data_validation.py

import time as ttime

from prefect import flow, task, get_run_logger
from prefect.blocks.system import Secret
from tiled.client import from_profile


@task(retries=2, retry_delay_seconds=10)
def read_all_streams(uid, beamline_acronym="iss"):
    logger = get_run_logger()
    api_key = Secret.load(f"tiled-{beamline_acronym}-api-key", _sync=True).get()
    tiled_client = from_profile("nsls2", api_key=api_key)
    run = tiled_client[beamline_acronym]["raw"][uid]
    logger.info(f"Validating uid {run.metadata['start']['uid']}")
    start_time = ttime.monotonic()
    for stream in run:
        logger.info(f"{stream}:")
        stream_start_time = ttime.monotonic()
        stream_data = run[stream].read()
        stream_elapsed_time = ttime.monotonic() - stream_start_time
        logger.info(f"{stream} elapsed_time = {stream_elapsed_time}")
        logger.info(f"{stream} nbytes = {stream_data.nbytes:_}")
    elapsed_time = ttime.monotonic() - start_time
    logger.info(f"{elapsed_time = }")


@flow(log_prints=True)
def data_validation(uid, beamline_acronym="iss"):
    read_all_streams(uid, beamline_acronym=beamline_acronym)