From bfb92d62b1ea9dc456977bb5492037dbc3102b2c Mon Sep 17 00:00:00 2001 From: user_10012209 <734267852@qq.com> Date: Tue, 12 Dec 2023 15:39:36 +0800 Subject: [PATCH 1/4] =?UTF-8?q?[api=5Faccuracy=5Fchecker&ptdbg=5Fascend]?= =?UTF-8?q?=E8=B5=84=E6=96=99=E6=B5=8B=E8=AF=95=E5=8F=8D=E9=A6=88=E6=84=8F?= =?UTF-8?q?=E8=A7=81=E4=BF=AE=E6=94=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../api_accuracy_checker/README.md | 62 ++++++++++++++---- .../img/accuracy_checking_details.png | Bin 0 -> 63640 bytes .../img/accuracy_checking_result.png | Bin 0 -> 8733 bytes debug/accuracy_tools/ptdbg_ascend/doc/FAQ.md | 61 ++++++++++++----- ...03\275\350\257\264\346\230\216_v4.0.T3.md" | 11 +++- 5 files changed, 101 insertions(+), 33 deletions(-) create mode 100644 debug/accuracy_tools/api_accuracy_checker/img/accuracy_checking_details.png create mode 100644 debug/accuracy_tools/api_accuracy_checker/img/accuracy_checking_result.png diff --git a/debug/accuracy_tools/api_accuracy_checker/README.md b/debug/accuracy_tools/api_accuracy_checker/README.md index 53a904f52..ab4991faa 100644 --- a/debug/accuracy_tools/api_accuracy_checker/README.md +++ b/debug/accuracy_tools/api_accuracy_checker/README.md @@ -70,26 +70,28 @@ Ascend模型精度预检工具能在昇腾NPU上扫描用户训练模型中所 若有需要，用户可以通过msCheckerConfig.update_config来配置dump路径以及开启真实数据模式、指定dump某个step或配置API dump白名单，详细请参见“**msCheckerConfig.update_config**”。 -3. 将API信息输入给run_ut模块运行精度检测并比对，运行如下命令： +2. 将API信息输入给run_ut模块运行精度检测并比对，运行如下命令： ```bash cd $ATT_HOME/debug/accuracy_tools/api_accuracy_checker/run_ut python run_ut.py -forward ./forward_info_0.json -backward ./backward_info_0.json ``` + 某些场景下（如推理），可以不指定backward_info_0.json，不影响预检功能。 + | 参数名称 | 说明 | 是否必选 | | -------------------------------- | ------------------------------------------------------------ | -------- | | -forward或--forward_input_file | 指定前向API信息文件forward_info_{pid}.json。 | 是 | - | -backward或--backward_input_file | 指定反向API信息文件backward_info_{pid}.json。 | 是 | + | -backward或--backward_input_file | 指定反向API信息文件backward_info_{pid}.json。 | 否 | | -save_error_data | 保存精度未达标的API输入输出数据。 | 否 | | -o或--out_path | 指指定run_ut执行结果存盘路径，默认“./”（相对于run_ut的路径）。 | 否 | | -j或--jit_compile | 开启jit编译。 | 否 | | -d或--device | 指定Device ID，选择UT代码运行所在的卡，默认值为0。 | 否 | - | -csv_path或--result_csv_path | 指定本次运行中断时生成的accuracy_checking_result_{timestamp}.csv文件路径，执行run_ut中断时，若想从中断处继续执行，配置此参数即可。 | 否 | + | -csv_path或--result_csv_path | 指定本次运行中断时生成的`accuracy_checking_result_{timestamp}.csv`文件路径，执行run_ut中断时，若想从中断处继续执行，配置此参数即可。 | 否 | - run_ut执行结果包括`accuracy_checking_result_{timestamp}.csv`和`accuracy_checking_details_{timestamp}.csv`两个文件。`accuracy_checking_result_{timestamp}.csv`是API粒度的，标明每个API是否通过测试。