ローカル開発

Docker 永続化なし

docker run -p 6333:6333 qdrant/qdrant

Docker 永続化

docker run -p 6333:6333 -v $(pwd)/qdrant_storage:/qdrant/storage qdrant/qdrant

データ挿入後のデータ確認

$ curl 'http://localhost:6333/collections/gh-issues'

{'result': {'config': {'hnsw_config': {'ef_construct': 100,
                                       'full_scan_threshold': 10000,
                                       'm': 16,
                                       'max_indexing_threads': 0,
                                       'on_disk': False},
                       'optimizer_config': {'default_segment_number': 0,
                                            'deleted_threshold': 0.2,
                                            'flush_interval_sec': 5,
                                            'indexing_threshold': 20000,
                                            'max_optimization_threads': 1,
                                            'max_segment_size': None,
                                            'memmap_threshold': None,
                                            'vacuum_min_vector_number': 1000},
                       'params': {'on_disk_payload': True,
                                  'replication_factor': 1,
                                  'shard_number': 1,
                                  'vectors': {'distance': 'Cosine',
                                              'size': 1024},
                                  'write_consistency_factor': 1},
                       'quantization_config': None,
                       'wal_config': {'wal_capacity_mb': 32,
                                      'wal_segments_ahead': 0}},
            'indexed_vectors_count': 0,
            'optimizer_status': 'ok',
            'payload_schema': {},
            'points_count': 1484,
            'segments_count': 8,
            'status': 'green',
            'vectors_count': 1484},
 'status': 'ok',
 'time': 0.000390544}

検索テスト

curl -L -X POST 'http://localhost:6333/collections/gh-issues/points/search' \
    -H 'Content-Type: application/json' \
    --data-raw '{
        "vector": [0.2,0.1,0.9,0.7...............],  # 1024次元必要
        "limit": 3
    }'

"https://e3191a8d-4b44-4f54-9b87-7ddee62877ef.us-east-1-0.aws.cloud.qdrant.io:6333"
で設定した。