [torch.Tensor.logdet](https://pytorch.org/docs/stable/generated/torch.Tensor.logdet.html) | [paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/slogdet_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logdet.md) | -| 132 | [torch.Tensor.logical_and](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_and.html) | [paddle.Tensor.logical_and](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logical-and-y-out-none-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logical_and.md) | -| 133 | [torch.Tensor.logical_not](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_not.html) | [paddle.Tensor.logical_not](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logical-not-out-none-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logical_not.md) | -| 134 | [torch.Tensor.logical_or](https://pytorch.org/docs/stable/generated/torch.Tensor.logical_or.html) | [paddle.Tensor.logical_or](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logical-or-y-out-none-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logical_or.md) | -| 135 | [torch.Tensor.logsumexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logsumexp.html) | [paddle.Tensor.logsumexp](https://www.paddlepaddle.org.cn/documentation/docs/api/paddle/Tensor_cn.html#logsumexp-axis-none-keepdim-false-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logsumexp.md) | -| 136 | [torch.Tensor.trace](https://pytorch.org/docs/stable/generated/torch.Tensor.trace.html#torch-tensor-trace) | [paddle.Tensor.trace](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#trace-offset-0-axis1-0-axis2-1-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.trace.md) | -| 137 | [torch.Tensor.tril](https://pytorch.org/docs/stable/generated/torch.Tensor.tril.html#torch.Tensor.tril) | [paddle.tril](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/tril_cn.html#tril) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.tril.md) | -| 138 | [torch.Tensor.triu](https://pytorch.org/docs/stable/generated/torch.Tensor.triu.html#torch.Tensor.triu) | [paddle.triu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/triu_cn.html#triu) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.triu.md) | -| 139 | [torch.Tensor.true_divide](https://pytorch.org/docs/stable/generated/torch.Tensor.true_divide.html#torch.Tensor.true_divide) | [paddle.Tensor.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#divide-y-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.true_divide.md) | -| 140 | [torch.Tensor.trunc](https://pytorch.org/docs/stable/generated/torch.Tensor.trunc.html#torch.Tensor.trunc) | [paddle.Tensor.trunc](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#trunc-name-none) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.trunc.md) | -| 141 | [torch.Tensor.unbind](https://pytorch.org/docs/stable/generated/torch.Tensor.unbind.html#torch.Tensor.unbind) | [paddle.Tensor.unbind](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#unbind-axis-0) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unbind.md) | -| 142 | [torch.Tensor.uniform_](https://pytorch.org/docs/stable/generated/torch.Tensor.uniform_.html#torch-tensor-uniform) | [paddle.Tensor.uniform](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#uniform-min-1-0-max-1-0-seed-0-name-none) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.uniform_.md) | -| 143 | [torch.Tensor.unique_consecutive](https://pytorch.org/docs/stable/generated/torch.Tensor.unique_consecutive.html#torch.Tensor.unique_consecutive) | [paddle.Tensor.unique_consecutive]() | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unique_consecutive.md) | -| 144 | [torch.Tensor.unsqueeze](https://pytorch.org/docs/stable/generated/torch.Tensor.unsqueeze.html#torch.Tensor.unsqueeze) | [paddle.Tensor.unsqueeze](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#unsqueeze-axis-name-none) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unsqueeze.md) | -| 145 | [torch.Tensor.unsqueeze_](https://pytorch.org/docs/stable/generated/torch.Tensor.unsqueeze_.html#torch-tensor-unsqueeze) | [paddle.Tensor.unsqueeze_](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#id22) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unsqueeze_.md) | -| 146 | [torch.Tensor.take_along_dim](https://pytorch.org/docs/stable/generated/torch.Tensor.take_along_dim.html?highlight=torch+tensor+take_along_dim#torch.Tensor.take_along_dim) | [paddle.Tensor.take_along_axis]( ) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.take_along_dim.md) | -| 147 | [torch.Tensor.bernoulli](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli.html#torch.Tensor.bernoulli) | [paddle.bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/bernoulli_cn.html#bernoulli) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bernoulli.md) | -| 148 | [torch.Tensor.bfloat16](https://pytorch.org/docs/stable/generated/torch.Tensor.bfloat16.html#torch.Tensor.bfloat16) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bfloat16.md) | -| 149 | [torch.Tensor.bool](https://pytorch.org/docs/stable/generated/torch.Tensor.bool.html#torch.Tensor.bool) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bool.md) | -| 150 | [torch.Tensor.byte](https://pytorch.org/docs/stable/generated/torch.Tensor.byte.html#torch.Tensor.byte) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.byte.md) | -| 151 | [torch.Tensor.char](https://pytorch.org/docs/stable/generated/torch.Tensor.char.html#torch.Tensor.char) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.char.md) | -| 152 | [torch.Tensor.clone](https://pytorch.org/docs/stable/generated/torch.Tensor.clone.html#torch.Tensor.clone) | [paddle.Tensor.clone](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#clone) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clone.md) | -| 153 | [torch.Tensor.copy_](https://pytorch.org/docs/stable/generated/torch.Tensor.copy_.html#torch.Tensor.copy_) | [paddle.assign](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/assign_cn.html#assign) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.copy_.md) | -| 154 | [torch.Tensor.div](https://pytorch.org/docs/stable/generated/torch.Tensor.div.html#torch.Tensor.div) | [paddle.Tensor.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#divide-y-name-none) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.div.md) | -| 155 | [torch.Tensor.divide](https://pytorch.org/docs/stable/generated/torch.Tensor.divide.html#torch.Tensor.divide) | [paddle.Tensor.divide](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#divide-y-name-none) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.divide.md) | -| 156 | [torch.Tensor.double](https://pytorch.org/docs/stable/generated/torch.Tensor.double.html#torch-Tensor-double) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.double.md) | -| 157 | [torch.Tensor.arctan2](https://pytorch.org/docs/stable/generated/torch.arctan2.html#torch.arctan2) | [paddle.atan2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/atan2_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.arctan2.md) | -| 158 | [torch.Tensor.cdouble](https://pytorch.org/docs/stable/generated/torch.Tensor.cdouble.html?highlight=torch+tensor+cdouble#torch.Tensor.cdouble) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cdouble.md) | -| 159 | [torch.Tensor.cfloat](https://pytorch.org/docs/stable/generated/torch.Tensor.cfloat.html?highlight=torch+tensor+cfloat#torch.Tensor.cfloat) | [paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#astype-dtype) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cfloat.md) | -| 160 | [torch.Tensor.nanmean](https://pytorch.org/docs/stable/generated/torch.Tensor.nanmean.html?highlight=nanmean#torch.Tensor.nanmean) | [paddle.Tensor.nanmean]() | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nanmean.md) | -| 161 | [torch.Tensor.fmod](https://pytorch.org/docs/stable/generated/torch.Tensor.fmod.html#torch.Tensor.fmod) | [paddle.Tensor.mod](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#mod-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fmod.md) | -| 162 | [torch.Tensor.le](https://pytorch.org/docs/stable/generated/torch.Tensor.le.html) | [paddle.Tensor.less_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.le.md) | -| 163 | [torch.Tensor.less_equal](https://pytorch.org/docs/stable/generated/torch.Tensor.less_equal.html) | [paddle.Tensor.less_equal](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-equal-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.less_equal.md) | -| 164 | [torch.Tensor.lt](https://pytorch.org/docs/stable/generated/torch.Tensor.lt.html) | [paddle.Tensor.less_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.lt.md) | -| 165 | [torch.Tensor.less](https://pytorch.org/docs/stable/generated/torch.Tensor.less.html) | [paddle.Tensor.less_than](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#less-than-y-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.less.md) | -| 166 | [torch.Tensor.all](https://pytorch.org/docs/stable/generated/torch.Tensor.all.html?highlight=torch+tensor+all#torch.Tensor.all) | [paddle.Tensor.all](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#all-axis-none-keepdim-false-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.all.md) | -| 167 | [torch.Tensor.any](https://pytorch.org/docs/stable/generated/torch.Tensor.any.html?highlight=torch+tensor+any#torch.Tensor.any) | [paddle.Tensor.any](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#any-axis-none-keepdim-false-name-none) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.any.md) | -| 168 | [torch.Tensor.bitwise_right_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_right_shift.html#torch.Tensor.bitwise_right_shift) | | 功能缺失 | -| 169 | [torch.Tensor.is_conj](https://pytorch.org/docs/stable/generated/torch.Tensor.is_conj.html#torch.Tensor.is_conj) | | 功能缺失 | -| 170 | [torch.Tensor.diagonal_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.diagonal_scatter.html#torch.Tensor.diagonal_scatter) | | 功能缺失 | -| 171 | [torch.Tensor.scatter_reduce](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_reduce.html#torch.Tensor.scatter_reduce) | | 功能缺失 | -| 172 | [torch.Tensor.select_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.select_scatter.html#torch.Tensor.select_scatter) | | 功能缺失 | -| 173 | [torch.Tensor.slice_scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.slice_scatter.html#torch.Tensor.slice_scatter) | | 功能缺失 | -| 174 | [torch.Tensor.hsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.hsplit.html#torch.Tensor.hsplit) | | 功能缺失 | -| 175 | [torch.Tensor.vsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.vsplit.html#torch.Tensor.vsplit) | | 功能缺失 | -| 176 | [torch.Tensor.dsplit](https://pytorch.org/docs/stable/generated/torch.Tensor.dsplit.html#torch.Tensor.dsplit) | | 功能缺失 | -| 177 | [torch.Tensor.is_coalesced](https://pytorch.org/docs/stable/generated/torch.Tensor.is_coalesced.html#torch.Tensor.is_coalesced) | | 功能缺失 | -| 178 | [torch.Tensor.histogram](https://pytorch.org/docs/stable/generated/torch.Tensor.histogram.html#torch.Tensor.histogram) | | 功能缺失 | -| 179 | [torch.Tensor.geqrf](https://pytorch.org/docs/1.13/generated/torch.Tensor.geqrf.html?highlight=torch+tensor+geqrf#torch.Tensor.geqrf) | | 功能缺失 | -| 180 | [torch.Tensor.sparse_resize_](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_resize_.html#torch.Tensor.sparse_resize_) | | 功能缺失 | -| 181 | [torch.Tensor.sparse_resize_and_clear_](https://pytorch.org/docs/stable/generated/torch.Tensor.sparse_resize_and_clear_.html#torch.Tensor.sparse_resize_and_clear_) | | 功能缺失 | -| 182 | [torch.Tensor.bitwise_left_shift](https://pytorch.org/docs/stable/generated/torch.Tensor.bitwise_left_shift.html#torch.Tensor.bitwise_left_shift) | | 功能缺失 | -| 183 | [torch.Tensor.resolve_conj](https://pytorch.org/docs/stable/generated/torch.Tensor.resolve_conj.html#torch.Tensor.resolve_conj) | | 功能缺失 | -| 184 | [torch.Tensor.resolve_neg](https://pytorch.org/docs/stable/generated/torch.Tensor.resolve_neg.html#torch.Tensor.resolve_neg) | | 功能缺失 | -| 185 | [torch.Tensor.abs](https://pytorch.org/docs/stable/generated/torch.Tensor.abs.html#torch.Tensor.abs) |[paddle.Tensor.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#abs-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.abs.md)| -| 186 | [torch.Tensor.absolute](https://pytorch.org/docs/stable/generated/torch.Tensor.absolute.html#torch-tensor-absolute) |[paddle.Tensor.abs](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#abs-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.absolute.md)| -| 187 | [torch.Tensor.add](https://pytorch.org/docs/stable/generated/torch.Tensor.add.html#torch.Tensor.add) |[paddle.Tensor.add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#add-y-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.add.md)| -| 188 | [torch.Tensor.addbmm](https://pytorch.org/docs/stable/generated/torch.Tensor.addbmm.html#torch.Tensor.addbmm) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addbmm.md)| -| 189 | [torch.Tensor.addcdiv](https://pytorch.org/docs/stable/generated/torch.Tensor.addcdiv.html#torch.Tensor.addcdiv) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addcdiv.md)| -| 190 | [torch.Tensor.addcmul](https://pytorch.org/docs/stable/generated/torch.Tensor.addcmul.html#torch.Tensor.addcmul) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addcmul.md)| -| 191 | [torch.Tensor.addmv](https://pytorch.org/docs/stable/generated/torch.Tensor.addmv.html#torch.Tensor.addmv) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addmv.md)| -| 192 | [torch.Tensor.addr](https://pytorch.org/docs/stable/generated/torch.Tensor.addr.html#torch.Tensor.addr) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.addr.md)| -| 193 | [torch.Tensor.add_](https://pytorch.org/docs/stable/generated/torch.Tensor.add_.html#torch.Tensor.add_) |[paddle.Tensor.add\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id3)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.add_.md)| -| 194 | [torch.Tensor.adjoint](https://pytorch.org/docs/stable/generated/torch.Tensor.adjoint.html#torch.Tensor.adjoint) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.adjoint.md)| -| 195 | [torch.Tensor.aminmax](https://pytorch.org/docs/stable/generated/torch.Tensor.aminmax.html#torch.Tensor.aminmax) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.aminmax.md)| -| 196 | [torch.Tensor.argwhere](https://pytorch.org/docs/stable/generated/torch.Tensor.argwhere.html#torch.Tensor.argwhere) |[paddle.Tensor.nonzero](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nonzero-as-tuple-false)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.argwhere.md)| -| 197 | [torch.Tensor.backward](https://pytorch.org/docs/stable/generated/torch.Tensor.backward.html#torch.Tensor.backward) |[paddle.Tensor.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#backward-grad-tensor-none-retain-graph-false)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.backward.md)| -| 198 | [torch.Tensor.baddbmm](https://pytorch.org/docs/stable/generated/torch.Tensor.baddbmm.html#torch.Tensor.baddbmm) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.baddbmm.md)| -| 199 | [torch.Tensor.bernoulli_](https://pytorch.org/docs/stable/generated/torch.Tensor.bernoulli_.html#torch.Tensor.bernoulli_) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.bernoulli_.md)| -| 200 | [torch.Tensor.cholesky_inverse](https://pytorch.org/docs/stable/generated/torch.cholesky_inverse.html#torch.cholesky_inverse) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cholesky_inverse.md)| -| 201 | [torch.Tensor.dtype](https://pytorch.org/docs/stable/generated/torch.Tensor.type.html#torch-tensor-type) |[paddle.Tensor.dtype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dtype)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tenosr.dtype.md)| -| 202 | [torch.Tensor.coalesce](https://pytorch.org/docs/stable/generated/torch.Tensor.coalesce.html#torch-tensor-coalesce) |[paddle.sparse.coalesce](paddlepaddle.org.cn/documentation/docs/zh/api/paddle/Tensor_cn.html#chunk-chunks-axis-0-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.coalesce.md)| -| 203 | [torch.Tensor.conj_physical](https://pytorch.org/docs/stable/generated/torch.Tensor.conj_physical.html#torch.Tensor.conj_physical) |[paddle.Tensor.conj](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#conj-name-none)|无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.conj_physical.md)| -| 204 | [torch.Tensor.corrcoef](https://pytorch.org/docs/stable/generated/torch.Tensor.corrcoef.html#torch.Tensor.corrcoef) |[paddle.Tensor.corrcoef]()|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.corrcoef.md)| -| 205 | [torch.Tenor.cov](https://pytorch.org/docs/stable/generated/torch.Tensor.cov.html#torch.Tensor.cov) |[paddle.linalg.cov](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/cov_cn.html#cov)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cov.md)| -| 206 | [torch.Tensor.erfinv\_](https://pytorch.org/docs/stable/generated/torch.Tensor.erfinv_.html?highlight=erfinv_#torch.Tensor.erfinv_) |[paddle.erfinv\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv__cn.html#erfinv)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.erfinv_.md)| -| 207 | [torch.Tensor.expm1](https://pytorch.org/docs/stable/generated/torch.Tensor.expm1.html#torch.Tensor.expm1) |[paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/expm1_cn.html#expm1)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expm1.md)| -| 208 | [torch.Tensor.exponential_](https://pytorch.org/docs/stable/generated/torch.Tensor.exponential_.html#torch.Tensor.exponential_) |[paddle.Tensor.exponential\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#exponential-lam-1-0-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exponential_.md)| -| 209 | [torch.Tensor.exp\_](https://pytorch.org/docs/stable/generated/torch.Tensor.exp_.html?highlight=exp_#torch.Tensor.exp_) |[paddle.Tensor.exp\_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id7)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.exp_.md)| -| 210 | [torch.Tensor.vdot](https://pytorch.org/docs/stable/generated/torch.Tensor.vdot.html#torch.Tensor.vdot) |[paddle.Tensor.dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#dot-y-name-none)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.vdot.md)| -| 211 | [torch.Tensor.frexp](https://pytorch.org/docs/stable/generated/torch.Tensor.frexp.html#torch-tensor-frexp) |[paddle.Tensor.frexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#frexp-x)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.frexp.md)| -| 212 | [torch.Tensor.H](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.H) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.H.md)| -| 213 | [torch.Tensor.half](https://pytorch.org/docs/stable/generated/torch.Tensor.half.html#torch.Tensor.half) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#astype-dtype)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.half.md)| -| 214 | [torch.Tensor.hypot](https://pytorch.org/docs/stable/generated/torch.Tensor.hypot.html#torch.Tensor.hypot) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hypot.md)| -| 215 | [torch.Tensor.index_add](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add.html#torch.Tensor.index_add) |[paddle.index_add](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add_cn.html#index-add)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.index_add.md)| -| 216 | [torch.Tensor.index_add_](https://pytorch.org/docs/stable/generated/torch.Tensor.index_add_.html#torch.Tensor.index_add_) |[paddle.index_add_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/index_add__cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.index_add_.md)| -| 217 | [torch.Tensor.values](https://pytorch.org/docs/stable/generated/torch.Tensor.indices.html#torch.Tensor.indices) |[paddle.Tensor.indices](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sparse/Overview_cn.html)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.indices.md)| -| 218 | [torch.Tensor.istft](https://pytorch.org/docs/stable/generated/torch.Tensor.istft.html#torch.Tensor.istft) |[paddle.signal.istft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/istft_cn.html#istft)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.istft.md)| -| 219 | [torch.Tensor.is_cuda](https://pytorch.org/docs/stable/generated/torch.Tensor.is_cuda.html?highlight=is_cuda#torch.Tensor.is_cuda) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_cuda.md)| -| 220 | [torch.Tensor.is_signed](https://pytorch.org/docs/stable/generated/torch.Tensor.is_signed.html#torch.Tensor.is_signed) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_signed.md)| -| 221 | [torch.Tensor.item](https://pytorch.org/docs/stable/generated/torch.Tensor.item.html#torch-tensor-item) |[paddle.Tensor.item](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#item-args)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.item.md)| -| 222 | [torch.Tensor.ldexp](https://pytorch.org/docs/stable/generated/torch.Tensor.ldexp.html#torch.Tensor.ldexp) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ldexp.md)| -| 223 | [torch.Tensor.logaddexp](https://pytorch.org/docs/stable/generated/torch.Tensor.logaddexp.html#torch.Tensor.logaddexp) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logaddexp.md)| -| 224 | [torch.Tensor.logaddexp2](https://pytorch.org/docs/stable/generated/torch.Tensor.logaddexp2.html#torch.Tensor.logaddexp2) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.logaddexp2.md)| -| 225 | [torch.Tensor.long](https://pytorch.org/docs/stable/generated/torch.Tensor.long.html#torch.Tensor.long) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#astype-dtype)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.long.md)| -| 226 | [torch.Tensor.lstsq](https://pytorch.org/docs/1.9.0/generated/torch.Tensor.lstsq.html?highlight=torch%20tensor%20lstsq#torch.Tensor.lstsq) |[paddle.Tensor.lstsq]()| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.lstsq.md)| -| 227 | [torch.Tensor.maximum](https://pytorch.org/docs/stable/generated/torch.Tensor.maximum.html#torch.Tensor.maximum) |[paddle.Tensor.maximum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#maximum-y-axis-1-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.maximum.md)| -| 228 | [torch.Tensor.mH](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.mH) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mH.md)| -| 229 | [torch.Tnsor.,minimum](https://pytorch.org/docs/stable/generated/torch.Tensor.minimum.html) |[paddle.Tensor.minimum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#minimum-y-axis-1-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.minimum.md)| -| 230 | [torch.Tensor.mm](https://pytorch.org/docs/stable/generated/torch.Tensor.mm.html) |[paddle.Tensor.mm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#mm-mat2-name-none)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mm.md)| -| 231 | [torch.Tensor.moveaxis](https://pytorch.org/docs/stable/generated/torch.Tensor.moveaxis.html) |[paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.moveaxis.md)| -| 232 | [torch.Tensor.movedim](https://pytorch.org/docs/stable/generated/torch.Tensor.movedim.html) |[paddle.Tensor.moveaxis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/moveaxis_cn.html)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.movedim.md)| -| 233 | [torch.Tensor.msort](https://pytorch.org/docs/stable/generated/torch.Tensor.msort.html#torch.Tensor.msort) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.msort.md)| -| 234 | [torch.Tensor.mT](https://pytorch.org/docs/stable/tensors.html?