Python Client for MLflow Tracking Server

Overview

Python Client for MLflow

status PyPI PyPI License PyPI Python Version ReadTheDocs Build Coverage pre-commit.ci

Python client for MLflow REST API.

Features:

  • Unlike MLflow Tracking client all REST API methods are exposed to user.
  • All class fields are validated with pydantic
  • Basic and Bearer auth is supported.
  • All methods and classes are documented.

Limitations:

  • There is no integration with ML frameworks and libraries. You should use official MLflow client instead.
  • There are no integration with S3 or other artifact storage type. You should access it directly with boto3 or other client.
  • Only Python 3.7+ is supported. Python 3.6 and lower already reached end of life.

Documentation

See https://mlflow-client.readthedocs.io/en/latest/

Contribution guide

See CONTRIBUTING.rst

Security

See SECURITY.rst

Installation

Stable release

Stable version is released on every tag to master branch. Please use stable releases on production environment. Version example: 2.0.0

pip install mlflow-client==2.0.0 # exact version

pip install mlflow-client # latest release

Development release

Development version is released on every commit to dev branch. You can use them to test some new features before official release. Version example: 2.0.0.dev5

pip install mlflow-client==2.0.0.dev5 # exact dev version

pip install --pre mlflow-client # latest dev version

Development

Clone repo:

git clone [email protected]:MobileTeleSystems/mlflow-client.git

cd mlflow-client

Install dependencies for development:

pip install -r requirements-dev.txt

Install pre-commit hooks:

pre-commit install
pre-commit autoupdate
pre-commit install-hooks

Test pre-commit hooks run:

pre-commit run --all-files -v

Usage

Make sure you have an MLflow Tracking Server running.

from mlflow_client import MLflowClient

client = MLflowClient("https://mlflow.domain", ignore_ssl_check=True)

experiment = client.get_or_create_experiment("experiment_name")
run = client.create_run(experiment.id)

See sample.py for more examples.

Comments
  • Bump docker/setup-buildx-action from 1 to 2

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    v2.0.0

    • Node 16 as default runtime by @​crazy-max (#131)
      • This requires a minimum Actions Runner version of v2.285.0, which is by default available in GHES 3.4 or later.

    Full Changelog: https://github.com/docker/setup-buildx-action/compare/v1.7.0...v2.0.0

    v1.7.0

    • Standalone mode by @​crazy-max in (#119)
    • Update dev dependencies and workflow by @​crazy-max (#114 #130)
    • Bump tmpl from 1.0.4 to 1.0.5 (#108)
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    v1.4.1

    • Fix docker: invalid reference format (#97)

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    ... (truncated)

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    v3.0.0

    What's Changed

    Full Changelog: https://github.com/hmarr/auto-approve-action/compare/v2.4.0...v3.0.0

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    • Better error handling. Several common error cases now result in helpful messages being shown in the Actions logs.
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    2022 Release

    Updates the underlying NodeJS version to 16.x in keeping with GitHub's recent deprecation of the prior version. Updates many internal dependencies to the current suggestions.

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