import redis def fetch_queue_list_from_redis_server(url): try: queue_list = list() r = redis.from_url(url) for i in r.keys(): queue = i.decode() if not queue.startswith('_'): q_len = r.llen(queue) queue_list.append({queue:q_len}) return queue_list except Exception as e: raise ValueError('Failed to fetch from redis server, error: {0}'.format(e)) def calculate_new_workers(queue_list,active_jobs_dict,max_workers_per_queue=10,max_total_workers=70): ''' A function for calculating new worker size :param queue_list: A list dictionary containing all the queued jobs [{queue_name:job_count}] :param active_jobs_dict: A dictionary containing all job counts for each queues {queue_name:{job_state:job_count}} :param max_workers_per_queue: Max allowed worker per queue, default 10 :param max_total_workers: Max total worker for the queue, default 70 :returns: A list of dictionary containing all the target jobs [{queue_name:target_job_counts}] ''' try: worker_to_submit = list() total_active_jobs = 0 for _,job_data in active_jobs_dict.items(): for job_state,job_count in job_data.items(): if job_state in ('Q','R'): total_active_jobs += job_count if isinstance(queue_list,list) and \ len(queue_list) > 0 and \ total_active_jobs < max_total_workers: for entry in queue_list: for queue_name,waiting_jobs in entry.items(): target_job = dict() if waiting_jobs > max_workers_per_queue: waiting_jobs = max_workers_per_queue active_job = active_jobs_dict.get(queue_name) total_running_for_queue = 0 active_queued_job = 0 if active_job is not None: for job_state,job_counts in active_job.items(): if job_state in ('Q','R'): total_running_for_queue += job_counts if job_state == 'Q': active_queued_job += job_counts if active_queued_job < 1: if total_running_for_queue==0 and \ (total_active_jobs + waiting_jobs) < max_total_workers: target_job.update({queue_name : waiting_jobs}) if total_running_for_queue > 0: if waiting_jobs > total_running_for_queue: waiting_jobs = waiting_jobs - total_running_for_queue if (total_active_jobs + waiting_jobs) < max_total_workers: target_job.update({queue_name:waiting_jobs}) total_active_jobs += waiting_jobs else: print('Not submitting new jobs for queue {0}'.format(queue_name)) worker_to_submit.append(target_job) return worker_to_submit except Exception as e: raise ValueError('Failed to calculate airflow worker size, error: {0}'.format(e))