ื ื™ืกื™ื•ืŸ ื‘ื”ืชืงื ืช Apache Airflow ื‘-Windows 10

ืžื‘ื•ื: ื‘ืจืฆื•ืŸ ื”ื’ื•ืจืœ, ืžืขื•ืœื ื”ืžื“ืข ื”ืืงื“ืžื™ (ืจืคื•ืื”), ืžืฆืืชื™ ืืช ืขืฆืžื™ ื‘ืขื•ืœื ื˜ื›ื ื•ืœื•ื’ื™ื™ืช ื”ืžื™ื“ืข, ืฉื‘ื• ืื ื™ ืฆืจื™ืš ืœื”ืฉืชืžืฉ ื‘ื™ื“ืข ืฉืœื™ ื‘ืžืชื•ื“ื•ืœื•ื’ื™ื” ืฉืœ ื‘ื ื™ื™ืช ื ื™ืกื•ื™ ื•ืืกื˜ืจื˜ื’ื™ื•ืช ืœื ื™ืชื•ื— ื ืชื•ื ื™ื ื ื™ืกื•ื™ื™ื, ืขื ื–ืืช, ืœื™ื™ืฉื ืขืจื™ืžืช ื˜ื›ื ื•ืœื•ื’ื™ื” ืฉื”ื™ื ื—ื“ืฉื” ืขื‘ื•ืจื™. ื‘ืชื”ืœื™ืš ื”ืฉืœื™ื˜ื” ื‘ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื”ืœืœื• ืื ื™ ื ืชืงืœ ื‘ืžืกืคืจ ืงืฉื™ื™ื, ืฉืœืžืจื‘ื” ื”ืžื–ืœ ื”ืชื’ื‘ืจื• ืขื“ ื›ื”. ืื•ืœื™ ื”ืคื•ืกื˜ ื”ื–ื” ื™ื”ื™ื” ืฉื™ืžื•ืฉื™ ืœืžื™ ืฉื’ื ืจืง ืžืชื—ื™ืœ ืœืขื‘ื•ื“ ืขื ืคืจื•ื™ืงื˜ื™ื ืฉืœ ืืคืืฆ'ื™.

ืื–, ืœืขื ื™ื™ืŸ. ื”ืฉืจืื” ืžืืžืจื™ื ื™ื•ืจื™ ืืžืœื™ืื ื•ื‘ ืขืœ ื”ื™ื›ื•ืœื•ืช ืฉืœ Apache Airflow ื‘ืชื—ื•ื ื”ืื•ื˜ื•ืžืฆื™ื” ืฉืœ ื”ืœื™ื›ื™ื ืื ืœื™ื˜ื™ื™ื, ืจืฆื™ืชื™ ืœื”ืชื—ื™ืœ ืœื”ืฉืชืžืฉ ื‘ืกื˜ ื”ืกืคืจื™ื•ืช ื”ืžื•ืฆืข ื‘ืขื‘ื•ื“ื” ืฉืœื™. ืžื™ ืฉืขื“ื™ื™ืŸ ืœื ืžื›ื™ืจ ื›ืœืœ ืืช Apache Airflow ืขืฉื•ื™ ืœื”ืชืขื ื™ื™ืŸ ื‘ืกืงื™ืจื” ืงืฆืจื” ืžืืžืจ ื‘ืืชืจ ื”ืกืคืจื™ื™ื” ื”ืœืื•ืžื™ืช. ื .ืข. ื‘ืื•ืžืŸ.

ืžื›ื™ื•ื•ืŸ ืฉื ืจืื” ืฉื”ื”ื•ืจืื•ืช ื”ืจื’ื™ืœื•ืช ืœื”ืคืขืœืช Airflow ืื™ื ืŸ ื—ืœื•ืช ื‘ืกื‘ื™ื‘ืช Windows, ื”ืฉืชืžืฉ ื‘ื–ื” ื›ื“ื™ ืœืคืชื•ืจ ื‘ืขื™ื” ื–ื• ื“ื•ืงืจ ื‘ืžืงืจื” ืฉืœื™ ื–ื” ื™ื”ื™ื” ืžื™ื•ืชืจ, ื”ืชื—ืœืชื™ ืœื—ืคืฉ ืคืชืจื•ื ื•ืช ืื—ืจื™ื. ืœืžื–ืœื™, ืœื ื”ื™ื™ืชื™ ื”ืจืืฉื•ืŸ ื‘ื ืชื™ื‘ ื”ื–ื”, ืื– ื”ืฆืœื—ืชื™ ืœืžืฆื•ื ื ืคืœื ื”ื•ืจืื•ืช ื•ื™ื“ืื• ื›ื™ืฆื“ ืœื”ืชืงื™ืŸ ืืช Apache Airflow ื‘- Windows 10 ืžื‘ืœื™ ืœื”ืฉืชืžืฉ ื‘- Docker. ืื‘ืœ, ื›ืคื™ ืฉืงื•ืจื” ืœืขืชื™ื ืงืจื•ื‘ื•ืช, ื›ืืฉืจ ืขื•ืงื‘ื™ื ืื—ืจ ื”ืฆืขื“ื™ื ื”ืžื•ืžืœืฆื™ื, ืžืชืขื•ืจืจื™ื ืงืฉื™ื™ื, ื•ืื ื™ ืžืืžื™ืŸ, ืœื ืจืง ืขื‘ื•ืจื™. ืœื›ืŸ, ืื ื™ ืจื•ืฆื” ืœื“ื‘ืจ ืขืœ ื”ื ื™ืกื™ื•ืŸ ืฉืœื™ ื‘ื”ืชืงื ืช Apache Airflow, ืื•ืœื™ ื–ื” ื™ื—ืกื•ืš ืœืžื™ืฉื”ื• ืงืฆืช ื–ืžืŸ.

