Add untar task

This commit is contained in:
Giambattista Bloisi 2024-10-18 16:42:54 +02:00
parent df6e23666e
commit 412e008df7
1 changed files with 97 additions and 0 deletions

97
workflow/dnet/S3_untar.py Normal file
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import os
import tarfile
import time
from datetime import timedelta
import pendulum
from airflow.decorators import dag
from airflow.decorators import task
from airflow.models.param import Param
from airflow.operators.python import get_current_context
from airflow.providers.amazon.aws.hooks.s3 import S3Hook
from botocore.exceptions import ClientError
import dag_utils
EXECUTION_TIMEOUT = int(os.getenv("EXECUTION_TIMEOUT", 6))
default_args = {
"execution_timeout": timedelta(days=EXECUTION_TIMEOUT),
"retries": int(os.getenv("DEFAULT_TASK_RETRIES", 1)),
"retry_delay": timedelta(seconds=int(os.getenv("DEFAULT_RETRY_DELAY_SECONDS", 60))),
}
def load_file_obj_with_backoff(hook: S3Hook, fileobj, key: str, bucket: str, replace: bool) -> bool:
delay = 10 # initial delay
delay_incr = 10 # additional delay in each loop
max_delay = 60 # max delay of one loop. Total delay is (max_delay**2)/2
while delay < max_delay:
try:
return hook.load_file_obj(fileobj,
key,
bucket,
replace=replace)
except ClientError as err:
code = err.response.get('Error', {}).get('Code', '')
if code in ['NoSuchBucket']:
print(f"Error: {code}. Check s3path: s3://{bucket}/{key}")
raise err
time.sleep(delay)
delay += delay_incr
@dag(
dag_id="s3_untar",
dag_display_name="S3 streaming untar",
start_date=pendulum.datetime(2021, 1, 1, tz="UTC"),
schedule=None,
catchup=False,
default_args=default_args,
params={
"S3_CONN_ID": Param("s3_conn", type='string', description="Airflow connection of S3 endpoint"),
"src_bucket": Param(dag_utils.get_default_bucket(), type='string',
description="Override S3 default bucket for source"),
"src_key": Param("", type='string', description="File to untar"),
"dst_bucket": Param(dag_utils.get_default_bucket(), type='string',
description="Override S3 default bucket for destination"),
"dst_key_prefix": Param("", type='string', description="Key prefix for unarchived files"),
},
tags=["s3", "tools"],
)
def s3_untar():
@task
def untar():
context = get_current_context()
hook = S3Hook(context["params"]["S3_CONN_ID"], transfer_config_args={'use_threads': False})
src_bucket = context['params']['src_bucket']
dst_bucket = context['params']['dst_bucket']
dst_key_prefix = os.path.normpath(context["params"]["dst_key_prefix"])
existing_keys = dict.fromkeys(hook.list_keys(bucket_name=dst_bucket,
prefix=dst_key_prefix + "/"), 0)
s3_obj = hook.get_key(context["params"]["src_key"], bucket_name=src_bucket)
with tarfile.open(fileobj=s3_obj.get()["Body"], mode='r|*') as tar:
for member in tar:
dst_key = os.path.normpath(dst_key_prefix + "/" + member.name)
# Ignore directories, links, devices, fifos, etc.
if (not member.isfile()) or member.name.endswith('/'):
print(f"Skipping {member.name}: is not a file")
continue
if dst_key in existing_keys:
print(f"Skipping {member.name}: already exists")
continue
print(f"Extracting {member.name} to {dst_key}")
fileobj = tar.extractfile(member)
fileobj.seekable = lambda: False
load_file_obj_with_backoff(hook, fileobj,
dst_key,
dst_bucket,
replace=True)
untar()
s3_untar()