'1.0', 'info' => [ 'style' => 'ROA', 'product' => 'paiAutoML', 'version' => '2022-08-28', ], 'directories' => [ [ 'id' => 267710, 'title' => '服务关联角色', 'type' => 'directory', 'children' => [ 'GetServiceIdentityRole', 'CreateServiceIdentityRole', ], ], [ 'id' => 190161, 'title' => 'HPO', 'type' => 'directory', 'children' => [ 'CreateHpoExperiment', 'ListHpoExperiments', 'GetHpoExperiment', 'UpdateHpoExperiment', 'StopHpoExperiment', 'DeleteHpoExperiment', 'ListHpoExperimentLogs', 'ListHpoTrials', 'GetHpoTrial', 'StopHpoTrials', 'RestartHpoTrials', 'ListHpoTrialLogNames', 'ListHpoTrialLogs', 'ListHpoTrialCommands', ], ], [ 'id' => 267707, 'title' => 'AutoFE', 'type' => 'directory', 'children' => [ 'CreateAutofeExperiment', 'GetAutofeExperiment', ], ], ], 'components' => [ 'schemas' => [ 'AutofeExperimentConfiguration' => [ 'title' => 'A short description of struct', 'description' => 'AutoFE实验配置信息', 'type' => 'object', 'properties' => [ 'oss_config' => [ 'title' => 'oss_config', 'description' => 'oss配置', 'type' => 'object', 'properties' => [ 'oss_bucket' => [ 'title' => 'oss_bucket', 'description' => 'oss_bucket名称', 'type' => 'string', 'required' => true, 'example' => 'autofe-service', ], 'oss_access_id' => [ 'title' => 'oss_access_id', 'description' => 'oss access id', 'type' => 'string', 'required' => false, 'example' => 'Ltx***yw', ], 'oss_access_key' => [ 'title' => 'oss_access_key', 'description' => 'oss access key', 'type' => 'string', 'required' => false, 'example' => 'Tc***Mu', ], 'oss_role_arn' => [ 'title' => 'oss_role_arn', 'description' => 'PAIAutoML服务关联角色。填写该值后，可不提供ak/sk。', 'type' => 'string', 'required' => false, 'example' => 'acs:ram::xxx:role/aliyunserviceroleforpaiautoml'."\n", ], 'oss_endpoint' => [ 'title' => 'oss_endpoint', 'description' => 'oss endpoint', 'type' => 'string', 'required' => true, 'example' => 'oss-cn-beijing.aliyuncs.com', ], ], 'required' => true, ], 'odps_config' => [ 'title' => 'odps_config', 'description' => 'MaxCompute配置', 'type' => 'object', 'properties' => [ 'odps_region_id' => [ 'title' => 'odps_region_id', 'description' => 'odps区域id', 'type' => 'string', 'required' => true, 'example' => 'cn-beijing', ], 'odps_project_name' => [ 'title' => 'odps_project_name', 'description' => 'odps项目名称', 'type' => 'string', 'required' => true, 'example' => 'pai_rec', ], 'odps_endpoint' => [ 'title' => 'odps_endpoint', 'description' => 'odps endpoint', 'type' => 'string', 'required' => true, 'example' => 'http://service.cn-beijing.maxcompute.aliyun.com/api', ], 'odps_access_id' => [ 'title' => 'odps_access_id', 'description' => 'odps access id', 'type' => 'string', 'example' => 'Ltx***yw'."\n", ], 'odps_access_key' => [ 'title' => 'odps_access_key', 'description' => 'odps access key', 'type' => 'string', 'example' => 'Tc***Mu'."\n", ], 'odps_role_arn' => [ 'title' => 'odps_role_arn', 'description' => 'PAIAutoML服务关联角色。填写该值后，可不提供ak/sk。', 'type' => 'string', 'example' => 'acs:ram::xxx:role/aliyunserviceroleforpaiautoml'."\n", ], ], 'required' => true, ], 'yml_config' => [ 'title' => 'yml_config', 'description' => 'AutoFE运行时配置', 'type' => 'object', 'properties' => [ 'workspace_name' => [ 'title' => 'workspace_name', 'description' => '工作空间名称', 'type' => 'string', 'required' => true, 'example' => 'my_workspace_1', ], 'output_config_oss_dir' => [ 'title' => 'output_config_oss_dir', 'description' => '运行任务时动态配置的输出路径', 'type' => 'string', 'required' => true, 'example' => 'oss://bucket_name/folder/', ], 'label' => [ 'title' => 'label', 'description' => '输入数据的label列名称', 'type' => 'string', 'required' => true, 'example' => 'label列名称，如is_click', ], 'data_source' => [ 'title' => 'data_source', 'description' => '数据源名称', 'type' => 'string', 'required' => true, 'example' => 'MaxCompute表名，如ad_click_table_name', ], 'data_type' => [ 'title' => 'data_type', 'description' => '数据类型', 'type' => 'string', 'example' => 'odps / oss', ], 'aggregate_only' => [ 'title' => 'aggregate_only', 'description' => '是否只进行统计类的特征加工及选择。如选择False，则同时会进行四则运算类的特征加工及选择。', 'type' => 'string', 'example' => 'true / false', ], 'reuse_results' => [ 'title' => 'reuse_results', 'description' => '是否重用中间结果', 'type' => 'string', 'example' => 'false', ], 'workers' => [ 'title' => 'workers', 'description' => '自动特征工程中需要使用的worker数量', 'type' => 'string', 'example' => '10', ], 'memory' => [ 'title' => 'memory', 'description' => '特征工程中每个Worker内存使用量', 'type' => 'string', 'example' => '4000', ], 'cpu' => [ 'title' => 'cpu', 'description' => '特征工程中每个Worker cpu使用量', 'type' => 'string', 'example' => '2', ], 'debug_mode' => [ 'title' => 'debug_mode', 'description' => '是否启用debug模式', 'type' => 'string', 'example' => 'false', ], 'action' => [ 'title' => 'action', 'description' => '实验进行的操作，可选值包括：`fs_train`，`train`， `analyze`， `pipeline`， `selection`， `transform`。', 'type' => 'string', 'example' => 'fs_train', ], 'sample_size' => [ 'title' => 'sample_size', 'description' => '当输入数据量过大时，需要提供采样数据量', 'type' => 'string', 'example' => 'e.g., 5000000，表示对数据采样5000000行，作为自动特征工程的输入。', ], 'analyze_exp_id' => [ 'title' => 'analyze_exp_id', 'description' => '特征分析实验的id。该id仅在已经进行过数据分析的场景下使用，如果是首次进行自动特征工程，不需要提供该参数。', 'type' => 'string', 'example' => '特征分析实验id， 如sRudaBC', ], 'data_partition' => [ 'title' => 'data_partition', 'description' => '数据分区', 'type' => 'string', 'example' => 'ds=20230720', ], 'exclude_columns' => [ 'title' => 'exclude_columns', 'description' => '需要忽略的列名称。有某些id列，某些不需要参与特征工程的列。', 'type' => 'string', 'example' => 'c1,c2,c3', ], 'feature_selection' => [ 'title' => 'feature_selection', 'description' => '是否利用特征选择结果做特征分析', 'type' => 'string', 'example' => 'true', ], 'selection_exp_id' => [ 'title' => 'selection_exp_id', 'description' => '特征选择实验id', 'type' => 'string', 'example' => '特征选择实验id， 如sRudaBC', ], 'pipeline_exp_id' => [ 'title' => 'pipeline_exp_id', 'description' => 'pipeline训练实验id', 'type' => 'string', 'example' => 'pipeline训练实验id，如sRudaBC', ], 'sample_ratio' => [ 'title' => 'sample_ratio', 'description' => '当输入数据量过大时，可以提供采样比例。', 'type' => 'string', 'example' => '0~1之间的小数，采样比例。sample_size / sample_ratio 提供一个即可。', ], 'filter_thresh' => [ 'title' => 'filter_thresh', 'description' => '低频特征过滤阈值', 'type' => 'string', 'example' => '10', ], 'skip_select' => [ 'title' => 'skip_select', 'description' => '输出特征是否包含全部原始特征', 'type' => 'string', 'example' => 'true', ], 'iv_thresh' => [ 'title' => 'iv_thresh', 'description' => '在特征选择过程中使用了Information value作为，特征过滤依据。iv_thresh为information value的阈值，低于该值，则特征会标过滤掉。推荐使用0.02。', 'type' => 'string', 'example' => '0.02', ], ], 'required' => true, ], ], ], 'HpoExperimentConfig' => [ 'title' => 'A short description of struct', 'description' => 'CreateHpoExperiment API的入参', 'type' => 'object', 'properties' => [ 'params_config' => [ 'title' => 'params_config', 'description' => 'params_config', 'type' => 'object', 'properties' => [ 'params_src_dst_filepath' => [ 'title' => 'params_src_dst_filepath', 'description' => '参数配置的源头路径和最终输出路径', 'type' => 'array', 'items' => [ 'description' => 'src和dst路径字符串，用逗号隔开。', 'type' => 'string', 'example' => './local/path/foo.config,oss://bucket/remote/path/bar.config', ], 'example' => 'src_path,dst_file_path', ], ], ], 'platform_config' => [ 'title' => 'platform_config', 'description' => 'platform_config', 'type' => 'object', 'properties' => [ 'name' => [ 'title' => 'name of the computation platform', 'description' => '用于标记任务执行的平台', 'type' => 'string', 'required' => true, 'example' => 'DLC, MaxCompute,paiflow, etc', ], 'cmd' => [ 'title' => 'a list of commands to be executed', 'description' => '在后台计算平台上需要执行的命令列表', 'type' => 'array', 'items' => [ 'description' => '用于标记执行的命令', 'type' => 'string', 'required' => true, 'example' => 'pai -name kmeans -project foo -Dseed 1', ], 'required' => true, ], 'resume' => [ 'title' => 'resume', 'description' => '用于用户一次运行时，比如说第一行任务成功，第二行由于资源不足失败，可以开启续跑，从第二行命令开始运行', 'type' => 'string', 'example' => '0/1。'."\n" .'1表示启用。不填写不启用', ], ], 'required' => true, ], 'metric_config' => [ 'title' => 'metric_config', 'description' => 'metric_config', 'type' => 'object', 'properties' => [ 'metric_type' => [ 'title' => 'metric_type', 'description' => '用户评价trial的指标类型，必须为summary/table/json/stdout之一。', 'type' => 'string', 'required' => true, 'example' => 'table, summary, stdout或者json', ], 'metric_source' => [ 'title' => 'metric_source', 'description' => 'metric_source', 'type' => 'array', 'items' => [ 'description' => '指标的来源，对于oss源，可以是一个文件路径；对于MaxCompute表格，需要是一个获取具体结果的sql语句。', 'type' => 'string', 'example' => '对于table类型，为从Table获取metric的MaxCompute语句，如：select count(*) as cnt from nni_test1_${exp_id}_${trial_id};'."\n" .'对于summary类型，为summary所在路径，如：oss://test-nni/examples/search/pai/metric/metric_${exp_id}_${trial_id}/'."\n" .'对于stdout类型，为从那一条cmd抽取metric，如：cmd1 （序号从1开始）', ], 'required' => true, ], 'final_mode' => [ 'title' => 'final_mode', 'description' => '如任务运行过程中，存在很多中间metric，那么需要确定最终metric的计算方式，取值必须为final/best/avg之一。', 'type' => 'string', 'required' => true, 'example' => 'final, best, avg', ], 'metric_dict' => [ 'title' => 'metric_dict', 'description' => '当有多只指标需要同时考虑时，可以通过配置指标名称及对应权重的方式实现。