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Copy pathdata_validation.py
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52 lines (42 loc) · 1.56 KB
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import os
from prefect import task, flow, get_run_logger
import time as ttime
from tiled.client import from_uri
from dotenv import load_dotenv
def get_api_key_from_env(api_key=None):
with open("/srv/container.secret", "r") as secrets:
load_dotenv(stream=secrets)
api_key = os.environ["TILED_API_KEY"]
return api_key
@task(retries=2, retry_delay_seconds=10)
def get_run(uid, api_key=None):
if not api_key:
api_key = get_api_key_from_env()
cl = from_uri("https://tiled.nsls2.bnl.gov", api_key=api_key)
run = cl["chx/raw"][uid]
return run
@task(retries=2, retry_delay_seconds=10)
def get_run_sandbox(uid, api_key=None):
if not api_key:
api_key = get_api_key_from_env()
cl = from_uri("https://tiled.nsls2.bnl.gov", api_key=api_key)
run = cl["chx/sandbox"][uid]
return run
@task(retries=2, retry_delay_seconds=10)
def read_stream(run, stream):
return run[stream].read()
@flow
def data_validation(uid, api_key=None):
logger = get_run_logger()
run = get_run(uid, api_key=api_key)
logger.info(f"Validating uid {run.start['uid']}")
start_time = ttime.monotonic()
for stream in run:
logger.info(f"{stream}:")
stream_start_time = ttime.monotonic()
stream_data = read_stream(run, stream)
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 = }")