From 45e073f3643475be60692ae0341f951f4524cc11 Mon Sep 17 00:00:00 2001 From: RedContritio Date: Sun, 26 May 2024 22:54:41 +0800 Subject: [PATCH 1/4] fix 5 inconsistent api items --- .../functional/torch.nn.functional.softmax.md | 29 +++++++++---------- ...2D.md => torch.nn.UpsamplingBilinear2d.md} | 0 .../nn/torch.nn.functional.softmax.md | 24 --------------- .../pytorch_api_mapping_cn.md | 6 ++-- 4 files changed, 16 insertions(+), 43 deletions(-) rename docs/guides/model_convert/convert_from_pytorch/api_difference/nn/{torch.nn.UpsamplingBilinear2D.md => torch.nn.UpsamplingBilinear2d.md} (100%) delete mode 100644 docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.functional.softmax.md diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmax.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmax.md index 3474cf8d9e4..26b26f5cb1a 100644 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmax.md +++ b/docs/guides/model_convert/convert_from_pytorch/api_difference/functional/torch.nn.functional.softmax.md @@ -1,27 +1,24 @@ -## [ 仅参数名不一致 ]torch.nn.functional.softmax +## [ torch 参数更多 ]torch.nn.functional.softmax -### [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html?highlight=softmax#torch.nn.functional.softmax) +### [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html#torch.nn.functional.softmax) ```python -torch.nn.functional.softmax(input, - dim=None, - dtype=None) +torch.nn.functional.softmax(input, dim=None, _stacklevel=3, dtype=None) ``` -### [paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softmax_cn.html) +### [paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softmax_cn.html#softmax) ```python -paddle.nn.functional.softmax(x, - axis=- 1, - dtype=None, - name=None) +paddle.nn.functional.softmax(x, axis=-1, dtype=None, name=None) ``` -两者功能一致，仅参数名不一致，具体如下： +PyTorch 相比 Paddle 支持更多其他参数，具体如下： + ### 参数映射 -| PyTorch | PaddlePaddle | 备注 | -| ------------- | ------------ | ------------------------------------------------------ | -| input | x | 表示输入 Tensor ，仅参数名不一致。 | -| dim | axis | 表示对输入 Tensor 运算的轴 ，仅参数名不一致。 | -| dtype | dtype | 表示输入 Tensor 的数据类型 。 | +| PyTorch | PaddlePaddle | 备注 | +| --------- | -------------- | ----------------------------------------------------- | +| input | x | 表示输入张量，仅参数名不一致。 | +| dim | axis | 表示对输入 Tensor 进行运算的轴，仅参数名不一致。 | +| dtype | dtype | 表示返回张量所需的数据类型。 | +| _stacklevel | - | Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2D.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2d.md similarity index 100% rename from docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2D.md rename to docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.UpsamplingBilinear2d.md diff --git a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.functional.softmax.md b/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.functional.softmax.md deleted file mode 100644 index 26b26f5cb1a..00000000000 --- a/docs/guides/model_convert/convert_from_pytorch/api_difference/nn/torch.nn.functional.softmax.md +++ /dev/null @@ -1,24 +0,0 @@ -## [ torch 参数更多 ]torch.nn.functional.softmax - -### [torch.nn.functional.softmax](https://pytorch.org/docs/stable/generated/torch.nn.functional.softmax.html#torch.nn.functional.softmax) - -```python -torch.nn.functional.softmax(input, dim=None, _stacklevel=3, dtype=None) -``` - -### [paddle.nn.functional.softmax](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/api/paddle/nn/functional/softmax_cn.html#softmax) - -```python -paddle.nn.functional.softmax(x, axis=-1, dtype=None, name=None) -``` - -PyTorch 相比 Paddle 支持更多其他参数，具体如下： - -### 参数映射 - -| PyTorch | PaddlePaddle | 备注 | -| --------- | -------------- | ----------------------------------------------------- | -| input | x | 表示输入张量，仅参数名不一致。 | -| dim | axis | 表示对输入 Tensor 进行运算的轴，仅参数名不一致。 | -| dtype | dtype | 表示返回张量所需的数据类型。 | -| _stacklevel | - | Paddle 无此参数，一般对网络训练结果影响不大，可直接删除。 | diff --git a/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md b/docs/guides/model_convert/convert_from_pytorch/pytorch_api_mapping_cn.md index a9af4a428c0..249bbddd6e6 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 @@ -833,7 +833,7 @@ | REFERENCE-MAPPING-ITEM(`torch.Tensor.hypot`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.hypot.md) | | REFERENCE-MAPPING-ITEM(`torch.Tensor.index_add`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.index_add.md) | | REFERENCE-MAPPING-ITEM(`torch.Tensor.index_add_`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.index_add_.md) | -| REFERENCE-MAPPING-ITEM(`torch.Tensor.values`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.indices.