CentOS7安装Airflow
实验环境:
centos7
python3.6
安装配置:
1.看看是否有gcc,没有的话需要进行安装:
yum install gcc (后续安装airflow如果不成功,可以再次执行,它会更新包)【这个很重要哦】
2.安装脚本和依赖:
yum install -y python36 yum install -y python36-pip yum install -y python36-devel
pip3 install paramiko
安装airflow前,还需要安装依赖的环境:
yum -y install zlib-devel bzip2-devel openssl-devel ncurses-devel sqlite-devel readline-devel tk-devel gdbm-devel db4-devel libpcap-devel xz-devel
安装airflow
pip3 install apache-airflow
安装pymysql
pip3 install pymysql
3.配置环境变量
# vi /etc/profile
#airflow export AIRFLOW_HOME=/software/airflow # source /etc/profile
初始化
1.初始化数据库表(默认使用本地的sqlite数据库):
[root@centos-slave1 centos]# airflow initdb [2019-09-19 22:58:10,546] {__init__.py:51} INFO - Using executor SequentialExecutor DB: sqlite:////software/airflow/airflow.db [2019-09-19 22:58:11,457] {db.py:369} INFO - Creating tables INFO [alembic.runtime.migration] Context impl SQLiteImpl. INFO [alembic.runtime.migration] Will assume non-transactional DDL. INFO [alembic.runtime.migration] Running upgrade -> e3a246e0dc1, current schema INFO [alembic.runtime.migration] Running upgrade e3a246e0dc1 -> 1507a7289a2f, create is_encrypted /usr/local/lib/python3.6/site-packages/alembic/ddl/sqlite.py:39: UserWarning: Skipping unsupported ALTER for creation of implicit constraint "Skipping unsupported ALTER for " INFO [alembic.runtime.migration] Running upgrade 1507a7289a2f -> 13eb55f81627, maintain history for compatibility with earlier migrations INFO [alembic.runtime.migration] Running upgrade 13eb55f81627 -> 338e90f54d61, More logging into task_instance INFO [alembic.runtime.migration] Running upgrade 338e90f54d61 -> 52d714495f0, job_id indices INFO [alembic.runtime.migration] Running upgrade 52d714495f0 -> 502898887f84, Adding extra to Log INFO [alembic.runtime.migration] Running upgrade 502898887f84 -> 1b38cef5b76e, add dagrun INFO [alembic.runtime.migration] Running upgrade 1b38cef5b76e -> 2e541a1dcfed, task_duration INFO [alembic.runtime.migration] Running upgrade 2e541a1dcfed -> 40e67319e3a9, dagrun_config INFO [alembic.runtime.migration] Running upgrade 40e67319e3a9 -> 561833c1c74b, add password column to user INFO [alembic.runtime.migration] Running upgrade 561833c1c74b -> 4446e08588, dagrun start end INFO [alembic.runtime.migration] Running upgrade 4446e08588 -> bbc73705a13e, Add notification_sent column to sla_miss INFO [alembic.runtime.migration] Running upgrade bbc73705a13e -> bba5a7cfc896, Add a column to track the encryption state of the 'Extra' field in connection INFO [alembic.runtime.migration] Running upgrade bba5a7cfc896 -> 1968acfc09e3, add is_encrypted column to variable table INFO [alembic.runtime.migration] Running upgrade 1968acfc09e3 -> 2e82aab8ef20, rename user table INFO [alembic.runtime.migration] Running upgrade 2e82aab8ef20 -> 211e584da130, add TI state index INFO [alembic.runtime.migration] Running upgrade 211e584da130 -> 64de9cddf6c9, add task fails journal table INFO [alembic.runtime.migration] Running upgrade 64de9cddf6c9 -> f2ca10b85618, add dag_stats table INFO [alembic.runtime.migration] Running upgrade f2ca10b85618 -> 4addfa1236f1, Add fractional seconds to mysql tables INFO [alembic.runtime.migration] Running upgrade 4addfa1236f1 -> 8504051e801b, xcom dag task indices INFO [alembic.runtime.migration] Running upgrade 8504051e801b -> 5e7d17757c7a, add pid field to TaskInstance INFO [alembic.runtime.migration] Running upgrade 5e7d17757c7a -> 127d2bf2dfa7, Add dag_id/state index on dag_run table INFO [alembic.runtime.migration] Running upgrade 127d2bf2dfa7 -> cc1e65623dc7, add max tries column to task instance INFO [alembic.runtime.migration] Running upgrade cc1e65623dc7 -> bdaa763e6c56, Make xcom value column a large binary INFO [alembic.runtime.migration] Running