注：权重可以为负值，权重之和可以不为1，用户自定义。', 'type' => 'object', 'required' => true, 'example' => '{\'auc\':0.25, \'recall\':0.5, \'precision\':0.25}', ], 'source_list_final_mode' => [ 'title' => 'source_list_final_mode', 'description' => '可选，默认值为final_mode，可选值为final/best/avg,用于有多个metric_source时最终metric如何计算', 'type' => 'string', 'example' => 'avg', ], ], 'required' => true, ], 'oss_config' => [ 'title' => 'oss_config', 'description' => 'oss配置', 'type' => 'object', 'properties' => [ 'endpoint' => [ 'title' => 'endpoint', 'description' => 'endpoint', 'type' => 'string', 'example' => 'http://oss-cn-beijing.aliyuncs.com', ], 'accessKeyID' => [ 'title' => 'accessKeyID', 'description' => 'accessKeyID', 'type' => 'string', 'example' => 'ak字符串', ], 'accessKeySecret' => [ 'title' => 'accessKeySecret', 'description' => 'accessKeySecret', 'type' => 'string', 'example' => 'sk字符串', ], 'role_arn' => [ 'title' => 'role_arn', 'description' => 'PAIAutoML服务关联角色。填写该值后，可不提供ak/sk。', 'type' => 'string', 'example' => 'acs:ram::xxx:role/aliyunserviceroleforpaiautoml', ], ], ], 'odps_config' => [ 'title' => 'odps_config', 'description' => 'MaxCompute相关配置', 'type' => 'object', 'properties' => [ 'access_id' => [ 'title' => 'access_id', 'description' => 'access_id', 'type' => 'string', 'example' => 'ak字符串', ], 'access_key' => [ 'title' => 'access_key', 'description' => 'access_key', 'type' => 'string', 'example' => 'sk字符串', ], 'project_name' => [ 'title' => 'project_name', 'description' => 'maxcompute 项目名称', 'type' => 'string', 'example' => 'my_project_x', ], 'end_point' => [ 'title' => 'end_point', 'description' => 'end_point', 'type' => 'string', 'example' => 'http://service.cn-beijing.maxcompute.aliyun.com/api', ], 'log_view_host' => [ 'title' => 'log_view_host', 'description' => 'log_view_host', 'type' => 'string', 'example' => 'http://logview.odps.aliyun.com', ], 'region' => [ 'title' => 'region', 'description' => 'region', 'type' => 'string', 'example' => 'cn-hangzhou / cn-beijing / cn-shanghai / cn-shenzhen / cn-hongkong', ], 'role_arn' => [ 'title' => 'role_arn', 'description' => 'PAIAutoML服务关联角色。填写该值后，可不提供ak/sk。', 'type' => 'string', 'example' => 'acs:ram::xxx:role/aliyunserviceroleforpaiautoml'."\n", ], ], ], 'ts_config' => [ 'title' => 'ts_config', 'description' => 'ts_config', 'type' => 'object', 'properties' => [ 'access_key_id' => [ 'title' => 'access_key_id', 'description' => 'access_key_id', 'type' => 'string', 'example' => 'ak字符串', ], 'access_key_secret' => [ 'title' => 'access_key_secret', 'description' => 'access_key_secret', 'type' => 'string', 'example' => 'sk字符串', ], 'region_id' => [ 'title' => 'region_id', 'description' => 'region_id', 'type' => 'string', 'example' => 'cn-hangzhou / cn-beijing / cn-shanghai / cn-shenzhen / cn-hongkong'."\n", ], 'endpoint' => [ 'title' => 'endpoint', 'description' => 'endpoint', 'type' => 'string', 'example' => 'pai.cn-shanghai.aliyuncs.com', ], ], ], 'paiflow_config' => [ 'title' => 'paiflow_config', 'description' => 'paiflow_config', 'type' => 'object', 'properties' => [ 'access_key_id' => [ 'title' => 'access_key_id', 'description' => 'access_key_id', 'type' => 'string', 'example' => 'ak字符串', ], 'access_key_secret' => [ 'title' => 'access_key_secret', 'description' => 'access_key_secret', 'type' => 'string', 'example' => 'sk字符串', ], 'region_id' => [ 'title' => 'region_id', 'description' => 'region_id', 'type' => 'string', 'example' => 'cn-hangzhou / cn-beijing / cn-shanghai / cn-shenzhen / cn-hongkong'."\n", ], 'workspace_id' => [ 'title' => 'workspace_id', 'description' => 'PAI工作空间workspace ID', 'type' => 'string', 'example' => '12345', ], ], ], 'yml_config' => [ 'title' => 'yml_config', 'description' => 'HPO运行时配置', 'type' => 'object', 'properties' => [ 'trial_concurrency' => [ 'title' => 'trialConcurrency', 'description' => '最大的trial并发数', 'type' => 'integer', 'format' => 'int32', 'example' => '5', ], 'max_trial_number' => [ 'title' => 'maxTrialNumber', 'description' => '一个实验最多可运行的trial数量。实验可能在还没运行到这么多trials时就结束了。', 'type' => 'integer', 'format' => 'int32', 'example' => '20', ], 'experiment_name' => [ 'title' => 'experiment_name', 'description' => '实验名称', 'type' => 'string', 'example' => 'my_hpo_exp_3', ], 'tuner' => [ 'title' => 'tuner', 'description' => '超参调优使用的算法', 'type' => 'object', 'properties' => [ 'name' => [ 'title' => 'name', 'description' => '超参调优使用的算法名称', 'type' => 'string', 'example' => 'TPE', ], 'class_args' => [ 'title' => 'class_args', 'description' => '超参调优算法使用到的参数', 'type' => 'object', ], ], ], 'debug' => [ 'title' => 'debug', 'description' => 'debug开启标记', 'type' => 'boolean', 'example' => 'false/true', ], 'log_level' => [ 'title' => 'log_level', 'description' => '日志级别', 'type' => 'string', 'example' => 'debug', ], 'assessor' => [ 'title' => 'assessor', 'description' => 'assessor', 'type' => 'object', 'properties' => [ 'name' => [ 'title' => 'name', 'description' => '评估使用的类名称。', 'type' => 'string', 'example' => 'PAIAssessor', ], 'class_args' => [ 'title' => 'class_args', 'description' => 'class_args', 'type' => 'object', 'properties' => [ 'proportion' => [ 'title' => 'proportion', 'description' => '本次超参搜索的最优值和历史记录的proportion值比较', 'type' => 'number', 'format' => 'float', 'example' => '0.5', ], 'start_step' => [ 'title' => 'start_step', 'description' => '从第几步开始进行早停判定', 'type' => 'integer', 'format' => 'int32', 'example' => '2', ], 'moving_avg' => [ 'title' => 'moving_avg', 'description' => '早停判断时，采用所有历史的滑动平均值作为判断标准', 'type' => 'string', 'example' => 'true', ], 'optimize_mode' => [ 'title' => 'optimize_mode', 'description' => '优化的方向', 'type' => 'string', 'example' => 'maximize/minimize', ], 'earlystop' => [ 'title' => 'earlystop', 'description' => '是否开启earlystop', 'type' => 'boolean', 'example' => 'True, False', ], ], ], ], ], ], ], 'search_space' => [ 'title' => 'search_space', 'description' => '超参所搜空间，json字符串。', 'type' => 'object', 'example' => '{'."\n" .' "${tree_count}":{"_type":"choice","_value":[5,10,3]},'."\n" .' "${max_depth}":{"_type":"randint","_value":[3,6]}'."\n" .'}', ], 'k8s_config' => [ 'title' => 'k8s_config', 'description' => '不需要配置', 'type' => 'object', 'properties' => [ 'nni_container_requested_memory' => [ 'title' => 'nni_container_requested_memory', 'description' => 'nni_container_requested_memory', 'type' => 'string', 'example' => '不需要配置', ], 'nni_container_requested_cpu' => [ 'title' => 'nni_container_requested_cpu', 'description' => 'nni_container_requested_cpu', 'type' => 'string', 'example' => '不需要配置', ], 'nni_container_memory_limit' => [ 'title' => 'nni_container_memory_limit', 'description' => 'nni_container_memory_limit', 'type' => 'string', 'example' => '不需要配置', ], 'nni_container_cpu_limit' => [ 'title' => 'nni_container_cpu_limit', 'description' => 'nni_container_cpu_limit', 'type' => 'string', 'example' => '不需要配置', ], ], ], 'dlc_config' => [ 'title' => 'dlc_config', 'description' => 'dlc_config', 'type' => 'object', 'properties' => [ 'access_id' => [ 'title' => 'access_id', 'description' => 'access_id', 'type' => 'string', 'example' => 'ak字符串', ], 'access_key' => [ 'title' => 'access_key', 'description' => 'access_key', 'type' => 'string', 'example' => 'sk字符串', ], 'endpoint' => [ 'title' => 'endpoint', 'description' => 'endpoint', 'type' => 'string', 'example' => 'pai-dlc.cn-shanghai.aliyuncs.com', ], 'region' => [ 'title' => 'region', 'description' => 'region', 'type' => 'string', 'example' => 'cn-hangzhou / cn-beijing / cn-shanghai / cn-shenzhen / cn-hongkong'."\n", ], 'protocol' => [ 'title' => 'protocol', 'description' => 'protocol', 'type' => 'string', 'example' => 'https', ], ], ], 'schedule_config' => [ 'title' => 'schedule_config', 'description' => 'schedule_config', 'type' => 'object', 'properties' => [ 'day' => [ 'title' => 'day', 'description' => 'day', 'type' => 'string', 'example' => 'everyday', ], 'start_time' => [ 'title' => 'start_time', 'description' => 'start_time', 'type' => 'string', 'example' => '11:10', ], 'end_time' => [ 'title' => 'end_time', 'description' => 'end_time', 'type' => 'string', 'example' => '23:56', ], ], ], 'monitor_config' => [ 'title' => 'monitor_config', 'description' => '钉钉群监控配置', 'type' => 'object', 'properties' => [ 'url' => [ 'title' => 'url', 'description' => 'url为创建自定义机器人对应的Webhook地址', 'type' => 'string', 'example' => 'https://oapi.dingtalk.com/robot/send?access_token=${UID}'."\n" .'