#torch.Tensor.mT) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.mT.md)| -| 235 | [torch.Tensor.multinomial](https://pytorch.org/docs/stable/generated/torch.Tensor.multinomial.html#torch.Tensor.multinomial) |[paddle.multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/multinomial_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.multinomial.md)| -| 236 | [torch.Tensor.nan_to_num](https://pytorch.org/docs/stable/generated/torch.Tensor.nan_to_num.html#torch.Tensor.nan_to_num) |[paddle.Tensor.nan_to_num](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#nan-to-num)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nan_to_num.md)| -| 237 | [torch.Tensor.narrow](https://pytorch.org/docs/stable/generated/torch.Tensor.narrow.html#torch.Tensor.narrow) |[paddle.slice](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/slice_cn.html#slice)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.narrow.md)| -| 238 | [torch.Tensor.narrow_copy](https://pytorch.org/docs/stable/generated/torch.Tensor.narrow_copy.html#torch.Tensor.narrow_copy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.narrow_copy.md)| -| 239 | [torch.Tensor.nextafter](https://pytorch.org/docs/stable/generated/torch.Tensor.nextafter.html#torch.Tensor.nextafter) |[paddle.Tensor.nextafter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nextafter_cn.html)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.nextafter.md)| -| 240 | [torch.Tensor.norm](https://pytorch.org/docs/stable/generated/torch.Tensor.norm.html#torch.Tensor.norm) |[paddle.Tensor.norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#norm-p-fro-axis-none-keepdim-false-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.norm.md)| -| 241 | [torch.Tensor.norm_](https://pytorch.org/docs/stable/generated/torch.Tensor.normal_.html#torch-tensor-normal) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.normal_.md)| -| 242 | [torch.Tensor.permute](https://pytorch.org/docs/stable/generated/torch.Tensor.permute.html) |[paddle.Tensor.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#transpose-perm-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.permute.md)| -| 243 | [torch.Tensor.pinverse](https://pytorch.org/docs/stable/generated/torch.Tensor.pinverse.html#torch.Tensor.pinverse) |[paddle.linalg.pinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/pinv_cn.html#pinv)| 仅 Paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.pinverse.md)| -| 244 | [torch.Tensor.quantile](https://pytorch.org/docs/stable/generated/torch.Tensor.quantile.html#torch.Tensor.quantile) |[paddle.Tensor.quantile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#quantile-q-axis-none-keepdim-false-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.quantile.md)| -| 245 | [torch.Tensor.rad2deg](https://pytorch.org/docs/stable/generated/torch.Tensor.rad2deg.html#torch-tensor-rad2deg) |[paddle.Tensor.rad2deg](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#rad2deg-x-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rad2deg.md)| -| 246 | [torch.Tensor.ravel](https://pytorch.org/docs/stable/generated/torch.Tensor.ravel.html#torch.Tensor.ravel) |[paddle.Tensor.flatten](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#flatten-start-axis-0-stop-axis-1-name-none)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ravel.md)| -| 247 | [torch.Tensor.reciprocal](https://pytorch.org/docs/stable/generated/torch.Tensor.reciprocal.html?highlight=torch+tensor+reciprocal#torch.Tensor.reciprocal) |[paddle.reciprocal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/reciprocal_cn.html)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reciprocal.md)| -| 248 | [torch.Tensor.reciprocal_](https://pytorch.org/docs/stable/generated/torch.Tensor.reciprocal_.html?highlight=torch+tensor+reciprocal_#torch.Tensor.reciprocal_) |[paddle.Tensor.reciprocal_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id11)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reciprocal_.md)| -| 249 | [torch.Tensor.register_hook](https://pytorch.org/docs/stable/generated/torch.Tensor.register_hook.html#torch-tensor-register-hook) |[paddle.Tensor.register_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#register-hook-hook)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.register_hook.md)| -| 250 | [torch.Tensor.remainder](https://pytorch.org/docs/stable/generated/torch.Tensor.remainder.html?highlight=torch+tensor+remainder#torch.Tensor.remainder) |[paddle.remainder](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/remainder_cn.html#remainder)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.remainder.md)| -| 251 | [torch.Tensor.remainder_](https://pytorch.org/docs/stable/generated/torch.Tensor.remainder_.html?highlight=torch+tensor+remainder_#torch.Tensor.remainder_) |[paddle.remainder_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/remainder__cn.html#remainder)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.remainder_.md)| -| 252 | [torch.Tensor.renorm](https://pytorch.org/docs/stable/generated/torch.Tensor.renorm.html#torch-tensor-renorm) |[paddle.renorm]()| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.renorm.md)| -| 253 | [torch.Tensor.repeat](https://pytorch.org/docs/stable/generated/torch.Tensor.repeat.html) |[paddle.Tensor.tile](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tile-repeat-times-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.repeat.md)| -| 254 | [torch.Tensor.repeat_interleave](https://pytorch.org/docs/stable/generated/torch.Tensor.repeat_interleave.html#torch.Tensor.repeat_interleave) |[paddle.Tensor.repeat_interleave](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#repeat-interleave-repeats-axis-none-name-none)| torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.repeat_interleave.md)| -| 255 | [torch.Tensor.reshape](https://pytorch.org/docs/stable/generated/torch.Tensor.reshape.html) |[paddle.Tensor.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#reshape-shape-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reshape.md)| -| 256 | [torch.Tensor.reshape_as](https://pytorch.org/docs/stable/generated/torch.Tensor.reshape_as.html#torch.Tensor.reshape_as) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.reshape_as.md)| -| 257 | [torch.Tensor.retain_grad](https://pytorch.org/docs/stable/generated/torch.Tensor.retain_grad.html) |[paddle.Tensor.retain_grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Overview_cn.html#paddle)|无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.retain_grad.md)| -| 258 | [torch.Tensor.roll](https://pytorch.org/docs/stable/generated/torch.Tensor.roll.html?highlight=torch+tensor+roll#torch.Tensor.roll) |[paddle.Tensor.roll](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/roll_cn.html#roll)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.roll.md)| -| 259 | [torch.Tensor.rot90](https://pytorch.org/docs/stable/generated/torch.Tensor.rot90.html?highlight=torch+tensor+rot90#torch.Tensor.rot90) |[paddle.rot90](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/rot90_cn.html)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rot90.md)| -| 260 | [torch.Tensor.round](https://pytorch.org/docs/stable/generated/torch.Tensor.round.html#torch.Tensor.round) |[paddle.Tensor.round](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#round-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.round.md)| -| 261 | [torch.Tensor.round_](https://pytorch.org/docs/stable/generated/torch.Tensor.round_.html#torch.Tensor.round_) |[paddle.Tensor.round_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#round-name-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.round_.md)| -| 262 | [torch.Tensor.rsqrt](https://pytorch.org/docs/stable/generated/torch.Tensor.rsqrt) |[paddle.Tensor.rsqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#rsqrt-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.rsqrt.md)| -| 263 | [torch.Tensor.scatter](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter.html#torch.Tensor.scatter) |[paddle.Tensor.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#put-along-axis-arr-index-value-axis-reduce-assign)|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter.md)| -| 264 | [torch.Tensor.scatter_](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_.html?highlight=scatter_#torch.Tensor.scatter_) |[paddle.Tensor.put_along_axis_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis__cn.html#put-along-axis)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_.md)| -| 265 | [torch.Tensor.scatter_add](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_add.html#torch.Tensor.scatter_add) |[paddle.Tensor.put_along_axis](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis_cn.html)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_add.md)| -| 266 | [torch.Tensor.scatter_add_](https://pytorch.org/docs/stable/generated/torch.Tensor.scatter_add_.html#torch.Tensor.scatter_add_) |[paddle.Tensor.put_along_axis_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/put_along_axis__cn.html)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.scatter_add_.md)| -| 267 | [torch.Tensor.sgn](https://pytorch.org/docs/stable/generated/torch.Tensor.sgn.html#torch.Tensor.sgn) |[paddle.Tensor.sgn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sgn-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sgn.md)| -| 268 | [torch.Tensor.short](https://pytorch.org/docs/stable/generated/torch.Tensor.short.html#torch.Tensor.short) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#put-along-axis-arr-index-value-axis-reduce-assign)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.short.md)| -| 269 | [torch.Tensor.sinc](https://pytorch.org/docs/stable/generated/torch.Tensor.sinc.html#torch.Tensor.sinc) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sinc.md)| -| 270 | [torch.Tensor.size](https://pytorch.org/docs/stable/generated/torch.Tensor.size.html#torch.Tensor.size) |[paddle.Tensor.shape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#shape)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.size.md)| -| 271 | [torch.Tensor.sort](https://pytorch.org/docs/stable/generated/torch.Tensor.sort.html#torch-tensor-sort) |[paddle.sort](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/sort_cn.html#sort)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sort.md)| -| 272 | [torch.Tensor.split](https://pytorch.org/docs/stable/generated/torch.Tensor.split.html) |[paddle.Tensor.split](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#split-num-or-sections-axis-0-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.split.md)| -| 273 | [torch.Tensor.sqrt](https://pytorch.org/docs/stable/generated/torch.sqrt.html) |[paddle.Tensor.sqrt](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sqrt-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sqrt.md)| -| 274 | [torch.Tensor.sqrt_](https://pytorch.org/docs/stable/generated/torch.Tensor.sqrt_.html?highlight=torch+tensor+sqrt_#torch.Tensor.sqrt_) |[paddle.Tensor.sqrt_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id18)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sqrt_.md)| -| 275 | [torch.Tensor.square](https://pytorch.org/docs/stable/generated/torch.Tensor.square.html#torch-tensor-square) |[paddle.Tensor.square](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#square-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.square.md)| -| 276 | [torch.Tensor.squeeze](https://pytorch.org/docs/stable/generated/torch.Tensor.squeeze.html#torch.Tensor.squeeze) |[paddle.Tensor.squeeze_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#squeeze-axis-none-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.squeeze.md)| -| 277 | [torch.Tensor.squeeze_](https://pytorch.org/docs/stable/generated/torch.Tensor.squeeze_.html#torch-tensor-squeeze) |[paddle.Tensor.squeeze_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id19)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.squeeze_.md)| -| 278 | [torch.Tensor.std](https://pytorch.org/docs/stable/generated/torch.Tensor.std.html?highlight=torch+tensor+std#torch.Tensor.std) |[paddle.Tensor.std](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#std-axis-none-unbiased-true-keepdim-false-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.std.md)| -| 279 | [torch.Tensor.stft](https://pytorch.org/docs/stable/generated/torch.Tensor.stft.html#torch.Tensor.stft) |[paddle.signal.stft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/signal/stft_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.stft.md)| -| 280 | [torch.Tensor.sub](https://pytorch.org/docs/stable/generated/torch.Tensor.sub.html#torch.Tensor.sub) |[paddle.Tensor.subtract](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/subtract_cn.html#subtract)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sub.md)| -| 281 | [torch.Tensor.subtract](https://pytorch.org/docs/stable/generated/torch.Tensor.subtract.html#torch.Tensor.subtract) |[paddle.Tensor.subtract](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/subtract_cn.html#subtract)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.subtract.md)| -| 282 | [torch.Tensor.subtract_](https://pytorch.org/docs/stable/generated/torch.Tensor.subtract_.html#torch.Tensor.subtract_) |[paddle.Tensor.subtract_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#id20)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.subtract_.md)| -| 283 | [torch.Tensor.sum](https://pytorch.org/docs/stable/generated/torch.Tensor.sum.html) |[paddle.Tensor.sum](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#sum-axis-none-dtype-none-keepdim-false-name-none)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sum.md)| -| 284 | [torch.Tensor.svd](https://pytorch.org/docs/stable/generated/torch.Tensor.svd.html#torch.Tensor.svd) |[paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html#svd)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.svd.md)| -| 285 | [torch.Tensor.swapaxes](https://pytorch.org/docs/stable/generated/torch.Tensor.swapaxes.html#torch.Tensor.swapaxes) |[paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/transpose_cn.html#transpose)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.swapaxes.md)| -| 286 | [torch.Tensor.swapdims](https://pytorch.org/docs/stable/generated/torch.Tensor.swapdims.html#torch.Tensor.swapdims) |[paddle.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/transpose_cn.html#transpose)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.swapdims.md)| -| 287 | [torch.Tensor.symeig](https://pytorch.org/docs/stable/generated/torch.Tensor.symeig.html#torch.Tensor.symeig) |[paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigh_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.symeig.md)| -| 288 | [torch.Tensor.t](https://pytorch.org/docs/stable/generated/torch.Tensor.t.html#torch.Tensor.t) |[paddle.Tensor.t](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#t-name-none)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.t.md)| -| 289 | [torch.Tensor.to](https://pytorch.org/docs/stable/generated/torch.Tensor.to.html#torch.Tensor.to) |[paddle.Tensor.cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#cast-dtype)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to.md)| -| 290 | [torch.Tensor.to_dense](https://pytorch.org/docs/stable/generated/torch.Tensor.to_dense.html#torch-tensor-to-dense) |[paddle.Tensor.to_dense](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor/to_dense_en.html#to-dense)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to_dense.md)| -| 291 | [torch.Tensor.transpose](https://pytorch.org/docs/stable/generated/torch.Tensor.transpose.html) |[paddle.Tensor.transpose](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#transpose-perm-name-none)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.transpose.md)| -| 292 | [torch.Tensor.triangular_solve](https://pytorch.org/docs/stable/generated/torch.Tensor.triangular_solve.html#torch.Tensor.triangular_solve) |[paddle.Tensor.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#triangular-solve-b-upper-true-transpose-false-unitriangular-false-name-none)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.triangular_solve.md)| -| 293 | [torch.Tensor.type](https://pytorch.org/docs/stable/generated/torch.Tensor.type.html#torch.Tensor.type) |[paddle.Tensor.astype](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#astype-dtype)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.type.md)| -| 294 | [torch.Tensor.type_as](https://pytorch.org/docs/stable/generated/torch.Tensor.type_as.html) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.type_as.md)| -| 295 | [torch.Tensor.T](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.T) |[paddle.Tensor.T](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/Tensor_cn.html#tensor)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.T__upper.md)| -| 296 | [torch.Tensor.unflatten](https://pytorch.org/docs/stable/generated/torch.Tensor.unflatten.html#torch.Tensor.unflatten) |[paddle.reshape](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/reshape_cn.html#reshape)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unflatten.md)| -| 297 | [torch.ByteTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ByteTensor.md)| -| 298 | [torch.DoubleTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.DoubleTensor.md)| -| 299 | [torch.HalfTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.HalfTensor.md)| -| 300 | [torch.ShortTensor](https://pytorch.org/docs/stable/tensors.html) |[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ShortTensor.md)| -| 301 | [torch.Tensor.copysign](https://pytorch.org/docs/1.13/generated/torch.Tensor.copysign.html?highlight=torch+tensor+copysign#torch.Tensor.copysign) | | 功能缺失 | -| 302 | [torch.Tensor.dequantize](https://pytorch.org/docs/1.13/generated/torch.Tensor.dequantize.html?highlight=torch+tensor+dequantize#torch.Tensor.dequantize) | | 功能缺失 | -| 303 | [torch.Tensor.sum_to_size](https://pytorch.org/docs/stable/generated/torch.Tensor.sum_to_size.html?highlight=sum_to_size#torch.Tensor.sum_to_size) | | 功能缺失 | -| 304 | [torch.Tensor.resize_](https://pytorch.org/docs/stable/generated/torch.Tensor.resize_.html?highlight=resize#torch.Tensor.resize_) | | 功能缺失 | +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.device`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.device.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.grad`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.grad.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.imag`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.imag.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.is_leaf`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_leaf.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.is_sparse`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_sparse.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.ndim`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.ndim.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.real`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.real.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.shape`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.shape.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.T`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.T__upper.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.is_contiguous`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_contiguous.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.contiguous`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.contiguous.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.float`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.float.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.int`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.int.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.sigmoid`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sigmoid.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.copy_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.copy_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.masked_fill`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.masked_fill.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.fill_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.fill_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.unique`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.unique.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.expand`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.expand.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.requires_grad_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.requires_grad_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.cuda`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cuda.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.count_nonzero`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.count_nonzero.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.acosh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.acosh.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.chunk`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.chunk.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.clamp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clamp.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.clamp_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clamp_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.clip`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clip.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.clip_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.clip_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.conj`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.conj.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.cos`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cos.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.cosh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.cosh.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.var`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.var.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.where`, 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https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.square.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.squeeze`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.squeeze.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.squeeze_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.squeeze_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.std`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.std.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.stft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.stft.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.sub`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sub.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.subtract`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.subtract.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.subtract_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.subtract_.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.sum`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.sum.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.svd`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.svd.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.swapaxes`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.swapaxes.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.swapdims`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.swapdims.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.symeig`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.symeig.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.t`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.t.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.to`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.to.