调优结果

自定义知识库和om模型

执行结果如下所示，代表调优完成并且性能有提升。

<xxxx> process finished. Performance improved by xx%    xxxx：调优任务名称,xx%：性能提升的比例。

调优完成后，若满足自定义知识库生成条件，则会生成自定义知识库。生成自定义知识库存放如下。如何使用调优后的自定义知识库请参见如何使用调优后的自定义知识库。

• 针对子图调优，会存储到TUNE_BANK_PATH环境变量中指定的路径。若不设置此配置选项，默认存储到${HOME}/Ascend/latest/data/aoe/custom/graph/${soc_version}目录下。
• 针对算子调优，会存储到TUNE_BANK_PATH环境变量中指定的路径/${soc_version}目录，若不设置此环境变量，默认存储到${HOME}/Ascend/latest/data/aoe/custom/op/${soc_version}路径下。

算子调优结果文件

调优过程中，会在执行调优的工作目录下实时生成命名为“aoe_result_opat_{timestamp}_{pidxxx}.json”的文件，记录调优过程中被调优的算子信息。

其中{timestamp}为时间戳，格式为：年月日时分秒毫秒，“{pidxxx}”中的“xxx”为进程ID。

内容格式如下所示，各字段含义请参见表1。

[
  {
    "basic": {
      "tuning_name": "调优任务名",
      "tuning_time(s)": 1827
    }
  },
  {
    "OPAT": {
      "model_baseline_performance(ms)": 113.588725,
      "model_performance_improvement": "0.31%",
      "model_result_performance(ms)": 113.236731,
      "opat_tuning_result": "tuning successful",
      "repo_modified_operators": {
        "add_repo_operators": [
          {
            "op_name": "strided_slice_10",
            "op_type": "stridedsliced",
            "performance_after_tune(us)": 99,
            "performance_before_tune(us)": 134,
            "performance_improvement": "35.35%"
          },
          {
            "op_name": "strided_slice_7",
            "op_type": "stridedsliced",
            "performance_after_tune(us)": 14,
            "performance_before_tune(us)": 124,
            "performance_improvement": "785.71%"
          }
         ],
        "update_repo_operators": [
          {
            "op_name": "test/conv3/conv3_1/Conv2Dtest/conv3/conv3_1/Relu",
            "op_type": "conv2d",
            "performance_after_tune(us)": 4891.762,
            "performance_before_tune(us)": 5008.928,
            "performance_improvement": "2.40%"
          },
          {
            "op_name": "test/conv1/conv1_2/Conv2Dtest/conv1/conv1_2/Relu",
            "op_type": "conv2d",
            "performance_after_tune(us)": 13114.24,
            "performance_before_tune(us)": 13446.145,
            "performance_improvement": "2.53%"
            }
           }
         ]
      },
      "repo_summary": {
        "repo_add_num": 2,
        "repo_hit_num": 17,
        "repo_reserved_num": 15,
        "repo_unsatisfied_num": 0,
        "repo_update_num": 2,
        "total_num": 19
      }
    }
  }
]

调优失败时（即opat_tuning_result显示为"tuning failed"时），还会显示调优失败的算子的op_name列表。

      "tuning_failed_operators": [
        "res4a_branch1"
       ]

子图调优结果文件

调优过程中，会在执行调优的工作目录下实时生成命名为“aoe_result_sgat_{timestamp}_{pidxxx}.json”的文件，记录调优过程中被调优的子图信息。

其中{timestamp}为时间戳，格式为：年月日时分秒毫秒，“{pidxxx}”中的“xxx”为进程ID。

内容格式如下所示，各字段含义请参见表2。

[
  {
    "basic": {
      "tuning_name": "调优任务名",
      "tuning_time(s)": 78
    }
  },
  {
    "SGAT": {
      "model_baseline_performance(ms)": 5.600486,
      "model_performance_improvement": "55.11%",
      "model_result_performance(ms)": 3.610442,
      "repo_modified_subgraphs": {
        "add_repo_subgraphs": [
          {
            "performance_after_tune(ms)": 3.573203,
            "performance_before_tune(ms)": 5.58434,
            "performance_improvement": "56.28%",
            "repo_key": "1024942313106047484"
          }
        ]
        "update_repo_subgraphs": [
          {
            "performance_after_tune(ms)": 2.573203,
            "performance_before_tune(ms)": 4.58434,
            "performance_improvement": "78.15%",
            "repo_key": "1024942313106057586"
          }
        ]
      },
      "repo_summary": {
        "repo_add_num": 1,
        "repo_hit_num": 1,
        "repo_reserved_num": 0,
        "repo_unsatisfied_num": 0,
        "repo_update_num": 1,
        "total_num": 2
      }
    }
  }
]