|
| 1 | +from pymilvus import ( |
| 2 | + DataType, |
| 3 | + MilvusClient, |
| 4 | + AsyncMilvusClient, |
| 5 | +) |
| 6 | +import numpy as np |
| 7 | +import asyncio |
| 8 | + |
| 9 | +num_entities, dim = 10000, 128 |
| 10 | +nq, default_limit = 2, 3 |
| 11 | +collection_name = "hello_milvus" |
| 12 | +partition_name = "p1" |
| 13 | +index_field_name = "vector" |
| 14 | +rng = np.random.default_rng(seed=19530) |
| 15 | +output_fields = ["id"] |
| 16 | +uri = "http://localhost:19530" |
| 17 | + |
| 18 | +milvus_client = MilvusClient(uri=uri) |
| 19 | +async_milvus_client = AsyncMilvusClient(uri=uri) |
| 20 | + |
| 21 | +loop = asyncio.get_event_loop() |
| 22 | + |
| 23 | +# create collection, partition, index |
| 24 | +print("Start dropping all collection") |
| 25 | +for c in milvus_client.list_collections(): |
| 26 | + loop.run_until_complete(async_milvus_client.drop_collection(c)) |
| 27 | +print("Dropping collection done") |
| 28 | +print("Start creating collection") |
| 29 | +schema = async_milvus_client.create_schema(auto_id=False) |
| 30 | +schema.add_field("id", DataType.INT64, is_primary=True) |
| 31 | +schema.add_field("vector", DataType.FLOAT_VECTOR, dim=dim) |
| 32 | +loop.run_until_complete(async_milvus_client.create_collection(collection_name, schema=schema, consistency_level="Strong")) |
| 33 | +print("Creating collection done") |
| 34 | +print("Start creating partition") |
| 35 | +loop.run_until_complete(async_milvus_client.create_partition(collection_name, partition_name=partition_name)) |
| 36 | +print("Creating partition done") |
| 37 | +print("Start creating index") |
| 38 | +index_params = milvus_client.prepare_index_params() |
| 39 | +index_params.add_index(field_name=index_field_name, index_type="HNSW", metric_type="COSINE", M=30, efConstruction=200) |
| 40 | +loop.run_until_complete(async_milvus_client.create_index(collection_name, index_params)) |
| 41 | +print("Creating index done") |
| 42 | + |
| 43 | +print(f"all collections: {milvus_client.list_collections()}") |
| 44 | +print(f"schema of collection {collection_name}:", milvus_client.describe_collection(collection_name)) |
| 45 | +print(f"load state of collection {collection_name}:", milvus_client.get_load_state(collection_name, "")) |
| 46 | +print(f"has partition p1:", milvus_client.has_partition(collection_name, partition_name)) |
| 47 | +print(f"load state of partition p1:", milvus_client.get_load_state(collection_name, partition_name)) |
| 48 | +print(f"describe index {index_field_name}:", milvus_client.describe_index(collection_name, index_field_name)) |
| 49 | + |
| 50 | +# load collecton, partition |
| 51 | +loop.run_until_complete(async_milvus_client.load_partitions(collection_name, partition_name)) |
| 52 | +loop.run_until_complete(async_milvus_client.load_collection(collection_name)) |
| 53 | + |
| 54 | +print("Loading collecton, partition done") |
| 55 | +print(f"load state of collection {collection_name}:", milvus_client.get_load_state(collection_name, "")) |
| 56 | +print(f"load state of partition p1:", milvus_client.get_load_state(collection_name, partition_name)) |
| 57 | + |
| 58 | +# release collection, partition |
| 59 | +loop.run_until_complete(async_milvus_client.release_partitions(collection_name, partition_name)) |
| 60 | +loop.run_until_complete(async_milvus_client.release_collection(collection_name)) |
| 61 | + |
| 62 | +print("Releasing collecton, partition done") |
| 63 | +print(f"load state of collection {collection_name}:", milvus_client.get_load_state(collection_name, "")) |
| 64 | +print(f"load state of partition p1:", milvus_client.get_load_state(collection_name, partition_name)) |
| 65 | + |
| 66 | +# drop collection, partition, index |
| 67 | +loop.run_until_complete(async_milvus_client.drop_partition(collection_name, partition_name)) |
| 68 | +print("Dropping partition done") |
| 69 | +print(f"has partition p1:", milvus_client.has_partition(collection_name, partition_name)) |
| 70 | +loop.run_until_complete(async_milvus_client.drop_index(collection_name, index_field_name)) |
| 71 | +print("Dropping index done") |
| 72 | +print(f"describe index {index_field_name}:", milvus_client.describe_index(collection_name, index_field_name)) |
| 73 | +loop.run_until_complete(async_milvus_client.drop_collection(collection_name)) |
| 74 | +print("Dropping collection done") |
| 75 | +print(f"all collections: {milvus_client.list_collections()}") |
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