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.to_dense`, 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https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ShortTensor.md) | +| NOT-IMPLEMENTED-ITEM(`torch.Tensor.copysign`, https://pytorch.org/docs/1.13/generated/torch.Tensor.copysign.html?highlight=torch+tensor+copysign#torch.Tensor.copysign) | +| NOT-IMPLEMENTED-ITEM(`torch.Tensor.dequantize`, https://pytorch.org/docs/1.13/generated/torch.Tensor.dequantize.html?highlight=torch+tensor+dequantize#torch.Tensor.dequantize) | +| NOT-IMPLEMENTED-ITEM(`torch.Tensor.sum_to_size`, https://pytorch.org/docs/stable/generated/torch.Tensor.sum_to_size.html?highlight=sum_to_size#torch.Tensor.sum_to_size) | +| NOT-IMPLEMENTED-ITEM(`torch.Tensor.resize_`, https://pytorch.org/docs/stable/generated/torch.Tensor.resize_.html?highlight=resize#torch.Tensor.resize_) | ***持续更新...*** ## torch.nn.init.XX API 映射列表 梳理了`torch.nn.init.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.nn.init.calculate_gain](https://pytorch.org/docs/stable/nn.init.html?highlight=gain#torch.nn.init.calculate_gain) | [paddle.nn.initializer.calculate_gain](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/initializer/calculate_gain_cn.html) | 功能一致, 参数一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.calculate_gain.md) | -|2|[torch.nn.init.constant_](https://pytorch.org/docs/stable/nn.init.html?highlight=constant_#torch.nn.init.constant_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.constant_.md)| -|3|[torch.nn.init.dirac_](https://pytorch.org/docs/stable/nn.init.html?highlight=dirac_#torch.nn.init.dirac_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.dirac_.md)| -|4|[torch.nn.init.eye_](https://pytorch.org/docs/stable/nn.init.html?highlight=eye_#torch.nn.init.eye_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.eye_.md)| -|5|[torch.nn.init.kaiming_normal_](https://pytorch.org/docs/stable/nn.init.html?highlight=kaiming_normal_#torch.nn.init.kaiming_normal_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.kaiming_normal_.md)| -|6|[torch.nn.init.kaiming_uniform_](https://pytorch.org/docs/stable/nn.init.html?highlight=kaiming_uniform_#torch.nn.init.kaiming_uniform_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.kaiming_uniform_.md)| -|7|[torch.nn.init.normal_](https://pytorch.org/docs/stable/nn.init.html?highlight=normal_#torch.nn.init.normal_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.normal_.md)| -|8|[torch.nn.init.ones_](https://pytorch.org/docs/stable/nn.init.html?highlight=ones_#torch.nn.init.ones_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.ones_.md)| -|9|[torch.nn.init.orthogonal_](https://pytorch.org/docs/stable/nn.init.html?highlight=orthogonal_#torch.nn.init.orthogonal_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.orthogonal_.md)| -|10|[torch.nn.init.uniform_](https://pytorch.org/docs/stable/nn.init.html?highlight=uniform_#torch.nn.init.uniform_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.uniform_.md)| -|11|[torch.nn.init.xavier_normal_](https://pytorch.org/docs/stable/nn.init.html?highlight=xavier_normal_#torch.nn.init.xavier_normal_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.xavier_normal_.md)| -|12|[torch.nn.init.xavier_uniform_](https://pytorch.org/docs/stable/nn.init.html?highlight=xavier_uniform_#torch.nn.init.xavier_uniform_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.xavier_uniform_.md)| -|13|[torch.nn.init.zeros_](https://pytorch.org/docs/stable/nn.init.html?highlight=zeros_#torch.nn.init.zeros_)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.zeros_.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.calculate_gain`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.calculate_gain.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.constant_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.constant_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.dirac_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.dirac_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.eye_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.eye_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.kaiming_normal_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.kaiming_normal_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.kaiming_uniform_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.kaiming_uniform_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.normal_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.normal_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.ones_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.ones_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.orthogonal_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.orthogonal_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.uniform_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.uniform_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.xavier_normal_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.xavier_normal_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.xavier_uniform_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.xavier_uniform_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.init.zeros_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/init/torch.nn.init.zeros_.md) | ***持续更新...*** ## torch.nn.utils.XX API 映射列表 梳理了`torch.nn.utils.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | - |----|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| --- | -| 1 | [torch.nn.utils.clip_grad_value_](https://pytorch.org/docs/stable/generated/torch.nn.utils.clip_grad_value_.html?highlight=clip_grad_value_#torch.nn.utils.clip_grad_value_) | [paddle.nn.ClipGradByValue](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/ClipGradByValue_cn.html#clipgradbyvalue) | 功能一致, 用法不同：涉及上下文修改 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.clip_grad_value_.md) | -| 2 | [torch.nn.utils.remove_weight_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.remove_weight_norm.html?highlight=nn+utils+remove_weight_norm#torch.nn.utils.remove_weight_norm) | [paddle.nn.utils.remove_weight_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/utils/remove_weight_norm_cn.html#remove-weight-norm) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.remove_weight_norm.md) | -| 3 | [torch.nn.utils.spectral_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.spectral_norm.html?highlight=nn+utils+spectral_norm#torch.nn.utils.spectral_norm) | [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.spectral_norm.md) | -| 4 | [torch.nn.utils.weight_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.weight_norm.html?highlight=nn+utils+weight_norm#torch.nn.utils.weight_norm) | [paddle.nn.utils.weight_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/nn/utils/weight_norm_cn.html#weight-norm) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.weight_norm.md) | -| 5 | [torch.nn.utils.parametrize.is_parametrized](https://pytorch.org/docs/stable/generated/torch.nn.utils.parametrize.is_parametrized.html#torch.nn.utils.parametrize.is_parametrized) | | 功能缺失 | -| 6 | [torch.nn.utils.parameters_to_vector](https://pytorch.org/docs/stable/generated/torch.nn.utils.parameters_to_vector.html#torch-nn-utils-parameters-to-vector) | [paddle.nn.utils.parameters_to_vector](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/parameters_to_vector_cn.html#parameters-to-vector) | 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.utils.parameters_to_vector.md)| -| 7 | [torch.nn.utils.vector_to_parameters](https://pytorch.org/docs/stable/generated/torch.nn.utils.vector_to_parameters.html#torch-nn-utils-vector-to-parameters) | [paddle.nn.utils.vector_to_parameters](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/vector_to_parameters_cn.html#vector-to-parameters) | 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.utils.vector_to_parameters.md)| -| 8 | [torch.nn.utils.clip_grad_norm_](https://pytorch.org/docs/stable/generated/torch.nn.utils.clip_grad_norm_.html?highlight=clip_grad_norm_#torch.nn.utils.clip_grad_norm_) | [paddle.nn.utils.clip_grad_norm_](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/clip_grad_norm__cn.html) | 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.clip_grad_norm_.md)| -| 9 | [torch.nn.utils.parametrizations.spectral_norm](https://pytorch.org/docs/stable/generated/torch.nn.utils.parametrizations.spectral_norm.html#torch.nn.utils.parametrizations.spectral_norm) | [paddle.nn.utils.spectral_norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/utils/spectral_norm_cn.html#spectral-norm) | 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.parametrizations.spectral_norm.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.clip_grad_value_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.clip_grad_value_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.remove_weight_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.remove_weight_norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.spectral_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.spectral_norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.weight_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.weight_norm.md) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.utils.parametrize.is_parametrized`, https://pytorch.org/docs/stable/generated/torch.nn.utils.parametrize.is_parametrized.html#torch.nn.utils.parametrize.is_parametrized) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.parameters_to_vector`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.utils.parameters_to_vector.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.vector_to_parameters`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.utils.vector_to_parameters.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.clip_grad_norm_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.clip_grad_norm_.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.utils.parametrizations.spectral_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.nn.utils.parametrizations.spectral_norm.md) | ***持续更新...*** @@ -963,44 +964,44 @@ ## torch.nn.Module.XX API 映射列表 梳理了`torch.nn.Module.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | - |----| --- | --- | --- | -| 1 | [torch.nn.Module.to_empty](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.to_empty) | | 功能缺失 | -| 2 | [torch.nn.Module.register_full_backward_pre_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_pre_hook) | | 功能缺失 | -| 3 | [torch.nn.Module.register_full_backward_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook) | | 功能缺失 | -| 4 | [torch.nn.Module.requires_grad_](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.requires_grad_) | | 功能缺失 | -| 5 |[torch.nn.Module.add_module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+add_module#torch.nn.Module.add_module)|[paddle.nn.Layer.add_sublayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#add-sublayer-name-sublayer)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.add_module.md)| -| 6 |[torch.nn.Module.apply](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+apply#torch.nn.Module.apply)|[paddle.nn.Layer.apply](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.apply.md)| -| 7 |[torch.nn.Module.bfloat16](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.bfloat16)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.bfloat16.md)| -| 8 |[torch.nn.Module.buffers](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.buffers)|[paddle.nn.Layer.buffers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#buffers-include-sublayers-true)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.buffers.md)| -| 9 |[torch.nn.Module.children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.children)|[paddle.nn.Layer.children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#children)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.children.md)| -| 10 |[torch.nn.Module.cpu](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.cpu)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.cpu.md)| -| 11 |[torch.nn.Module.cuda](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.cuda)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.cuda.md)| -| 12 |[torch.nn.Module.double](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.double)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.double.md)| -| 13 |[torch.nn.Module.eval](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.eval)|[paddle.nn.Layer.eval](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#eval)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.eval.md)| -| 14 |[torch.nn.Module.float](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.float)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.float.md)| -| 15 |[torch.nn.Module.get_buffer](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_buffer)| |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.get_buffer.md)| -| 16 |[torch.nn.Module.get_parameter](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_parameter)| |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.get_parameter.md)| -| 17 |[torch.nn.Module.get_submodule](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_submodule)| |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.get_submodule.md)| -| 18 |[torch.nn.Module.half](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.half)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.half.md)| -| 19 |[torch.nn.Module.load_state_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.load_state_dict)|[paddle.nn.Layer.set_state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#set-state-dict-state-dict-use-structured-name-true)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.load_state_dict.md)| -| 20 |[torch.nn.Module.named_buffers](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_buffers)|[paddle.nn.Layer.named_buffers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-buffers-prefix-include-sublayers-true)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_buffers.md)| -| 21 |[torch.nn.Module.named_children](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_children)|[paddle.nn.Layer.named_children](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-children)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_children.md)| -| 22 |[torch.nn.Module.named_modules](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.named_modules)|[paddle.nn.Layer.named_sublayers](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-sublayers-prefix-include-self-false-layers-set-none)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_modules.md)| -| 23 |[torch.nn.Module.named_parameters](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module+named_parameters#torch.nn.Module.named_parameters)|[paddle.nn.Layer.named_parameters](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#named-parameters-prefix-include-sublayers-true)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_parameters.md)| -| 24 |[torch.nn.Module.parameters](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.parameters)|[paddle.nn.Layer.parameters](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#parameters-include-sublayers-true)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.parameters.md)| -| 25 |[torch.nn.Module.register_buffer](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_buffer)|[paddle.nn.Layer.register_buffer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-buffer-name-tensor-persistable-true)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_buffer.md)| -| 26 |[torch.nn.Module.register_forward_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_hook)|[register_forward_post_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-post-hook-hook)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_hook.md)| -| 27 |[torch.nn.Module.register_forward_pre_hook](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_pre_hook)|[paddle.nn.Layer.register_forward_pre_hook](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#register-forward-pre-hook-hook)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_pre_hook.md)| -| 28 |[torch.nn.Module.register_module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_module)|[paddle.nn.Layer.add_sublayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#add-sublayer-name-sublayer)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_module.md)| -| 29 |[torch.nn.Module.register_parameter](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_parameter)|[paddle.nn.Layer.add_parameter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#add-parameter-name-parameter)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_parameter.md)| -| 30 |[torch.nn.Module.state_dict](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.state_dict)|[paddle.nn.Layer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#state-dict-destination-none-include-sublayers-true-use-hook-true)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.state_dict.md)| -| 31 |[torch.nn.Module.to](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.to)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.to.md)| -| 32 |[torch.nn.Module.train](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.train)|[paddle.nn.Layer.train](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#train)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.train.md)| -| 33 |[torch.nn.Module.type](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.type)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.type.md)| -| 34 |[torch.nn.Module.xpu](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.xpu)|[paddle.nn.Layer.to](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#to-device-none-dtype-none-blocking-none)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.xpu.md)| -| 35 |[torch.nn.Module.zero_grad](https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.zero_grad)|[paddle.nn.Layer.clear_gradients](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html#clear-gradients)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.zero_grad.md)| -| 36 |[torch.nn.Module](https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=torch+nn+module#torch.nn.Module)|[paddle.nn.Layer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/Layer_cn.html)| 仅 Paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| NOT-IMPLEMENTED-ITEM(`torch.nn.Module.to_empty`, https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.to_empty) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.Module.register_full_backward_pre_hook`, https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_pre_hook) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.Module.register_full_backward_hook`, https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_full_backward_hook) | +| NOT-IMPLEMENTED-ITEM(`torch.nn.Module.requires_grad_`, https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.requires_grad_) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.add_module`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.add_module.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.apply`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.apply.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.bfloat16`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.bfloat16.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.buffers`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.buffers.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.children`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.children.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.cpu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.cpu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.cuda`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.cuda.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.double`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.double.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.eval`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.eval.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.float`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.float.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.get_buffer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.get_buffer.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.get_parameter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.get_parameter.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.get_submodule`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.get_submodule.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.half`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.half.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.load_state_dict`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.load_state_dict.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.named_buffers`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_buffers.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.named_children`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_children.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.named_modules`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_modules.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.named_parameters`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.named_parameters.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.parameters`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.parameters.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.register_buffer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_buffer.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.register_forward_hook`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_hook.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.register_forward_pre_hook`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_forward_pre_hook.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.register_module`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_module.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.register_parameter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.register_parameter.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.state_dict`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.state_dict.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.to`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.to.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.train`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.train.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.type`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.type.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.xpu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.xpu.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module.zero_grad`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.zero_grad.md) | +| REFERENCE-MAPPING-ITEM(`torch.nn.Module`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.Module.md) | ***持续更新...*** @@ -1008,113 +1009,113 @@ ## torch.autograd.XX API 映射列表 梳理了`torch.autograd.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | - |--- | --- | --- | --- | -| 1 | [torch.autograd.profiler.profile.self_cpu_time_total](https://pytorch.org/docs/stable/generated/torch.autograd.profiler.profile.self_cpu_time_total.html#torch.autograd.profiler.profile.self_cpu_time_total) | | 功能缺失 | -| 2 | [torch.autograd.function.FunctionCtx.mark_dirty](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_dirty.html#torch.autograd.function.FunctionCtx.mark_dirty) | | 功能缺失 | -|3| [torch.autograd.backward](https://pytorch.org/docs/stable/generated/torch.autograd.backward.html#torch.autograd.backward) |[paddle.autograd.