from airflow.operators.python import PythonOperator from airflow.decorators import dag, task from airflow.models.connection import Connection from airflow.models import Variable from airflow.utils.dates import days_ago import os from decors import get_connection, remove, setup from b2shareoperator import (download_file, get_file_list, get_object_md, get_objects) default_args = { 'owner': 'airflow', } @dag(default_args=default_args, schedule_interval=None, start_date=days_ago(2), tags=['example']) def taskflow_example(): @task(multiple_outputs=True) def extract(conn_id, **kwargs): connection = Connection.get_connection_from_secrets('default_b2share') server = connection.get_uri() print(f"Rereiving data from {server}") params = kwargs['params'] if 'oid' not in params: # {"oid":"b38609df2b334ea296ea1857e568dbea"} print("Missing object id in pipeline parameters") lst = get_objects(server=server) flist = {o['id']: [f['key'] for f in o['files']] for o in lst} print(f"Objects on server: {flist}") return -1 # non zero exit code is a task failure oid = params['oid'] obj = get_object_md(server=server, oid=oid) print(f"Retrieved object {oid}: {obj}") flist = get_file_list(obj) return flist @task(multiple_outputs=True) def transform(flist: dict): name_mappings = {} tmp_dir = Variable.get("working_dir", default_var='/tmp/') print(f"Local working dir is: {tmp_dir}") for fname, url in flist.items(): print(f"Processing: {fname} --> {url}") tmpname = download_file(url=url, target_dir=tmp_dir) name_mappings[fname] = tmpname return name_mappings @task() def load(connection_id, files: dict, **kwargs): print(f"Total files downloaded: {len(files)}") params = kwargs['params'] target = params.get('target', '/tmp/') print(f"Using {connection_id} connection") ssh_hook = get_connection(conn_id=connection_id, **kwargs) with ssh_hook.get_conn() as ssh_client: sftp_client = ssh_client.open_sftp() # check dir? ssh_client.exec_command(command=f"mkdir -p {target}") for [truename, local] in files.items(): print( f"Copying {local} --> {connection_id}:{os.path.join(target, truename)}") sftp_client.put(local, os.path.join(target, truename)) # or separate cleanup task? os.unlink(local) return connection_id conn_id = PythonOperator(python_callable=setup, task_id='setup_connection') # another way of mixing taskflow and classical api: a_id = conn_id.output['return_value'] data = extract(conn_id=a_id) files = transform(flist=data) ucid = load(connection_id=a_id, files=files) #b_id = ucid.output['return_value'] en = PythonOperator(python_callable=remove, op_kwargs={ 'conn_id': ucid}, task_id='cleanup') conn_id >> data >> files >> ucid >> en dag = taskflow_example()