{"id":21844323,"url":"https://github.com/altescy/automlcli","last_synced_at":"2025-07-08T07:35:31.912Z","repository":{"id":66183289,"uuid":"341651976","full_name":"altescy/automlcli","owner":"altescy","description":"Simple AutoML command line tool for tabular 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Status](https://github.com/altescy/automlcli/workflows/CI/badge.svg)](https://github.com/altescy/automlcli/actions?query=workflow%3ACI)\n[![License](https://img.shields.io/github/license/altescy/automlcli)](https://github.com/altescy/automlcli/blob/master/LICENSE)\n[![GitHub release (latest by date)](https://img.shields.io/github/v/release/altescy/automlcli)](https://github.com/altescy/automlcli/)\n\nAutoMLCLI is a simple AutoML command line tool for tabular data.\n\n\n### Features\n- Enables you to train and evaluate model / make prediction from command line without writing python scripts\n- Read / write data from web or cloud strages\n- Mange experimental results with [MLflow](https://github.com/mlflow/mlflow)\n- Highly extensible by plugin system\n\n### Supported models\n- [TPOT](https://github.com/EpistasisLab/tpot)\n- [FLAML](https://github.com/microsoft/FLAML)\n\n\n## Installation\n```\n$ pip install git+https://github.com/altescy/automlcli.git\n$ pip install \"automlcli[all]\"\n```\n\n## Usage\n\n#### Write config file\n```yaml\n# config.yml\nmodel:\n  type: flaml\n  time_budget: 100\n  metric: accuracy\n  task: classification\n  target_column: target\n```\n\n#### Train a model\n```\n$ automl train \\\n    config.yml \\\n    https://raw.githubusercontent.com/altescy/automlcli/main/tests/fixtures/data/train.csv \\\n    --serialization-dir out\n$ ls out\nbest.json  flaml.log  metrics.json  model.pkl\n```\n\n#### Evaluate the trained model\n```\n$ automl evaluate \\\n    out/model.pkl \\\n    https://raw.githubusercontent.com/altescy/automlcli/main/tests/fixtures/data/dev.csv \\\n    --cv 5 --scoring accuracy --scoring f1_macro\n```\n\n#### Make prediction\n```\n$ automl predict \\\n    out/model.pkl \\\n    https://raw.githubusercontent.com/altescy/automlcli/main/tests/fixtures/data/test.csv \\\n    --output-file predictions.csv\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faltescy%2Fautomlcli","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faltescy%2Fautomlcli","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faltescy%2Fautomlcli/lists"}