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[skip ci]Implement simd config test (#10380)
Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com>
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yanliang567
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@ -23,6 +23,10 @@ def gen_str_by_length(length=8):
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return "".join(random.choice(string.ascii_letters + string.digits) for _ in range(length))
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def gen_digits_by_length(length=8):
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return "".join(random.choice(string.digits) for _ in range(length))
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def gen_bool_field(name=ct.default_bool_field_name, description=ct.default_desc, is_primary=False, **kwargs):
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bool_field, _ = ApiFieldSchemaWrapper().init_field_schema(name=name, dtype=DataType.BOOL, description=description,
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is_primary=is_primary, **kwargs)
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@ -1 +1,2 @@
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python-benedict==0.24.3
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pytest-dependency==0.5.1
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@ -2,27 +2,170 @@ import pytest
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from pymilvus import connections
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from utils.util_log import test_log as log
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from chaos import chaos_commons as cc
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from base.collection_wrapper import ApiCollectionWrapper
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from common import common_func as cf
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from common import common_type as ct
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from milvus_operator import *
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from common.milvus_sys import MilvusSys
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from common.common_type import CaseLabel
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from pytest_dependency import depends
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supported_simd_types = ["sse4_2", "avx", "avx2", "avx512"]
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# TODO: implement simd config after supported
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@pytest.mark.tags(CaseLabel.L3)
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class TestSimdCompatibility:
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"""
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steps
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1. [test_milvus_install]: set up milvus with customized simd configured
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2. [test_simd_compat_e2e]: verify milvus is working well
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4. [test_milvus_cleanup]: clear the env "avx", "avx2", "avx512"
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"""
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@pytest.mark.tags(CaseLabel.L3)
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@pytest.mark.parametrize('simd', ["sse4_2", "avx", "avx2", "avx512"])
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def test_simd_compat(self, simd):
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"""
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steps
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1. set up milvus with customized simd configured
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2. verify milvus is working well
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3. verify milvus is running against the configured simd
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4. clear the env
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"""
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pass
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@pytest.mark.parametrize('simd', [
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pytest.param("sse4_2", marks=pytest.mark.dependency(name='ins_sse4_2')),
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# pytest.param("avx", marks=pytest.mark.dependency(name='ins_avx')),
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# pytest.param("avx2", marks=pytest.mark.dependency(name='ins_avx2')),
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pytest.param("avx512", marks=pytest.mark.dependency(name='ins_avx512'))
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])
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def test_milvus_install(self, request, simd):
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release_name = "mil-simd-" + cf.gen_digits_by_length(6)
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namespace = 'chaos-testing'
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cus_configs = {'spec.components.image': 'milvusdb/milvus-dev:master-latest',
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'metadata.namespace': namespace,
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'metadata.name': release_name,
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'spec.components.proxy.serviceType': 'LoadBalancer',
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# TODO: use simd config instead of replicas
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'spec.components.queryNode.replicas': 2
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}
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install_milvus(cus_configs, template=template_yaml)
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healthy = wait_for_milvus_healthy(release_name, namespace)
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log.info(f"milvus healthy: {healthy}")
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assert healthy
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endpoint = get_milvus_endpoint(release_name, namespace)
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log.info(f"milvus endpoint: {endpoint}")
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host = endpoint.split(':')[0]
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port = endpoint.split(':')[1]
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conn = connections.connect(simd, host=host, port=port)
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assert conn is not None
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mil = MilvusSys(alias=simd)
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log.info(f"milvus build version: {mil.build_version}")
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# TODO: Verify simd config instead of replicas
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assert len(mil.query_nodes) == 2
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# cache results for dependent tests
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cache = {'release_name': release_name,
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'namespace': namespace,
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'alias': simd,
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'simd': simd
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}
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request.config.cache.set(simd, cache)
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@pytest.mark.parametrize('simd', [
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pytest.param("sse4_2", marks=pytest.mark.dependency(name='e2e_sse4_2', depends=["ins_sse4_2"])),
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# pytest.param("avx", marks=pytest.mark.dependency(name='e2e_avx', depends=["ins_avx"])),
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# pytest.param("avx2", marks=pytest.mark.dependency(name='e2e_avx2', depends=["ins_avx2"])),
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pytest.param("avx512", marks=pytest.mark.dependency(name='e2e_avx512', depends=["ins_avx512"]))
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])
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def test_simd_compat_e2e(self, request, simd):