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor.values`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.values.md) | | REFERENCE-MAPPING-ITEM(`torch.Tensor.istft`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.istft.md) | | REFERENCE-MAPPING-ITEM(`torch.Tensor.is_cuda`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_cuda.md) | | REFERENCE-MAPPING-ITEM(`torch.Tensor.is_signed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.Tensor.is_signed.md) | @@ -1091,7 +1091,7 @@ | ----- | ----------- | ----------------- | ----------- | ------- | | 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) | +| 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.ReduceOp.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) | @@ -1337,7 +1337,7 @@ | 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.initial_seed`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.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) | From 4a0815721ec5a92bbf97319d6015c63b1057c088 Mon Sep 17 00:00:00 2001 From: RedContritio Date: Sun, 26 May 2024 22:55:26 +0800 Subject: [PATCH 2/4] update validator --- .../convert_from_pytorch/.gitignore | 1 + .../validate_mapping_in_api_difference.py | 121 ++++++++++++++++-- 2 files changed, 113 insertions(+), 9 deletions(-) diff --git a/docs/guides/model_convert/convert_from_pytorch/.gitignore b/docs/guides/model_convert/convert_from_pytorch/.gitignore index a52918e42d0..aeba020b474 100644 --- a/docs/guides/model_convert/convert_from_pytorch/.gitignore +++ b/docs/guides/model_convert/convert_from_pytorch/.gitignore @@ -1 +1,2 @@ docs_mappings.json +pytorch_api_mapping_cn.tmp.md 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 index 01a17978140..bce9d1abc6c 100644 --- 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 @@ -3,8 +3,13 @@ import re import traceback import typing +import urllib from enum import IntEnum from typing import TypedDict +import collections +import urllib.parse + +PADDLE_DOCS_BASE_URL = "https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/" mapping_type_set = { # type 1 @@ -119,7 +124,7 @@ def get_meta_from_diff_file(filepath): signature_cache = None - with open(filepath, "r") as f: + with open(filepath, "r", encoding='utf-8') as f: for line in f.readlines(): # 现在需要考虑内容信息了 # if not line.startswith("##"): @@ -298,7 +303,8 @@ def get_meta_from_diff_file(filepath): ) -INDEX_API_SET = set() +INDEX_ALL_APIS = dict() +INDEX_TABLES_APIS = [] def validate_mapping_table_macro_row(columns, row_idx, line_idx): @@ -312,31 +318,34 @@ def validate_mapping_table_macro_row(columns, row_idx, line_idx): torch_api = macro_match["torch_api"].strip("`") diff_url = macro_match["diff_url"] - if torch_api in INDEX_API_SET: + if torch_api in INDEX_ALL_APIS: raise Exception( f"Duplicate torch api: {torch_api} at line {line_idx}." ) - INDEX_API_SET.add(torch_api) + INDEX_ALL_APIS[torch_api] = columns[0] - return True + return torch_api return False -def collect_mapping_item_processor(item, line_idx, state, output, context): +def collect_mapping_item_processor(api_name, line_idx, state, output, context): if state == 0 or state == 1 or state == 5: return True if state == 2: + INDEX_TABLES_APIS.append(dict()) return True if state == 6: table_row_idx = context["table_row_idx"] columns = context["columns"] - item = validate_mapping_table_macro_row( + assert len(columns) == 1, f"table row must have 1 column at line {line_idx}." + api_name = validate_mapping_table_macro_row( columns, table_row_idx, line_idx + 1 ) - output.append(item) - return bool(item) + INDEX_TABLES_APIS[-1][api_name] = columns[0] + output.append(api_name) + return bool(api_name) return False @@ -477,6 +486,98 @@ def process_mapping_index(index_path, item_processer, context={}): return 0 +_TABLE_PREFIXES = sorted([ + "torch.nn.", + "torch.nn.functional.", + "torch.Tensor.", + "torch.nn.init.", + "torch.nn.utils.", + "torch.nn.Module.", + "torch.autograd.", + "torch.cuda.", + "torch.distributed.", + "torch.distributions.", + "torch.fft.", + "torch.hub.", + "torch.linalg.", + "torch.onnx.", + "torch.optim.", + "torch.profiler.", + "torch.sparse.", + # others +], key=lambda x: -len(x)) + + +def get_api_type_from_torch_api(torch_api: str) -> str: + for prefix in _TABLE_PREFIXES: + if torch_api.startswith(prefix): + return prefix + 'XX' + else: + if len(torch_api.split(".")) > 2: + return "others" + else: + return 'torch.XX' + return "untyped" + + +def auto_fill_index_from_api_diff(basedir, meta_dict) -> None: + target = {k + 'XX': {} for k in _TABLE_PREFIXES} + target['torch.XX'] = {} + target['others'] = {} + + for torch_api, column in INDEX_ALL_APIS.items(): + api_type = get_api_type_from_torch_api(torch_api) + target[api_type][torch_api] = column + + filled_count = 0 + + for torch_api, meta in meta_dict.items(): + api_type = get_api_type_from_torch_api(torch_api) + + relpath = os.path.relpath(meta['source_file'], basedir).replace('\\', '/') + diffurl = urllib.parse.urljoin(PADDLE_DOCS_BASE_URL, relpath) + + column = f'REFERENCE-MAPPING-ITEM(`{torch_api}`, {diffurl})' + if torch_api in target[api_type]: + # if conflict, + # pass means replace, continue means skip + if target[api_type][torch_api] != column: + # if before is