import time import click import app from configs import dify_config from core.rag.datasource.vdb.tidb_on_qdrant.tidb_service import TidbService from extensions.ext_database import db from models.dataset import TidbAuthBinding @app.celery.task(queue="dataset") def create_tidb_serverless_task(): click.echo(click.style("Start create tidb serverless task.", fg="green")) tidb_serverless_number = dify_config.TIDB_SERVERLESS_NUMBER start_at = time.perf_counter() while True: try: # check the number of idle tidb serverless idle_tidb_serverless_number = TidbAuthBinding.query.filter(TidbAuthBinding.active == False).count() if idle_tidb_serverless_number >= tidb_serverless_number: break # create tidb serverless iterations_per_thread = 20 create_clusters(iterations_per_thread) except Exception as e: click.echo(click.style(f"Error: {e}", fg="red")) break end_at = time.perf_counter() click.echo(click.style("Create tidb serverless task success latency: {}".format(end_at - start_at), fg="green")) def create_clusters(batch_size): try: new_clusters = TidbService.batch_create_tidb_serverless_cluster( batch_size, dify_config.TIDB_PROJECT_ID, dify_config.TIDB_API_URL, dify_config.TIDB_IAM_API_URL, dify_config.TIDB_PUBLIC_KEY, dify_config.TIDB_PRIVATE_KEY, dify_config.TIDB_REGION, ) for new_cluster in new_clusters: tidb_auth_binding = TidbAuthBinding( cluster_id=new_cluster["cluster_id"], cluster_name=new_cluster["cluster_name"], account=new_cluster["account"], password=new_cluster["password"], ) db.session.add(tidb_auth_binding) db.session.commit() except Exception as e: click.echo(click.style(f"Error: {e}", fg="red"))