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log.info(f"start to e2e verification: {simd}")
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# parse results from previous results
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results = request.config.cache.get(simd, None)
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alias = results.get('alias', simd)
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conn = connections.connect(alias=alias)
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assert conn is not None
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simd_cache = request.config.cache.get(simd, None)
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log.info(f"simd_cache: {simd_cache}")
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# create
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name = cf.gen_unique_str("compat")
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t0 = time.time()
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collection_w = ApiCollectionWrapper()
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collection_w.init_collection(name=name,
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schema=cf.gen_default_collection_schema(),
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using=alias,
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timeout=40)
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tt = time.time() - t0
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assert collection_w.name == name
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entities = collection_w.num_entities
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log.info(f"assert create collection: {tt}, init_entities: {entities}")
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# insert
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data = cf.gen_default_list_data()
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t0 = time.time()
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_, res = collection_w.insert(data)
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tt = time.time() - t0
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log.info(f"assert insert: {tt}")
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assert res
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# flush
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t0 = time.time()
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assert collection_w.num_entities == len(data[0]) + entities
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tt = time.time() - t0
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entities = collection_w.num_entities
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log.info(f"assert flush: {tt}, entities: {entities}")
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# search
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collection_w.load()
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search_vectors = cf.gen_vectors(1, ct.default_dim)
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search_params = {"metric_type": "L2", "params": {"nprobe": 16}}
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t0 = time.time()
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res_1, _ = collection_w.search(data=search_vectors,
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anns_field=ct.default_float_vec_field_name,
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param=search_params, limit=1)
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tt = time.time() - t0
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log.info(f"assert search: {tt}")
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assert len(res_1) == 1
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collection_w.release()
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# index
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d = cf.gen_default_list_data()
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collection_w.insert(d)
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log.info(f"assert index entities: {collection_w.num_entities}")
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_index_params = {"index_type": "IVF_SQ8", "params": {"nlist": 64}, "metric_type": "L2"}
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t0 = time.time()
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index, _ = collection_w.create_index(field_name=ct.default_float_vec_field_name,
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index_params=_index_params,
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name=cf.gen_unique_str())
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tt = time.time() - t0
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log.info(f"assert index: {tt}")
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assert len(collection_w.indexes) == 1
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# search
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t0 = time.time()
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collection_w.load()
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tt = time.time() - t0
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log.info(f"assert load: {tt}")
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search_vectors = cf.gen_vectors(1, ct.default_dim)
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t0 = time.time()
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res_1, _ = collection_w.search(data=search_vectors,
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anns_field=ct.default_float_vec_field_name,
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param=search_params, limit=1)
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tt = time.time() - t0
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log.info(f"assert search: {tt}")
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# query
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term_expr = f'{ct.default_int64_field_name} in [1001,1201,4999,2999]'
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t0 = time.time()
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res, _ = collection_w.query(term_expr)
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tt = time.time() - t0
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log.info(f"assert query result {len(res)}: {tt}")
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@pytest.mark.parametrize('simd', [
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pytest.param("sse4_2", marks=pytest.mark.dependency(name='clear_sse4_2', depends=["ins_sse4_2", "e2e_sse4_2"])),
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# pytest.param("avx", marks=pytest.mark.dependency(name='clear_avx', depends=["ins_avx", "e2e_avx"])),
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# pytest.param("avx2", marks=pytest.mark.dependency(name='clear_avx2', depends=["ins_avx2", "e2e_avx2"])),
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pytest.param("avx512", marks=pytest.mark.dependency(name='clear_avx512', depends=["ins_avx512", "e2e_avx512"]))
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])
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def test_milvus_cleanup(self, request, simd):
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# get release name from previous results
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results = request.config.cache.get(simd, None)
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release_name = results.get('release_name', "name-not-found")
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namespace = results.get('namespace', "namespace-not-found")
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simd_cache = request.config.cache.get(simd, None)
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log.info(f"stat to cleanup: {simd}")
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log.info(f"simd_cache: {simd_cache}")
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log.info(f"release_name: {release_name}")
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log.info(f"namespace: {namespace}")
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uninstall_milvus(release_name, namespace)
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