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/backward_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.backward.md)| -|4| [torch.autograd.Function.backward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.backward.html#torch.autograd.Function.backward) |[paddle.autograd.PyLayer.backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#backward-ctx-args-kwargs)|仅 Paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.backward.md)| -|5| [torch.autograd.Function.forward](https://pytorch.org/docs/stable/generated/torch.autograd.Function.forward.html#torch.autograd.Function.forward) |[paddle.autograd.PyLayer.forward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#forward-ctx-args-kwargs)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.forward.md)| -|6| [torch.autograd.function.FunctionCtx.mark_non_differentiable](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_non_differentiable.html#torch.autograd.function.FunctionCtx.mark_non_differentiable) |[paddle.autograd.PyLayerContext.mark_non_differentiable](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#mark-non-differentiable-self-tensors)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.mark_non_differentiable.md)| -|7| [torch.autograd.function.FunctionCtx.save_for_backward](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.save_for_backward.html#torch.autograd.function.FunctionCtx.save_for_backward) |[paddle.autograd.PyLayerContext.save_for_backward](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#save-for-backward-tensors)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.save_for_backward.md)| -|8| [torch.autograd.function.FunctionCtx.set_materialize_grads](https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.set_materialize_grads.html#torch.autograd.function.FunctionCtx.set_materialize_grads) |[paddle.autograd.PyLayerContext.set_materialize_grads](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayerContext_cn.html#set-materialize-grads-self-value)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.set_materialize_grads.md)| -|9| [torch.autograd.Function](https://pytorch.org/docs/stable/autograd.html#torch.autograd.Function) |[paddle.autograd.PyLayer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/PyLayer_cn.html#paddle.autograd.PyLayer)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.md)| -|10| [torch.autograd.functional.hessian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.hessian.html#torch.autograd.functional.hessian) |[paddle.incubate.autograd.Hessian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Hessian_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.hessian.md)| -|11| [torch.autograd.functional.jacobian](https://pytorch.org/docs/stable/generated/torch.autograd.functional.jacobian.html#torch.autograd.functional.jacobian) |[paddle.incubate.autograd.Jacobian](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/Jacobian_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.jacobian.md)| -|12| [torch.autograd.functional.jvp](https://pytorch.org/docs/stable/generated/torch.autograd.functional.jvp.html#torch.autograd.functional.jvp) |[paddle.incubate.autograd.jvp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/jvp_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.jvp.md)| -|13| [torch.autograd.functional.vjp](https://pytorch.org/docs/stable/generated/torch.autograd.functional.vjp.html#torch.autograd.functional.vjp) |[paddle.incubate.autograd.vjp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/incubate/autograd/vjp_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.vjp.md)| -|14| [torch.autograd.grad](https://pytorch.org/docs/stable/generated/torch.autograd.grad.html#torch.autograd.grad) |[paddle.grad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/grad_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.grad.md)| -|15| [torch.autograd.graph.saved_tensors_hooks](https://pytorch.org/docs/stable/autograd.html?highlight=saved_tensors_hooks#torch.autograd.graph.saved_tensors_hooks) |[paddle.autograd.saved_tensors_hooks](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/autograd/saved_tensors_hooks_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.graph.saved_tensors_hooks.md)| -|16| [torch.autograd.profiler.profile.export_chrome_trace](https://pytorch.org/docs/stable/generated/torch.autograd.profiler.profile.export_chrome_trace.html#torch.autograd.profiler.profile.export_chrome_trace) |[paddle.profiler.export_chrome_tracing](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/export_chrome_tracing_cn.html)|仅 paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.profiler.profile.export_chrome_trace.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| NOT-IMPLEMENTED-ITEM(`torch.autograd.profiler.profile.self_cpu_time_total`, https://pytorch.org/docs/stable/generated/torch.autograd.profiler.profile.self_cpu_time_total.html#torch.autograd.profiler.profile.self_cpu_time_total) | +| NOT-IMPLEMENTED-ITEM(`torch.autograd.function.FunctionCtx.mark_dirty`, https://pytorch.org/docs/stable/generated/torch.autograd.function.FunctionCtx.mark_dirty.html#torch.autograd.function.FunctionCtx.mark_dirty) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.backward`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.backward.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.Function.backward`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.backward.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.Function.forward`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.forward.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.function.FunctionCtx.mark_non_differentiable`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.mark_non_differentiable.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.function.FunctionCtx.save_for_backward`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.save_for_backward.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.function.FunctionCtx.set_materialize_grads`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.function.FunctionCtx.set_materialize_grads.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.Function`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.Function.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.functional.hessian`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.hessian.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.functional.jacobian`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.jacobian.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.functional.jvp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.jvp.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.functional.vjp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.functional.vjp.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.grad`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.grad.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.graph.saved_tensors_hooks`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.graph.saved_tensors_hooks.md) | +| REFERENCE-MAPPING-ITEM(`torch.autograd.profiler.profile.export_chrome_trace`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.autograd.profiler.profile.export_chrome_trace.md) | ***持续更新...*** ## torch.cuda.XX API 映射列表 梳理了`torch.cuda.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -|----| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.cuda.max_memory_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_allocated.html?highlight=max_memory_allocated#torch.cuda.max_memory_allocated) | [paddle.device.cuda.max_memory_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/max_memory_allocated_cn.html) | 功能一致，参数一致 | -| 2 | [torch.cuda.Event](https://pytorch.org/docs/stable/generated/torch.cuda.Event.html#torch.cuda.Event) | [paddle.device.cuda.Event](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/Event_cn.html#event) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.Event.md) | -| 3 | [torch.cuda.current_device](https://pytorch.org/docs/stable/generated/torch.cuda.current_device.html#torch.cuda.current_device) | [paddle.framework._current_expected_place]() | 功能一致，无参数 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.current_device.md) | -| 4 | [torch.cuda.current_stream](https://pytorch.org/docs/stable/generated/torch.cuda.current_stream.html#torch.cuda.current_stream) | [paddle.device.cuda.current_stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/current_stream_cn.html) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.current_stream.md) | -| 5 | [torch.cuda.device_count](https://pytorch.org/docs/stable/generated/torch.cuda.device_count.html#torch.cuda.device_count) | [paddle.device.cuda.device_count](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/device_count_cn.html) | 功能一致，无参数 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.device_count.md) | -| 6 | [torch.cuda.get_device_capability](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_capability.html#torch.cuda.get_device_capability) | [paddle.device.cuda.get_device_capability](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/get_device_capability_cn.html) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_capability.md) | -| 7 | [torch.cuda.get_device_properties](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_properties.html#torch.cuda.get_device_properties) | [paddle.device.cuda.get_device_properties](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/get_device_properties_cn.html) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_properties.md) | -| 8 | [torch.cuda.set_device](https://pytorch.org/docs/stable/generated/torch.cuda.set_device.html#torch.cuda.set_device) | [paddle.device.set_device](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/set_device_cn.html) | 功能一致，参数完全一致 ，[差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_device.md) | -| 9 | [torch.cuda.empty_cache](https://pytorch.org/docs/stable/generated/torch.cuda.empty_cache.html#torch.cuda.empty_cache) | [paddle.device.cuda.empty_cache](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/empty_cache_cn.html) | 功能一致, 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.empty_cache.md) | -| 10 | [torch.cuda.manual_seed](https://pytorch.org/docs/stable/generated/torch.cuda.manual_seed.html#torch.cuda.manual_seed) | [paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/seed_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.manual_seed.md) | -| 11 | [torch.cuda.max_memory_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_reserved.html#torch.cuda.max_memory_reserved) | [paddle.device.cuda.max_memory_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/max_memory_reserved_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.max_memory_reserved.md) | -| 12 | [torch.cuda.max_memory_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.max_memory_allocated.html#torch.cuda.max_memory_allocated) | [paddle.device.cuda.max_memory_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/max_memory_allocated_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.max_memory_allocated.md) | -| 13 | [torch.cuda.memory_reserved](https://pytorch.org/docs/stable/generated/torch.cuda.memory_reserved.html#torch.cuda.memory_reserved) | [paddle.device.cuda.memory_reserved](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/memory_reserved_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.memory_reserved.md) | -| 14 | [torch.cuda.memory_allocated](https://pytorch.org/docs/stable/generated/torch.cuda.memory_allocated.html#torch.cuda.memory_allocated) | [paddle.device.cuda.memory_allocated](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/memory_allocated_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.memory_allocated.md) | -| 15 | [torch.cuda.synchronize](https://pytorch.org/docs/stable/generated/torch.cuda.synchronize.html#torch.cuda.synchronize) | [paddle.device.cuda.synchronize](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/cuda/synchronize_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.synchronize.md) | -| 16 | [torch.cuda.memory_usage](https://pytorch.org/docs/stable/generated/torch.cuda.memory_usage.html#torch.cuda.memory_usage) | | 功能缺失 | -| 17 | [torch.cuda.mem_get_info](https://pytorch.org/docs/stable/generated/torch.cuda.mem_get_info.html#torch.cuda.mem_get_info) | | 功能缺失 | -| 18 | [torch.cuda.set_rng_state](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state.html#torch.cuda.set_rng_state) | | 功能缺失 | -| 19 | [torch.cuda.default_stream](https://pytorch.org/docs/stable/generated/torch.cuda.default_stream.html?highlight=torch+cuda+default_stream#torch.cuda.default_stream) | | 功能缺失 | -| 20 | [torch.cuda.get_arch_list](https://pytorch.org/docs/stable/generated/torch.cuda.get_arch_list.html?highlight=torch+cuda+get_arch_list#torch.cuda.get_arch_list) | | 功能缺失 | -| 21 | [torch.cuda.is_initialized](https://pytorch.org/docs/stable/generated/torch.cuda.is_initialized.html?highlight=torch+cuda+is_initialized#torch.cuda.is_initialized) | | 功能缺失 | -| 22 | [torch.cuda.StreamContext](https://pytorch.org/docs/stable/generated/torch.cuda.StreamContext.html#torch.cuda.StreamContext) | | 功能缺失 | -| 23 | [torch.cuda.is_current_stream_capturing](https://pytorch.org/docs/stable/generated/torch.cuda.is_current_stream_capturing.html#torch.cuda.is_current_stream_capturing) | | 功能缺失 | -| 24 |[torch.cuda.amp.autocast](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.autocast)|[paddle.amp.auto_cast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/auto_cast_cn.html)|paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.amp.autocast.md)| -| 25 |[torch.cuda.amp.GradScaler](https://pytorch.org/docs/stable/amp.html#torch.cuda.amp.GradScaler)|[paddle.amp.GradScaler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/amp/GradScaler_cn.html)|仅参数默认值不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.amp.GradScaler.md)| -| 26 |[torch.cuda.comm.broadcast](https://pytorch.org/docs/stable/generated/torch.cuda.comm.broadcast.html#torch.cuda.comm.broadcast)|[paddle.distributed.broadcast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/broadcast_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.comm.broadcast.md)| -| 27 |[torch.cuda.device](https://pytorch.org/docs/stable/generated/torch.cuda.device.html#torch.cuda.device)|[paddle.CUDAPlace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/CUDAPlace_cn.html)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.device.md)| -| 28 |[torch.cuda.DoubleTensor](https://pytorch.org/docs/stable/tensors.html)|[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.DoubleTensor.md)| -| 29 |[torch.cuda.get_device_name](https://pytorch.org/docs/stable/generated/torch.cuda.get_device_name.html)|[paddle.device.cuda.get_device_properties](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/get_device_properties_cn.html)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_name.md)| -| 30 |[torch.cuda.get_rng_state_all](https://pytorch.org/docs/stable/generated/torch.cuda.get_rng_state_all.html#torch.cuda.get_rng_state_all)|[paddle.get_rng_state]()|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_rng_state_all.md)| -| 31 |[torch.cuda.HalfTensor](https://pytorch.org/docs/stable/tensors.html)|[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.HalfTensor.md)| -| 32 |[torch.cuda.is_available](https://pytorch.org/docs/stable/generated/torch.cuda.is_available.html#torch-cuda-is-available)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_available.md)| -| 33 |[torch.cuda.manual_seed_all](https://pytorch.org/docs/2.0/generated/torch.cuda.manual_seed_all.html#torch.cuda.manual_seed_all)|[paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/seed_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.manual_seed_all.md)| -| 34 |[torch.cuda.nvtx.range_pop](https://pytorch.org/docs/stable/generated/torch.cuda.nvtx.range_pop.html#torch.cuda.nvtx.range_pop)|[paddle.fluid.core.nvprof_nvtx_pop](https://github.com/PaddlePaddle/Paddle/blob/f00a06d817b97bde23e013c2fb0cd1a6c9c1076b/paddle/fluid/pybind/pybind.cc#L2264)|无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.nvtx.range_pop.md)| -| 35 |[torch.cuda.nvtx.range_push](https://pytorch.org/docs/stable/generated/torch.cuda.nvtx.range_push.html?highlight=range_push#torch.cuda.nvtx.range_push)|[paddle.fluid.core.nvprof_nvtx_push](https://github.com/PaddlePaddle/Paddle/blob/f00a06d817b97bde23e013c2fb0cd1a6c9c1076b/paddle/fluid/pybind/pybind.cc#L2261)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.nvtx.range_push.md)| -| 36 |[torch.cuda.set_rng_state_all](https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state_all.html#torch.cuda.set_rng_state_all)|[paddle.set_rng_state]()|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_rng_state_all.md)| -| 37 |[torch.cuda.set_stream](https://pytorch.org/docs/stable/generated/torch.cuda.set_stream.html#torch.cuda.set_stream)|[paddle.device.set_stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/device/set_stream_cn.html#set-stream)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_stream.md)| -| 38 |[torch.cuda.ShortTensor](https://pytorch.org/docs/stable/tensors.html)|[paddle.to_tensor](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/to_tensor_cn.html#to-tensor)| 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.ShortTensor.md)| -| 39 |[torch.cuda.stream](https://pytorch.org/docs/stable/generated/torch.cuda.stream.html)|[paddle.device.cuda.stream_guard](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/stream_guard_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.stream.md)| -| 40 |[torch.cuda.Stream](https://pytorch.org/docs/stable/generated/torch.cuda.Stream.html#torch.cuda.Stream)|[paddle.device.cuda.Stream](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/cuda/Stream_cn.html)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.Stream__upper.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.cuda.max_memory_allocated`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.max_memory_allocated.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.Event`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.Event.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.current_device`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.current_device.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.current_stream`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.current_stream.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.device_count`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.device_count.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.get_device_capability`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_capability.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.get_device_properties`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_properties.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.set_device`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_device.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.empty_cache`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.empty_cache.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.manual_seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.manual_seed.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.max_memory_reserved`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.max_memory_reserved.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.max_memory_allocated`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.max_memory_allocated.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.memory_reserved`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.memory_reserved.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.memory_allocated`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.memory_allocated.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.synchronize`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.synchronize.md) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.memory_usage`, https://pytorch.org/docs/stable/generated/torch.cuda.memory_usage.html#torch.cuda.memory_usage) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.mem_get_info`, https://pytorch.org/docs/stable/generated/torch.cuda.mem_get_info.html#torch.cuda.mem_get_info) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.set_rng_state`, https://pytorch.org/docs/stable/generated/torch.cuda.set_rng_state.html#torch.cuda.set_rng_state) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.default_stream`, https://pytorch.org/docs/stable/generated/torch.cuda.default_stream.html?highlight=torch+cuda+default_stream#torch.cuda.default_stream) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.get_arch_list`, https://pytorch.org/docs/stable/generated/torch.cuda.get_arch_list.html?highlight=torch+cuda+get_arch_list#torch.cuda.get_arch_list) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.is_initialized`, https://pytorch.org/docs/stable/generated/torch.cuda.is_initialized.html?highlight=torch+cuda+is_initialized#torch.cuda.is_initialized) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.StreamContext`, https://pytorch.org/docs/stable/generated/torch.cuda.StreamContext.html#torch.cuda.StreamContext) | +| NOT-IMPLEMENTED-ITEM(`torch.cuda.is_current_stream_capturing`, https://pytorch.org/docs/stable/generated/torch.cuda.is_current_stream_capturing.html#torch.cuda.is_current_stream_capturing) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.amp.autocast`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.amp.autocast.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.amp.GradScaler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.amp.GradScaler.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.comm.broadcast`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.comm.broadcast.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.device`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.device.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.DoubleTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.DoubleTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.get_device_name`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_device_name.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.get_rng_state_all`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.get_rng_state_all.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.HalfTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.HalfTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.is_available`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.is_available.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.manual_seed_all`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.manual_seed_all.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.nvtx.range_pop`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.nvtx.range_pop.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.nvtx.range_push`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.nvtx.range_push.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.set_rng_state_all`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_rng_state_all.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.set_stream`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.set_stream.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.ShortTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.ShortTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.stream`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.stream.md) | +| REFERENCE-MAPPING-ITEM(`torch.cuda.Stream`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/cuda/torch.cuda.Stream__upper.md) | ***持续更新...*** ## torch.distributed.XX API 映射列表 梳理了`torch.distributed.