建议用户先查看`accuracy_checking_result_{timestamp}.csv`文件，对于其中没有通过测试的或者特定感兴趣的API，根据其API name字段在`accuracy_checking_details_{timestamp}.csv`中查询其各个输出的达标情况以及比较指标。API达标情况介绍请参考“**API预检指标**”。 + run_ut执行结果包括`accuracy_checking_result_{timestamp}.csv`和`accuracy_checking_details_{timestamp}.csv`两个文件。`accuracy_checking_result_{timestamp}.csv`是API粒度的，标明每个API是否通过测试。建议用户先查看`accuracy_checking_result_{timestamp}.csv`文件，对于其中没有通过测试的或者特定感兴趣的API，根据其API name字段在`accuracy_checking_details_{timestamp}.csv`中查询其各个输出的达标情况以及比较指标。详细介绍请参见“**预检结果**”。 -4. 如果需要保存比对不达标的输入和输出数据，可以在run_ut执行命令结尾添加-save_error_data，例如： +3. 如果需要保存比对不达标的输入和输出数据，可以在run_ut执行命令结尾添加-save_error_data，例如： ```bash python run_ut.py -forward ./forward_info_0.json -backward ./backward_info_0.json -save_error_data @@ -157,6 +159,41 @@ msCheckerConfig.update_config(dump_path="./", real_data=False, target_iter=[1], - 配置的API名称须存在于att\debug\accuracy_tools\api_accuracy_checker\hook_module目录下的support_wrap_ops.yaml文件下。 - 方式一和方式二都可以在dump时设置并控制dump对应的API，默认情况下没有配置白名单，dump所有API数据，若在dump操作时没有配置白名单，那么可以在执行run_ut模块前使用方式一配置白名单。 +## 预检结果 + +精度预检生成的`accuracy_checking_result_{timestamp}.csv`和`accuracy_checking_details_{timestamp}.csv`文件示例如下： + +可以通过先查看`accuracy_checking_result_{timestamp}.csv`文件的Forward Test Success和Backward Test Success，判断是否存在未通过测试的API，再查看`accuracy_checking_details_{timestamp}.csv`文件的API详细达标情况，API达标情况介绍请参见“**API预检指标**”。 + +`accuracy_checking_result_{timestamp}.csv` + +![891a3bd8_12631423](img/accuracy_checking_result.png) + +| 字段 | 含义 | +| --------------------- | ------------------------------------------------------------ | +| API name | API名称。 | +| Forward Test Success | 前向API是否通过测试，TRUE为通过，FALSE为不通过，N/A表示该行非前向API。 | +| Backward Test Success | 反向API是否通过测试，TRUE为通过，FALSE为不通过，N/A表示该行非反向API。 | +| Message | 备注信息。 | + +`accuracy_checking_details_{timestamp}.csv` + +![f07237b1_12631423](img/accuracy_checking_details.png) + +| 字段 | 含义 | +| ------------------------------------- | ------------------------------------------------------------ | +| Npu Name | NPU下的API名称。 | +| Bench Dtype | 标杆数据的数据类型。 | +| NPU Dtype | NPU数据的数据类型。 | +| Shape | API的Shape信息。 | +| Cosine Similarity | 余弦相似度。 | +| Max Abs Error | 最大绝对误差。 | +| Relative Error (dual hundredth) | 双百精度指标。 | +| Relative Error (dual thousandth) | 双千精度指标。 | +| Relative Error (dual ten thousandth) | 双万精度指标。 | +| Error Rate | 误差率。 | +| Status | 通过状态，pass表示通过测试，error表示未通过，waring表示存在双千或双万精度指标未通过测试。 | + ## API预检指标 API预检通过测试，则在`accuracy_checking_details_{timestamp}.csv`文件中的“pass”列标记“pass”，否则标记“error”或“warning”，详细规则如下： @@ -173,11 +210,11 @@ API预检通过测试，则在`accuracy_checking_details_{timestamp}.csv`文件 # 溢出解析工具 -针对训练过程中的溢出检测场景（参见[ptdbg_ascend精度工具功能说明](https://gitee.com/ascend/att/tree/master/debug/accuracy_tools/ptdbg_ascend/doc)中的"溢出检测场景"进行溢出检测dump），对于输入正常但输出存在溢出的API，会在训练执行目录下将溢出的API信息按照前向和反向分类，dump并保存为`forward_info_{pid}.json`和`backward_info_{pid}.json`，前向过程溢出的API可通过该工具对`forward_info_{pid}.json`进行解析，输出溢出API为正常溢出还是非正常溢出，从而帮助用户快速判断。 +针对训练过程中的溢出检测场景（参见[ptdbg_ascend精度工具功能说明](https://gitee.com/ascend/att/tree/master/debug/accuracy_tools/ptdbg_ascend/doc)中的"溢出检测场景"进行溢出检测dump），对于输入正常但输出存在溢出的API，会在训练执行目录下将溢出的API信息按照前向和反向分类，dump并保存为`forward_info_{pid}.json`，前向过程溢出的API可通过该工具对`forward_info_{pid}.json`进行解析，输出溢出API为正常溢出还是非正常溢出，从而帮助用户快速判断。 工具支持PyTorch版本：1.8.1/1.11.0/2.0/2.1。 -若溢出检测场景dump结果生成`forward_info_{pid}.json`和`backward_info_{pid}.json`文件，则使用本工具进行解析。操作步骤如下： +若溢出检测场景dump结果生成`forward_info_{pid}.json`文件，则使用本工具进行解析。操作步骤如下： 1. 安装预检工具 @@ -200,12 +237,11 @@ API预检通过测试，则在`accuracy_checking_details_{timestamp}.csv`文件 python run_overflow_check.py -forward ./forward_info_0.json ``` - | 参数名称 | 说明 | 是否必选 | - | -------------------------------- | -------------------------------------------------- | -------- | - | -forward或--forward_input_file | 指定前向API信息文件forward_info_{pid}.json。 | 是 | - | -backward或--backward_input_file | 指定反向API信息文件backward_info_{pid}.json。 | 是 | - | -j或--jit_compile | 开启jit编译。 | 否 | - | -d或--device | 指定Device ID，选择UT代码运行所在的卡，默认值为0。 | 否 | + | 参数名称 | 说明 | 是否必选 | + | ------------------------------ | -------------------------------------------------- | -------- | + | -forward或--forward_input_file | 指定前向API信息文件forward_info_{pid}.json。 | 是 | + | -j或--jit_compile | 开启jit编译。 | 否 | + | -d或--device | 指定Device ID，选择UT代码运行所在的卡，默认值为0。 | 否 | 反向过程溢出的API暂不支持该功能。 diff --git a/debug/accuracy_tools/api_accuracy_checker/img/accuracy_checking_details.png b/debug/accuracy_tools/api_accuracy_checker/img/accuracy_checking_details.png new file mode 100644 index 0000000000000000000000000000000000000000..db65c788f682cb2badda9dd303770b3f94f5b4d1 GIT binary patch literal 63640 zcmXt9Ra6^HxWp+gEmo{Zafjm4;_igt?pEBr6o=vt#U;VrJ-8DnUL1lIcewobp8JxM zm+aYZvpX|8-)y9+vJ4jbM|3ziI4n6?Np(0lWWd{Z$9E`ipW_U&?r?CQ;N&E~X?npQ zciy_{%QXF73WS{E)Z@M9Jom8j+@Hwu7jb%UZ*DVco?nAGs;Mg!u*j(u9eh3eiocG> z;)T=ai-Y^AgE0thv-5Tx@y9L29d8|`Dl&q3@P~l{&4@CF`A+Y%31M%p%bhg(spr9e z|2W#>l~DxA?`#fxrl)Zc5fR&(o-?0U{{H>6RcJ@a?nwFk{47Y)SyFXUY*v63-PExt 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zq#RpKkRCYa@J)p4ymOvso!LLhxewfT1)vS@N@|Mro^(n2O4RVDI;ke#(wC_l z@^eW8DW($_YMg9$+71x89;r;i;~{Jt1*<1b4?E=Vz4Kjhbq z+1%_s@)+s+?PmYP7(bwJ>D~*)yxHM@?Z@1H#WtT7RX?xGj?D$@=4g{C#FWG6H}dJ3nJItw;j5CKmHHbR;Ou&rG$%5p#A- za}kl#0?Q~1C3koOHKD#9tMaF2ErY&iE;Ag4)~uK7CG9*YS{57ibwjb@k1wqvjx>D7 z#?~DwAhZ+xmGI7^oc=n?*aemFX+kV4?CF1J0V?M+XaQi0f~M@;JzMXUCQ|kz-r>FO z?Wi9lwm)P0r};#BWR0cD;q^1t1ps$XemBgcGy=oCD~d%nY!hC`-|+C(?V`&s z)uCJhpWfAgU{be-=aJ_HUwGUVXTRw9U)zRdeI3LzNw7GhDWHfEvg#g~Wue-gdgnYQ zewciB-j(e_om*HW0LT^_XllxGtm!Ofg<7ijdDqYxkw^N!-l>~KN7r1aIHXRE19m6- zYBY`q(x27O-z!