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使用duckdb进行ETL操作: 解析本地cloud logging传送过来的日志json,分区输出成多个parquet文件
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This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import duckdb | |
import json | |
import os | |
import shutil | |
import gzip | |
# 注意: | |
# 1. v0.7.2.dev3294版后才支持给分区文件指定前缀:FILENAME_PATTERN | |
# 2. 目前语法用的是v0.7.1,因为v0.7.2目前没法装JSON和HTTP插件 | |
# 写到的数据库 | |
database = "./event.db" | |
if os.path.exists(database): | |
os.remove(database) | |
# 待处理的本地文件 | |
file_name = "raw/04:00:00_04:59:59_S0.json" | |
# 输出的时候,额外增加一个整型字段,以防全量输出的时候OOM | |
segment_num = 10 | |
# 链接到DB | |
conn = duckdb.connect(database=database, read_only=False, config={"allow_unsigned_extensions": True}) # default # Cores} | |
print("step 1") | |
# 安装插件,配置S3等 | |
conn.execute(''' | |
INSTALL 'httpfs'; | |
LOAD 'httpfs'; | |
INSTALL json; | |
LOAD json; | |
SET s3_endpoint='storage.googleapis.com'; | |
SET s3_access_key_id=''; | |
SET s3_secret_access_key=''; | |
SET enable_progress_bar = true; | |
''') | |
print("step 2") | |
# 创建表read_file | |
conn.execute(''' | |
CREATE TABLE read_file(jsonPayload STRUCT( | |
body STRUCT( | |
deviceInfo STRUCT( | |
appId VARCHAR, | |
brand VARCHAR, | |
country VARCHAR, | |
deviceType VARCHAR, | |
model VARCHAR, | |
osVersion VARCHAR, | |
platform VARCHAR, | |
screenH INT, | |
screenW INT, | |
version VARCHAR | |
), | |
events STRUCT( | |
event VARCHAR, | |
info JSON, | |
param JSON, | |
properties JSON, | |
timestamp BIGINT | |
)[], | |
version VARCHAR | |
), | |
content_encoding VARCHAR, | |
country_code VARCHAR, | |
ip VARCHAR, | |
method VARCHAR, | |
req_id VARCHAR, | |
timestamp VARCHAR, | |
ua VARCHAR, | |
uri VARCHAR | |
), | |
timestamp VARCHAR, | |
resource VARCHAR, | |
labels VARCHAR, | |
receiveTimestamp VARCHAR, | |
httpRequest VARCHAR, | |
insertId VARCHAR, | |
logName VARCHAR, | |
) | |
''') | |
print("before copy") | |
# 以下这个COPY的语句,用到一个CPU,内存占用也不大 | |
conn.execute('''COPY read_file FROM '%s' (FORMAT json);''' % file_name) | |
print("before new events") | |
# 再创建一个新表events, 用来存储我们需要的处理后字段 | |
# 这一步进行ETL操作,会用到多个CPU, 内存占用不大 | |
conn.execute(''' | |
CREATE TABLE events AS | |
SELECT | |
jsonPayload.content_encoding as contentEncoding, | |
jsonPayload.method as method, | |
jsonPayload.uri as uri, | |
jsonPayload.ua as ua, | |
jsonPayload.country_code as ipCountry, | |
jsonPayload.req_id as reqId, | |
jsonPayload.ip as ip, | |
jsonPayload.body.deviceInfo as deviceInfo, | |
jsonPayload.body.version as version, | |
STRUCT_EXTRACT(UNNEST(jsonPayload.body.events), 'event') as eventType, | |
STRUCT_EXTRACT(UNNEST(jsonPayload.body.events), 'info') as info, | |
STRUCT_EXTRACT(UNNEST(jsonPayload.body.events), 'param') as param, | |
STRUCT_EXTRACT(UNNEST(jsonPayload.body.events), 'properties') as propertie, | |
STRUCT_EXTRACT(UNNEST(jsonPayload.body.events), 'timestamp') as timestamp, | |
uuid() as uuid, | |
FROM | |
read_file | |
WHERE | |
jsonPayload.uri is NOT NULL; | |
''') | |
print("before alter") | |
print("创建dt") | |
conn.execute(''' | |
ALTER TABLE events ADD COLUMN dt STRING; | |
UPDATE events SET dt = strftime(epoch_ms(cast(timestamp as bigint)), '%Y-%m-%d'); | |
''') | |
print("创建pt") | |
conn.execute(''' | |
ALTER TABLE events ADD COLUMN pt STRING; | |
UPDATE events SET pt = deviceInfo.platform; | |
''') | |
print("创建appid, 这一步居然OOM了") | |
conn.execute(''' | |
ALTER TABLE events ADD COLUMN appId STRING; | |
UPDATE events SET appId = deviceInfo.appId; | |
''') | |
# 创建文件字段 | |
print("创建文件字段") | |
conn.execute(''' | |
ALTER TABLE events ADD COLUMN file STRING DEFAULT '{}'; | |
'''.format(file_name.replace('/', '_'))) | |
print("创建hash字段") | |
conn.execute(''' | |
ALTER TABLE events ADD segment INTEGER DEFAULT CAST(RANDOM() * {} AS INTEGER); | |
'''.format(segment_num)) | |
# 创建索引 | |
print("before index") | |
conn.execute('''CREATE INDEX s_idx ON events (segment);''') | |
print("before dump") | |
# 这一步只用一个核心,内存占用多,所以按照segment分批输出,这下内存够用了 | |
for seg in range(segment_num): | |
conn.execute(''' | |
COPY (SELECT * FROM events WHERE segment={}) TO 'event-parquet' (FORMAT PARQUET, PARTITION_BY (dt, pt, appId, version, file, segment), ALLOW_OVERWRITE 1) | |
'''.format(seg)) |
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