ื‘ื•ื ื ืขื‘ื•ืจ ืขืœ ืฉืœื‘ื™ ื”ื”ื•ืจืื•ืช (ืกืคื•ื™ืœืจ - ื”ื›ืœ ื”ืœืš ื‘ืกื“ืจ ื‘ืฉืœื‘ ื”ื—ืžื™ืฉื™):

1. ื”ืชืงื ืช ืžืขืจื›ืช ื”ืžืฉื ื” ืฉืœ Windows ืขื‘ื•ืจ ืœื™ื ื•ืงืก ืœื”ืชืงื ื” ืฉืœ ื”ืคืฆื•ืช ืœื™ื ื•ืงืก ืœืื—ืจ ืžื›ืŸ

ื–ื• ื”ื‘ืขื™ื•ืช ื”ืงื˜ื ื•ืช ื‘ื™ื•ืชืจ, ื›ืžื• ืฉืื•ืžืจื™ื:

ืœื•ื— ื”ื‘ืงืจื” โ† ืชื•ื›ื ื™ื•ืช โ† ืชื•ื›ื ื™ื•ืช ื•ืชื›ื•ื ื•ืช โ† ื”ืคืขืœื” ืื• ื›ื™ื‘ื•ื™ ืฉืœ ืชื›ื•ื ื•ืช Windows โ†’ ืžืขืจื›ืช ื”ืžืฉื ื” ืฉืœ Windows ืขื‘ื•ืจ ืœื™ื ื•ืงืก

2. ื”ืชืงืŸ ืืช ื”ืคืฆืช ืœื™ื ื•ืงืก ืœืคื™ ื‘ื—ื™ืจืชืš

ื”ืฉืชืžืฉืชื™ ื‘ืืคืœื™ืงืฆื™ื” ืื•ื‘ื•ื ื˜ื•.

3. ื”ืชืงื ื” ื•ืขื“ื›ื•ืŸ pip

sudo apt-get install software-properties-common
sudo apt-add-repository universe
sudo apt-get update
sudo apt-get install python-pip

4. ื”ืชืงื ืช Apache Airflow

export SLUGIFY_USES_TEXT_UNIDECODE=yes
pip install apache-airflow

5. ืืชื—ื•ืœ ืžืกื“ ื”ื ืชื•ื ื™ื

ื•ื›ืืŸ ื”ืชื—ื™ืœื• ื”ืงืฉื™ื™ื ื”ืงื˜ื ื™ื ืฉืœื™. ื”ื”ื•ืจืื•ืช ืžื—ื™ื™ื‘ื•ืช ืื•ืชืš ืœื”ื–ื™ืŸ ืืช ื”ืคืงื•ื“ื” airflow initdb ื•ืœืขื‘ื•ืจ ืœืฉืœื‘ ื”ื‘ื. ืขื ื–ืืช, ืชืžื™ื“ ืงื™ื‘ืœืชื™ ืชืฉื•ื‘ื” airflow: command not found. ื–ื” ื”ื’ื™ื•ื ื™ ืœื”ื ื™ื— ืฉื”ืชืขื•ืจืจื• ืงืฉื™ื™ื ื‘ืžื”ืœืš ื”ื”ืชืงื ื” ืฉืœ Apache Airflow ื•ื”ืงื‘ืฆื™ื ื”ื“ืจื•ืฉื™ื ืคืฉื•ื˜ ืื™ื ื ื–ืžื™ื ื™ื. ืœืื—ืจ ืฉื•ื•ื™ื“ืืชื™ ืฉื”ื›ืœ ื ืžืฆื ื”ื™ื›ืŸ ืฉื”ื•ื ืฆืจื™ืš ืœื”ื™ื•ืช, ื”ื—ืœื˜ืชื™ ืœื ืกื•ืช ืœืฆื™ื™ืŸ ืืช ื”ื ืชื™ื‘ ื”ืžืœื ืœืงื•ื‘ืฅ ื–ืจื™ืžืช ื”ืื•ื•ื™ืจ (ื”ื•ื ืืžื•ืจ ืœื”ื™ืจืื•ืช ื›ืš: ะŸะพะปะฝั‹ะน/ะฟัƒั‚ัŒ/ะดะพ/ั„ะฐะนะปะฐ/airflow initdb). ืื‘ืœ ื”ื ืก ืœื ืงืจื” ื•ื”ืชืฉื•ื‘ื” ื”ื™ื™ืชื” ื–ื”ื” airflow: command not found. ื ื™ืกื™ืชื™ ืœื”ืฉืชืžืฉ ื‘ื ืชื™ื‘ ื™ื—ืกื™ ืœืงื•ื‘ืฅ (./.local/bin/airflow initdb), ืžื” ืฉื”ื•ื‘ื™ืœ ืœืฉื’ื™ืื” ื—ื“ืฉื” ModuleNotFoundError: No module named json'ืืฉืจ ื ื™ืชืŸ ืœื”ืชื’ื‘ืจ ืขืœ ื™ื“ื™ ืขื“ื›ื•ืŸ ื”ืกืคืจื™ื™ื” werkzeug (ื‘ืžืงืจื” ืฉืœื™ ืขื“ ื’ืจืกื” 0.15.4):

