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enhance: add example code for create_collection, drop_collection, loa…
…d_collection, release_collection, create_index, drop_index, create_partition, drop_partition, load_partition and release_partition (#2533) Signed-off-by: Ruichen Bao <[email protected]>
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from pymilvus import ( | ||
DataType, | ||
MilvusClient, | ||
AsyncMilvusClient, | ||
) | ||
import numpy as np | ||
import asyncio | ||
|
||
num_entities, dim = 10000, 128 | ||
nq, default_limit = 2, 3 | ||
collection_name = "hello_milvus" | ||
partition_name = "p1" | ||
index_field_name = "vector" | ||
rng = np.random.default_rng(seed=19530) | ||
output_fields = ["id"] | ||
uri = "http://localhost:19530" | ||
|
||
milvus_client = MilvusClient(uri=uri) | ||
async_milvus_client = AsyncMilvusClient(uri=uri) | ||
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loop = asyncio.get_event_loop() | ||
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# create collection, partition, index | ||
print("Start dropping all collection") | ||
for c in milvus_client.list_collections(): | ||
loop.run_until_complete(async_milvus_client.drop_collection(c)) | ||
print("Dropping collection done") | ||
print("Start creating collection") | ||
schema = async_milvus_client.create_schema(auto_id=False) | ||
schema.add_field("id", DataType.INT64, is_primary=True) | ||
schema.add_field("vector", DataType.FLOAT_VECTOR, dim=dim) | ||
loop.run_until_complete(async_milvus_client.create_collection(collection_name, schema=schema, consistency_level="Strong")) | ||
print("Creating collection done") | ||
print("Start creating partition") | ||
loop.run_until_complete(async_milvus_client.create_partition(collection_name, partition_name=partition_name)) | ||
print("Creating partition done") | ||
print("Start creating index") | ||
index_params = milvus_client.prepare_index_params() | ||
index_params.add_index(field_name=index_field_name, index_type="HNSW", metric_type="COSINE", M=30, efConstruction=200) | ||
loop.run_until_complete(async_milvus_client.create_index(collection_name, index_params)) | ||
print("Creating index done") | ||
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||
print(f"all collections: {milvus_client.list_collections()}") | ||
print(f"schema of collection {collection_name}:", milvus_client.describe_collection(collection_name)) | ||
print(f"load state of collection {collection_name}:", milvus_client.get_load_state(collection_name, "")) | ||
print(f"has partition p1:", milvus_client.has_partition(collection_name, partition_name)) | ||
print(f"load state of partition p1:", milvus_client.get_load_state(collection_name, partition_name)) | ||
print(f"describe index {index_field_name}:", milvus_client.describe_index(collection_name, index_field_name)) | ||
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# load collecton, partition | ||
loop.run_until_complete(async_milvus_client.load_partitions(collection_name, partition_name)) | ||
loop.run_until_complete(async_milvus_client.load_collection(collection_name)) | ||
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print("Loading collecton, partition done") | ||
print(f"load state of collection {collection_name}:", milvus_client.get_load_state(collection_name, "")) | ||
print(f"load state of partition p1:", milvus_client.get_load_state(collection_name, partition_name)) | ||
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# release collection, partition | ||
loop.run_until_complete(async_milvus_client.release_partitions(collection_name, partition_name)) | ||
loop.run_until_complete(async_milvus_client.release_collection(collection_name)) | ||
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print("Releasing collecton, partition done") | ||
print(f"load state of collection {collection_name}:", milvus_client.get_load_state(collection_name, "")) | ||
print(f"load state of partition p1:", milvus_client.get_load_state(collection_name, partition_name)) | ||
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# drop collection, partition, index | ||
loop.run_until_complete(async_milvus_client.drop_partition(collection_name, partition_name)) | ||
print("Dropping partition done") | ||
print(f"has partition p1:", milvus_client.has_partition(collection_name, partition_name)) | ||
loop.run_until_complete(async_milvus_client.drop_index(collection_name, index_field_name)) | ||
print("Dropping index done") | ||
print(f"describe index {index_field_name}:", milvus_client.describe_index(collection_name, index_field_name)) | ||
loop.run_until_complete(async_milvus_client.drop_collection(collection_name)) | ||
print("Dropping collection done") | ||
print(f"all collections: {milvus_client.list_collections()}") |
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