参考https://open.dingtalk.com/document/robots/custom-robot-access去添加自定义机器人，获取url', ], 'keyword' => [ 'title' => 'keyword', 'description' => '添加自定义机器人：自定义关键词', 'type' => 'string', 'example' => 'monitor', ], 'at_mobiles' => [ 'title' => 'at_mobiles', 'description' => '在监控内容里添加@人的手机号，且只有在群内的成员才可被@，非群内成员手机号会被脱敏', 'type' => 'string', 'example' => '[1472583690]', ], 'at_user_ids' => [ 'title' => 'at_user_ids', 'description' => '被@人的用户userid。', 'type' => 'string', 'example' => '[1234567890]', ], 'is_at_all' => [ 'title' => 'is_at_all', 'description' => '是否@所有人', 'type' => 'string', 'example' => 'True/False', ], ], ], 'output_config' => [ 'title' => 'output_config', 'description' => 'output_config', 'type' => 'object', 'properties' => [ 'model_path' => [ 'title' => 'model_path', 'description' => '如果使用服务版，可以配置model_path用来获取最优模型', 'type' => 'string', 'example' => 'oss://bucket/foo/bar/model/model_${exp_id}_${trial_id}', ], 'summary_path' => [ 'title' => 'summary_path', 'description' => '如果使用单机版，可以配置summary用于本地查看TensorBoard', 'type' => 'string', 'example' => 'oss://bucket/foo/bar/model_${exp_id}_${trial_id}/', ], ], ], ], ], ], ], 'apis' => [ 'GetServiceIdentityRole' => [ 'summary' => 'GetServiceIdentityRole, return role name if SLR exists, empty otherwise', 'path' => '/api/automl/v1/serviceidentityrole', 'methods' => [ 'get', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'none', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '190053', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], 'tenantRelevance' => 'publicInformation', ], 'parameters' => [], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => '请求ID。', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'RoleName' => [ 'description' => '用户允许操作PAIAutoML服务扮演的RAM角色名称。', 'type' => 'string', 'example' => 'AliyunServiceRoleForPaiAutoml', ], 'Code' => [ 'description' => '返回状态码。', 'type' => 'string', 'example' => 'SUCCESS', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Execution failure, please try again.', ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"RoleName\\": \\"AliyunServiceRoleForPaiAutoml\\",\\n \\"Code\\": \\"SUCCESS\\",\\n \\"Message\\": \\"Execution failure, please try again.\\"\\n}","type":"json"}]', 'title' => '获取服务关联角色相关信息', ], 'CreateServiceIdentityRole' => [ 'summary' => '创建服务关联角色。', 'path' => '/api/automl/v1/serviceidentityrole', 'methods' => [ 'post', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'none', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '190056', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], 'tenantRelevance' => 'publicInformation', ], 'parameters' => [], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'Id of the request', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'ExecutionFailure', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Execution failure, please try again.', ], 'RoleName' => [ 'description' => '用户允许操作PAIAutoML服务扮演的RAM角色名称。', 'type' => 'string', 'example' => 'AliyunServiceRoleForPaiAutoml', ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"ExecutionFailure\\",\\n \\"Message\\": \\"Execution failure, please try again.\\",\\n \\"RoleName\\": \\"AliyunServiceRoleForPaiAutoml\\"\\n}","type":"json"}]', 'title' => '创建服务关联角色', ], 'CreateHpoExperiment' => [ 'summary' => 'calling HPO CreateExperiment', 'path' => '/api/automl/v1/hpo/experiment', 'methods' => [ 'post', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'create', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '162681', 'abilityTreeNodes' => [ 'FEATURElearnVYA4L9', ], ], 'parameters' => [ [ 'name' => 'body', 'in' => 'body', 'style' => 'json', 'schema' => [ 'description' => '请求体。', 'type' => 'object', 'properties' => [ 'HpoExperimentConfiguration' => [ 'description' => 'HPO实验配置参数结构体。', 'required' => false, '$ref' => '#/components/schemas/HpoExperimentConfig', ], 'Name' => [ 'description' => '实验名称', 'type' => 'string', 'required' => false, 'example' => 'my experiment x', ], 'WorkspaceId' => [ 'description' => '工作空间ID。', 'type' => 'string', 'required' => false, 'example' => 'default', ], 'Description' => [ 'description' => '实验描述信息', 'type' => 'string', 'required' => false, 'example' => 'This is an AutoML HPO experiment.', ], 'Accessibility' => [ 'description' => '代码配置的可见性，取值如下。'."\n" .'- PUBLIC：在此工作空间中，对所有人可见。'."\n" .'- PRIVATE：在此工作空间中，仅对您和管理员可见。', 'type' => 'string', 'required' => false, 'example' => 'PRIVATE', ], 'Tag' => [ 'description' => '标签信息。', 'type' => 'array', 'items' => [ 'description' => '标签信息。', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '标签名', 'type' => 'string', 'required' => false, 'example' => 'group', ], 'Value' => [ 'description' => '标签值', 'type' => 'string', 'required' => false, 'example' => 'group_name', ], ], 'required' => false, ], 'required' => false, 'maxItems' => 20, ], ], 'required' => false, ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => '响应体', 'type' => 'object', 'properties' => [ 'ExperimentId' => [ 'title' => 'Id of the request', 'description' => 'HPO实验id', 'type' => 'string', 'example' => 'sORVEck', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'RequestId' => [ 'description' => 'POP的请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息。', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{"AuthPrincipalType": "sub", "PolicyType": "AccountLevelIdentityBasedPolicy", "NoPermissionType": "NoPermission"}', 'description' => '访问被拒绝详细信息。', ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"ExperimentId\\": \\"sORVEck\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\", \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\", \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"}\\"\\n }\\n}","type":"json"}]', 'title' => '创建一个HPO实验', ], 'ListHpoExperiments' => [ 'summary' => '查询符合条件的HPO实验信息。', 'path' => '/api/automl/v1/hpo/experiments', 'methods' => [ 'get', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'list', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '190772', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'Name', 'in' => 'query', 'schema' => [ 'description' => '实验名称关键字', 'type' => 'string', 'required' => false, 'example' => '任意关键字', ], ], [ 'name' => 'Creator', 'in' => 'query', 'schema' => [ 'description' => '实验创建人的UserId', 'type' => 'string', 'required' => false, 'example' => '266977839132045194', ], ], [ 'name' => 'PageNumber', 'in' => 'query', 'schema' => [ 'description' => '页码。起始值：1。默认值：1。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '1', ], ], [ 'name' => 'PageSize', 'in' => 'query', 'schema' => [ 'description' => '分页大小。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '10', ], ], [ 'name' => 'MinCreateTime', 'in' => 'query', 'schema' => [ 'description' => '最早的实验创建时间', 'type' => 'string', 'required' => false, 'example' => 'yyyy-mm-dd hh:mm:ss或着yyyy-mm-dd，比如2023-03-31 10:29:30', ], ], [ 'name' => 'MaxCreateTime', 'in' => 'query', 'schema' => [ 'description' => '最晚的实验创建时间', 'type' => 'string', 'required' => false, 'example' => 'yyyy-mm-dd hh:mm:ss或着yyyy-mm-dd，比如2023-03-31 10:29:30', ], ], [ 'name' => 'Status', 'in' => 'query', 'schema' => [ 'description' => '实验状态', 'type' => 'string', 'required' => false, 'example' => 'CREATED, RUNNING, FINISHED, FAILED, EARLY_STOPPED, USER_CANCELED, SYS_CANCELED, WAITING, NO_MORE_TRIAL, UNKNOWN', ], ], [ 'name' => 'WorkspaceId', 'in' => 'query', 'schema' => [ 'description' => '工作空间ID。', 'type' => 'string', 'required' => false, 'example' => 'default', ], ], [ 'name' => 'Accessibility', 'in' => 'query', 'schema' => [ 'description' => '工作空间可见性，可能值为：'."\n" .'- PRIVATE：在此工作空间中，仅对您和管理员可见。'."\n" .'- PUBLIC：在此工作空间中，对所有人可见。', 'type' => 'string', 'required' => false, 'example' => 'PRIVATE', ], ], [ 'name' => 'IncludeConfigData', 'in' => 'query', 'schema' => [ 'description' => '响应里是否包括实验配置数据', 'type' => 'string', 'required' => false, 'example' => 'True或者False，默认False表示不包括', ], ], [ 'name' => 'SortBy', 'in' => 'query', 'schema' => [ 'description' => '查询结果排序依据', 'type' => 'string', 'required' => false, 'example' => 'create_time, update_time, workspace_id, status, accessibility其中之一', ], ], [ 'name' => 'Order', 'in' => 'query', 'schema' => [ 'description' => '排序顺序，取值如下，与SortBy一起使用。'."\n" .'- DESC（默认值）：降序排列。'."\n" .'- ASC：升序排列。', 'type' => 'string', 'required' => false, 'example' => 'DESC或ASC', ], ], [ 'name' => 'Tag', 'in' => 'query', 'style' => 'json', 'schema' => [ 'description' => '资源标签。', 'type' => 'array', 'items' => [ 'description' => '标签列表。'."\n" ."\n" .'查询的过滤条件。最多可以指定20个标签。', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '资源的标签键。', 'type' => 'string', 'required' => false, 'example' => 'group', ], 'Value' => [ 'description' => '标签值。'."\n" ."\n" .'一个标签值最多支持输入128个字符，不能以`aliyun`和`acs:`开头，不能包含`http://`或者`https://`。'."\n" ."\n" .'一次最多支持输入20个标签的标签值。'."\n", 'type' => 'string', 'required' => false, 'example' => 'group_name', ], ], 'required' => false, ], 'required' => false, ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'description' => 'POP的请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'title' => '响应状态。', 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'Message' => [ 'title' => '响应错误信息。只在响应出错时被设置', 'description' => '响应错误信息。只在响应出错时被设置', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息。', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}', 'description' => '访问被拒绝详细信息。', ], ], 'TotalCount' => [ 'description' => '查询到的实验总数。', 'type' => 'integer', 'format' => 'int32', 'example' => '5', ], 'Experiments' => [ 'title' => '符合搜索条件的实验列表。', 'description' => '符合搜索条件的实验列表。', 'type' => 'array', 'items' => [ 'description' => '实验数据结构体', 'type' => 'object', 'properties' => [ 'ExperimentId' => [ 'title' => '实验id。', 'description' => '实验id。', 'type' => 'string', 'example' => 'sORVEck', ], 'Creator' => [ 'title' => '实验创建者的id。', 'description' => '实验创建者的id。', 'type' => 'string', 'example' => '1049310008714189', ], 'SearchSpace' => [ 'title' => '实验配置里的SearchSpace属性。', 'description' => '实验配置里的SearchSpace属性。', 'type' => 'string', 'example' => '{\'foo\':\'bar\'}', ], 'Name' => [ 'title' => '实验名称。', 'description' => '实验名称。', 'type' => 'string', 'example' => 'my experiment x', ], 'Status' => [ 'title' => '实验状态。', 'description' => '实验状态。', 'type' => 'string', 'example' => 'CREATED, RUNNING, FINISHED, FAILED, EARLY_STOPPED, USER_CANCELED, WAITING, NO_MORE_TRIAL, UNKNOWN', ], 'JobType' => [ 'description' => '实验类型。