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.distributed.init_process_group](https://pytorch.org/docs/stable/distributed.html?highlight=init_process#torch.distributed.init_process_group) | [paddle.distributed.init_parallel_env](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/init_parallel_env_cn.html) | 功能一致，torch 参数更多 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.init_process_group.md) | -| 2 | [torch.distributed.barrier](https://pytorch.org/docs/stable/distributed.html?highlight=barrier#torch.distributed.barrier) | [paddle.distributed.barrier](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/barrier_cn.html) | 功能一致，torch 参数更多 [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.barrier.md) | -| 3 | [torch.distributed.ReduceOp](https://pytorch.org/docs/stable/distributed.html?highlight=torch+distributed+reduceop#torch.distributed.ReduceOp) | [paddle.distributed.ReduceOp](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/ReduceOp_cn.html) | 功能一致，无参数， [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.barrier.md) | -| 4 | [torch.distributed.rpc.WorkerInfo](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.WorkerInfo) | | 功能缺失 | -| 5 | [torch.distributed.rpc.functions.async_execution](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.functions.async_execution) | | 功能缺失 | -| 6 | [torch.distributed.broadcast_multigpu](https://pytorch.org/docs/stable/distributed.html#torch.distributed.broadcast_multigpu) | | 功能缺失 | -| 7 | [torch.distributed.all_reduce_multigpu](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_reduce_multigpu) | | 功能缺失 | -| 8 | [torch.distributed.reduce_multigpu](https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_multigpu) | | 功能缺失 | -| 9 | [torch.distributed.all_gather_multigpu](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_gather_multigpu) | | 功能缺失 | -| 10 | [torch.distributed.reduce_scatter_multigpu](https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter_multigpu) | | 功能缺失 | -| 11 | [torch.distributions.constraints.Constraint](https://pytorch.org/docs/stable/distributions.html#torch.distributions.constraints.Constraint) | | 功能缺失 | -| 12 | [torch.distributions.constraint_registry.ConstraintRegistry](https://pytorch.org/docs/stable/distributions.html#torch.distributions.constraint_registry.ConstraintRegistry) | | 功能缺失 | -|13|[torch.distributed.all_gather](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_gather)|[paddle.distributed.all_gather](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/all_gather_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_gather.md)| -|14|[torch.distributed.all_gather_object](https://pytorch.org/docs/stable/distributed.html?highlight=all_gather_object#torch.distributed.all_gather_object)|[paddle.distributed.all_gather_object](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/all_gather_object_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_gather_object.md)| -|15|[torch.distributed.all_reduce](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_reduce)|[paddle.distributed.all_reduce](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/all_reduce_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_reduce.md)| -|16|[torch.distributed.all_to_all](https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_to_all)|[paddle.distributed.alltoall](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/alltoall_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_to_all.md)| -|17|[torch.distributed.broadcast](https://pytorch.org/docs/stable/distributed.html#torch.distributed.broadcast)|[paddle.distributed.broadcast](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/broadcast_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.broadcast.md)| -|18|[torch.distributed.broadcast_object_list](https://pytorch.org/docs/stable/distributed.html?highlight=broadcast_object_list#torch.distributed.broadcast_object_list)|[paddle.distributed.broadcast_object_list](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/broadcast_object_list_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.broadcast_object_list.md)| -|19|[torch.distributed.get_rank](https://pytorch.org/docs/stable/distributed.html#torch.distributed.get_rank)|[paddle.distributed.get_rank](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/get_rank_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.get_rank.md)| -|20|[torch.distributed.get_world_size](https://pytorch.org/docs/stable/distributed.html#torch.distributed.get_world_size)|[paddle.distributed.get_world_size](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/get_world_size_cn.html)|参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.get_world_size.md)| -|21|[torch.distributed.irecv](https://pytorch.org/docs/stable/distributed.html?highlight=send#torch.distributed.irecv)|[paddle.distributed.irecv](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/irecv_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.irecv.md)| -|22|[torch.distributed.isend](https://pytorch.org/docs/stable/distributed.html#torch.distributed.isend)|[paddle.distributed.isend](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distributed/isend_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.isend.md)| -|23|[torch.distributed.new_group](https://pytorch.org/docs/stable/distributed.html#torch.distributed.new_group)|[paddle.distributed.new_group](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/new_group_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.new_group.md)| -|24|[torch.distributed.recv](https://pytorch.org/docs/stable/distributed.html#torch.distributed.recv)|[paddle.distributed.recv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/recv_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.recv.md)| -|25|[torch.distributed.reduce](https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce)|[paddle.distributed.reduce](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_cn.html)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.reduce.md)| -|26|[torch.distributed.reduce_scatter](https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter)|[paddle.distributed.reduce_scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/reduce_scatter_cn.html#reduce-scatter)|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.reduce_scatter.md)| -|27|[torch.distributed.rpc.get_worker_info](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.get_worker_info)|[paddle.distributed.rpc.get_worker_info](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/get_worker_info_cn.html#cn-api-distributed-rpc-get-worker-info)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.get_worker_info.md)| -|28|[torch.distributed.rpc.rpc_async](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.rpc_async)|[paddle.distributed.rpc.rpc_async](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/rpc_async_cn.html#rpc-async)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.rpc_async.md)| -|29|[torch.distributed.rpc.rpc_sync](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.rpc_sync)|[paddle.distributed.rpc.rpc_sync](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/rpc_sync_cn.html)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.rpc_sync.md)| -|30|[torch.distributed.rpc.shutdown](https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.shutdown)|[paddle.distributed.rpc.shutdown](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/rpc/shutdown_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.shutdown.md)| -|31|[torch.distributed.scatter](https://pytorch.org/docs/stable/distributed.html#torch.distributed.scatter)|[paddle.distributed.scatter](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/scatter_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.scatter.md)| -|32|[torch.distributed.scatter_object_list](https://pytorch.org/docs/stable/distributed.html#torch.distributed.scatter_object_list)|[paddle.distributed.scatter_object_list](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/scatter_object_list_cn.html#scatter-object-list)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.scatter_object_list.md)| -|33|[torch.distributed.send](https://pytorch.org/docs/stable/distributed.html#torch.distributed.send)|[paddle.distributed.send](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/send_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.send.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.distributed.init_process_group`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.init_process_group.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.barrier`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.barrier.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.ReduceOp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.barrier.md) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.rpc.WorkerInfo`, https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.WorkerInfo) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.rpc.functions.async_execution`, https://pytorch.org/docs/stable/rpc.html#torch.distributed.rpc.functions.async_execution) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.broadcast_multigpu`, https://pytorch.org/docs/stable/distributed.html#torch.distributed.broadcast_multigpu) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.all_reduce_multigpu`, https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_reduce_multigpu) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.reduce_multigpu`, https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_multigpu) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.all_gather_multigpu`, https://pytorch.org/docs/stable/distributed.html#torch.distributed.all_gather_multigpu) | +| NOT-IMPLEMENTED-ITEM(`torch.distributed.reduce_scatter_multigpu`, https://pytorch.org/docs/stable/distributed.html#torch.distributed.reduce_scatter_multigpu) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.constraints.Constraint`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.constraints.Constraint) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.constraint_registry.ConstraintRegistry`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.constraint_registry.ConstraintRegistry) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.all_gather`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_gather.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.all_gather_object`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_gather_object.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.all_reduce`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_reduce.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.all_to_all`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.all_to_all.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.broadcast`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.broadcast.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.broadcast_object_list`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.broadcast_object_list.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.get_rank`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.get_rank.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.get_world_size`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.get_world_size.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.irecv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.irecv.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.isend`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.isend.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.new_group`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.new_group.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.recv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.recv.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.reduce`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.reduce.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.reduce_scatter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.reduce_scatter.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.rpc.get_worker_info`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.get_worker_info.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.rpc.rpc_async`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.rpc_async.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.rpc.rpc_sync`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.rpc_sync.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.rpc.shutdown`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.rpc.shutdown.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.scatter`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.scatter.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.scatter_object_list`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.scatter_object_list.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributed.send`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributed/torch.distributed.send.md) | ***持续更新...*** @@ -1122,40 +1123,40 @@ ## torch.distributions.XX API 映射列表 梳理了`torch.distributions.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -|----| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.distributions.kl.kl_divergence](https://pytorch.org/docs/stable/distributions.html?highlight=torch+distributions+kl+kl_divergence#torch.distributions.kl.kl_divergence) | [paddle.distribution.kl_divergence](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/kl_divergence_cn.html) | 功能一致，参数一致， [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.kl.kl_divergence.md) | -| 2 | [torch.distributions.kl.register_kl](https://pytorch.org/docs/stable/distributions.html?highlight=register_kl#torch.distributions.kl.register_kl) | [paddle.distribution.register_kl](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/distribution/register_kl_cn.html) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.kl.register_kl.md) | -| 3 | [torch.distributions.binomial.Binomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial) | | 功能缺失 | -| 4 | [torch.distributions.continuous_bernoulli.ContinuousBernoulli](https://pytorch.org/docs/stable/distributions.html#torch.distributions.continuous_bernoulli.ContinuousBernoulli) | | 功能缺失 | -| 5 | [torch.distributions.exponential.Exponential](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exponential.Exponential) | | 功能缺失 | -| 6 | [torch.distributions.one_hot_categorical.OneHotCategorical](https://pytorch.org/docs/stable/distributions.html#torch.distributions.one_hot_categorical.OneHotCategorical) | | 功能缺失 | -| 7 | [torch.distributions.transforms.CumulativeDistributionTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.CumulativeDistributionTransform) | | 功能缺失 | -| 8 | [torch.distributions.transforms.SoftplusTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SoftplusTransform) | | 功能缺失 | -| 9 |[torch.distributions.bernoulli.Bernoulli](https://pytorch.org/docs/stable/distributions.html#torch.distributions.bernoulli.Bernoulli)|[paddle.distribution.Bernoulli](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Bernoulli_cn.html#bernoulli)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.bernoulli.Bernoulli.md)| -| 10 |[torch.distributions.beta.Beta](https://pytorch.org/docs/stable/distributions.html#torch.distributions.beta.Beta)|[paddle.distribution.Beta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Beta_cn.html#beta)|torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.beta.Beta.md)| -| 11 |[torch.distributions.categorical.Categorical](https://pytorch.org/docs/stable/distributions.html#torch.distributions.categorical.Categorical)|[paddle.distribution.Categorical](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Categorical_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.categorical.Categorical.md)| -| 12 |[torch.distributions.cauchy.Cauchy](https://pytorch.org/docs/stable/distributions.html#torch.distributions.cauchy.Cauchy)|[paddle.distribution.Cauchy](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Cauchy_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.cauchy.Cauchy.md)| -| 13 |[torch.distributions.dirichlet.Dirichlet](https://pytorch.org/docs/stable/distributions.html#torch.distributions.dirichlet.Dirichlet)|[paddle.distribution.Dirichlet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Dirichlet_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.dirichlet.Dirichlet.md)| -| 14 |[torch.distributions.distribution.Distribution](https://pytorch.org/docs/stable/distributions.html#torch.distributions.distribution.Distribution)|[paddle.distribution.Distribution](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Distribution_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.distribution.Distribution.md)| -| 15 |[torch.distributions.exp_family.ExponentialFamily](https://pytorch.org/docs/stable/distributions.html#torch.distributions.exp_family.ExponentialFamily)|[paddle.distribution.ExponentialFamily](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ExponentialFamily_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.exp_family.ExponentialFamily.md)| -| 16 |[torch.distributions.geometric.Geometric](https://pytorch.org/docs/stable/distributions.html#torch.distributions.geometric.Geometric)|[paddle.distribution.Geometric](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Geometric_cn.html#geometric)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.geometric.Geometric.md)| -| 17 |[torch.distributions.gumbel.Gumbel](https://pytorch.org/docs/stable/distributions.html#torch.distributions.gumbel.Gumbel)|[paddle.distribution.Gumbel](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Gumbel_cn.html#gumbel)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.gumbel.Gumbel.md)| -| 18 |[torch.distributions.independent.Independent](https://pytorch.org/docs/stable/distributions.html#torch.distributions.independent.Independent)|[paddle.distribution.Independent](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Independent_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.independent.Independent.md)| -| 19 |[torch.distributions.laplace.Laplace](https://pytorch.org/docs/stable/distributions.html#torch.distributions.laplace.Laplace)|[paddle.distribution.Laplace](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Laplace_cn.html#laplace)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.laplace.Laplace.md)| -| 20 |[torch.distributions.log_normal.LogNormal](https://pytorch.org/docs/stable/distributions.html#torch.distributions.log_normal.LogNormal)|[paddle.distribution.Normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Normal_cn.html#normal)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.log_normal.LogNormal.md)| -| 21 |[torch.distributions.multinomial.Multinomial](https://pytorch.org/docs/stable/distributions.html#torch.distributions.multinomial.Multinomial)|[paddle.distribution.Multinomial](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Multinomial_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.multinomial.Multinomial.md)| -| 22 |[torch.distributions.normal.Normal](https://pytorch.org/docs/stable/distributions.html#torch.distributions.normal.Normal)|[paddle.distribution.Normal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Normal_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.normal.Normal.md)| -| 23 |[torch.distributions.transformed_distribution.TransformedDistribution](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transformed_distribution.TransformedDistribution)|[paddle.distribution.TransformedDistribution](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/TransformedDistribution_cn.html#transformeddistribution)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transformed_distribution.TransformedDistribution.md)| -| 24 |[torch.distributions.transforms.ComposeTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.ComposeTransform)|[paddle.distribution.ChainTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ChainTransform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.ComposeTransform.md)| -| 25 |[torch.distributions.transforms.IndependentTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.IndependentTransform)|[paddle.distribution.IndependentTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/IndependentTransform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.IndependentTransform.md)| -| 26 |[torch.distributions.transforms.ReshapeTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.ReshapeTransform)|[paddle.distribution.ReshapeTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/ReshapeTransform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.ReshapeTransform.md)| -| 27 |[torch.distributions.transforms.SoftmaxTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SoftmaxTransform)|[paddle.distribution.SoftmaxTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/SoftmaxTransform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.SoftmaxTransform.md)| -| 28 |[torch.distributions.transforms.StackTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.StackTransform)|[paddle.distribution.StackTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/StackTransform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.StackTransform.md)| -| 29 |[torch.distributions.transforms.StickBreakingTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.StickBreakingTransform)|[paddle.distribution.StickBreakingTransform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/StickBreakingTransform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.StickBreakingTransform.md)| -| 30 |[torch.distributions.transforms.Transform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.Transform)|[paddle.distribution.Transform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Transform_cn.html#transform)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.Transform.md)| -| 31 |[torch.distributions.uniform.Uniform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.uniform.Uniform)|[paddle.distribution.Uniform](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distribution/Uniform_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.uniform.Uniform.md)| -| 32 | [torch.distributions.transforms.CatTransform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.CatTransform) | | 功能缺失 | +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.distributions.kl.kl_divergence`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.kl.kl_divergence.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.kl.register_kl`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.kl.register_kl.md) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.binomial.Binomial`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.continuous_bernoulli.ContinuousBernoulli`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.continuous_bernoulli.ContinuousBernoulli) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.exponential.Exponential`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.exponential.Exponential) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.one_hot_categorical.OneHotCategorical`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.one_hot_categorical.OneHotCategorical) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.transforms.CumulativeDistributionTransform`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.CumulativeDistributionTransform) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.transforms.SoftplusTransform`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.SoftplusTransform) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.bernoulli.Bernoulli`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.bernoulli.Bernoulli.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.beta.Beta`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.beta.Beta.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.categorical.Categorical`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.categorical.Categorical.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.cauchy.Cauchy`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.cauchy.Cauchy.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.dirichlet.Dirichlet`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.dirichlet.Dirichlet.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.distribution.Distribution`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.distribution.Distribution.