#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ mysql_012 ground truth: Notebook 管道任务实例分钟级 GPU 利用率统计 Task: Filter input table WHERE dt = '20260507', group by trace_id, p_date, pkg_agg_time, aggregate MAX/SUM/AVG per the spec, write to output table. """ import pymysql import sys DB_NAME = "internal_platform_db" INPUT_TABLE = "dwd_notebook_instance_pod_detail_d_mysql_012" OUTPUT_TABLE = "dws_notebook_instance_execute_minute_stat_d_cand_mysql_012" MYSQL_CONFIG = { "host": "localhost", "port": 3306, "user": "root", "password": "root123", "charset": "utf8mb4", } gt_sql = f""" INSERT INTO {DB_NAME}.{OUTPUT_TABLE} (dt, trace_id, p_date, pkg_agg_time, datawd_project_id, datawd_task_id, datawd_task_instance_id, compute_type, status_code, instance_run_time, code_run_time, resource_wait_time, code_start_time, code_end_time, instance_start_time, instance_end_time, serving_id, is_permanent, apply_for_gpu_count, code_gpu_count, instance_gpu_util, code_gpu_util, is_code_running, used_gpu_count, code_used_gpu_count) SELECT '20260507' AS dt, trace_id, p_date, pkg_agg_time, MAX(datawd_project_id) AS datawd_project_id, MAX(datawd_task_id) AS datawd_task_id, MAX(datawd_task_instance_id) AS datawd_task_instance_id, MAX(compute_type) AS compute_type, MAX(status_code) AS status_code, MAX(instance_run_time) AS instance_run_time, MAX(code_run_time) AS code_run_time, MAX(resource_wait_time) AS resource_wait_time, MAX(code_start_time) AS code_start_time, MAX(code_end_time) AS code_end_time, MAX(instance_start_time) AS instance_start_time, MAX(instance_end_time) AS instance_end_time, MAX(serving_id) AS serving_id, MAX(is_permanent) AS is_permanent, MAX(apply_for_gpu_count) AS apply_for_gpu_count, SUM(IF(gpu_util IS NOT NULL, COALESCE(gpu_count, 0), gpu_count)) AS code_gpu_count, AVG(CASE WHEN gpu_count IS NOT NULL THEN COALESCE(gpu_util, 0) ELSE NULL END) AS instance_gpu_util, AVG( CASE WHEN code_start_time IS NOT NULL AND code_end_time IS NOT NULL AND pkg_agg_time >= code_start_time AND pkg_agg_time <= code_end_time AND gpu_count IS NOT NULL THEN COALESCE(gpu_util, 0) ELSE NULL END ) AS code_gpu_util, MAX( CASE WHEN code_start_time IS NOT NULL AND code_end_time IS NOT NULL AND pkg_agg_time >= code_start_time AND pkg_agg_time <= code_end_time THEN 1 ELSE 0 END ) AS is_code_running, SUM(COALESCE(gpu_util, 0) * COALESCE(gpu_count, 0) / 100) AS used_gpu_count, SUM( CASE WHEN code_start_time IS NOT NULL AND code_end_time IS NOT NULL AND pkg_agg_time >= code_start_time AND pkg_agg_time <= code_end_time THEN COALESCE(gpu_util, 0) * COALESCE(gpu_count, 0) / 100 ELSE 0 END ) AS code_used_gpu_count FROM {DB_NAME}.{INPUT_TABLE} WHERE dt = '20260507' GROUP BY trace_id, p_date, pkg_agg_time """ def main(): conn = pymysql.connect(**MYSQL_CONFIG) try: with conn.cursor() as cur: # Ensure output table exists cur.execute(f""" CREATE TABLE IF NOT EXISTS {DB_NAME}.{OUTPUT_TABLE} ( dt VARCHAR(8) COMMENT '天分区', trace_id VARCHAR(256) COMMENT '', p_date VARCHAR(256) COMMENT '', pkg_agg_time VARCHAR(256) COMMENT '分钟级时间戳', datawd_project_id VARCHAR(256) COMMENT '', datawd_task_id VARCHAR(256) COMMENT '', datawd_task_instance_id VARCHAR(256) COMMENT '', compute_type VARCHAR(256) COMMENT '', status_code INT COMMENT '', instance_run_time INT COMMENT '', code_run_time INT COMMENT '', resource_wait_time INT COMMENT '', code_start_time VARCHAR(256) COMMENT '', code_end_time VARCHAR(256) COMMENT '', instance_start_time VARCHAR(256) COMMENT '', instance_end_time VARCHAR(256) COMMENT '', serving_id VARCHAR(256) COMMENT '', is_permanent TINYINT(1) COMMENT '布尔型', apply_for_gpu_count INT COMMENT '', code_gpu_count INT COMMENT '', instance_gpu_util DOUBLE COMMENT '', code_gpu_util DOUBLE COMMENT '', is_code_running INT COMMENT '', used_gpu_count DOUBLE COMMENT '', code_used_gpu_count DOUBLE COMMENT '' ) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci COMMENT='Notebook 管道任务实例分钟级运行统计信息' """) # Truncate + insert cur.execute(f"TRUNCATE TABLE {DB_NAME}.{OUTPUT_TABLE}") cur.execute(gt_sql) conn.commit() print("mysql_012 ground_truth done: rows written to output table") except Exception as e: print(f"ground_truth error: {e}", file=sys.stderr) conn.rollback() sys.exit(1) finally: conn.close() if __name__ == "__main__": main()