对于HPO实验，类型值始终是1.', 'type' => 'string', 'example' => '1', ], 'ConfigIni' => [ 'description' => 'trial.ini配置内容。其中ak/sk等敏感数据如果存在，则会被API用星号替换实际数据内容。', 'type' => 'string', 'example' => '[odps_config]'."\n" .'key1 = value1'."\n" .'key2 = value2', ], 'ConfigYml' => [ 'description' => 'exp.yml配置内容', 'type' => 'string', 'example' => 'experimentName: dlc_oss_mnist'."\n" .'experimentWorkingDirectory: ../expdir'."\n" .'searchSpaceFile: search_space.json'."\n" .'trialCommand: python3 -m hpo_tools.core.utils.run --config=./trial.ini'."\n" .'trialConcurrency: 1'."\n" .'maxTrialNumber: 4'."\n" .'tuner:'."\n" .' name: TPE'."\n" .' classArgs:'."\n" .' optimize_mode: maximize'."\n" .'trainingService:'."\n" .' platform: local'."\n" .'assessor:'."\n" .' name: PAIAssessor'."\n" .' classArgs:'."\n" .' optimize_mode: maximize'."\n" .' start_step: 2', ], 'GmtCreateTime' => [ 'title' => '实验创建时间。', 'description' => '实验创建时间。', 'type' => 'string', 'example' => '2023-03-31T10:29:30Z', ], 'GmtModifiedTime' => [ 'title' => '实验数据最近更新时间。', 'description' => '实验数据最近更新时间。', 'type' => 'string', 'example' => '2022-10-27T00:55:54Z', ], 'WorkspaceId' => [ 'description' => '工作空间id', 'type' => 'string', 'example' => 'default', ], 'Accessibility' => [ 'description' => '工作空间可见度。支持以下取值：'."\n" .'- PRIVATE（默认值）：表示工作空间内自己以及管理员可见。'."\n" .'- PUBLIC为：工作空间所有用户可见。', 'type' => 'string', 'example' => 'PUBLIC', ], 'Description' => [ 'description' => '实验描述信息', 'type' => 'string', 'example' => 'description', ], 'TrialCount' => [ 'description' => '该实验总的trial数量', 'type' => 'integer', 'format' => 'int32', 'example' => '20', ], 'TrialStatus' => [ 'description' => 'trial 状态和处于各个状态的trial的数量的map', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '3', 'description' => 'FINISHED', ], ], 'Deleted' => [ 'description' => '是否已经被删除', 'type' => 'boolean', 'example' => '1', ], 'Tags' => [ 'description' => '标签体系列表', 'type' => 'array', 'items' => [ 'description' => '标签列表', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '资源的标签键', 'type' => 'string', 'example' => 'group', ], 'Value' => [ 'description' => '标签值。', 'type' => 'string', 'example' => 'group_name', ], ], ], ], ], ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\"\\n },\\n \\"TotalCount\\": 5,\\n \\"Experiments\\": [\\n {\\n \\"ExperimentId\\": \\"sORVEck\\",\\n \\"Creator\\": \\"1049310008714189\\",\\n \\"SearchSpace\\": \\"{\'foo\':\'bar\'}\\",\\n \\"Name\\": \\"my experiment x\\",\\n \\"Status\\": \\"CREATED, RUNNING, FINISHED, FAILED, EARLY_STOPPED, USER_CANCELED, WAITING, NO_MORE_TRIAL, UNKNOWN\\",\\n \\"JobType\\": \\"1\\",\\n \\"ConfigIni\\": \\"[odps_config]\\\\nkey1 = value1\\\\nkey2 = value2\\",\\n \\"ConfigYml\\": \\"experimentName: dlc_oss_mnist\\\\nexperimentWorkingDirectory: ../expdir\\\\nsearchSpaceFile: search_space.json\\\\ntrialCommand: python3 -m hpo_tools.core.utils.run --config=./trial.ini\\\\ntrialConcurrency: 1\\\\nmaxTrialNumber: 4\\\\ntuner:\\\\n name: TPE\\\\n classArgs:\\\\n optimize_mode: maximize\\\\ntrainingService:\\\\n platform: local\\\\nassessor:\\\\n name: PAIAssessor\\\\n classArgs:\\\\n optimize_mode: maximize\\\\n start_step: 2\\",\\n \\"GmtCreateTime\\": \\"2023-03-31T10:29:30Z\\",\\n \\"GmtModifiedTime\\": \\"2022-10-27T00:55:54Z\\",\\n \\"WorkspaceId\\": \\"default\\",\\n \\"Accessibility\\": \\"PUBLIC\\",\\n \\"Description\\": \\"description\\",\\n \\"TrialCount\\": 20,\\n \\"TrialStatus\\": {\\n \\"key\\": \\"3\\"\\n },\\n \\"Deleted\\": true,\\n \\"Tags\\": [\\n {\\n \\"Key\\": \\"group\\",\\n \\"Value\\": \\"group_name\\"\\n }\\n ]\\n }\\n ]\\n}","type":"json"}]', 'title' => '搜索符合条件的HPO实验', ], 'GetHpoExperiment' => [ 'summary' => '获取一个HPO实验的信息，包括状态、配置、以及所属trials的状态等数据。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}', 'methods' => [ 'get', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'get', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '162519', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => 'A short description of struct', 'description' => 'HPO实验id', 'type' => 'string', 'required' => false, 'example' => 'sX5O9Q8', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => '响应体', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'description' => 'POP的请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息。', 'type' => 'object', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", ], 'ExperimentId' => [ 'description' => 'HPO实验id', 'type' => 'string', 'example' => 'sX5O9Q8', ], 'Creator' => [ 'description' => '实验创建人的UserId', 'type' => 'string', 'example' => '123456789', ], 'SearchSpace' => [ 'description' => 'search_space.json配置内容', 'type' => 'string', 'example' => '{"${centerCount}":{"_type":"choice","_value":[2,3,4,5]},"${distanceType}":{"_type":"choice","_value":["euclidean","cosine","cityblock"]}}', ], 'Name' => [ 'description' => '实验名称', 'type' => 'string', 'example' => 'my_hpo_exp_1', ], 'Status' => [ 'description' => '实验状态', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP, SUCCESS, or EXECUTION_FAILURE', ], 'JobType' => [ 'description' => '实验类型。对于HPO实验，类型值始终是1.', 'type' => 'string', 'example' => '1', ], 'ConfigIni' => [ 'description' => 'trial.ini配置内容', 'type' => 'string', 'example' => '[odps_config]'."\n" .'access_id=foo'."\n" .'access_key=bar'."\n" .'end_point=http://service.odps.aliyun.com/api'."\n" .'log_view_host=http://logview.odps.aliyun.com'."\n" .'project_name=my_project', ], 'ConfigYml' => [ 'description' => 'exp.yml配置内容', 'type' => 'string', 'example' => 'assessor:'."\n" .' classArgs:'."\n" .' optimize_mode: maximize'."\n" .' start_step: 1'."\n" .' name: PAIAssessor'."\n" .'debug: true'."\n" .'experimentName: maxcompute_kmeans_monitor'."\n" .'experimentWorkingDirectory: ../expdir'."\n" .'logLevel: debug'."\n" .'maxTrialNumber: 10'."\n" .'searchSpaceFile: search_space.json'."\n" .'trainingService:'."\n" .' platform: local'."\n" .'trialCommand: python3 -m hpo_tools.core.utils.run --config=./config.ini'."\n" .'trialConcurrency: 2'."\n" .'tuner:'."\n" .' classArgs:'."\n" .' optimize_mode: maximize'."\n" .' name: TPE', ], 'GmtCreateTime' => [ 'description' => '实验创建时间。', 'type' => 'string', 'example' => '2024-01-01 08:30:11', ], 'GmtModifiedTime' => [ 'description' => '实验数据最近更新时间。', 'type' => 'string', 'example' => '2024-01-01 08:30:11', ], 'WorkspaceId' => [ 'description' => '工作空间ID。', 'type' => 'string', 'example' => '12345', ], 'Accessibility' => [ 'description' => '工作空间可见性，可能值为：'."\n" .'- PRIVATE：在此工作空间中，仅对您和管理员可见。'."\n" .'- PUBLIC：在此工作空间中，对所有人可见。', 'type' => 'string', 'example' => 'PRIVATE', ], 'Description' => [ 'description' => '实验描述信息', 'type' => 'string', 'example' => '我的实验', ], 'TrialCount' => [ 'description' => '实验已经产生的trial的数量', 'type' => 'integer', 'format' => 'int32', 'example' => '3', ], 'TrialStatus' => [ 'description' => 'trail状态名称和数量', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'description' => 'trial 状态和处于各个状态的trial的数量的map', 'example' => '{‘FINISHED\':1, \'RUNNING\':2}', ], ], 'HpoExperimentConfiguration' => [ 'description' => '实验配置信息', 'type' => 'object', 'example' => '{'."\n" .' "output_config": {'."\n" .' "model_path": "bi_ps_${exp_id}_${trial_id}"'."\n" .' },'."\n" .' "platform_config": {'."\n" .' "cmd": ['."\n" .' "PAI -name ps_smart\\n -project foo",'."\n" .' "PAI -name prediction\\n -project foo",'."\n" .' "PAI -name evaluate -project foo",'."\n" .' "INSERT OVERWRITE TABLE my_table;"'."\n" .' ],'."\n" .' "name": "MaxCompute"'."\n" .' },'."\n" .' "metric_config": {'."\n" .' "metric_dict": {'."\n" .' "recall": 0.5,'."\n" .' "auc": 0.25,'."\n" .' "precision": 0.25'."\n" .' },'."\n" .' "metric_source": ['."\n" .' "select * from my_metrics where pt=\'${exp_id}_${trial_id}\';"'."\n" .' ],'."\n" .' "metric_type": "table",'."\n" .' "final_mode": "best"'."\n" .' },'."\n" .' "odps_config": {'."\n" .' "project_name": "my_project",'."\n" .' "role_arn": "acs:ram::123456789:role/aliyunserviceroleforfoo",'."\n" .' "region": "cn-shanghai",'."\n" .' "end_point": "http://service.cn.maxcompute.aliyun-inc.com/api",'."\n" .' "log_view_host": "http://logview.odps.aliyun.com"'."\n" .' },'."\n" .' "yml_config": {'."\n" .' "max_trial_number": 5,'."\n" .' "assessor": {'."\n" .' "name": "PAIAssessor",'."\n" .' "class_args": {'."\n" .' "earlystop": true,'."\n" .' "start_step": 5,'."\n" .' "optimize_mode": "maximize"'."\n" .' }'."\n" .' },'."\n" .' "experiment_name": "my_exp",'."\n" .' "tuner": {'."\n" .' "name": "TPE",'."\n" .' "class_args": {'."\n" .' "optimize_mode": "maximize"'."\n" .' }'."\n" .' },'."\n" .' "trial_concurrency": 2'."\n" .' },'."\n" .' "search_space": {'."\n" .' "${max_depth}": {'."\n" .' "_type": "choice",'."\n" .' "_value": ['."\n" .' 1,'."\n" .' 3,'."\n" .' 5'."\n" .' ]'."\n" .' },'."\n" .' "${tree_count}": {'."\n" .' "_value": ['."\n" .' 50,'."