|sgg$d=B|K~b3*U0gi8O;nMISIqoqCp(J3O4M zCYUy#xyc|=Vh?wbeSNdxrTHj~#)^0|flmkT^KJm|@Y<37nikYaGV3DYX~+?0^SQidAaYyTIP!S&$3p=H#+p{3gqEEyE^ z!Y9=qc*}gxjavvD*n}0s=Q9 Date: Tue, 12 Dec 2023 19:23:20 +0800 Subject: [PATCH 2/4] =?UTF-8?q?[api=5Faccuracy=5Fchecker&ptdbg=5Fascend]?= =?UTF-8?q?=E8=B5=84=E6=96=99=E6=B5=8B=E8=AF=95=E5=8F=8D=E9=A6=88=E6=84=8F?= =?UTF-8?q?=E8=A7=81=E4=BF=AE=E6=94=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- debug/accuracy_tools/api_accuracy_checker/README.md | 2 +- ...\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/debug/accuracy_tools/api_accuracy_checker/README.md b/debug/accuracy_tools/api_accuracy_checker/README.md index ab4991faa..a7d69b2f9 100644 --- a/debug/accuracy_tools/api_accuracy_checker/README.md +++ b/debug/accuracy_tools/api_accuracy_checker/README.md @@ -43,7 +43,7 @@ Ascend模型精度预检工具能在昇腾NPU上扫描用户训练模型中所 Exception: Model pretest: exit after iteration 1. ``` - - 若报错信息不一致，可能是由于服务器的其他错误信息覆盖导致，可以尝试查找报错信息中的Exception。 + 若报错信息不一致，可能是由于服务器的其他错误信息覆盖导致，可以尝试查找报错信息中的Exception。 - 若训练脚本中的代码不是通过torch.utils.data.dataloader来加载数据或在部分流水并行、张量并行场景下，工具的开关无法在每张卡上自动打开，导致多卡训练dump结果只有一组json，那么需要在训练代码中添加打开工具开关的调用： diff --git "a/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" "b/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" index bcea669ec..03c7c02b7 100644 --- "a/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" +++ "b/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" @@ -1390,7 +1390,7 @@ compare(input_param, output_path, stack_mode=False, auto_analyze=True, fuzzy_mat | 参数名 | 说明 | 是否必选 | | ------------ | ------------------------------------------------------------ | -------- | -| input_param | 配置dump数据文件及目录。配置参数包括：
- "npu_pkl_path"：指定NPU dump目录下的.pkl文件。参数示例："npu_pkl_path": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "bench_pkl_path"：指定CPU、GPU或NPU dump目录下的.pkl文件。参数示例："bench_pkl_path": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "npu_dump_data_dir"："指定NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。必选。
- "bench_dump_data_dir"："指定CPU、GPU或NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。必选。
- "is_print_compare_log"：配置是否开启日志打屏。可取值True或False。可选。 | 是 | +| input_param | 配置dump数据文件及目录。配置参数包括：
- "npu_pkl_path"：指定NPU dump目录下的.pkl文件。参数示例："npu_pkl_path": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "bench_pkl_path"：指定CPU、GPU或NPU dump目录下的.pkl文件。参数示例："bench_pkl_path": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "npu_dump_data_dir"："指定NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。可选。
- "bench_dump_data_dir"："指定CPU、GPU或NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。可选。
