signate-deploy 0.1.4

A CLI tool to automate SIGNATE competition workflows via GitHub Actions

signate-deploy

A CLI tool to automate SIGNATE competition workflows via GitHub Actions.

git push → GitHub Actions → Download data → Train → Submit to SIGNATE

signate-deploy init-repo          # Set up GitHub Actions workflows
signate-deploy init my-comp \
  --task-key <task_key> \
  --file-key train:<key> \
  --file-key test:<key>            # Create competition directory
signate-deploy submit my-comp \
  --memo "Baseline v1"             # Trigger train & submit
signate-deploy download my-comp   # Trigger data download only

Installation

pip install signate-deploy

Quick Start

1. Set up GitHub Actions

In your GitHub repository root:

signate-deploy init-repo

Creates:

• .github/workflows/signate-submit.yml — full pipeline (download → train → submit)
• .github/workflows/signate-download.yml — data download only

2. Set up GitHub Secrets

# Generate SIGNATE token
signate token --email=[e-mail] --password=your-password

# Set as GitHub Secret (Base64 encoded)
cat ~/.signate/signate.json | base64 | gh secret set SIGNATE_TOKEN_B64

3. Get task_key and file_keys

pip install signate
signate file-list --task_key <task_key>

task_key is in the competition URL:

https://user.competition.signate.jp/.../detail/?...&task=THIS_IS_TASK_KEY

4. Create competition directory

signate-deploy init my-comp \
  --task-key abc123def456 \
  --file-key train:5f0e1ebb35af4963 \
  --file-key test:72f23ebe8f004fa0 \
  --file-key sample_submit:ad3502af26b9

Creates:

my-comp/
  signate-config.json   # task_key and file_keys
  train.py              # LightGBM 5-fold CV template
  requirements.txt      # pandas, numpy, scikit-learn, lightgbm

5. Edit train.py and push

# Edit my-comp/train.py (set TARGET column name, add preprocessing, etc.)
git add my-comp/ && git commit -m "Add my-comp baseline" && git push

6. Submit

signate-deploy submit my-comp --memo "Baseline v1"
# → gh workflow run signate-submit.yml is triggered

# Check progress
gh run list --limit 1
gh run view --log

signate-config.json

{
  "task_key": "your_task_key",
  "file_keys": {
    "train": "file_key_for_train_csv",
    "test": "file_key_for_test_csv",
    "sample_submit": "file_key_for_sample_submit_csv"
  }
}

Notes

• ⚠️ Never commit data/or.signate/— they are .gitignored byinit-repo`
• Requires GitHub CLI (gh) to be installed and authenticated
• Works on any OS (Windows/Mac/Linux)

Links

• PyPI
• Article (JP)
• Related: kaggle-notebook-deploy