\n" .' 100,'."\n" .' 150'."\n" .' ],'."\n" .' "_type": "choice"'."\n" .' }'."\n" .' }'."\n" .'}', ], 'Deleted' => [ 'description' => '是否已经被删除', 'type' => 'boolean', 'example' => '0', ], 'Tags' => [ 'description' => '用户自定义标签列表', 'type' => 'array', 'items' => [ 'description' => '资源标签。', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '标签键。', 'type' => 'string', 'example' => 'group', ], 'Value' => [ 'description' => '标签值。', 'type' => 'string', 'example' => 'group_name', ], ], ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"AuthPrincipalType\\": \\"sub\\",\\n \\"PolicyType\\": \\"AccountLevelIdentityBasedPolicy\\",\\n \\"NoPermissionType\\": \\"NoPermission\\"\\n },\\n \\"ExperimentId\\": \\"sX5O9Q8\\",\\n \\"Creator\\": \\"123456789\\",\\n \\"SearchSpace\\": \\"{\\\\\\"${centerCount}\\\\\\":{\\\\\\"_type\\\\\\":\\\\\\"choice\\\\\\",\\\\\\"_value\\\\\\":[2,3,4,5]},\\\\\\"${distanceType}\\\\\\":{\\\\\\"_type\\\\\\":\\\\\\"choice\\\\\\",\\\\\\"_value\\\\\\":[\\\\\\"euclidean\\\\\\",\\\\\\"cosine\\\\\\",\\\\\\"cityblock\\\\\\"]}}\\",\\n \\"Name\\": \\"my_hpo_exp_1\\",\\n \\"Status\\": \\"INVALID_USER_OR_EXP, SUCCESS, or EXECUTION_FAILURE\\",\\n \\"JobType\\": \\"1\\",\\n \\"ConfigIni\\": \\"[odps_config]\\\\naccess_id=foo\\\\naccess_key=bar\\\\nend_point=http://service.odps.aliyun.com/api\\\\nlog_view_host=http://logview.odps.aliyun.com\\\\nproject_name=my_project\\",\\n \\"ConfigYml\\": \\"assessor:\\\\n classArgs:\\\\n optimize_mode: maximize\\\\n start_step: 1\\\\n name: PAIAssessor\\\\ndebug: true\\\\nexperimentName: maxcompute_kmeans_monitor\\\\nexperimentWorkingDirectory: ../expdir\\\\nlogLevel: debug\\\\nmaxTrialNumber: 10\\\\nsearchSpaceFile: search_space.json\\\\ntrainingService:\\\\n platform: local\\\\ntrialCommand: python3 -m hpo_tools.core.utils.run --config=./config.ini\\\\ntrialConcurrency: 2\\\\ntuner:\\\\n classArgs:\\\\n optimize_mode: maximize\\\\n name: TPE\\",\\n \\"GmtCreateTime\\": \\"2024-01-01 08:30:11\\",\\n \\"GmtModifiedTime\\": \\"2024-01-01 08:30:11\\",\\n \\"WorkspaceId\\": \\"12345\\",\\n \\"Accessibility\\": \\"PRIVATE\\",\\n \\"Description\\": \\"我的实验\\",\\n \\"TrialCount\\": 3,\\n \\"TrialStatus\\": {\\n \\"key\\": \\"{‘FINISHED\':1, \'RUNNING\':2}\\"\\n },\\n \\"HpoExperimentConfiguration\\": {\\n \\"output_config\\": {\\n \\"model_path\\": \\"bi_ps_${exp_id}_${trial_id}\\"\\n },\\n \\"platform_config\\": {\\n \\"cmd\\": [\\n \\"PAI -name ps_smart\\\\n -project foo\\",\\n \\"PAI -name prediction\\\\n -project foo\\",\\n \\"PAI -name evaluate -project foo\\",\\n \\"INSERT OVERWRITE TABLE my_table;\\"\\n ],\\n \\"name\\": \\"MaxCompute\\"\\n },\\n \\"metric_config\\": {\\n \\"metric_dict\\": {\\n \\"recall\\": 0.5,\\n \\"auc\\": 0.25,\\n \\"precision\\": 0.25\\n },\\n \\"metric_source\\": [\\n \\"select * from my_metrics where pt=\'${exp_id}_${trial_id}\';\\"\\n ],\\n \\"metric_type\\": \\"table\\",\\n \\"final_mode\\": \\"best\\"\\n },\\n \\"odps_config\\": {\\n \\"project_name\\": \\"my_project\\",\\n \\"role_arn\\": \\"acs:ram::123456789:role/aliyunserviceroleforfoo\\",\\n \\"region\\": \\"cn-shanghai\\",\\n \\"end_point\\": \\"http://service.cn.maxcompute.aliyun-inc.com/api\\",\\n \\"log_view_host\\": \\"http://logview.odps.aliyun.com\\"\\n },\\n \\"yml_config\\": {\\n \\"max_trial_number\\": 5,\\n \\"assessor\\": {\\n \\"name\\": \\"PAIAssessor\\",\\n \\"class_args\\": {\\n \\"earlystop\\": true,\\n \\"start_step\\": 5,\\n \\"optimize_mode\\": \\"maximize\\"\\n }\\n },\\n \\"experiment_name\\": \\"my_exp\\",\\n \\"tuner\\": {\\n \\"name\\": \\"TPE\\",\\n \\"class_args\\": {\\n \\"optimize_mode\\": \\"maximize\\"\\n }\\n },\\n \\"trial_concurrency\\": 2\\n },\\n \\"search_space\\": {\\n \\"${max_depth}\\": {\\n \\"_type\\": \\"choice\\",\\n \\"_value\\": [\\n 1,\\n 3,\\n 5\\n ]\\n },\\n \\"${tree_count}\\": {\\n \\"_value\\": [\\n 50,\\n 100,\\n 150\\n ],\\n \\"_type\\": \\"choice\\"\\n }\\n }\\n },\\n \\"Deleted\\": true,\\n \\"Tags\\": [\\n {\\n \\"Key\\": \\"group\\",\\n \\"Value\\": \\"group_name\\"\\n }\\n ]\\n}","type":"json"}]', 'title' => '获取一个HPO实验的信息', ], 'UpdateHpoExperiment' => [ 'summary' => '更新一个正在运行中的HPO实验的设置。更新成功后，该实验将按照新的设置继续执行。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/update', 'methods' => [ 'put', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'update', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '195655', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => 'A short description of struct', 'description' => 'HPO实验id', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'body', 'in' => 'body', 'style' => 'json', 'schema' => [ 'description' => '请求体。', 'type' => 'object', 'properties' => [ 'HpoExperimentConfiguration' => [ 'description' => 'HPO实验配置参数结构体', 'required' => false, '$ref' => '#/components/schemas/HpoExperimentConfig', ], 'Description' => [ 'description' => '实验描述。', 'type' => 'string', 'required' => false, 'example' => 'This is an AutoML HPO experiment.', ], 'Accessibility' => [ 'description' => '工作空间可见度，取值如下。'."\n" .'- PRIVATE：在此工作空间中，仅对您和管理员可见。'."\n" .'- PUBLIC：在此工作空间中，对所有人可见。', 'type' => 'string', 'required' => false, 'example' => 'PRIVATE', ], 'Name' => [ 'description' => '实验名称', 'type' => 'string', 'required' => false, 'example' => 'my experiment x', ], 'WorkspaceId' => [ 'description' => '工作空间ID', 'type' => 'string', 'required' => false, 'example' => '12345', ], 'Tag' => [ 'description' => '标签信息。', 'type' => 'array', 'items' => [ 'description' => '标签信息。', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '标签名', 'type' => 'string', 'required' => false, 'example' => 'group', ], 'Value' => [ 'description' => '标签值', 'type' => 'string', 'required' => false, 'example' => 'group_name', ], ], 'required' => false, ], 'required' => false, ], ], 'required' => false, ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP的请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '状态码', 'type' => 'string', 'example' => 'SUCCESS', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息。', 'type' => 'object', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"SUCCESS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"AuthPrincipalType\\": \\"sub\\",\\n \\"PolicyType\\": \\"AccountLevelIdentityBasedPolicy\\",\\n \\"NoPermissionType\\": \\"NoPermission\\"\\n }\\n}","type":"json"}]', 'title' => '更新HPO实验设置', ], 'StopHpoExperiment' => [ 'summary' => '完全停止一个指定的AutoML HPO实验，包括停止该实验所属的trials，和这些trials所依赖的后台任务。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/stop', 'methods' => [ 'put', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'update', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '162610', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => '需要被停止的实验的id。', 'description' => '需要被停止的实验的id。', 'type' => 'string', 'required' => true, 'example' => 'abcde', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'ExpId' => [ 'title' => '实验id。', 'description' => '实验id。', 'type' => 'string', 'example' => 'abcde', ], 'Code' => [ 'title' => '响应状态。', 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'Message' => [ 'title' => '响应错误信息。只在响应出错时被设置。', 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'RequestId' => [ 'description' => 'POP的请求id', 'type' => 'string', 'example' => '071A904D-5A49-597F-9F69-81C7701D04AC', ], 'AccessDeniedDetail' => [ 'description' => '权限校验失败详情 ', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '权限校验失败详情 ', ], ], 'Status' => [ 'description' => '实验运行状态', 'type' => 'string', 'example' => 'TERMINATING, USER_CANCELED', ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"ExpId\\": \\"abcde\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"RequestId\\": \\"071A904D-5A49-597F-9F69-81C7701D04AC\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n },\\n \\"Status\\": \\"TERMINATING, USER_CANCELED\\"\\n}","type":"json"}]', 'title' => '停止一个指定的HPO实验', ], 'DeleteHpoExperiment' => [ 'summary' => '删除一个HPO实验。删除后，实验和它的trials数据都不会再通过Get/List API返回。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/delete', 'methods' => [ 'put', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'delete', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '196042', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => 'A short description of struct', 'description' => '实验ID', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP请求ID', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '权限校验失败详情', 'type' => 'object', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_USER_OR_EXP\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"AuthPrincipalType\\": \\"sub\\",\\n \\"PolicyType\\": \\"AccountLevelIdentityBasedPolicy\\",\\n \\"NoPermissionType\\": \\"NoPermission\\"\\n }\\n}","type":"json"}]', 'title' => '删除一个HPO实验', ], 'ListHpoExperimentLogs' => [ 'summary' => '显示一个HPO实验指定log的内容。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/logs', 'methods' => [ 'get', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'none', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '195804', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => 'A short description of struct', 'description' => 'HPO实验id', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'LogName', 'in' => 'query', 'schema' => [ 'description' => 'log名称。