upgrade bdaa763e6c56 -> 947454bf1dff, add ti job_id index INFO [alembic.runtime.migration] Running upgrade 947454bf1dff -> d2ae31099d61, Increase text size for MySQL (not relevant for other DBs' text types) INFO [alembic.runtime.migration] Running upgrade d2ae31099d61 -> 0e2a74e0fc9f, Add time zone awareness INFO [alembic.runtime.migration] Running upgrade d2ae31099d61 -> 33ae817a1ff4, kubernetes_resource_checkpointing INFO [alembic.runtime.migration] Running upgrade 33ae817a1ff4 -> 27c6a30d7c24, kubernetes_resource_checkpointing INFO [alembic.runtime.migration] Running upgrade 27c6a30d7c24 -> 86770d1215c0, add kubernetes scheduler uniqueness INFO [alembic.runtime.migration] Running upgrade 86770d1215c0, 0e2a74e0fc9f -> 05f30312d566, merge heads INFO [alembic.runtime.migration] Running upgrade 05f30312d566 -> f23433877c24, fix mysql not null constraint INFO [alembic.runtime.migration] Running upgrade f23433877c24 -> 856955da8476, fix sqlite foreign key INFO [alembic.runtime.migration] Running upgrade 856955da8476 -> 9635ae0956e7, index-faskfail INFO [alembic.runtime.migration] Running upgrade 9635ae0956e7 -> dd25f486b8ea INFO [alembic.runtime.migration] Running upgrade dd25f486b8ea -> bf00311e1990, add index to taskinstance INFO [alembic.runtime.migration] Running upgrade 9635ae0956e7 -> 0a2a5b66e19d, add task_reschedule table INFO [alembic.runtime.migration] Running upgrade 0a2a5b66e19d, bf00311e1990 -> 03bc53e68815, merge_heads_2 INFO [alembic.runtime.migration] Running upgrade 03bc53e68815 -> 41f5f12752f8, add superuser field INFO [alembic.runtime.migration] Running upgrade 41f5f12752f8 -> c8ffec048a3b, add fields to dag INFO [alembic.runtime.migration] Running upgrade c8ffec048a3b -> dd4ecb8fbee3, Add schedule interval to dag INFO [alembic.runtime.migration] Running upgrade dd4ecb8fbee3 -> 939bb1e647c8, task reschedule fk on cascade delete INFO [alembic.runtime.migration] Running upgrade c8ffec048a3b -> a56c9515abdc, Remove dag_stat table INFO [alembic.runtime.migration] Running upgrade 939bb1e647c8 -> 6e96a59344a4, Make TaskInstance.pool not nullable INFO [alembic.runtime.migration] Running upgrade 6e96a59344a4 -> 74effc47d867, change datetime to datetime2(6) on MSSQL tables INFO [alembic.runtime.migration] Running upgrade 939bb1e647c8 -> 004c1210f153, increase queue name size limit Done.
2.查看其生成文件:
[root@centos-slave1 centos]# cd /software/airflow/ [root@centos-slave1 airflow]# ls airflow.cfg airflow.db logs unittests.cfg
3.配置MySQL数据库(创建airflow数据库,并创建用户和授权,给airflow访问数据库使用):
mysql> CREATE DATABASE airflow; Query OK, 1 row affected (0.00 sec) mysql> GRANT all privileges on root.* TO 'root'@'localhost' IDENTIFIED BY 'root'; ERROR 1819 (HY000): Your password does not satisfy the current policy requirements
#这个错误与validate_password_policy的值有关。默认值是1,即MEDIUM,所以刚开始设置的密码必须符合长度,且必须含有数字,小写或大写字母,特殊字符。
有时候,只是为了自己测试,不想密码设置得那么复杂,譬如说,我只想设置root的密码为root。
必须修改两个全局参数:
1)首先,修改validate_password_policy参数的值:
mysql> set global validate_password_policy=0; Query OK, 0 rows affected (0.00 sec)
#这样,判断密码的标准就基于密码的长度了。这个由validate_password_length参数来决定。 mysql> select @@validate_password_length; +----------------------------+ | @@validate_password_length | +----------------------------+ | 8 | +----------------------------+ 1 row in set (0.00 sec)
2)修改validate_password_length参数,设置密码仅由密码长度决定。 mysql> set global validate_password_length=1; Query OK, 0 rows affected (0.00 sec) mysql> select @@validate_password_length; +----------------------------+ | @@validate_password_length | +----------------------------+ | 4 | +----------------------------+ 1 row in set (0.00 sec) mysql> GRANT all privileges on root.* TO 'root'@'localhost' IDENTIFIED BY 'root'; Query OK, 0 rows affected, 1 warning (0.35 sec)