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.exp_family.ExponentialFamily`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.exp_family.ExponentialFamily.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.geometric.Geometric`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.geometric.Geometric.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.gumbel.Gumbel`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.gumbel.Gumbel.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.independent.Independent`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.independent.Independent.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.laplace.Laplace`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.laplace.Laplace.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.log_normal.LogNormal`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.log_normal.LogNormal.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.multinomial.Multinomial`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.multinomial.Multinomial.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.normal.Normal`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.normal.Normal.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transformed_distribution.TransformedDistribution`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transformed_distribution.TransformedDistribution.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.ComposeTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.ComposeTransform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.IndependentTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.IndependentTransform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.ReshapeTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.ReshapeTransform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.SoftmaxTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.SoftmaxTransform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.StackTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.StackTransform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.StickBreakingTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.StickBreakingTransform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.Transform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.Transform.md) | +| REFERENCE-MAPPING-ITEM(`torch.distributions.uniform.Uniform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.uniform.Uniform.md) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.transforms.CatTransform`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.CatTransform) | ***持续更新...*** @@ -1163,29 +1164,29 @@ ## torch.fft.XX API 映射列表 梳理了`torch.fft.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -|----| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.fft.fftshift](https://pytorch.org/docs/stable/generated/torch.fft.fftshift.html#torch.fft.fftshift) | [paddle.fft.fftshift](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fft/fftshift_cn.html) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fftshift.md) | -| 2 | [torch.fft.ifftshift](https://pytorch.org/docs/stable/generated/torch.fft.ifftshift.html#torch.fft.ifftshift) | [paddle.fft.ifftshift](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fft/ifftshift_cn.html) | 功能一致，仅参数名不一致， [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifftshift.md) | -| 3 | [torch.fft.hfft2](https://pytorch.org/docs/stable/generated/torch.fft.hfft2.html?highlight=torch+fft+hfft2#torch.fft.hfft2) | [paddle.fft.hfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fft/hfft2_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.hfft2.md) | -| 4 | [torch.fft.hfftn](https://pytorch.org/docs/stable/generated/torch.fft.hfftn.html?highlight=torch+fft+hfftn#torch.fft.hfftn) | [paddle.fft.hfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fft/hfftn_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.hfftn.md) | -| 5 | [torch.fft.ihfft2](https://pytorch.org/docs/stable/generated/torch.fft.ihfft2.html?highlight=torch+fft+ihfft2#torch.fft.ihfft2) | [paddle.fft.ihfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fft/ihfft2_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ihfft2.md) | -| 6 | [torch.fft.ihfftn](https://pytorch.org/docs/stable/generated/torch.fft.ihfftn.html?highlight=torch+fft+ihfftn#torch.fft.ihfftn) | [paddle.fft.ihfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fft/ihfftn_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ihfftn.md) | -| 7 |[torch.fft.fft](https://pytorch.org/docs/stable/generated/torch.fft.fft.html?highlight=fft#torch.fft.fft)|[paddle.fft.fft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fft_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fft.md)| -| 8 |[torch.fft.fft2](https://pytorch.org/docs/stable/generated/torch.fft.fft2.html?highlight=fft2#torch.fft.fft2)|[paddle.fft.fft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fft2_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fft2.md)| -| 9 |[torch.fft.fftfreq](https://pytorch.org/docs/stable/generated/torch.fft.fftfreq.html?highlight=fftfreq#torch.fft.fftfreq)|[paddle.fft.fftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftfreq_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fftfreq.md)| -| 10 |[torch.fft.fftn](https://pytorch.org/docs/stable/generated/torch.fft.fftn.html?highlight=fftn#torch.fft.fftn)|[paddle.fft.fftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/fftn_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fftn.md)| -| 11 |[torch.fft.hfft](https://pytorch.org/docs/stable/generated/torch.fft.hfft.html?highlight=hfft#torch.fft.hfft)|[paddle.fft.hfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/hfft_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.hfft.md)| -| 12 |[torch.fft.ifft](https://pytorch.org/docs/stable/generated/torch.fft.ifft.html?highlight=ifft#torch.fft.ifft)|[paddle.fft.ifft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifft_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifft.md)| -| 13 |[torch.fft.ifft2](https://pytorch.org/docs/stable/generated/torch.fft.ifft2.html?highlight=ifft2#torch.fft.ifft2)|[paddle.fft.ifft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifft2_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifft2.md)| -| 14 |[torch.fft.ifftn](https://pytorch.org/docs/stable/generated/torch.fft.ifftn.html?highlight=ifftn#torch.fft.ifftn)|[paddle.fft.ifftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ifftn_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifftn.md)| -| 15 |[torch.fft.ihfft](https://pytorch.org/docs/stable/generated/torch.fft.ihfft.html?highlight=ihfft#torch.fft.ihfft)|[paddle.fft.ihfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/ihfft_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ihfft.md)| -| 16 |[torch.fft.irfft](https://pytorch.org/docs/stable/generated/torch.fft.irfft.html#torch-fft-irfft)|[paddle.fft.irfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfft_cn.html#irfft)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.irfft.md)| -| 17 |[torch.fft.irfft2](https://pytorch.org/docs/stable/generated/torch.fft.irfft2.html#torch-fft-irfft2)|[paddle.fft.irfft2](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfft2_cn.html#irfft2)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.irfft2.md)| -| 18 |[torch.fft.irfftn](https://pytorch.org/docs/stable/generated/torch.fft.irfftn.html?highlight=irfftn#torch.fft.irfftn)|[paddle.fft.irfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/irfftn_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.irfftn.md)| -| 19 |[torch.fft.rfft](https://pytorch.org/docs/stable/generated/torch.fft.rfft.html#torch-fft-rfft)|[paddle.fft.rfft](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfft_cn.html#rfft)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfft.md)| -| 20 |[torch.fft.rfftfreq](https://pytorch.org/docs/stable/generated/torch.fft.rfftfreq.html?highlight=rfftfreq#torch.fft.rfftfreq)|[paddle.fft.rfftfreq](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfftfreq_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfftfreq.md)| -| 21 |[torch.fft.rfftn](https://pytorch.org/docs/stable/generated/torch.fft.rfftn.html#torch-fft-rfftn)|[paddle.fft.rfftn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/fft/rfftn_cn.html#rfftn)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfftn.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.fft.fftshift`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fftshift.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ifftshift`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifftshift.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.hfft2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.hfft2.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.hfftn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.hfftn.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ihfft2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ihfft2.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ihfftn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ihfftn.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.fft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fft.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.fft2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fft2.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.fftfreq`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fftfreq.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.fftn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.fftn.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.hfft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.hfft.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ifft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifft.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ifft2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifft2.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ifftn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ifftn.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.ihfft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.ihfft.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.irfft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.irfft.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.irfft2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.irfft2.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.irfftn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.irfftn.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.rfft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfft.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.rfftfreq`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfftfreq.md) | +| REFERENCE-MAPPING-ITEM(`torch.fft.rfftn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfftn.md) | ***持续更新...*** @@ -1193,14 +1194,14 @@ ## torch.hub.XX API 映射列表 梳理了`torch.hub.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.hub.get_dir](https://pytorch.org/docs/stable/hub.html?highlight=torch+hub+get_dir#torch.hub.get_dir) | | 功能缺失 | -| 2 | [torch.hub.set_dir](https://pytorch.org/docs/stable/hub.html?highlight=torch+hub+get_dir#torch.hub.set_dir) | | 功能缺失 | -|3|[torch.hub.download_url_to_file](https://pytorch.org/docs/stable/hub.html?highlight=download#torch.hub.download_url_to_file)|[paddle.hub.download_url_to_file](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/utils/download/get_weights_path_from_url_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.download_url_to_file.md)| -|4|[torch.hub.help](https://pytorch.org/docs/stable/hub.html?highlight=hub+help#torch.hub.help)|[paddle.hub.help](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/help_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.help.md)| -|5|[torch.hub.list](https://pytorch.org/docs/stable/hub.html?highlight=hub+list#torch.hub.list)|[paddle.hub.list](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/list_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.list.md)| -|6|[torch.hub.load](https://pytorch.org/docs/stable/hub.html?highlight=hub+load#torch.hub.load)|[paddle.hub.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/hub/load_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.load.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| NOT-IMPLEMENTED-ITEM(`torch.hub.get_dir`, https://pytorch.org/docs/stable/hub.html?highlight=torch+hub+get_dir#torch.hub.get_dir) | +| NOT-IMPLEMENTED-ITEM(`torch.hub.set_dir`, https://pytorch.org/docs/stable/hub.html?highlight=torch+hub+get_dir#torch.hub.set_dir) | +| REFERENCE-MAPPING-ITEM(`torch.hub.download_url_to_file`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.download_url_to_file.md) | +| REFERENCE-MAPPING-ITEM(`torch.hub.help`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.help.md) | +| REFERENCE-MAPPING-ITEM(`torch.hub.list`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.list.md) | +| REFERENCE-MAPPING-ITEM(`torch.hub.load`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/hub/torch.hub.load.md) | ***持续更新...*** @@ -1208,178 +1209,178 @@ ## torch.linalg.XX API 映射列表 梳理了`torch.linalg.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.linalg.svd](https://pytorch.org/docs/stable/generated/torch.linalg.svd.html?highlight=svd#torch.linalg.svd) | [paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/svd_cn.html) | 功能一致, 仅参数默认值不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svd.md) | -| 2 | [torch.linalg.matrix_power](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_power.html?highlight=torch+linalg+matrix_power#torch.linalg.matrix_power) | [paddle.linalg.matrix_power](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/matrix_power_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_power.md) | -| 3 | [torch.linalg.cholesky](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky.html?highlight=linalg+cholesky#torch.linalg.cholesky) | [paddle.linalg.cholesky](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/cholesky_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.cholesky.md) | -| 4 | [torch.linalg.matrix_rank](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_rank.html?highlight=matrix_rank#torch.linalg.matrix_rank) | [paddle.linalg.matrix_rank](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/matrix_rank_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_rank.md) | -| 5 | [torch.linalg.cross](https://pytorch.org/docs/stable/generated/torch.linalg.cross.html?highlight=torch+linalg+cross#torch.linalg.cross) | [paddle.cross](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/cross_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.cross.md) | -| 6 | [torch.linalg.lu](https://pytorch.org/docs/stable/generated/torch.linalg.lu.html?highlight=torch+linalg+lu#torch.linalg.lu) | [paddle.linalg.lu](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/lu_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.lu.md) | -| 7 | [torch.linalg.solve_triangular](https://pytorch.org/docs/stable/generated/torch.linalg.solve_triangular.html?highlight=torch+linalg+solve_triangular#torch.linalg.solve_triangular) | [paddle.linalg.triangular_solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/triangular_solve_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.solve_triangular.md) | -| 8 | [torch.linalg.eigvals](https://pytorch.org/docs/stable/generated/torch.linalg.eigvals.html?highlight=torch+linalg+eigvals#torch.linalg.eigvals) | [paddle.linalg.eigvals](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/eigvals_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eigvals.md) | -| 9 | [torch.linalg.eig](https://pytorch.org/docs/stable/generated/torch.linalg.eig.html?highlight=torch+linalg+eig#torch.linalg.eig) | [paddle.linalg.eig](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/eig_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eig.md) | -| 10 | [torch.linalg.multi_dot](https://pytorch.org/docs/stable/generated/torch.linalg.multi_dot.html?highlight=torch+linalg+multi_dot#torch.linalg.multi_dot) | [paddle.linalg.multi_dot](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/multi_dot_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.multi_dot.md) | -| 11 | [torch.linalg.matrix_exp](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_exp.html#torch.linalg.matrix_exp) | | 功能缺失 | -| 12 | [torch.linalg.matrix_norm](https://pytorch.org/docs/stable/generated/torch.linalg.matrix_norm.html#torch.linalg.matrix_norm) | | 功能缺失 | -| 13 | [torch.linalg.vector_norm](https://pytorch.org/docs/stable/generated/torch.linalg.vector_norm.html#torch.linalg.vector_norm) | | 功能缺失 | -| 14 | [torch.linalg.cholesky_ex](https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html#torch.linalg.cholesky_ex) | | 功能缺失 | -| 15 | [torch.linalg.inv_ex](https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html#torch.linalg.inv_ex) | | 功能缺失 | -|16|[torch.linalg.cond](https://pytorch.org/docs/stable/generated/torch.linalg.cond.html#torch.linalg.cond)|[paddle.linalg.cond](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/linalg/cond_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.cond.md)| -|17|[torch.linalg.det](https://pytorch.org/docs/stable/generated/torch.linalg.det.html#torch.linalg.det)|[paddle.linalg.det](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/det_cn.html#det)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.det.md)| -|18|[torch.linalg.diagonal](https://pytorch.org/docs/stable/generated/torch.linalg.diagonal.html#torch.linalg.diagonal)|[paddle.diagonal](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/diagonal_cn.html#diagonal)| 仅参数默认值不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.diagonal.md)| -|19|[torch.linalg.eigh](https://pytorch.org/docs/stable/generated/torch.linalg.eigh.html#torch.linalg.eigh)|[paddle.linalg.eigh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigh_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eigh.md)| -|20|[torch.linalg.eigvalsh](https://pytorch.org/docs/stable/generated/torch.linalg.eigvalsh.html#torch.linalg.eigvalsh)|[paddle.linalg.eigvalsh](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/eigvalsh_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eigvalsh.md)| -|21|[torch.linalg.inv](https://pytorch.org/docs/stable/generated/torch.linalg.inv.html#torch.linalg.inv)|[paddle.linalg.inv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/inv_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.inv.md)| -|22|[torch.linalg.matmul](https://pytorch.org/docs/stable/generated/torch.linalg.matmul.html#torch.linalg.matmul)|[paddle.matmul](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/matmul_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matmul.md)| -|23|[torch.linalg.norm](https://pytorch.org/docs/stable/generated/torch.linalg.norm.html#torch.linalg.norm)|[paddle.linalg.norm](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/norm_cn.html#norm)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.norm.md)| -|24|[torch.linalg.pinv](https://pytorch.org/docs/stable/generated/torch.linalg.pinv.html#torch.linalg.pinv)|[paddle.linalg.pinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/pinv_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.pinv.md)| -|25|[torch.linalg.qr](https://pytorch.org/docs/stable/generated/torch.linalg.qr.html#torch.linalg.qr)|[paddle.linalg.qr](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/qr_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.qr.md)| -|26|[torch.linalg.slogdet](https://pytorch.org/docs/stable/generated/torch.linalg.slogdet.html#torch.linalg.slogdet)|[paddle.linalg.slogdet](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/slogdet_cn.html#slogdet)| 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.slogdet.md)| -|27|[torch.linalg.solve](https://pytorch.org/docs/stable/generated/torch.linalg.solve.html#torch.linalg.solve)|[paddle.linalg.solve](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/solve_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.solve.md)| -|28|[torch.linalg.svdvals](https://pytorch.org/docs/stable/generated/torch.linalg.svdvals.html#torch.linalg.svdvals)|[paddle.linalg.svd](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/linalg/svd_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md)| -|29|[torch.linalg.vander](https://pytorch.org/docs/stable/generated/torch.linalg.vander.html#torch.linalg.vander)|[paddle.vander](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/vander_cn.html)|仅 Paddle 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.vander.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.linalg.svd`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svd.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.matrix_power`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_power.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.cholesky`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.cholesky.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.matrix_rank`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_rank.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.cross`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.cross.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.lu`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.lu.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.solve_triangular`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.solve_triangular.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.eigvals`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eigvals.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.eig`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eig.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.multi_dot`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.multi_dot.md) | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.matrix_exp`, https://pytorch.org/docs/stable/generated/torch.linalg.matrix_exp.html#torch.linalg.matrix_exp) | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.matrix_norm`, https://pytorch.org/docs/stable/generated/torch.linalg.matrix_norm.html#torch.linalg.matrix_norm) | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.vector_norm`, https://pytorch.org/docs/stable/generated/torch.linalg.vector_norm.html#torch.linalg.vector_norm) | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.cholesky_ex`, https://pytorch.org/docs/stable/generated/torch.linalg.cholesky_ex.html#torch.linalg.cholesky_ex) | +| NOT-IMPLEMENTED-ITEM(`torch.linalg.inv_ex`, https://pytorch.org/docs/stable/generated/torch.linalg.inv_ex.html#torch.linalg.inv_ex) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.cond`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.cond.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.det`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.det.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.diagonal`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.diagonal.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.eigh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eigh.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.eigvalsh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.eigvalsh.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.inv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.inv.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.matmul`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matmul.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.norm.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.pinv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.pinv.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.qr`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.qr.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.slogdet`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.slogdet.