pip install werkzeug==0.15.4

ืืชื” ื™ื›ื•ืœ ืœืงืจื•ื ืขื•ื“ ืขืœ werkzeug ื›ืืŸ.

ืœืื—ืจ ื”ืžื ื™ืคื•ืœืฆื™ื” ื”ืคืฉื•ื˜ื” ื”ื–ื• ื”ืคืงื•ื“ื” ./.local/bin/airflow initdb ื”ื•ืฉืœื ื‘ื”ืฆืœื—ื”.

6. ื”ืคืขืœืช ืฉืจืช Airflow

ื–ื” ืœื ืกื•ืฃ ื”ืงืฉื™ื™ื ื‘ื’ื™ืฉื” ืœื–ืจื™ืžืช ืื•ื•ื™ืจ. ื”ืคืขืœืช ืคืงื•ื“ื” ./.local/bin/airflow webserver -p 8080 ื’ืจื ืœืฉื’ื™ืื” No such file or directory. ื›ื ืจืื” ืฉืžืฉืชืžืฉ ืžื ื•ืกื” ื‘ืื•ื‘ื•ื ื˜ื• ื™ื ืกื” ืžื™ื“ ืœื”ืชื’ื‘ืจ ืขืœ ืงืฉื™ื™ื ื›ืืœื” ื‘ื’ื™ืฉื” ืœืงื•ื‘ืฅ ื‘ืืžืฆืขื•ืช ื”ืคืงื•ื“ื” export PATH=$PATH:~/.local/bin/ (ื›ืœื•ืžืจ, ื”ื•ืกืคืช /.local/bin/ ืœื ืชื™ื‘ ื”ื—ื™ืคื•ืฉ ื”ืงื™ื™ื ืฉืœ PATH), ืื‘ืœ ื”ืคื•ืกื˜ ื”ื–ื” ืžื™ื•ืขื“ ืœืžื™ ืฉืขื•ื‘ื“ ื‘ืขื™ืงืจ ืขื Windows ื•ืื•ืœื™ ืœื ื—ื•ืฉื‘ ืฉื”ืคืชืจื•ืŸ ื”ื–ื” ืžื•ื‘ืŸ ืžืืœื™ื•.

ืœืื—ืจ ื”ืžื ื™ืคื•ืœืฆื™ื” ืฉืชื•ืืจื” ืœืขื™ืœ, ื”ืคืงื•ื“ื” ./.local/bin/airflow webserver -p 8080 ื”ื•ืฉืœื ื‘ื”ืฆืœื—ื”.

7. ื›ืชื•ื‘ืช ืืชืจ: localhost: 8080 /

ืื ื”ื›ืœ ื”ืœืš ื›ืฉื•ืจื” ื‘ืฉืœื‘ื™ื ื”ืงื•ื“ืžื™ื, ืื– ืืชื” ืžื•ื›ืŸ ืœื›ื‘ื•ืฉ ืคืกื’ื•ืช ืื ืœื™ื˜ื™ื•ืช.

ืื ื™ ืžืงื•ื•ื” ืฉื”ื—ื•ื•ื™ื” ืฉืชื•ืืจื” ืœืขื™ืœ ื‘ื”ืชืงื ืช Apache Airflow ื‘-Windows 10 ืชื”ื™ื” ืฉื™ืžื•ืฉื™ืช ืœืžืฉืชืžืฉื™ื ืžืชื—ื™ืœื™ื ื•ืชื–ืจื– ืืช ื›ื ื™ืกืชื ืœื™ืงื•ื ืฉืœ ื›ืœื™ ื ื™ืชื•ื— ืžื•ื“ืจื ื™ื™ื.

ื‘ืคืขื ื”ื‘ืื” ืืจืฆื” ืœื”ืžืฉื™ืš ืืช ื”ื ื•ืฉื ื•ืœื“ื‘ืจ ืขืœ ื—ื•ื•ื™ืช ื”ืฉื™ืžื•ืฉ ื‘- Apache Airflow ื‘ืชื—ื•ื ื ื™ืชื•ื— ื”ืชื ื”ื’ื•ืช ื”ืžืฉืชืžืฉ ืฉืœ ืืคืœื™ืงืฆื™ื•ืช ืžื•ื‘ื™ื™ืœ.

ืžืงื•ืจ: www.habr.com

ื”ื•ืกืคืช ืชื’ื•ื‘ื”