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S3 LoggingのログをLambda event nortificationで取得・パースしてBigQueryに突っ込む ref: http://qiita.com/marcy-terui/items/6dbf2969bc69fd3d6c13
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^(?P<owner>[^ ]+) (?P<bucket>[^ ]+) \[(?P<datetime>.+)\] (?P<remote_ip>[^ ]+) (?P<requester>[^ ]+) (?P<request_id>[^ ]+) (?P<operation>[^ ]+) (?P<key>[^ ]+) "(?P<method>[^ ]+) (?P<uri>[^ ]+) (?P<proto>.+)" (?P<status>[^ ]+) (?P<error>[^ ]+) (?P<bytes>[^ ]+) (?P<size>[^ ]+) (?P<total_time>[^ ]+) (?P<ta_time>[^ ]+) "(?P<referrer>.+)" "(?P<user_agent>.+)" (?P<version>.+)$ |
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import os | |
import json | |
import urllib | |
import boto3 | |
import re | |
import datetime | |
import pytz | |
from gcloud import bigquery | |
BQ_PROJECT = '<your-project-id>' | |
BQ_DATASET = '<your-dataset-name>' | |
BQ_TABLE = '<your-table-name>' | |
s3 = boto3.client('s3') | |
bq = bigquery.Client.from_service_account_json( | |
os.path.join(os.path.dirname(__file__), 'bq.json'), | |
project=BQ_PROJECT) | |
dataset = bq.dataset(BQ_DATASET) | |
table = dataset.table(name=BQ_TABLE) | |
table.reload() | |
pattern = ' '.join([ | |
'^(?P<owner>[^ ]+)', | |
'(?P<bucket>[^ ]+)', | |
'\[(?P<datetime>.+)\]', | |
'(?P<remote_ip>[^ ]+)', | |
'(?P<requester>[^ ]+)', | |
'(?P<request_id>[^ ]+)', | |
'(?P<operation>[^ ]+)', | |
'(?P<key>[^ ]+)', | |
'"(?P<method>[^ ]+) (?P<uri>[^ ]+) (?P<proto>.+)"', | |
'(?P<status>[^ ]+)', | |
'(?P<error>[^ ]+)', | |
'(?P<bytes>[^ ]+)', | |
'(?P<size>[^ ]+)', | |
'(?P<total_time>[^ ]+)', | |
'(?P<ta_time>[^ ]+)', | |
'"(?P<referrer>.+)"', | |
'"(?P<user_agent>.+)"', | |
'(?P<version>.+)$']) | |
log_pattern = re.compile(pattern) | |
def to_int(val): | |
try: | |
ret = int(val) | |
except ValueError: | |
ret = None | |
return ret | |
def lambda_handler(event, context): | |
bucket = event['Records'][0]['s3']['bucket']['name'] | |
key = urllib.unquote_plus(event['Records'][0]['s3']['object']['key']).decode('utf8') | |
res = s3.get_object(Bucket=bucket, Key=key) | |
body = res['Body'].read() | |
rows = [] | |
for line in body.splitlines(): | |
matches = log_pattern.match(line) | |
dt_str = matches.group('datetime').split(' ')[0] | |
timestamp = datetime.datetime.strptime( | |
dt_str, '%d/%b/%Y:%H:%M:%S').replace(tzinfo=pytz.utc) | |
rows.append(( | |
matches.group('owner'), | |
matches.group('bucket'), | |
timestamp.strftime('%Y-%m-%d %H:%M:%S'), | |
matches.group('remote_ip'), | |
matches.group('requester'), | |
matches.group('request_id'), | |
matches.group('operation'), | |
matches.group('key'), | |
matches.group('method'), | |
matches.group('uri'), | |
matches.group('proto'), | |
matches.group('status'), | |
matches.group('error'), | |
to_int(matches.group('bytes')), | |
to_int(matches.group('size')), | |
to_int(matches.group('total_time')), | |
to_int(matches.group('ta_time')), | |
matches.group('referrer'), | |
matches.group('user_agent'), | |
matches.group('version'),)) | |
print(table.insert_data(rows)) |
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