mysql> FLUSH PRIVILEGES;
Query OK, 0 rows affected (0.01 sec)
4.配置airflow使用LocalExecutor执行器,及使用MySQL数据库:
vim airflow/airflow.cfg # The executor class that airflow should use. Choices include # SequentialExecutor, LocalExecutor, CeleryExecutor, DaskExecutor, KubernetesExecutor #executor = SequentialExecutor executor = LocalExecutor # The SqlAlchemy connection string to the metadata database. # SqlAlchemy supports many different database engine, more information # their website #sql_alchemy_conn = sqlite:////data/airflow/airflow.db sql_alchemy_conn = mysql+pymysql://root:123456@localhost:3306/airflow
再次初始化数据库表:
airflow initdb
报错:
Exception: Global variable explicit_defaults_for_timestamp needs to be on (1) for mysql
解决方案:
更改MySQL配置
vim /etc/my.cnf [mysqld] explicit_defaults_for_timestamp=1
或者在数据库中运行一下语句:
set @@global.explicit_defaults_for_timestamp=on;
5.查看创建的airflow数据表:
mysql> use airflow; Reading table information for completion of table and column names You can turn off this feature to get a quicker startup with -A Database changed mysql> show tables; +-------------------+ | Tables_in_airflow | +-------------------+ | alembic_version | | chart | | connection | | dag | | dag_pickle | | dag_run | | dag_stats | | import_error | | job | | known_event | | known_event_type | | log | | sla_miss | | slot_pool | | task_fail | | task_instance | | users | | variable | | xcom | +-------------------+ 19 rows in set (0.00 sec)
服务启动
1.添加airflow-scheduler服务启动脚本:
airflow webserver
airflow scheduler
[root@centos-master airflow]# airflow webserver [2019-09-20 00:09:52,980] {settings.py:213} INFO - settings.configure_orm(): Using pool settings. pool_size=5, max_overflow=10, pool_recycle=1800, pid=3168 [2019-09-20 00:09:53,111] {__init__.py:51} INFO - Using executor LocalExecutor ____________ _____________ ____ |__( )_________ __/__ /________ __ ____ /| |_ /__ ___/_ /_ __ /_ __ \_ | /| / / ___ ___ | / _ / _ __/ _ / / /_/ /_ |/ |/ / _/_/ |_/_/ /_/ /_/ /_/ \____/____/|__/ [2019-09-20 00:09:54,071] {dagbag.py:90} INFO - Filling up the DagBag from /software/airflow/dags Running the Gunicorn Server with: Workers: 4 sync Host: 0.0.0.0:8080 Timeout: 120 Logfiles: - - =================================================================
[root@centos-master airflow]# airflow scheduler [2019-09-20 00:10:35,983] {settings.py:213} INFO - settings.configure_orm(): Using pool settings. pool_size=5, max_overflow=10, pool_recycle=1800, pid=3287 [2019-09-20 00:10:36,117] {__init__.py:51} INFO - Using executor LocalExecutor ____________ _____________ ____ |__( )_________ __/__ /________ __ ____ /| |_ /__ ___/_ /_ __ /_ __ \_ | /| / / ___ ___ | / _ / _ __/ _ / / /_/ /_ |/ |/ / _/_/ |_/_/ /_/ /_/ /_/ \____/____/|__/ [2019-09-20 00:10:36,542] {scheduler_job.py:1315} INFO - Starting the scheduler [2019-09-20 00:10:36,542] {scheduler_job.py:1323} INFO - Running execute loop for -1 seconds [2019-09-20 00:10:36,544] {scheduler_job.py:1324} INFO - Processing each file at most -1 times [2019-09-20 00:10:36,544] {scheduler_job.py:1327} INFO - Searching for files in /software/airflow/dags [2019-09-20 00:10:36,550] {scheduler_job.py:1329} INFO - There are 20 files in /software/airflow/dags [2019-09-20 00:10:36,769] {scheduler_job.py:1376} INFO - Resetting orphaned tasks for active dag runs [2019-09-20 00:10:36,801] {dag_processing.py:545} INFO - Launched DagFileProcessorManager with pid: 3338 [2019-09-20 00:10:36,905] {settings.py:54} INFO - Configured default timezone <Timezone [UTC]> [2019-09-20 00:10:36,920] {settings.py:213} INFO - settings.configure_orm(): Using pool settings. pool_size=5, max_overflow=10, pool_recycle=1800, pid=3338
2.浏览器访问:http://192.168.86.160:8080
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