- "is_print_compare_log"：配置是否开启日志打屏。可取值True或False。可选。 | 是 | | output_path | 配置比对结果csv文件存盘目录。参数示例：'./output'。文件名称基于时间戳自动生成，格式为：`compare_result_{timestamp}.csv`。 | 是 | | stack_mode | 配置stack_mode的开关。仅当dump数据时配置set_dump_switch的mode="api_stack"时需要开启。参数示例：stack_mode=True，默认为False。 | 否 | | auto_analyze | 自动精度分析，开启后工具自动针对比对结果进行分析，识别到第一个精度不达标节点（在比对结果文件中的“Accuracy Reached or Not”列显示为No），并给出问题可能产生的原因（打屏展示并生成advisor_{timestamp}.txt文件）。可取值True或False，参数示例：auto_analyze=False，默认为True。 | 否 | -- Gitee From 08d7d36812dd4eea8b87e1208bb009ec4340e618 Mon Sep 17 00:00:00 2001 From: user_10012209 <734267852@qq.com> Date: Tue, 12 Dec 2023 19:30:46 +0800 Subject: [PATCH 3/4] =?UTF-8?q?[api=5Faccuracy=5Fchecker&ptdbg=5Fascend]?= =?UTF-8?q?=E8=B5=84=E6=96=99=E6=B5=8B=E8=AF=95=E5=8F=8D=E9=A6=88=E6=84=8F?= =?UTF-8?q?=E8=A7=81=E4=BF=AE=E6=94=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- debug/accuracy_tools/api_accuracy_checker/README.md | 4 ++-- debug/accuracy_tools/ptdbg_ascend/doc/FAQ.md | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/debug/accuracy_tools/api_accuracy_checker/README.md b/debug/accuracy_tools/api_accuracy_checker/README.md index a7d69b2f9..352031cf7 100644 --- a/debug/accuracy_tools/api_accuracy_checker/README.md +++ b/debug/accuracy_tools/api_accuracy_checker/README.md @@ -172,8 +172,8 @@ msCheckerConfig.update_config(dump_path="./", real_data=False, target_iter=[1], | 字段 | 含义 | | --------------------- | ------------------------------------------------------------ | | API name | API名称。 | -| Forward Test Success | 前向API是否通过测试，TRUE为通过，FALSE为不通过，N/A表示该行非前向API。 | -| Backward Test Success | 反向API是否通过测试，TRUE为通过，FALSE为不通过，N/A表示该行非反向API。 | +| Forward Test Success | 前向API是否通过测试，TRUE为通过，FALSE为不通过。 | +| Backward Test Success | 反向API是否通过测试，TRUE为通过，FALSE为不通过，N/A表示该API没有反向。 | | Message | 备注信息。 | `accuracy_checking_details_{timestamp}.csv` diff --git a/debug/accuracy_tools/ptdbg_ascend/doc/FAQ.md b/debug/accuracy_tools/ptdbg_ascend/doc/FAQ.md index 08be8f541..12c8b454f 100644 --- a/debug/accuracy_tools/ptdbg_ascend/doc/FAQ.md +++ b/debug/accuracy_tools/ptdbg_ascend/doc/FAQ.md @@ -60,7 +60,7 @@ echo $PYTHONPATH 若配置了精度预检工具的环境变量，则执行如下命令取消该环境变量。 ```bash -unset $PYTHONPATH +unset PYTHONPATH ``` ### 2. 单机多卡场景dump目录下只生成一个rank目录或pkl文件格式损坏 -- Gitee From f3cedef57248ad13eec2d73ca41b307f2d800454 Mon Sep 17 00:00:00 2001 From: user_10012209 <734267852@qq.com> Date: Tue, 12 Dec 2023 19:40:53 +0800 Subject: [PATCH 4/4] =?UTF-8?q?[api=5Faccuracy=5Fchecker&ptdbg=5Fascend]?= =?UTF-8?q?=E8=B5=84=E6=96=99=E6=B5=8B=E8=AF=95=E5=8F=8D=E9=A6=88=E6=84=8F?= =?UTF-8?q?=E8=A7=81=E4=BF=AE=E6=94=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- debug/accuracy_tools/api_accuracy_checker/README.md | 2 +- ...