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.solve`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.solve.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.svdvals`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.svdvals.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.vander`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.vander.md) | ***持续更新...*** ## torch.onnx.XX API 映射列表 梳理了`torch.onnx.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.onnx.enable_log](https://pytorch.org/docs/stable/onnx.html#torch.onnx.enable_log) | | 功能缺失 | -| 2 | [torch.onnx.disable_log](https://pytorch.org/docs/stable/onnx.html#torch.onnx.disable_log) | | 功能缺失 | -|3| [torch.onnx.export](https://pytorch.org/docs/stable/onnx.html#torch.onnx.export) |[paddle.onnx.export](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/onnx/export_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.onnx.export.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| NOT-IMPLEMENTED-ITEM(`torch.onnx.enable_log`, https://pytorch.org/docs/stable/onnx.html#torch.onnx.enable_log) | +| NOT-IMPLEMENTED-ITEM(`torch.onnx.disable_log`, https://pytorch.org/docs/stable/onnx.html#torch.onnx.disable_log) | +| REFERENCE-MAPPING-ITEM(`torch.onnx.export`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.onnx.export.md) | ***持续更新...*** ## torch.optim.XX API 映射列表 梳理了`torch.optim.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.optim.lr_scheduler.LinearLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.LinearLR.html#torch.optim.lr_scheduler.LinearLR) | | 功能缺失 | -|2|[torch.optim.Adadelta](https://pytorch.org/docs/stable/generated/torch.optim.Adadelta.html)|[paddle.optimizer.Adadelta](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adadelta_cn.html#cn-api-paddle-optimizer-adadelta)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adadelta.md)| -|3|[torch.optim.Adagrad](https://pytorch.org/docs/stable/generated/torch.optim.Adagrad.html)|[paddle.optimizer.Adagrad](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adagrad_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adagrad.md)| -|4|[torch.optim.Adam](https://pytorch.org/docs/stable/generated/torch.optim.Adam.html)|[paddle.optimizer.Adam](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adam_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adam.md)| -|5|[torch.optim.Adamax](https://pytorch.org/docs/stable/generated/torch.optim.Adamax.html)|[paddle.optimizer.Adamax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Adamax_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adamax.md)| -|6|[torch.optim.AdamW](https://pytorch.org/docs/stable/generated/torch.optim.AdamW.html)|[paddle.optimizer.AdamW](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/AdamW_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.AdamW.md)| -|7|[torch.optim.LBFGS](https://pytorch.org/docs/stable/generated/torch.optim.LBFGS.html)|[paddle.optimizer.LBFGS](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/LBFGS_cn.html)| Paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.LBFGS.md)| -|8|[torch.optim.lr_scheduler.ConstantLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ConstantLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.ConstantLR.md)| -|9|[torch.optim.lr_scheduler.CosineAnnealingLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.CosineAnnealingLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.CosineAnnealingLR.md)| -|10|[torch.optim.lr_scheduler.CyclicLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.CyclicLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.CyclicLR.md)| -|11|[torch.optim.lr_scheduler.ExponentialLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ExponentialLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.ExponentialLR.md)| -|12|[torch.optim.lr_scheduler.LambdaLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.LambdaLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.LambdaLR.md)| -|13|[torch.optim.lr_scheduler.MultiplicativeLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.MultiplicativeLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.MultiplicativeLR.md)| -|14|[torch.optim.lr_scheduler.MultiStepLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.MultiStepLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.MultiStepLR.md)| -|15|[torch.optim.lr_scheduler.OneCycleLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.OneCycleLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.OneCycleLR.md)| -|16|[torch.optim.lr_scheduler.ReduceLROnPlateau](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ReduceLROnPlateau.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.ReduceLROnPlateau.md)| -|17|[torch.optim.lr_scheduler.StepLR](https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.StepLR.html)| | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.StepLR.md)| -|18|[torch.optim.Optimizer.load_state_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.load_state_dict.html#torch.optim.Optimizer.load_state_dict)|[paddle.optimzier.Optimizer.set_state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html)| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.load_state_dict.md)| -|19|[torch.optim.Optimizer](https://pytorch.org/docs/stable/optim.html#torch.optim.Optimizer)|[paddle.optimizer.Optimizer](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html)| Paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.md)| -|20|[torch.optim.Optimizer.state_dict](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.state_dict.html?highlight=torch+optim+optimizer+state_dict#torch.optim.Optimizer.state_dict)|[paddle.optimizer.Optimizer.state_dict](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.state_dict.md)| -|21|[torch.optim.Optimizer.step](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.step.html#torch-optim-optimizer-step)|[paddle.optimizer.Optimizer.step](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/Optimizer_cn.html#step)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.step.md)| -|22|[torch.optim.RMSprop](https://pytorch.org/docs/stable/generated/torch.optim.RMSprop.html)|[paddle.optimizer.RMSProp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/RMSProp_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.RMSprop.md)| -|23|[torch.optim.SGD](https://pytorch.org/docs/stable/generated/torch.optim.SGD.html)|[paddle.optimizer.SGD](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/optimizer/SGD_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.SGD.md)| -|24| [torch.optim.Optimizer.add_param_group](https://pytorch.org/docs/stable/generated/torch.optim.Optimizer.add_param_group.html?highlight=torch+optim+optimizer+add_param_group#torch.optim.Optimizer.add_param_group) |[paddle.optimizer.Optimizer._add_param_group]()| 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.optim.Optimizer.add_param_group.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| NOT-IMPLEMENTED-ITEM(`torch.optim.lr_scheduler.LinearLR`, https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.LinearLR.html#torch.optim.lr_scheduler.LinearLR) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Adadelta`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adadelta.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Adagrad`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adagrad.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Adam`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adam.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Adamax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Adamax.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.AdamW`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.AdamW.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.LBFGS`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.LBFGS.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.ConstantLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.ConstantLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.CosineAnnealingLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.CosineAnnealingLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.CyclicLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.CyclicLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.ExponentialLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.ExponentialLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.LambdaLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.LambdaLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.MultiplicativeLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.MultiplicativeLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.MultiStepLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.MultiStepLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.OneCycleLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.OneCycleLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.ReduceLROnPlateau`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.ReduceLROnPlateau.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.lr_scheduler.StepLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.StepLR.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Optimizer.load_state_dict`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.load_state_dict.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Optimizer`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Optimizer.state_dict`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.state_dict.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Optimizer.step`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Optimizer.step.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.RMSprop`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.RMSprop.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.SGD`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.SGD.md) | +| REFERENCE-MAPPING-ITEM(`torch.optim.Optimizer.add_param_group`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.optim.Optimizer.add_param_group.md) | ***持续更新...*** ## torch.profiler.XX API 映射列表 梳理了`torch.profiler.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.profiler.ProfilerActivity](https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerActivity) | | 功能缺失 | -| 2 | [torch.profiler.ProfilerAction](https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerAction) | | 功能缺失 | -|3| [torch.profiler.profile](https://pytorch.org/docs/stable/profiler.html#torch.profiler.profile) |[paddle.profiler.Profiler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/Profiler_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.profiler.profile.md)| -|4| [torch.profiler.schedule](https://pytorch.org/docs/stable/profiler.html#torch.profiler.schedule) |[paddle.profiler.make_scheduler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/profiler/make_scheduler_cn.html)|仅参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.profiler.schedule.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| NOT-IMPLEMENTED-ITEM(`torch.profiler.ProfilerActivity`, https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerActivity) | +| NOT-IMPLEMENTED-ITEM(`torch.profiler.ProfilerAction`, https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerAction) | +| REFERENCE-MAPPING-ITEM(`torch.profiler.profile`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.profiler.profile.md) | +| REFERENCE-MAPPING-ITEM(`torch.profiler.schedule`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.profiler.schedule.md) | ***持续更新...*** ## torch.sparse.XX API 映射列表 梳理了`torch.sparse.XX`类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.sparse.addmm](https://pytorch.org/docs/stable/generated/torch.sparse.addmm.html?highlight=addmm#torch.sparse.addmm) | [paddle.sparse.admm](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sparse/addmm_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.addmm.md) | -| 2 | [torch.sparse.mm](https://pytorch.org/docs/stable/generated/torch.sparse.mm.html?highlight=torch+sparse+mm#torch.sparse.mm) | [paddle.sparse.matmul](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sparse/matmul_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.mm.md) | -| 3 | [torch.sparse.softmax](https://pytorch.org/docs/stable/generated/torch.sparse.softmax.html#torch.sparse.softmax) | [paddle.sparse.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/sparse/nn/functional/softmax_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.softmax.md) | -| 4 | [torch.sparse.sum](https://pytorch.org/docs/stable/generated/torch.sparse.sum.html?highlight=torch+sparse+sum#torch.sparse.sum) | | 功能缺失 | -| 5 | [torch.sparse.sampled_addmm](https://pytorch.org/docs/stable/generated/torch.sparse.sampled_addmm.html#torch.sparse.sampled_addmm) | | 功能缺失 | +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.sparse.addmm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.addmm.md) | +| REFERENCE-MAPPING-ITEM(`torch.sparse.mm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.mm.md) | +| REFERENCE-MAPPING-ITEM(`torch.sparse.softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.softmax.md) | +| NOT-IMPLEMENTED-ITEM(`torch.sparse.sum`, https://pytorch.org/docs/stable/generated/torch.sparse.sum.html?highlight=torch+sparse+sum#torch.sparse.sum) | +| NOT-IMPLEMENTED-ITEM(`torch.sparse.sampled_addmm`, https://pytorch.org/docs/stable/generated/torch.sparse.sampled_addmm.html#torch.sparse.sampled_addmm) | ***持续更新...*** ## 其他类 API 映射列表 梳理了其他类 API 的 PyTorch-PaddlePaddle API 映射列表。 -| 序号 | PyTorch API | PaddlePaddle API | 备注 | -|----| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | -| 1 | [torch.utils.data.random_split](https://pytorch.org/docs/stable/data.html?highlight=random_split#torch.utils.data.random_split) | [paddle.io.random_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/random_split_cn.html#random-split) | 功能一致，参数完全一致 | -| 2 | [torch.utils.data.distributed.DistributedSampler](https://pytorch.org/docs/stable/data.html?highlight=distributedsampler#torch.utils.data.distributed.DistributedSampler) | [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | [组合替代实现](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.distributed.DistributedSampler.md) | -| 3 | [torch.utils.data.Dataset](https://pytorch.org/docs/stable/data.html?highlight=torch%20utils%20data%20dataset#torch.utils.data.Dataset) | [paddle.io.Dataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/Dataset_cn.html#dataset) | 功能一致，参数完全一致 | -| 4 | [torch.utils.data.BatchSampler](https://pytorch.org/docs/stable/data.html?highlight=batchsampler#torch.utils.data.BatchSampler) | [paddle.io.BatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/BatchSampler_cn.html#batchsampler) | 功能一致，参数不一致，[差异对比](https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.BatchSampler.md) | -| 5 | [torch.utils.data.Sampler](https://pytorch.org/docs/stable/data.html?highlight=sampler#torch.utils.data.Sampler) | [paddle.io.Sampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/Sampler_cn.html#sampler) | 功能一致，参数完全一致 | -| 6 | [torch.random.manual_seed](https://pytorch.org/docs/stable/random.html?highlight=torch+random+manual_seed#torch.random.manual_seed) | [paddle.seed](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/seed_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.manual_seed.md) | -| 7 | [torch.special.expm1](https://pytorch.org/docs/stable/special.html#torch.special.expm1) | [paddle.expm1](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/expm1_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expm1.md) | -| 8 | [torch.backends.cudnn.version](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+version#torch.backends.cudnn.version) | | 功能缺失 | -| 9 | [torch.special.erf](https://pytorch.org/docs/stable/special.html?highlight=torch+special+erf#torch.special.erf) | [paddle.erf](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/erf_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erf.md) | -| 10 | [torch.special.entr](https://pytorch.org/docs/stable/special.html#torch.special.entr) | | 功能缺失 | -| 11 | [torch.backends.cuda.is_built](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+is_available#torch.backends.cuda.is_built) |[paddle.device.is_compiled_with_cuda](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/device/is_compiled_with_cuda_cn.html#is-compiled-with-cuda)| 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.backends.cuda.is_built.md)| -| 12 | [torch.backends.cudnn.is_available](https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+is_available#torch.backends.cudnn.is_available) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.backends.cudnn.is_available.md)| -| 13 | [torch.jit.load](https://pytorch.org/docs/stable/generated/torch.jit.load.html#torch.jit.load) |[paddle.jit.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/jit/load_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.jit.load.md)| -| 14 | [torch.multiprocessing.spawn](https://pytorch.org/docs/stable/multiprocessing.html#torch.multiprocessing.spawn) |[paddle.distributed.spawn](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/distributed/spawn_cn.html#spawn)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.multiprocessing.spawn.md)| -| 15 | [torch.random.get_rng_state](https://pytorch.org/docs/stable/random.html#torch.random.get_rng_state) |[paddle.get_rng_state]()|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.get_rng_state.md)| -| 16 | [torch.initial_seed](https://pytorch.org/docs/stable/random.html#torch.random.initial_seed) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.initial_seed.md)| -| 17 | [torch.random.seed](https://pytorch.org/docs/stable/random.html#torch.random.seed) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.seed.md)| -| 18 | [torch.random.set_rng_state](https://pytorch.org/docs/stable/random.html#torch.random.set_rng_state) |[paddle.set_rng_state]()|参数不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.set_rng_state.md)| -| 19 | [torch.special.digamma](https://pytorch.org/docs/stable/special.html#torch.special.digamma) |[paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.digamma.md)| -| 20 | [torch.special.erfc](https://pytorch.org/docs/stable/special.html#torch.special.erfc) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfc.md)| -| 21 | [torch.special.erfcx](https://pytorch.org/docs/stable/special.html#torch.special.erfcx) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfcx.md)| -| 22 | [torch.special.erfinv](https://pytorch.org/docs/stable/special.html#torch.special.erfinv) |[paddle.erfinv](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/erfinv_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfinv.md)| -| 23 | [torch.special.exp2](https://pytorch.org/docs/stable/special.html#torch.special.exp2) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.exp2.md)| -| 24 | [torch.special.expit](https://pytorch.org/docs/stable/special.html#torch.special.expit) | |组合替代实现, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expit.md)| -| 25 | [torch.special.gammaln](https://pytorch.org/docs/stable/special.html#torch.special.gammaln) |[paddle.lgamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/lgamma_cn.html#lgamma)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaln.md)| -| 26 | [torch.special.i0](https://pytorch.org/docs/stable/special.html#torch.special.i0) |[paddle.i0](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i0.md)| -| 27 | [torch.special.i0e](https://pytorch.org/docs/stable/special.html#torch.special.i0e) |[paddle.i0e](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i0e_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i0e.md)| -| 28 | [torch.special.i1](https://pytorch.org/docs/stable/special.html#torch.special.i1) |[paddle.i1](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i1_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i1.md)| -| 29 | [torch.special.i1e](https://pytorch.org/docs/stable/special.html#torch.special.i1e) |[paddle.i1e](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/i1e_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i1e.md)| -| 30 | [torch.special.log1p](https://pytorch.org/docs/stable/special.html#torch.special.log1p) |[paddle.log1p](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/log1p_cn.html#log1p)|torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.log1p.md)| -| 31 | [torch.special.logit](https://pytorch.org/docs/stable/special.html#torch.special.logit) |[paddle.logit](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logit_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.logit.md)| -| 32 | [torch.special.logsumexp](https://pytorch.org/docs/stable/special.html#torch.special.logsumexp) |[paddle.logsumexp](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/logsumexp_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.logsumexp.md)| -| 33 | [torch.special.log_softmax](https://pytorch.org/docs/stable/special.html#torch.special.log_softmax) |[paddle.nn.functional.log_softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/log_softmax_cn.html)|参数名不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.log_softmax.md)| -| 34 | [torch.special.ndtri](https://pytorch.org/docs/stable/special.html#torch.special.ndtri) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.ndtri.md)| -| 35 | [torch.special.polygamma](https://pytorch.org/docs/stable/special.html#torch.special.polygamma) |[paddle.polygamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/polygamma_cn.html#paddle.polygamma)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.polygamma.md)| -| 36 | [torch.special.psi](https://pytorch.org/docs/stable/special.html#torch.special.psi) |[paddle.digamma](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/special.digamma_cn.html)| torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.psi.md)| -| 37 | [torch.special.round](https://pytorch.org/docs/stable/special.html#torch.special.round) |[paddle.round](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/round_cn.html)|torch 参数更多, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.round.md)| -| 38 | [torch.special.sinc](https://pytorch.org/docs/stable/special.html#torch.special.sinc) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.sinc.md)| -| 39 | [torch.special.softmax](https://pytorch.org/docs/stable/special.html#torch.special.softmax) |[paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softmax_cn.html)| 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.softmax.md)| -| 40 | [torch.special.xlog1py](https://pytorch.org/docs/stable/special.html#torch.special.xlog1py) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.xlog1py.md)| -| 41 | [torch.special.xlogy](https://pytorch.org/docs/stable/special.html#torch.special.xlogy) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.xlogy.md)| -| 42 | [torch.testing.assert_allclose](https://pytorch.org/docs/stable/testing.html?highlight=torch+testing+assert_allclose#torch.testing.assert_allclose) | | 组合替代实现 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.testing.assert_allclose.md)| -| 43 |[torch.utils.data.Subset](https://pytorch.org/docs/stable/data.html#torch.utils.data.Subset)| [paddle.io.Subset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/Subset_cn.html) |参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.Subset.md)| -| 44 |[torch.utils.data.TensorDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.TensorDataset)| [paddle.io.TensorDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/TensorDataset_cn.html) |参数用法不一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.TensorDataset.md)| -| 45 |[torch.utils.data.WeightedRandomSampler](https://pytorch.org/docs/stable/data.html#torch.utils.data.WeightedRandomSampler)| [paddle.io.WeightedRandomSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/WeightedRandomSampler_cn.html#paddle.io.WeightedRandomSampler) |参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.WeightedRandomSampler.md)| -| 