gordo 4.0.0

Train and build models for Argo / Kubernetes

Gordo

Building thousands of models with timeseries data to monitor systems.

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Table of content

• About
• Examples
• Install
• Uninstall
• Developer manual
  • How to prepare working environment
    • How to update packages
  • How to run tests locally
    • Tests system requirements
    • Run tests

About

Gordo fulfills the role of inhaling config files and supplying components to the pipeline of:

1. Fetching data
2. Training model
3. Serving model

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Examples

See our example notebooks for how to develop with gordo locally.

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Install

pip install --upgrade gordo

With additional extras: pip install gordo[postgres,mlflow]

Bleeding edge:
pip install git+https://github.com/equinor/gordo.git

Uninstall

pip uninstall gordo

Developer manual

This section will explain how to start development of Gordo.

How to prepare working environment

• Install pip-tools

pip install --upgrade pip
pip install --upgrade pip-tools

• Install requirements

pip install -r requirements/full_requirements.txt
pip install -r requirements/test_requirements.txt

How to update packages

Note: you have to install pip-tools version higher then 6 for requirements to have same multi-line output format.

To update some package in full_requirements.txt:

• Change its version in requirements.in file;
• Compile and upgrade requirements:

pip-compile --upgrade --output-file=full_requirements.txt mlflow_requirements.in postgres_requirements.in requirements.in  

How to run tests locally

Tests system requirements

To run tests it's required for your system to has (note: commands might differ from your OS):

• Running docker process;
• Available 5432 port for postgres container (postgresql container is used, so better to stop your local instance for tests running).

Run tests

List of commands to run tests can be found here. Running of tests takes some time, so it's faster to run tests in parallel:

python3 setup.py test

NOTE: this example is for Pycharm IDE to use breakpoints in the code of the tests.
On the configuration setup for test running add to Additional arguments: in pytest section following string: --ignore benchmarks --cov-report= --no-cov or TEMPORARY remove --cov-report=xml and --cov=gordo from pytest.ini file.