NOT-IMPLEMENTED-ITEM, replace + if target[api_type][torch_api].startswith('NOT-IMPLEMENTED-ITEM'): + pass + # if before is X2Paddle, skip + elif 'https://github.com/PaddlePaddle/X2Paddle' in target[api_type][torch_api]: + continue + else: + print(f"Conflict: {torch_api} in {api_type}") + print(f" {target[api_type][torch_api]}") + print(f" {column}") + continue + else: + continue + + filled_count += 1 + target[api_type][torch_api] = column + + if filled_count > 0: + print(f"filled {filled_count} torch apis for ./api_difference") + + + with open('pytorch_api_mapping_cn.tmp.md', 'w', encoding='utf-8') as f: + for prefix, apis in target.items(): + f.write(f'## {prefix}\n\n') + od_apis = collections.OrderedDict(sorted(apis.items())) + for api, ref in od_apis.items(): + if ref.startswith('REFERENCE-MAPPING-ITEM'): + f.write(f'| {ref} |\n') + for api, ref in od_apis.items(): + if ref.startswith('NOT-IMPLEMENTED-ITEM'): + f.write(f'| {ref} |\n') + f.write('\n') + + print('pytorch_api_mapping_cn.tmp.md generated.') + + if __name__ == "__main__": # convert from pytorch basedir cfp_basedir = os.path.dirname(__file__) @@ -529,3 +630,5 @@ def process_mapping_index(index_path, item_processer, context={}): with open(api_diff_output_path, "w", encoding="utf-8") as f: json.dump(metas, f, ensure_ascii=False, indent=4) + + auto_fill_index_from_api_diff(cfp_basedir, meta_dict) \ No newline at end of file From 769efde8928f664848cc4e1101d76d7044835f5f Mon Sep 17 00:00:00 2001 From: RedContritio Date: Sun, 26 May 2024 23:10:37 +0800 Subject: [PATCH 3/4] update pytorch_api_mapping_cn.md --- .../pytorch_api_mapping_cn.md | 1424 ++++++++++------- 1 file changed, 845 insertions(+), 579 deletions(-) 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 249bbddd6e6..f4a4e8ee090 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 @@ -36,338 +36,389 @@ | 序号 | Pytorch 最新 release | Paddle develop | 映射关系分类 | 备注 | | ----- | ----------- | ----------------- | ----------- | ------- | +| REFERENCE-MAPPING-ITEM(`torch.BoolTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.BoolTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.ByteTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ByteTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.DoubleTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.DoubleTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.FloatTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.FloatTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.Generator`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.Generator.md) | +| REFERENCE-MAPPING-ITEM(`torch.HalfTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.HalfTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.IntTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.IntTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.LongTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.LongTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.ShortTensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/Tensor/torch.ShortTensor.md) | +| REFERENCE-MAPPING-ITEM(`torch.Size`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.Size.md) | +| REFERENCE-MAPPING-ITEM(`torch.Tensor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.Tensor__upper.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.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.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.acosh`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.acosh.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.addbmm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addbmm.md) | +| REFERENCE-MAPPING-ITEM(`torch.addcdiv`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addcdiv.md) | +| REFERENCE-MAPPING-ITEM(`torch.addcmul`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addcmul.md) | +| REFERENCE-MAPPING-ITEM(`torch.addmm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.addmm.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.adjoint`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.adjoint.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`, 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REFERENCE-MAPPING-ITEM(`torch.distributions.transforms.ExpTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.ExpTransform.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.PowerTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.PowerTransform.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.SigmoidTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.SigmoidTransform.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.TanhTransform`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/distributions/torch.distributions.transforms.TanhTransform.