目前支持‘nnimanager.log\'和\'dispatcher.log\'', 'type' => 'string', 'required' => false, 'example' => 'nnimanager.log', ], ], [ 'name' => 'PageNumber', 'in' => 'query', 'schema' => [ 'description' => '页码。起始值：1。不填则返回log文件里所有内容。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '1', ], ], [ 'name' => 'PageSize', 'in' => 'query', 'schema' => [ 'description' => '每页包含的日志行数。不填则返回log文件里所有内容。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '40', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP的请求id', 'type' => 'string', 'example' => '071A904D-5A49-597F-9F69-81C7701D04AC', ], 'Code' => [ 'description' => '返回状态码', 'type' => 'string', 'example' => 'SUCCESS', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息。', 'type' => 'object', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", ], 'TotalCount' => [ 'description' => 'log文件的总行数', 'type' => 'integer', 'format' => 'int32', 'example' => '467', ], 'Logs' => [ 'description' => '日志行内容', 'type' => 'array', 'items' => [ 'description' => '日志行内容', 'type' => 'string', 'example' => '[2024-03-07 18:29:29] INFO (LocalTrainingService) Run local machine training service.', ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"071A904D-5A49-597F-9F69-81C7701D04AC\\",\\n \\"Code\\": \\"SUCCESS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"AuthPrincipalType\\": \\"sub\\",\\n \\"PolicyType\\": \\"AccountLevelIdentityBasedPolicy\\",\\n \\"NoPermissionType\\": \\"NoPermission\\"\\n },\\n \\"TotalCount\\": 467,\\n \\"Logs\\": [\\n \\"[2024-03-07 18:29:29] INFO (LocalTrainingService) Run local machine training service.\\"\\n ]\\n}","type":"json"}]', 'title' => '显示HPO实验一个指定log的内容', ], 'ListHpoTrials' => [ 'summary' => '返回指定实验id的trial', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/trials', 'methods' => [ 'get', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'list', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '190695', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'description' => 'HPO实验id', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'PageNumber', 'in' => 'query', 'allowEmptyValue' => true, 'schema' => [ 'description' => '1-based 结果页面序号。做为搜索实验的限制条件。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '1', ], ], [ 'name' => 'PageSize', 'in' => 'query', 'allowEmptyValue' => true, 'schema' => [ 'title' => '本次读取的最大数据记录数量', 'description' => '当前查询的页大小（每页上显示的trials的个数）', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '10', ], ], [ 'name' => 'SortBy', 'in' => 'query', 'schema' => [ 'description' => '排序依据', 'type' => 'string', 'required' => false, 'example' => 'FINAL_METRIC 或着 CREATE_TIME', ], ], [ 'name' => 'Order', 'in' => 'query', 'schema' => [ 'description' => '分页查询时，对指定的排序字段进行升序或降序。默认ASC。'."\n" .'- ASC'."\n" .'升序'."\n" .'- DESC'."\n" .'降序', 'type' => 'string', 'required' => false, 'example' => 'ASC', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP的请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'TotalCount' => [ 'title' => 'TotalCount本次请求条件下的数据总量，此参数为可选参数，默认可不返回', 'description' => 'TotalCount本次请求条件下的数据总量，此参数为可选参数，默认可不返回', 'type' => 'integer', 'format' => 'int32', 'example' => '5', ], 'Trials' => [ 'description' => 'trial数据结构体列表', 'type' => 'array', 'items' => [ 'description' => 'Trial 结构体', 'type' => 'object', 'properties' => [ 'TrialId' => [ 'description' => 'trial的id', 'type' => 'string', 'example' => 'asdf', ], 'ExperimentId' => [ 'description' => 'HPO实验id', 'type' => 'string', 'example' => 'abcde', ], 'ParameterId' => [ 'description' => 'trail所对应的后台任务给这个trial分配的一个id', 'type' => 'integer', 'format' => 'int32', 'example' => '未使用。空字符串', ], 'Hyperparam' => [ 'description' => 'trial配置的超参(hyper parameter)值', 'type' => 'string', 'example' => '{"${centerCount}": 5, "${distanceType}": "cityblock"}', ], 'Status' => [ 'description' => 'Trial 状态', 'type' => 'string', 'example' => 'UNKNOWN, RUNNING, WAITING, EARLY_STOPPED, SUCCEEDED, FAILED, USER_CANCELED, SYS_CANCELED', ], 'Model' => [ 'description' => '这个Trial 所对应的后台任务生成的模型的存储位置。', 'type' => 'string', 'example' => ' pai_kmeans_test_output_model_sy9zkpvc_zleam', ], 'MetricName' => [ 'description' => '未填充。不在使用中。', 'type' => 'string', 'example' => '空字符串', ], 'Metric' => [ 'description' => 'trial计算metric的结果数组。包括一个或多个计算过程中产生的临时值，和一个最终值。', 'type' => 'string', 'example' => '[{"default":9999.2,"type":"PERIODICAL","vrc":9999.2}, {"default":9999.2,"type":"FINAL","vrc":9999.2}', ], 'JobMeta' => [ 'description' => 'trial所对应的后台任务的meta信息。json string格式。', 'type' => 'string', 'example' => '{"nni_trial_id": "ZLeAM", "nni_exp_id": "sy9zkpvc", "nni_trial_sequence_id": 0}', ], 'FinalMetric' => [ 'description' => 'trial成功结束后，后台任务计算出的最终的metric值。来自metric数组里的FINAL 类型的metric项里的default key所对应的值。', 'type' => 'string', 'example' => '9999.2', ], 'GmtCreateTime' => [ 'description' => 'Trial创建时间 UTC time。', 'type' => 'string', 'example' => '2023-06-07T13:17:13Z', ], 'GmtModifiedTime' => [ 'description' => 'Trial 最后更新时间 UTC time', 'type' => 'string', 'example' => '2023-02-27T07:01:12Z', ], ], 'example' => '{"key": "value"}', ], ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息；只有Ram校验失败才会返回此字段', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '访问被拒绝详细信息。', ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_USER_OR_EXP\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"TotalCount\\": 5,\\n \\"Trials\\": [\\n {\\n \\"TrialId\\": \\"asdf\\",\\n \\"ExperimentId\\": \\"abcde\\",\\n \\"ParameterId\\": 0,\\n \\"Hyperparam\\": \\"{\\\\\\"${centerCount}\\\\\\": 5, \\\\\\"${distanceType}\\\\\\": \\\\\\"cityblock\\\\\\"}\\",\\n \\"Status\\": \\"UNKNOWN, RUNNING, WAITING, EARLY_STOPPED, SUCCEEDED, FAILED, USER_CANCELED, SYS_CANCELED\\",\\n \\"Model\\": \\" pai_kmeans_test_output_model_sy9zkpvc_zleam\\",\\n \\"MetricName\\": \\"空字符串\\",\\n \\"Metric\\": \\"[{\\\\\\"default\\\\\\":9999.2,\\\\\\"type\\\\\\":\\\\\\"PERIODICAL\\\\\\",\\\\\\"vrc\\\\\\":9999.2}, {\\\\\\"default\\\\\\":9999.2,\\\\\\"type\\\\\\":\\\\\\"FINAL\\\\\\",\\\\\\"vrc\\\\\\":9999.2}\\",\\n \\"JobMeta\\": \\"{\\\\\\"nni_trial_id\\\\\\": \\\\\\"ZLeAM\\\\\\", \\\\\\"nni_exp_id\\\\\\": \\\\\\"sy9zkpvc\\\\\\", \\\\\\"nni_trial_sequence_id\\\\\\": 0}\\",\\n \\"FinalMetric\\": \\"9999.2\\",\\n \\"GmtCreateTime\\": \\"2023-06-07T13:17:13Z\\",\\n \\"GmtModifiedTime\\": \\"2023-02-27T07:01:12Z\\"\\n }\\n ],\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n }\\n}","type":"json"}]', 'title' => '获取一个HPO实验里的多个trials信息', ], 'GetHpoTrial' => [ 'summary' => '获取一个HPO实验里一个指定Trial的信息。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/trial/{TrialId}', 'methods' => [ 'get', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'get', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '192107', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => '实验id。', 'description' => '实验id。', 'type' => 'string', 'required' => true, 'example' => 'abcde', ], ], [ 'name' => 'TrialId', 'in' => 'path', 'schema' => [ 'description' => 'trial id', 'type' => 'string', 'required' => true, 'example' => 'mf99W4', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'description' => 'POP 请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'title' => '响应状态。', 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'Message' => [ 'title' => '响应错误信息。只在响应出错时被设置。', 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息。', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '访问被拒绝详细信息。', ], ], 'TrialId' => [ 'description' => 'trial的id', 'type' => 'string', 'example' => 'mf99W4', ], 'ExperimentId' => [ 'description' => 'HPO实验id', 'type' => 'string', 'example' => 'abcde', ], 'Model' => [ 'description' => '这个Trial 所对应的后台任务生成的模型的存储位置。', 'type' => 'string', 'example' => 'model_table_name_foo', ], 'Hyperparam' => [ 'description' => 'trial配置的超参(hyper parameter)值', 'type' => 'string', 'example' => '{"${centerCount}": 5, "${distanceType}": "cosine"}', ], 'ParameterId' => [ 'description' => 'trail所对应的后台任务给这个trial分配的一个id', 'type' => 'integer', 'format' => 'int32', 'example' => '0', ], 'Status' => [ 'description' => 'Trial状态', 'type' => 'string', 'example' => 'FINISHED, FAILED, USER_CANCELED', ], 'MetricName' => [ 'description' => 'metric名称。未填充，不在使用中', 'type' => 'string', 'example' => '空字符串', ], 'Metric' => [ 'description' => 'trial计算metric的结果数组。包括一个或多个计算过程中产生的临时值，和一个最终值。', 'type' => 'string', 'example' => '[{"default":0.087745,"val_loss=([0-9\\\\\\\\.]+)":0.087745},'."\n" .'{"default":1.085841,"val_loss=([0-9\\\\\\\\.]+)":0.085841},'."\n" .'{"default":0.087745,"type":"FINAL","val_loss=([0-9\\\\\\\\.]+)":0.087745}]', ], 'JobMeta' => [ 'description' => 'trial所对应的后台任务的meta信息。json string格式。', 'type' => 'string', 'example' => '{"nni_trial_id": "asdf", "nni_exp_id": "abcde", "nni_trial_sequence_id": 2}', ], 'FinalMetric' => [ 'description' => 'trial成功结束后，后台任务计算出的最终的metric值。来自metric数组里的FINAL 类型的metric项里的default key所对应的值。', 'type' => 'string', 'example' => '{"default":0.087745,"type":"FINAL","val_loss=([0-9\\\\\\\\.]