import os import shutil import uuid from qdrant_edge import * def load_new_shard(): print("---- Load shard ----") DATA_DIRECTORY = os.path.join(os.path.dirname(__file__), "data") # Clear and recreate data directory if os.path.exists(DATA_DIRECTORY): shutil.rmtree(DATA_DIRECTORY) os.makedirs(DATA_DIRECTORY) # Load Qdrant Edge shard config = SegmentConfig( vector_data={ "": VectorDataConfig( size=4, distance=Distance.Dot, storage_type=VectorStorageType.ChunkedMmap, index=PlainIndexConfig(), quantization_config=None, multivector_config=None, datatype=None, ), }, sparse_vector_data={}, payload_storage_type=PayloadStorageType.InRamMmap, ) return Shard(DATA_DIRECTORY, config) def fill_dummy_data(shard: Shard): shard.update(UpdateOperation.upsert_points([ Point(1, [0.05, 0.61, 0.76, 0.74], {"color": "red", "city": ["Moscow", "Berlin"]}), Point(2, [0.19, 0.81, 0.75, 0.11], {"color": "red", "city": "Mexico"}), Point(3, [0.36, 0.55, 0.47, 0.94], {"color": "blue", "city": ["Berlin", "Barcelona"]}), Point(4, [0.12, 0.34, 0.56, 0.78], {"color": "green", "city": "Lisbon", "rating": 4.5}), Point(5, [0.88, 0.12, 0.33, 0.44], {"color": "yellow", "city": ["Paris"], "active": True}), Point(6, [0.21, 0.22, 0.23, 0.24], {"color": "blue", "city": "Tokyo", "tags": ["night", "food"]}), Point(7, [0.99, 0.01, 0.50, 0.50], {"color": "red", "city": ["New York", "Boston"], "visits": 7}), Point(8, [0.10, 0.20, 0.30, 0.40], {"color": "blue", "city": "Seoul", "meta": {"source": "import"}}), Point(9, [0.45, 0.55, 0.65, 0.75], {"color": "green", "city": ["Berlin"], "score": 0.92}), Point(10, [0.01, 0.02, 0.03, 0.04], {"color": "yellow", "city": None, "featured": False}), ]))