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.binomial.Binomial`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.binomial.Binomial) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.constraint_registry.ConstraintRegistry`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.constraint_registry.ConstraintRegistry) | +| NOT-IMPLEMENTED-ITEM(`torch.distributions.constraints.Constraint`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.constraints.Constraint) | +| 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.CatTransform`, https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.CatTransform) | +| 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) | ***持续更新...*** @@ -1172,25 +1417,26 @@ | 序号 | Pytorch 最新 release | Paddle develop | 映射关系分类 | 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.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.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.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.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.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.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.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.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.rfft2`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/fft/torch.fft.rfft2.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) | @@ -1198,65 +1444,72 @@ ***持续更新...*** ## 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 最新 release | Paddle develop | 映射关系分类 | 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) | +| 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) | ***持续更新...*** ## 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 最新 release | Paddle develop | 映射关系分类 | 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.matrix_exp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_exp.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_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.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.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.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.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.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.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.householder_product`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.householder_product.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.lstsq`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.lstsq.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.lu_factor`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.lu_factor.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.lu_factor_ex`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.lu_factor_ex.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.matrix_exp`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_exp.md) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.matrix_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.matrix_norm.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.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.multi_dot`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.multi_dot.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.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.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.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) | +| REFERENCE-MAPPING-ITEM(`torch.linalg.vector_norm`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/linalg/torch.linalg.vector_norm.md) | +| 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) | ***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 最新 release | Paddle develop | 映射关系分类 | 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) | +| NOT-IMPLEMENTED-ITEM(`torch.onnx.disable_log`, https://pytorch.org/docs/stable/onnx.html#torch.onnx.disable_log) | +| NOT-IMPLEMENTED-ITEM(`torch.onnx.enable_log`, https://pytorch.org/docs/stable/onnx.html#torch.onnx.enable_log) | ***持续更新...*** @@ -1265,46 +1518,51 @@ | 序号 | Pytorch 最新 release | Paddle develop | 映射关系分类 | 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.ASGD`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.ASGD.md) | | 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.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.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.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.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) | +| 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.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.Rprop`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.Rprop.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.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.CosineAnnealingWarmRestarts`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.CosineAnnealingWarmRestarts.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.LinearLR`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/optimizer/torch.optim.lr_scheduler.LinearLR.