\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/debug/accuracy_tools/api_accuracy_checker/README.md b/debug/accuracy_tools/api_accuracy_checker/README.md index 352031cf7..264839ae8 100644 --- a/debug/accuracy_tools/api_accuracy_checker/README.md +++ b/debug/accuracy_tools/api_accuracy_checker/README.md @@ -192,7 +192,7 @@ msCheckerConfig.update_config(dump_path="./", real_data=False, target_iter=[1], | Relative Error (dual thousandth) | 双千精度指标。 | | Relative Error (dual ten thousandth) | 双万精度指标。 | | Error Rate | 误差率。 | -| Status | 通过状态，pass表示通过测试，error表示未通过，waring表示存在双千或双万精度指标未通过测试。 | +| Status | 通过状态，pass表示通过测试，error表示未通过，warning表示存在双千或双万精度指标未通过测试。 | ## API预检指标 diff --git "a/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" "b/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" index 03c7c02b7..427cf52d5 100644 --- "a/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" +++ "b/debug/accuracy_tools/ptdbg_ascend/doc/ptdbg_ascend\347\262\276\345\272\246\345\267\245\345\205\267\345\212\237\350\203\275\350\257\264\346\230\216_v4.0.T3.md" @@ -1390,7 +1390,7 @@ compare(input_param, output_path, stack_mode=False, auto_analyze=True, fuzzy_mat | 参数名 | 说明 | 是否必选 | | ------------ | ------------------------------------------------------------ | -------- | -| input_param | 配置dump数据文件及目录。配置参数包括：
- "npu_pkl_path"：指定NPU dump目录下的.pkl文件。参数示例："npu_pkl_path": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "bench_pkl_path"：指定CPU、GPU或NPU dump目录下的.pkl文件。参数示例："bench_pkl_path": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "npu_dump_data_dir"："指定NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。可选。
- "bench_dump_data_dir"："指定CPU、GPU或NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。可选。
- "is_print_compare_log"：配置是否开启日志打屏。可取值True或False。可选。 | 是 | +| input_param | 配置dump数据文件及目录。配置参数包括：
- "npu_pkl_path"：指定NPU dump目录下的.pkl文件。参数示例："npu_pkl_path": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "bench_pkl_path"：指定CPU、GPU或NPU dump目录下的.pkl文件。参数示例："bench_pkl_path": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump.pkl"。必选。
- "npu_dump_data_dir"："指定NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./npu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。可选，仅比对pkl文件时不选。
- "bench_dump_data_dir"："指定CPU、GPU或NPU dump目录下的dump数据目录。参数示例："npu_dump_data_dir": "./gpu_dump/ptdbg_dump_v2.0/rank0/api_stack_dump"。可选，仅比对pkl文件时不选。
- "is_print_compare_log"：配置是否开启日志打屏。可取值True或False。可选。 | 是 | | output_path | 配置比对结果csv文件存盘目录。参数示例：'./output'。文件名称基于时间戳自动生成，格式为：`compare_result_{timestamp}.csv`。 | 是 | | stack_mode | 配置stack_mode的开关。仅当dump数据时配置set_dump_switch的mode="api_stack"时需要开启。参数示例：stack_mode=True，默认为False。 | 否 | | auto_analyze | 自动精度分析，开启后工具自动针对比对结果进行分析，识别到第一个精度不达标节点（在比对结果文件中的“Accuracy Reached or Not”列显示为No），并给出问题可能产生的原因（打屏展示并生成advisor_{timestamp}.txt文件）。可取值True或False，参数示例：auto_analyze=False，默认为True。 | 否 | -- Gitee