#!/usr/bin/env python import json import click from autotagger import Autotagger from fastai.vision.core import PILImage @click.command(help="Automatically generate tags for an image.") @click.option("-t", "--threshold", default=0.01, type=float, show_default=True, help="The minimum tag confidence level.") @click.option("-n", "--limit", default=50, type=int, show_default=True, help="The maximum number of tags to return.") @click.option("-m", "--model", default="models/model.pth", type=click.Path(exists=True), help="The model to use.") @click.argument("file", nargs=-1, type=click.File("rb"), required=True) def main(file, threshold, limit, model): autotagger = Autotagger(model) predictions = [{ "filename": f.name, "tags": autotagger.predict(PILImage.create(f), threshold=threshold, limit=limit) } for f in file] click.echo(json.dumps(predictions, indent=2)) if __name__ == "__main__": main()