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.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.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 最新 release | Paddle develop | 映射关系分类 | 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) | +| NOT-IMPLEMENTED-ITEM(`torch.profiler.ProfilerAction`, https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerAction) | +| NOT-IMPLEMENTED-ITEM(`torch.profiler.ProfilerActivity`, https://pytorch.org/docs/stable/profiler.html#torch.profiler.ProfilerActivity) | ***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 最新 release | Paddle develop | 映射关系分类 | 备注 | @@ -1312,49 +1570,46 @@ | 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) | +| REFERENCE-MAPPING-ITEM(`torch.sparse.sum`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/sparse/torch.sparse.sum.md) | | 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 最新 release | Paddle develop | 映射关系分类 | 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.backends.cudnn.version`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.backends.cudnn.version.md) | +| REFERENCE-MAPPING-ITEM(`torch.cpu.amp.autocast`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.cpu.amp.autocast.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/ops/torch.initial_seed.md) | +| REFERENCE-MAPPING-ITEM(`torch.random.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.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.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.erf`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.erf.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.expm1`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.expm1.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.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.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.multigammaln`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/others/torch.special.multigammaln.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) | @@ -1364,26 +1619,37 @@ | 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.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.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.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.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.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.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.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.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.ConcatDataset`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.ConcatDataset.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.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.DistributedSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.DistributedSampler.md) | +| 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.RandomSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.RandomSampler.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.utils.data.SequentialSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/ops/torch.utils.data.SequentialSampler.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.SubsetRandomSampler`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.SubsetRandomSampler.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.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.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.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.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.get_worker_info`, https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/api_difference/utils/torch.utils.data.get_worker_info.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.special.entr`, https://pytorch.org/docs/stable/special.html#torch.special.entr) | | 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) | +| NOT-IMPLEMENTED-ITEM(`torch.utils.cpp_extension.load_inline`, https://pytorch.org/docs/stable/cpp_extension.html#torch.utils.cpp_extension.load_inline) | ***持续更新...*** From 87266e2eea140145152576f1785b45aff6b0bf93 Mon Sep 17 00:00:00 2001 From: RedContritio Date: Mon, 27 May 2024 16:10:32 +0800 Subject: [PATCH 4/4] pre-commit --- .../validate_mapping_in_api_difference.py | 119 ++++++++++-------- 1 file changed, 65 insertions(+), 54 deletions(-) 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 index bce9d1abc6c..08ba2ec17a5 100644 --- 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 @@ -1,13 +1,13 @@ +import collections import json import os import re import traceback import typing import urllib +import urllib.parse from enum import IntEnum from typing import TypedDict -import collections -import urllib.parse PADDLE_DOCS_BASE_URL = "https://github.com/PaddlePaddle/docs/tree/develop/docs/guides/model_convert/convert_from_pytorch/" @@ -124,7 +124,7 @@ def get_meta_from_diff_file(filepath): signature_cache = None - with open(filepath, "r", encoding='utf-8') as