import argparse import json import os from ._graph import Graph from ._state import locked_state from .config import TARGETS from .download import fetch from .embedding import embed_graph from .indexes import create_indexes, inspect_graph from .parquet import load_vectors def positive(value): value = int(value) if value < 1: raise argparse.ArgumentTypeError('must be positive') return value def main(): parser = argparse.ArgumentParser(description='Restore vectors and manage the ICJ graph. API calls are explicit.') commands = parser.add_subparsers(dest='command', required=True) download = commands.add_parser('fetch') download.add_argument('--data-dir', default='/dataset') download.add_argument('--revision', default=os.getenv('ICJ_REVISION', 'main')) download.add_argument('--vectors', action='store_true') commands.add_parser('inspect') for name in ['vectors', 'embed', 'indexes']: child = commands.add_parser(name) child.add_argument('--targets', nargs='+', choices=list(TARGETS), default=list(TARGETS)) if name == 'indexes': child.add_argument('--property') child.add_argument('--timeout', type=positive, default=3600) else: child.add_argument('--batch-size', type=positive, default=64) child.add_argument('--limit', type=positive, help='Maximum newly added vectors per target in this invocation; omit to process all.') if name == 'vectors': child.add_argument('--data-dir', default='/dataset') else: child.add_argument('--property', default='api_embedding') args = parser.parse_args() if args.command == 'fetch': fetch(args.data_dir, args.revision, args.vectors) return graph = Graph() try: if args.command == 'inspect': print(json.dumps(inspect_graph(graph), indent=2)) return with locked_state(os.getenv('STATE_DIR', '/state')) as cache: if args.command == 'vectors': load_vectors(graph, args.targets, args.data_dir, args.batch_size, args.limit) elif args.command == 'embed': embed_graph(graph, args.targets, cache, args.property, args.batch_size, args.limit) else: create_indexes(graph, args.targets, args.property, args.timeout) finally: graph.close() if __name__ == '__main__': main()