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mlops's Introduction

MLOps

Airflow

Three main components:

  • UI (Web Server)
  • Scheduler (like project manager). Work with Executor. Run DAGs
  • Workers (processes)

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Executor types

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Additionaly run SQLite.
Noone use SQLite in prod because it one-thread and not robust

In prod we can use PostgreSQL, MySQL, MSSQL

By default Airflow creates SQLite DB
airflow standalone - config and create DB for the first time

DAGs

Directed acyclid graph
Take args to initialize

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Simple code:

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DAGs starts in start_date + interval
start_date must be in the past

PythonOperator

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Hoks

Need to create connection
Use it for passwords and confidectial info that do not for commom user

MLFlow

Automize

  • Tracking
  • Projects (packing experimantations)
  • Models (Packing models)
  • Registry (repository)

S3

S2 - Simple Storage Service
S3 for AWS initially
We can access for DB using URL and locate Models in it
Connection realize using API or Web-interface

mlops's People

Contributors

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