f: + with open(filepath, "r", encoding="utf-8") as f: for line in f.readlines(): # 现在需要考虑内容信息了 # if not line.startswith("##"): @@ -303,7 +303,7 @@ def get_meta_from_diff_file(filepath): ) -INDEX_ALL_APIS = dict() +INDEX_ALL_APIS = {} INDEX_TABLES_APIS = [] @@ -334,12 +334,14 @@ def collect_mapping_item_processor(api_name, line_idx, state, output, context): return True if state == 2: - INDEX_TABLES_APIS.append(dict()) + INDEX_TABLES_APIS.append({}) return True if state == 6: table_row_idx = context["table_row_idx"] columns = context["columns"] - assert len(columns) == 1, f"table row must have 1 column at line {line_idx}." + assert ( + len(columns) == 1 + ), f"table row must have 1 column at line {line_idx}." api_name = validate_mapping_table_macro_row( columns, table_row_idx, line_idx + 1 ) @@ -486,67 +488,77 @@ def process_mapping_index(index_path, item_processer, context={}): return 0 -_TABLE_PREFIXES = sorted([ - "torch.nn.", - "torch.nn.functional.", - "torch.Tensor.", - "torch.nn.init.", - "torch.nn.utils.", - "torch.nn.Module.", - "torch.autograd.", - "torch.cuda.", - "torch.distributed.", - "torch.distributions.", - "torch.fft.", - "torch.hub.", - "torch.linalg.", - "torch.onnx.", - "torch.optim.", - "torch.profiler.", - "torch.sparse.", - # others -], key=lambda x: -len(x)) +_TABLE_PREFIXES = sorted( + [ + "torch.nn.", + "torch.nn.functional.", + "torch.Tensor.", + "torch.nn.init.", + "torch.nn.utils.", + "torch.nn.Module.", + "torch.autograd.", + "torch.cuda.", + "torch.distributed.", + "torch.distributions.", + "torch.fft.", + "torch.hub.", + "torch.linalg.", + "torch.onnx.", + "torch.optim.", + "torch.profiler.", + "torch.sparse.", + # others + ], + key=lambda x: -len(x), +) def get_api_type_from_torch_api(torch_api: str) -> str: for prefix in _TABLE_PREFIXES: if torch_api.startswith(prefix): - return prefix + 'XX' + return prefix + "XX" else: if len(torch_api.split(".")) > 2: return "others" else: - return 'torch.XX' + return "torch.XX" return "untyped" def auto_fill_index_from_api_diff(basedir, meta_dict) -> None: - target = {k + 'XX': {} for k in _TABLE_PREFIXES} - target['torch.XX'] = {} - target['others'] = {} - + target = {k + "XX": {} for k in _TABLE_PREFIXES} + target["torch.XX"] = {} + target["others"] = {} + for torch_api, column in INDEX_ALL_APIS.items(): api_type = get_api_type_from_torch_api(torch_api) target[api_type][torch_api] = column - + filled_count = 0 - + for torch_api, meta in meta_dict.items(): api_type = get_api_type_from_torch_api(torch_api) - - relpath = os.path.relpath(meta['source_file'], basedir).replace('\\', '/') + + relpath = os.path.relpath(meta["source_file"], basedir).replace( + "\\", "/" + ) diffurl = urllib.parse.urljoin(PADDLE_DOCS_BASE_URL, relpath) - - column = f'REFERENCE-MAPPING-ITEM(`{torch_api}`, {diffurl})' + + column = f"REFERENCE-MAPPING-ITEM(`{torch_api}`, {diffurl})" if torch_api in target[api_type]: - # if conflict, + # if conflict, # pass means replace, continue means skip if target[api_type][torch_api] != column: # if before is NOT-IMPLEMENTED-ITEM, replace - if target[api_type][torch_api].startswith('NOT-IMPLEMENTED-ITEM'): + if target[api_type][torch_api].startswith( + "NOT-IMPLEMENTED-ITEM" + ): pass # if before is X2Paddle, skip - elif 'https://github.com/PaddlePaddle/X2Paddle' in target[api_type][torch_api]: + elif ( + "https://github.com/PaddlePaddle/X2Paddle" + in target[api_type][torch_api] + ): continue else: print(f"Conflict: {torch_api} in {api_type}") @@ -555,27 +567,26 @@ def auto_fill_index_from_api_diff(basedir, meta_dict) -> None: continue else: continue - + filled_count += 1 target[api_type][torch_api] = column - + if filled_count > 0: print(f"filled {filled_count} torch apis for ./api_difference") - - with open('pytorch_api_mapping_cn.tmp.md', 'w', encoding='utf-8') as f: + with open("pytorch_api_mapping_cn.tmp.md", "w", encoding="utf-8") as f: for prefix, apis in target.items(): - f.write(f'## {prefix}\n\n') + f.write(f"## {prefix}\n\n") od_apis = collections.OrderedDict(sorted(apis.items())) for api, ref in od_apis.items(): - if ref.startswith('REFERENCE-MAPPING-ITEM'): - f.write(f'| {ref} |\n') + if ref.startswith("REFERENCE-MAPPING-ITEM"): + f.write(f"| {ref} |\n") for api, ref in od_apis.items(): - if ref.startswith('NOT-IMPLEMENTED-ITEM'): - f.write(f'| {ref} |\n') - f.write('\n') - - print('pytorch_api_mapping_cn.tmp.md generated.') + if ref.startswith("NOT-IMPLEMENTED-ITEM"): + f.write(f"| {ref} |\n") + f.write("\n") + + print("pytorch_api_mapping_cn.tmp.md generated.") if __name__ == "__main__": @@ -631,4 +642,4 @@ def auto_fill_index_from_api_diff(basedir, meta_dict) -> None: with open(api_diff_output_path, "w", encoding="utf-8") as f: json.dump(metas, f, ensure_ascii=False, indent=4) - auto_fill_index_from_api_diff(cfp_basedir, meta_dict) \ No newline at end of file + auto_fill_index_from_api_diff(cfp_basedir, meta_dict)