+)":0.087745}', ], 'GmtCreateTime' => [ 'description' => 'Trial创建时间 UTC time。', 'type' => 'string', 'example' => '2024-01-02 12:34:56', ], 'GmtModifiedTime' => [ 'description' => 'Trial 最后更新时间 UTC time', 'type' => 'string', 'example' => '2024-01-02 21:32:56', ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n },\\n \\"TrialId\\": \\"mf99W4\\",\\n \\"ExperimentId\\": \\"abcde\\",\\n \\"Model\\": \\"model_table_name_foo\\",\\n \\"Hyperparam\\": \\"{\\\\\\"${centerCount}\\\\\\": 5, \\\\\\"${distanceType}\\\\\\": \\\\\\"cosine\\\\\\"}\\",\\n \\"ParameterId\\": 0,\\n \\"Status\\": \\"FINISHED, FAILED, USER_CANCELED\\",\\n \\"MetricName\\": \\"空字符串\\",\\n \\"Metric\\": \\"[{\\\\\\"default\\\\\\":0.087745,\\\\\\"val_loss=([0-9\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\.]+)\\\\\\":0.087745},\\\\n{\\\\\\"default\\\\\\":1.085841,\\\\\\"val_loss=([0-9\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\.]+)\\\\\\":0.085841},\\\\n{\\\\\\"default\\\\\\":0.087745,\\\\\\"type\\\\\\":\\\\\\"FINAL\\\\\\",\\\\\\"val_loss=([0-9\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\.]+)\\\\\\":0.087745}]\\",\\n \\"JobMeta\\": \\"{\\\\\\"nni_trial_id\\\\\\": \\\\\\"asdf\\\\\\", \\\\\\"nni_exp_id\\\\\\": \\\\\\"abcde\\\\\\", \\\\\\"nni_trial_sequence_id\\\\\\": 2}\\",\\n \\"FinalMetric\\": \\"{\\\\\\"default\\\\\\":0.087745,\\\\\\"type\\\\\\":\\\\\\"FINAL\\\\\\",\\\\\\"val_loss=([0-9\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\.]+)\\\\\\":0.087745}\\",\\n \\"GmtCreateTime\\": \\"2024-01-02 12:34:56\\",\\n \\"GmtModifiedTime\\": \\"2024-01-02 21:32:56\\"\\n}","type":"json"}]', 'title' => '获取一个HPO实验里一个指定Trial的信息', ], 'StopHpoTrials' => [ 'summary' => '停止一个HPO实验里指定的trials，以及这些trials对应的后台任务。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/stop_trials', 'methods' => [ 'put', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'update', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '168050', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => '实验id。', 'description' => '实验id。', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'body', 'in' => 'body', 'style' => 'json', 'schema' => [ 'description' => '请求body参数。', 'type' => 'object', 'properties' => [ 'TrialIds' => [ 'title' => '需要被停止的trial ids。不填则不会有任何trial被停止。', 'description' => '需要被停止的trial ids。不填则不会有任何trial被停止。', 'type' => 'array', 'items' => [ 'description' => 'trial id', 'type' => 'string', 'required' => false, 'example' => '[xrYq99, xrYq9N]', ], 'required' => false, ], ], 'required' => false, ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'Code' => [ 'title' => '响应状态。', 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP', ], 'Message' => [ 'title' => '响应错误信息。只在响应出错时被设置。', 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'failed to stop any trial', ], 'Results' => [ 'title' => '(trial id: 停止操作结果) map。', 'description' => '(trial id: 停止操作结果) map。', 'type' => 'object', 'example' => '{'."\n" .' \'xrYq99\':\'successfully stopped trial,\','."\n" .' \'xrYq9N\':\'failed to stop trial,\''."\n" .'}', ], 'RequestId' => [ 'description' => 'POP 请求id', 'type' => 'string', 'example' => '071A904D-5A49-597F-9F69-81C7701D04AC', ], 'AccessDeniedDetail' => [ 'description' => '权限校验失败详情', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '权限校验失败详情', ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"Code\\": \\"INVALID_USER_OR_EXP\\",\\n \\"Message\\": \\"failed to stop any trial\\",\\n \\"Results\\": {\\n \\"test\\": \\"test\\",\\n \\"test2\\": 1\\n },\\n \\"RequestId\\": \\"071A904D-5A49-597F-9F69-81C7701D04AC\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n }\\n}","type":"json"}]', 'title' => '停止一个HPO实验里指定的trials', ], 'RestartHpoTrials' => [ 'summary' => '重启一个HPO实验里失败的trials。对于指定的trial，提取它使用的超参配置。如果该实验所有使用这个配置的trials都没有成功过，那么用这个配置重新启动一个trial。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/restart_trials', 'methods' => [ 'put', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'update', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '181335', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'title' => '实验id。', 'description' => '实验id。', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'body', 'in' => 'body', 'style' => 'json', 'schema' => [ 'description' => '请求体。TrialIds和TrialHyperParameters二者必须填写一个。如果都不提供则不会触发服务端任何操作。如果都填了，则只对TrialIds执行操作。', 'type' => 'object', 'properties' => [ 'TrialIds' => [ 'title' => '需要重新运行的trial ids。不填则会包括所有符合重新运行条件的trial ids。', 'description' => '需要重新运行的、已经存在的trial ids。', 'type' => 'array', 'items' => [ 'description' => 'hpo trial ids', 'type' => 'string', 'required' => false, 'example' => ' [xrYq99, xrYq9N]', ], 'required' => false, ], 'TrialHyperParameters' => [ 'description' => '一个新的trial的超参配置，实验会用这组超参启动一个新trial', 'type' => 'string', 'required' => false, 'example' => '‘{"${batch_size}": "32", "${lr}": "0.01"}\'', ], ], 'required' => false, ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'description' => 'POP 请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP', ], 'Message' => [ 'title' => '响应错误信息。只在响应出错时被设置。', 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '权限校验失败详情 ', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '权限校验失败详情 ', ], ], 'Results' => [ 'title' => '(trial id: 重启状态) mapping。', 'description' => '(trial id: 重启状态) mapping。', 'type' => 'object', 'example' => '{'."\n" .'\'xrYq99\': TrialJobInfo text,'."\n" .'\'xrYq9N\':TrialJobInfo text'."\n" .'}', ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_USER_OR_EXP\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n },\\n \\"Results\\": {\\n \\"test\\": \\"test\\",\\n \\"test2\\": 1\\n }\\n}","type":"json"}]', 'title' => '重启一个HPO实验里失败的trials', ], 'ListHpoTrialLogNames' => [ 'summary' => '返回指定的HPO实验里指定的trial所拥有的所有的log文件的名称。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/trial/{TrialId}/lognames', 'methods' => [ 'get', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'list', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '189971', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'description' => 'HPO实验id', 'type' => 'string', 'required' => true, 'example' => 'abcde', ], ], [ 'name' => 'TrialId', 'in' => 'path', 'schema' => [ 'description' => 'Trial id', 'type' => 'string', 'required' => true, 'example' => 'zUEapH', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP 请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '访问被拒绝详细信息', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '访问被拒绝详细信息', ], ], 'LogNames' => [ 'description' => 'log文件路径列表', 'type' => 'array', 'items' => [ 'description' => 'trial log文件全路径', 'type' => 'string', 'example' => 'oss;//foo/bar/trial.log', ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n },\\n \\"LogNames\\": [\\n \\"oss;//foo/bar/trial.log\\"\\n ]\\n}","type":"json"}]', 'title' => '获取HPO实验指定trial的所有log文件名称', ], 'ListHpoTrialLogs' => [ 'summary' => '分页显示一个hpo trial的一个指定日治的内容', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/trial/{TrialId}/logs', 'methods' => [ 'get', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'list', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '195654', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'description' => 'HPO实验id', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'TrialId', 'in' => 'path', 'schema' => [ 'description' => 'trial的id', 'type' => 'string', 'required' => false, 'example' => 'asdf', ], ], [ 'name' => 'LogName', 'in' => 'query', 'schema' => [ 'description' => 'Log名称：stderr, stdout, trial.log', 'type' => 'string', 'required' => false, 'example' => 'trial.log', ], ], [ 'name' => 'PageNumber', 'in' => 'query', 'schema' => [ 'description' => '页码。起始值：1。不填则返回log文件里所有内容。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '1', ], ], [ 'name' => 'PageSize', 'in' => 'query', 'schema' => [ 'description' => '每页包含的日志行数。正整数。不填则返回log文件里所有内容。', 'type' => 'integer', 'format' => 'int32', 'required' => false, 'example' => '10', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP的请求id', 'type' => 'string', 'example' => '3F190916-B3E5-5D1E-AD0C-35C0DF105F51', ], 'Code' => [ 'description' => '状态码', 'type' => 'string', 'example' => 'SUCCESS', ], 'Message' => [ 'description' => '响应错误信息。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '权限校验失败详情 ', 'type' => 'object', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}', ], 'TotalCount' => [ 'description' => 'log文件的总行数', 'type' => 'integer', 'format' => 'int32', 'example' => '123', ], 'Logs' => [ 'description' => '日志行内容', 'type' => 'array', 'items' => [ 'description' => '日志行内容', 'type' => 'string', 'example' => '[2024-03-07 18:41:00] INFO (sys/MainThread) system_config loaded for region. cn-shanghai', ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"3F190916-B3E5-5D1E-AD0C-35C0DF105F51\\",\\n \\"Code\\": \\"SUCCESS\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"AuthPrincipalType\\": \\"sub\\",\\n \\"PolicyType\\": \\"AccountLevelIdentityBasedPolicy\\",\\n \\"NoPermissionType\\": \\"NoPermission\\"\\n },\\n \\"TotalCount\\": 123,\\n \\"Logs\\": [\\n \\"[2024-03-07 18:41:00] INFO (sys/MainThread) system_config loaded for region. cn-shanghai\\"\\n ]\\n}","type":"json"}]', 'title' => '显示一个HPO trial的一个指定的日志内容', ], 'ListHpoTrialCommands' => [ 'summary' => 'HPO一个trial会按配置里的命令集，顺序运行一个或多个后台命令。