data_validation.py

import time

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

from multiprocessing.pool import ThreadPool
import dask


num_concurrent_workers = 4
dask.config.set(pool=ThreadPool(num_concurrent_workers))


@task(retries=2, retry_delay_seconds=10)
def read_all_streams(uid, beamline_acronym="fxi"):
    logger = get_run_logger()
    api_key = Secret.load(f"tiled-{beamline_acronym}-api-key").get()
    tiled_client = from_profile("nsls2", api_key=api_key)[beamline_acronym]
    run = tiled_client["raw"][uid]
    logger.info(f"Validating uid {run.start['uid']}")
    start_time = time.monotonic()
    for stream in run:
        logger.info(f"{stream}...")
        stream_start_time = time.monotonic()
        stream_data = run[stream].read()
        stream_elapsed_time = time.monotonic() - stream_start_time
        logger.info(f"{stream} elapsed_time = {stream_elapsed_time}")
        logger.info(f"{stream} nbytes = {stream_data.nbytes: _}")
    elapsed_time = time.monotonic() - start_time
    logger.info(f"{elapsed_time = }")  # noqa: E202,E251


@flow
def general_data_validation(uid, beamline_acronym="fxi"):
    read_all_streams(uid, beamline_acronym)