46 |[torch.utils.data._utils.collate.default_collate](https://pytorch.org/docs/stable/data.html?highlight=default_collate#torch.utils.data.default_collate)| [paddle.io.dataloader.collate.default_collate_fn]() | 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data._utils.collate.default_collate.md)| -| 47 | [torch.utils.data.ConcatDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset) | | 功能缺失 | -| 48 |[torch.utils.data.IterableDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.IterableDataset)| [paddle.io.IterableDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/IterableDataset_cn.html#iterabledataset) |无参数, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.IterableDataset.md)| -| 49 | [torch.utils.data.BatchSampler](https://pytorch.org/docs/stable/data.html?highlight=batchsampler#torch.utils.data.BatchSampler) | [paddle.io.BatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/BatchSampler_cn.html#batchsampler) | 功能一致, 仅 paddle 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.BatchSampler.md) | -| 50 | [torch.utils.data.DataLoader](https://pytorch.org/docs/stable/data.html?highlight=dataloader#torch.utils.data.DataLoader) | [paddle.io.DataLoader](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/DataLoader_cn.html#dataloader) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.DataLoader.md) | -| 51 | [torch.utils.data.distributed.DistributedSampler](https://pytorch.org/docs/stable/data.html?highlight=distributedsampler#torch.utils.data.distributed.DistributedSampler) | [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | 功能一致, 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.distributed.DistributedSampler.md) | -| 52 | [torch.utils.cpp_extension.CUDAExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+cudaextension#torch.utils.cpp_extension.CUDAExtension) | [paddle.utils.cpp_extension.CUDAExtension](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/utils/cpp_extension/CUDAExtension_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.CUDAExtension.md) | -| 53 | [torch.utils.cpp_extension.CppExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+cppextension#torch.utils.cpp_extension.CppExtension) | [paddle.utils.cpp_extension.CppExtension](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/utils/cpp_extension/CppExtension_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.CppExtension.md) | -| 54 | [torch.utils.cpp_extension.load](https://pytorch.org/docs/stable/cpp_extension.html?highlight=torch+utils+cpp_extension+load#torch.utils.cpp_extension.load) | [paddle.utils.cpp_extension.load](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/utils/cpp_extension/load_cn.html) | 功能一致, torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.load.md) | -| 55 | [torch.utils.data.random_split](https://pytorch.org/docs/stable/data.html?highlight=torch+utils+data+random_split#torch.utils.data.random_split) | [paddle.io.random_split](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/io/random_split_cn.html) | 功能一致, 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.random_split.md) | -| 56 | [torch.utils.dlpack.from_dlpack](https://pytorch.org/docs/stable/dlpack.html?highlight=torch+utils+dlpack+from_dlpack#torch.utils.dlpack.from_dlpack) | [paddle.utils.dlpack.from_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/utils/dlpack/from_dlpack_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.dlpack.from_dlpack.md) | -| 57 | [torch.utils.dlpack.to_dlpack](https://pytorch.org/docs/stable/dlpack.html?highlight=torch+utils+dlpack+to_dlpack#torch.utils.dlpack.to_dlpack) | [paddle.utils.dlpack.to_dlpack](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/utils/dlpack/to_dlpack_cn.html) | 功能一致, 仅参数名不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.dlpack.to_dlpack.md) | -| 58 | [torch.utils.cpp_extension.load_inline](https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.load_inline) | | 功能缺失 | -| 59 | [torch.utils.cpp_extension.include_paths](https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.include_paths) | | 功能缺失 | -| 60 | [torch.utils.cpp_extension.BuildExtension.with_options]() | [paddle.utils.cpp_extension.BuildExtension.with_options]() | 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.BuildExtension.with_options.md)| -| 61 | [torch.utils.cpp_extension.CUDA_HOME]() | [paddle.utils.cpp_extension.cpp_extension.CUDA_HOME]() | 无参数 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.CUDA_HOME.md)| -| 62 |[torch.utils.cpp_extension.BuildExtension](https://pytorch.org/docs/stable/cpp_extension.html?highlight=cpp_extension#torch.utils.cpp_extension.BuildExtension)| [paddle.utils.cpp_extension.BuildExtension]() | 参数完全一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.BuildExtension.md)| -| 63 |[torch.utils.data.ChainDataset](https://pytorch.org/docs/stable/data.html#torch.utils.data.ChainDataset)| [paddle.io.ChainDataset](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/ChainDataset_cn.html) |参数完全一致, [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.ChainDataset.md)| -| 64 |[torch.utils.data.dataloader.default_collate](https://pytorch.org/docs/stable/data.html?highlight=default_collate#torch.utils.data.default_collate)| [paddle.io.dataloader.collate.default_collate_fn]() | 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.dataloader.default_collate.md)| -| 65 |[torch.utils.data.default_collate](https://pytorch.org/docs/stable/data.html?highlight=default_collate#torch.utils.data.default_collate)| [paddle.io.dataloader.collate.default_collate_fn]() | 参数不一致 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.default_collate.md)| -| 66 |[torch.utils.data.DistributedSampler](https://pytorch.org/docs/stable/data.html?highlight=distributedsampler#torch.utils.data.distributed.DistributedSampler)| [paddle.io.DistributedBatchSampler](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/io/DistributedBatchSampler_cn.html#distributedbatchsampler) | torch 参数更多 , [差异对比](https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.DistributedSampler.md)| +| 序号 | PyTorch API | PaddlePaddle API | 备注 | +| ----- | ----------- | ----------------- | --- | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.random_split`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.random_split.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.distributed.DistributedSampler`, https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.distributed.DistributedSampler.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.Dataset`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.Dataset.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.BatchSampler`, https://github.com/PaddlePaddle/X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/utils/torch.utils.data.BatchSampler.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.Sampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.Sampler.md) | +| REFERENCE-MAPPING-ITEM(`torch.random.manual_seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.manual_seed.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.expm1`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expm1.md) | +| NOT-IMPLEMENTED-ITEM(`torch.backends.cudnn.version`, https://pytorch.org/docs/stable/backends.html?highlight=torch+backends+cudnn+version#torch.backends.cudnn.version) | +| REFERENCE-MAPPING-ITEM(`torch.special.erf`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erf.md) | +| NOT-IMPLEMENTED-ITEM(`torch.special.entr`, https://pytorch.org/docs/stable/special.html#torch.special.entr) | +| REFERENCE-MAPPING-ITEM(`torch.backends.cuda.is_built`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.backends.cuda.is_built.md) | +| REFERENCE-MAPPING-ITEM(`torch.backends.cudnn.is_available`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.backends.cudnn.is_available.md) | +| REFERENCE-MAPPING-ITEM(`torch.jit.load`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.jit.load.md) | +| REFERENCE-MAPPING-ITEM(`torch.multiprocessing.spawn`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.multiprocessing.spawn.md) | +| REFERENCE-MAPPING-ITEM(`torch.random.get_rng_state`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.get_rng_state.md) | +| REFERENCE-MAPPING-ITEM(`torch.initial_seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.initial_seed.md) | +| REFERENCE-MAPPING-ITEM(`torch.random.seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.seed.md) | +| REFERENCE-MAPPING-ITEM(`torch.random.set_rng_state`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.random.set_rng_state.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.digamma`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.digamma.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.erfc`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfc.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.erfcx`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfcx.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.erfinv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erfinv.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.exp2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.exp2.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.expit`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expit.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.gammaln`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.gammaln.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.i0`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i0.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.i0e`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i0e.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.i1`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i1.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.i1e`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.i1e.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.log1p`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.log1p.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.logit`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.logit.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.logsumexp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.logsumexp.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.log_softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.log_softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.ndtri`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.ndtri.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.polygamma`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.polygamma.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.psi`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.psi.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.round`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.round.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.sinc`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.sinc.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.softmax`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.softmax.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.xlog1py`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.xlog1py.md) | +| REFERENCE-MAPPING-ITEM(`torch.special.xlogy`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.xlogy.md) | +| REFERENCE-MAPPING-ITEM(`torch.testing.assert_allclose`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.testing.assert_allclose.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.Subset`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.Subset.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.TensorDataset`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.TensorDataset.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.WeightedRandomSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.WeightedRandomSampler.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data._utils.collate.default_collate`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data._utils.collate.default_collate.md) | +| NOT-IMPLEMENTED-ITEM(`torch.utils.data.ConcatDataset`, https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.IterableDataset`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.IterableDataset.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.BatchSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.BatchSampler.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.DataLoader`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.DataLoader.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.distributed.DistributedSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.distributed.DistributedSampler.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.cpp_extension.CUDAExtension`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.CUDAExtension.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.cpp_extension.CppExtension`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.CppExtension.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.cpp_extension.load`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.load.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.random_split`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.random_split.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.dlpack.from_dlpack`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.dlpack.from_dlpack.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.dlpack.to_dlpack`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.dlpack.to_dlpack.md) | +| NOT-IMPLEMENTED-ITEM(`torch.utils.cpp_extension.load_inline`, https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.load_inline) | +| NOT-IMPLEMENTED-ITEM(`torch.utils.cpp_extension.include_paths`, https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.include_paths) | +| REFERENCE-MAPPING-ITEM(`torch.utils.cpp_extension.BuildExtension.with_options`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.BuildExtension.with_options.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.cpp_extension.CUDA_HOME`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.CUDA_HOME.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.cpp_extension.BuildExtension`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.cpp_extension.BuildExtension.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.ChainDataset`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.ChainDataset.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.dataloader.default_collate`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.dataloader.default_collate.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.default_collate`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.default_collate.md) | +| REFERENCE-MAPPING-ITEM(`torch.utils.data.DistributedSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.DistributedSampler.md) | ***持续更新...*** diff --git a/docs/guides/model_convert/convert_from_pytorch/validate_mapping_in_api_difference.py b/docs/guides/model_convert/convert_from_pytorch/validate_mapping_in_api_difference.py new file mode 100644 index 00000000000..b9a769c4eac --- /dev/null +++ b/docs/guides/model_convert/convert_from_pytorch/validate_mapping_in_api_difference.py @@ -0,0 +1,338 @@ +import os +import re +import tempfile +import typing +from typing import TypedDict + +# TODO: 加入 CI 流程检查 + +mapping_type_set = { + # type 1 + '无参数', + '参数完全一致', + '仅参数名不一致', + '仅 paddle 参数更多', + '仅参数默认值不一致', + # type 2 + 'torch 参数更多', + # type 3 + '返回参数类型不一致', + '参数不一致', + '参数用法不一致', + # type 4 + '组合替代实现', + # type 5 + '用法不同：涉及上下文修改', + # type 6 + '对应 API 不在主框架', + # type 7 + '功能缺失', + # delete + '可删除', +} + + +class DiffMeta(TypedDict): + torch_api: str + torch_api_url: typing.Optional[str] + paddle_api: typing.Optional[str] + paddle_api_url: typing.Optional[str] + mapping_type: str + source_file: str + + +with tempfile.TemporaryDirectory() as temp_dir: + print(temp_dir) + + +def get_meta_from_diff_file(filepath): + meta_data: DiffMeta = {'source_file': filepath} + state = 0 + # 0: wait for title + # 1: wait for torch api + # 2: wait for paddle api + # 3: end + title_pattern = re.compile(r"^## +\[(?P[^\]]+)\] *(?P.+)$") + torch_pattern = re.compile( + r"^### +\[ *(?Ptorch.[^\]]+)\](?P\([^\)]*\))?$" + ) + paddle_pattern = re.compile( + r"^### +\[ *(?Ppaddle.[^\]]+)\]\((?P[^\)]+)$" + ) + + with open(filepath, 'r') as f: + for line in f.readlines(): + if not line.startswith('##'): + continue + + if state == 0: + title_match = title_pattern.match(line) + if title_match: + mapping_type = title_match['type'].strip() + torch_api = title_match['torch_api'].strip() + + meta_data['torch_api'] = torch_api + meta_data['mapping_type'] = mapping_type + state = 1 + else: + raise Exception(f"Cannot parse title: {line} in {filepath}") + elif state == 1: + torch_match = torch_pattern.match(line) + + if torch_match: + torch_api = torch_match['torch_api'].strip() + torch_url = torch_match['url'] if torch_match['url'] else '' + real_url = torch_url.lstrip('(').rstrip(')') + if meta_data['torch_api'] != torch_api: + raise Exception( + f"torch api not match: {line} != {meta_data['torch_api']} in {filepath}" + ) + meta_data['torch_api_url'] = real_url + state = 2 + else: + raise Exception( + f"Cannot parse torch api: {line} in {filepath}" + ) + elif state == 2: + paddle_match = paddle_pattern.match(line) + + if paddle_match: + paddle_api = paddle_match['paddle_api'].strip() + paddle_url = paddle_match['url'].strip() + meta_data['paddle_api'] = paddle_api + meta_data['paddle_api_url'] = paddle_url + state = 3 + else: + pass + + if state < 2: + raise Exception( + f"Unexpected End State at {state} in parsing file: {filepath}, current meta: {meta_data}" + ) + + return meta_data + + +# torch api must starts with "torch." +TABLE_COLUMN_TORCH_API_PATTERN = re.compile( + r"^\[ *(?Ptorch\.[^\]]+) *\](?P\([^\)]*\))$" +) + +# paddle api must starts with "paddle" +TABLE_COLUMN_PADDLE_API_PATTERN = re.compile( + r"^\[ *(?Ppaddle[^\]]+) *\](?P\([^\)]*\))$" +) + +TABLE_COLUMN_MAPPING_PATTERN = re.compile( + r'^(?P[^\[]*)(\[(?P[^\]]+)\]\((?P[^\)]+)\))?' +) + +MAPPING_DIFF_SOURCE_PATTERN = re.compile( + r'^https://github.com/PaddlePaddle/((docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/)|(X2Paddle/tree/develop/docs/pytorch_project_convertor/API_docs/))' +) + + +def validate_mapping_table_row(columns, row_idx, line_idx): + idx_s, torch_api_s, paddle_api_s, mapping_s = columns + + idx = int(idx_s) + if row_idx != idx: + raise Exception( + f"Table row index [{row_idx}] != {idx} at line {line_idx}." + ) + + torch_api_match = TABLE_COLUMN_TORCH_API_PATTERN.match(torch_api_s) + if torch_api_match: + torch_api = torch_api_match['torch_api'] + torch_api_url = torch_api_match['url'][1:-1] # remove '(' and ')' + else: + raise Exception( + f"Table row torch api not match: {torch_api_s} at line {line_idx}." + ) + + paddle_api_match = TABLE_COLUMN_PADDLE_API_PATTERN.match(paddle_api_s) + if len(paddle_api_s) > 0: + if paddle_api_match: + paddle_api = paddle_api_match['paddle_api'] + paddle_api_url = paddle_api_match['url'][1:-1] # remove '(' and ')' + else: + raise Exception( + f"Table row paddle api not match: {paddle_api_s} at line {line_idx}." + ) + else: + paddle_api = None + paddle_api_url = None + + mapping_type_match = TABLE_COLUMN_MAPPING_PATTERN.match(mapping_s) + if mapping_type_match: + mapping_type = mapping_type_match['type'].strip() + mapping_diff_name = mapping_type_match['diff_name'] + diff_url = mapping_type_match['diff_url'] + + if mapping_diff_name != '差异对比' and mapping_diff_name is not None: + print( + f"Table row mapping diff name not match: {mapping_diff_name} at line {line_idx}." + ) + + if diff_url is not None and not MAPPING_DIFF_SOURCE_PATTERN.match( + diff_url + ): + raise Exception( + f"Table row mapping diff url invalid: {diff_url} at line {line_idx}." + ) + mapping_diff_url = diff_url + else: + raise Exception( + f"Table row mapping type not match: {mapping_s} at line {line_idx}." + ) + + return { + 'torch_api': torch_api, + 'torch_api_url': torch_api_url, + 'paddle_api': paddle_api, + 'paddle_api_url': paddle_api_url, + 'mapping_type': mapping_type, + 'mapping_diff_name': mapping_diff_name, + 'mapping_diff_url': mapping_diff_url, + 'line_idx': line_idx, + } + + +def process_mapping_index(filename): + state = 0 + # -1: error + # 0: wait for table header + + # 1: wait for ignore table seperator + # 2: wait for expect table content + + # 5: wait for ignore table content + # 6: wait for expect table content + + column_names = [] + column_count = -1 + table_seperator_pattern = re.compile(r"^ *\|(?P *-+ *\|)+ *$") + + expect_column_names = ['序号', 'PyTorch API', 'PaddlePaddle API', '备注'] + + table_row_idx = -1 + + output = [] + + with open(filename, 'r') as f: + for i, line in enumerate(f.readlines()): + if state < 0: + break + + content = line.strip() + if len(content) == 0 or content[0] != '|': + state = 0 + continue + + columns = [c.strip() for c in content.split('|')] + if len(columns) <= 2: + raise Exception( + f'Table column count must > 0, but found {len(columns) - 2} at line {i+1}: {line}' + ) + columns = columns[1:-1] + + if state == 0: + column_names.clear() + column_names.extend([c.strip() for c in columns]) + column_count = len(column_names) + if column_names == expect_column_names: + state = 2 + table_row_idx = 1 + # print(f'process mapping table at line {i+1}.') + else: + state = 1 + print(f'ignore table with {column_names} at line {i+1}.') + elif state == 1: + if ( + not table_seperator_pattern.match(line) + or len(columns) != column_count + ): + raise Exception( + f"Table seperator not match at line {i+1}: {line}" + ) + state = 5 + elif state == 2: + if ( + not table_seperator_pattern.match(line) + or len(columns) != column_count + ): + raise Exception( + f"Table seperator not match at line {i+1}: {line}" + ) + state = 6 + elif state == 5: + if len(columns) != column_count: + raise Exception( + f"Table content not match at line {i+1}: {line}" + ) + # state = 5 + elif state == 6: + if len(columns) != column_count: + raise Exception( + f"Table content not match at line {i+1}: {line}" + ) + + item = validate_mapping_table_row(columns, table_row_idx, i + 1) + table_row_idx += 1 + + output.append(item) + + # state = 6 + else: + raise Exception( + f"Unexpected State at {state} in parsing file: {filename}" + ) + + if state == 5 or state == 6: + state = 0 + + if state != 0: + raise Exception( + f"Unexpected End State at {state} in parsing file: {filename}" + ) + + return output + + +if __name__ == '__main__': + # convert from pytorch basedir + cfp_basedir = os.path.dirname(__file__) + # pytorch_api_mapping_cn + mapping_index_file = os.path.join(cfp_basedir, 'pytorch_api_mapping_cn.md') + + if not os.path.exists(mapping_index_file): + raise Exception(f"Cannot find mapping index file: {mapping_index_file}") + + # index_data = process_mapping_index(mapping_index_file) + # index_data_dict = {i['torch_api'].replace('\_', '_'): i for i in index_data} + + api_difference_basedir = os.path.join(cfp_basedir, 'api_difference') + + mapping_file_pattern = re.compile(r"^torch\.(?P.+)\.md$") + # get all diff files (torch.*.md) + diff_files = sorted( + [ + os.path.join(path, filename) + for path, _, file_list in os.walk(api_difference_basedir) + for filename in file_list + if mapping_file_pattern.match(filename) + ] + ) + print(f"{len(diff_files)} mapping documents found.") + + metas = [get_meta_from_diff_file(f) for f in diff_files] + print(f"Total {len(metas)} mapping metas") + + for m in metas: + if m['mapping_type'] not in mapping_type_set: + print(m) + raise Exception( + f"Unknown mapping type: {m['mapping_type']} in {m['source_file']}" + ) + + meta_dict = {m['torch_api'].replace(r'\_', '_'): m for m in metas}