这些命令在执行时的输出可以通过这个API返回。', 'path' => '/api/automl/v1/hpo/experiment/{ExperimentId}/trial/{TrialId}/commands', 'methods' => [ 'get', ], 'schemes' => [ 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'list', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '190369', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'description' => 'HPO实验id', 'type' => 'string', 'required' => false, 'example' => 'abcde', ], ], [ 'name' => 'TrialId', 'in' => 'path', 'schema' => [ 'description' => 'HPO实验的Trial id', 'type' => 'string', 'required' => false, 'example' => 'zUEapH', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'RequestId' => [ 'title' => 'Id of the request', 'description' => 'POP的请求id', 'type' => 'string', 'example' => '071A904D-5A49-597F-9F69-81C7701D04AC', ], 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'AccessDeniedDetail' => [ 'description' => '权限校验失败详情 ', 'type' => 'object', 'additionalProperties' => [ 'type' => 'string', 'example' => '{'."\n" .' "AuthPrincipalType": "sub",'."\n" .' "PolicyType": "AccountLevelIdentityBasedPolicy",'."\n" .' "NoPermissionType": "NoPermission"'."\n" .'}'."\n", 'description' => '权限校验失败详情 ', ], ], 'Commands' => [ 'description' => '命令列表。', 'type' => 'array', 'items' => [ 'description' => '命令描述结构体', 'type' => 'object', 'properties' => [ 'Id' => [ 'description' => '序号', 'type' => 'integer', 'format' => 'int32', 'example' => '1', ], 'Command' => [ 'description' => '命令内容', 'type' => 'string', 'example' => 'dlc submit pytorch --name=test_nni_foo_bar', ], 'Output' => [ 'description' => '命令执行的输出', 'type' => 'string', 'example' => 'foo', ], ], ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"RequestId\\": \\"071A904D-5A49-597F-9F69-81C7701D04AC\\",\\n \\"Code\\": \\"INVALID_USER_OR_EXP\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"AccessDeniedDetail\\": {\\n \\"key\\": \\"{\\\\n \\\\\\"AuthPrincipalType\\\\\\": \\\\\\"sub\\\\\\",\\\\n \\\\\\"PolicyType\\\\\\": \\\\\\"AccountLevelIdentityBasedPolicy\\\\\\",\\\\n \\\\\\"NoPermissionType\\\\\\": \\\\\\"NoPermission\\\\\\"\\\\n}\\\\n\\"\\n },\\n \\"Commands\\": [\\n {\\n \\"Id\\": 1,\\n \\"Command\\": \\"dlc submit pytorch --name=test_nni_foo_bar\\",\\n \\"Output\\": \\"foo\\"\\n }\\n ]\\n}","type":"json"}]', 'title' => '获取HPO实验指定trial的后台任务的命令和输出', ], 'CreateAutofeExperiment' => [ 'summary' => 'CreateAutofeExperiment', 'path' => '/api/automl/v1/autofe/experiment', 'methods' => [ 'post', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'write', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'create', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '162654', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'body', 'in' => 'body', 'style' => 'json', 'schema' => [ 'description' => '请求body参数。', 'type' => 'object', 'properties' => [ 'Name' => [ 'description' => '实验名称', 'type' => 'string', 'required' => true, 'example' => 'my experiment x', ], 'AutofeExperimentConfiguration' => [ 'description' => 'AutoFE实验配置信息。', 'required' => false, '$ref' => '#/components/schemas/AutofeExperimentConfiguration', ], 'Description' => [ 'description' => '实验描述信息', 'type' => 'string', 'required' => false, 'example' => 'This is an AutoFE experiment.', ], 'Accessibility' => [ 'description' => '代码配置的可见性，取值如下。'."\n" .'- PUBLIC：在此工作空间中，对所有人可见。'."\n" .'- PRIVATE：在此工作空间中，仅对您和管理员可见。', 'type' => 'string', 'required' => false, 'example' => 'PUBLIC', ], 'WorkspaceId' => [ 'description' => '工作空间ID。', 'type' => 'string', 'required' => false, 'example' => '283301', ], 'Tag' => [ 'description' => '标签信息。', 'type' => 'array', 'items' => [ 'description' => '标签信息。', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '标签名', 'type' => 'string', 'required' => false, 'example' => 'group', ], 'Value' => [ 'description' => '标签值', 'type' => 'string', 'required' => false, 'example' => 'group_name', ], ], 'required' => false, ], 'required' => false, 'maxItems' => 20, ], ], 'required' => false, ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'title' => 'Schema of Response', 'description' => 'Schema of Response', 'type' => 'object', 'properties' => [ 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'Code' => [ 'description' => '状态码', 'type' => 'string', 'example' => 'INVALID_INPUT_PARAMS', ], 'ExperimentId' => [ 'description' => '实验ID。', 'type' => 'string', 'example' => 't8cNdMO', ], 'RequestId' => [ 'description' => 'POP的请求id', 'type' => 'string', 'example' => '22A1EC4E-15A2-51FF-BFA3-10D6735BAA69', ], 'Detail' => [ 'description' => '额外的错误信息。只在响应出错时被设置。', 'type' => 'object', 'example' => '{}', ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"Code\\": \\"INVALID_INPUT_PARAMS\\",\\n \\"ExperimentId\\": \\"t8cNdMO\\",\\n \\"RequestId\\": \\"22A1EC4E-15A2-51FF-BFA3-10D6735BAA69\\",\\n \\"Detail\\": {}\\n}","type":"json"}]', 'title' => '创建一个自动特征工程实验。', ], 'GetAutofeExperiment' => [ 'summary' => '获取AutoFE实验信息。', 'path' => '/api/automl/v1/autofe/experiment/{ExperimentId}', 'methods' => [ 'get', ], 'schemes' => [ 'http', 'https', ], 'security' => [ [ 'AK' => [], ], ], 'consumes' => [ 'application/json', ], 'produces' => [ 'application/json', ], 'operationType' => 'read', 'deprecated' => false, 'systemTags' => [ 'operationType' => 'get', 'riskType' => 'none', 'chargeType' => 'free', 'abilityTreeCode' => '162733', 'abilityTreeNodes' => [ 'FEATURElearn0UHCCK', ], ], 'parameters' => [ [ 'name' => 'ExperimentId', 'in' => 'path', 'schema' => [ 'description' => '实验ID', 'type' => 'string', 'required' => true, 'example' => 'tfKs0Ds', ], ], ], 'responses' => [ 200 => [ 'schema' => [ 'type' => 'object', 'properties' => [ 'Code' => [ 'description' => '内部错误码。只在响应出错时被设置。', 'type' => 'string', 'example' => 'INVALID_USER_OR_EXP', ], 'Message' => [ 'description' => '响应错误信息。只在响应出错时被设置。', 'type' => 'string', 'example' => 'Missing \'user_id\' in request.', ], 'RequestId' => [ 'description' => 'POP请求ID', 'type' => 'string', 'example' => '071A904D-5A49-597F-9F69-81C7701D04AC', ], 'Detail' => [ 'description' => '详细信息。', 'type' => 'object', ], 'ExperimentId' => [ 'description' => '实验ID。', 'type' => 'string', 'example' => 'tfKs0Ds', ], 'Creator' => [ 'description' => '实验创建人的UserId', 'type' => 'string', 'example' => '266977839132045194', ], 'Name' => [ 'description' => '实验名称', 'type' => 'string', 'example' => '自动特征工程实验', ], 'JobMeta' => [ 'description' => '实验运行状态的基础信息，包括子任务数量，每个任务对应的url等。', 'type' => 'string', 'example' => '{"action": "fs_train", "request_id": "6B6D4FB6-87AA-5C0E-94AB-E0F830955D1E", "job_num": 7, "job_runs": [{"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-fqlk86bvk68", "duration": 181, "finish_at": 1719158854000, "create_time": "2024-06-23T16:04:31.000Z", "status": "Succeeded"}, {"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-q18k5jo66h3k", "duration": 233, "finish_at": 1719159106000, "create_time": "2024-06-23T16:07:51.000Z", "status": "Succeeded"}, {"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-g7b38dmqes0nm4le", "duration": 173, "finish_at": 1719159306000, "create_time": "2024-06-23T16:12:12.000Z", "status": "Succeeded"}, {"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-524dab97aazs3jmc", "duration": 199, "finish_at": 1719159527000, "create_time": "2024-06-23T16:15:28.000Z", "status": "Succeeded"}, {"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-a8z56wy2ppwmxx04", "duration": 197, "finish_at": 1719159747000, "create_time": "2024-06-23T16:19:08.000Z", "status": "Succeeded"}, {"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-2cgsbxzzzma1j", "duration": 210, "finish_at": 1719159982000, "create_time": "2024-06-23T16:22:51.000Z", "status": "Succeeded"}, {"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-3cgsvf3ien1cw7", "duration": 184, "finish_at": 1719160188000, "create_time": "2024-06-23T16:26:43.000Z", "status": "Succeeded"}], "workspace_id": "86006"}{"action": "fs_train", "request_id": "6B6D4FB6-87AA-5C0E-94AB-E0F830955D1E", "job_num": 7, "job_runs": [{"job_url": "https://pai.console.aliyun.com/?projectId=®ionId=cn-beijing#/studio/task/detail/flow-fqlk86betchc69vk68", "duration": 181, "finish_at": 1719158854000, "create_time": 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'string', 'example' => '我的实验', ], 'Accessibility' => [ 'description' => '工作空间可见性，可能值为：'."\n" .'- PRIVATE：在此工作空间中，仅对您和管理员可见。'."\n" .'- PUBLIC：在此工作空间中，对所有人可见。', 'type' => 'string', 'enumValueTitles' => [ 'PUBLIC' => 'PUBLIC', 'PRIVATE' => 'PRIVATE', ], 'example' => 'PRIVATE', ], 'Tags' => [ 'description' => '标签信息。', 'type' => 'array', 'items' => [ 'description' => '标签。', 'type' => 'object', 'properties' => [ 'Key' => [ 'description' => '标签键。', 'type' => 'string', 'example' => 'group', ], 'Value' => [ 'description' => '标签值。', 'type' => 'string', 'example' => 'group_name', ], ], ], ], ], ], ], ], 'staticInfo' => [ 'returnType' => 'synchronous', ], 'eventInfo' => [ 'enable' => false, 'eventNames' => [], ], 'responseDemo' => '[{"errorExample":"","example":"{\\n \\"Code\\": \\"INVALID_USER_OR_EXP\\",\\n \\"Message\\": \\"Missing \'user_id\' in request.\\",\\n \\"RequestId\\": \\"071A904D-5A49-597F-9F69-81C7701D04AC\\",\\n \\"Detail\\": {\\n \\"test\\": \\"test\\",\\n \\"test2\\": 1\\n },\\n 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