Open qiulingdong opened 1 week ago
@qiulingdong I guess there are duplicated doc_id when you insert into the collection. you can check it by
collection.query(expr="doc_id=='xxxxx'", output_fields=["count(*)"]
/assign @qiulingdong /unassign
@qiulingdong I guess there are duplicated doc_id when you insert into the collection. you can check it by
collection.query(expr="doc_id=='xxxxx'", output_fields=["count(*)"]
/assign @qiulingdong /unassign
I have tried to look up, and there is no duplicate doc_id appearing. Additionally, I attempted to use attu to randomly generate 1000 data entries, and the same issue persists.
result = collection.query(expr="doc_id=='FILE593c68a689aa4797bf59f44a3a2e8c9a_CHUNK_1'", output_fields=["count(*)"])
print(f"1.count:{result}")
result = collection.query(expr="doc_id=='FILE593c68a689aa4797bf59f44a3a2e8c9a_CHUNK_2'", output_fields=["count(*)"])
print(f"2.count:{result}")
result = collection.query(expr="doc_id=='FILE593c68a689aa4797bf59f44a3a2e8c9a_CHUNK_4'", output_fields=["count(*)"])
print(f"3.count:{result}")
result = collection.query(expr="doc_id=='FILE593c68a689aa4797bf59f44a3a2e8c9a_CHUNK_6'", output_fields=["count(*)"])
print(f"4.count:{result}")
1.count:data: ["{'count()': 1}"] 2.count:data: ["{'count()': 1}"] 3.count:data: ["{'count()': 1}"] 4.count:data: ["{'count()': 1}"]
could you try 2.4.15?
I found a similar issue on version v2.4.15, but the phenomenon is not exactly the same
When the collection is loaded, I delete the entity and release the collection after the deletion returns, but when I reconnect the data to query, the entity reappears
The steps are as follows:
1. load_collection
2. delete
3. release_collection
4. reconnect milvus db
5. get the deleted entity when query
I believe this is caused by the default consistency level is bound. So if you add consistency_level=ConsistencyLevel.Strong in the query() after delete, you will won't see the deleted entities immediately. @qiulingdong @rabbor /assign @qiulingdong /unassign
I believe this is caused by the default consistency level is bound. So if you add consistency_level=ConsistencyLevel.Strong in the query() after delete, you will won't see the deleted entities immediately. @qiulingdong @rabbor /assign @qiulingdong /unassign
I thought there is a bug on remote loading.
@yanliang567 for some reason, L0 segment is not processed as expect.
that's why I talked about the test on delete and right now the test itself is not very solid
especially under different failure recovery test
remote load is only avaliable on 2.4.16 or later, I don't think that is the issue here. @qiulingdong @rabbor please try as my comments above and keep us posted. thx.
I was not previously aware of the "consistency_level" parameter in the documentation. Following your suggestion, I added the parameter ”consistency_level=ConsistencyLevel.Strong“ to the interface "create_collection", "delete", "search", but the same issue still occurs after testing. The steps to reproduce are as follows:
- create collection
- insert 3 user data
- delete 1 user
- search (The immediate retrieval results are as expected, but when reconnecting to the database for retrieval, deleted data reappears.)
@yanliang567
I cannot reproduce the issue, could you please share your code sample to reproduce the issue? here is my code:
import time
from pymilvus import (
utility,
FieldSchema, CollectionSchema, DataType, MilvusClient,
Collection, AnnSearchRequest, RRFRanker, connections,
)
from pymilvus.client.constants import ConsistencyLevel
import random
import json
def create_collection(collection_name, dimension):
schema = MilvusClient.create_schema(
auto_id=False,
enable_dynamic_field=False,
)
# 2. Add fields to schema
schema.add_field(field_name="id", datatype=DataType.VARCHAR, is_primary=True, max_length=256)
schema.add_field(field_name="embeddings", datatype=DataType.FLOAT_VECTOR, dim=dimension)
schema.add_field(field_name="title", datatype=DataType.VARCHAR, max_length=256)
schema.add_field(field_name="doc_type", datatype=DataType.VARCHAR, max_length=256)
schema.add_field(field_name="uri", datatype=DataType.VARCHAR, max_length=256)
index_params = {"index_type": "HNSW", "metric_type": "COSINE", "params":{"M": 32, "efConstruction": 360}}
collection = Collection(name=collection_name, schema=schema, auto_id=False)
collection.create_index(field_name="embeddings", index_params=index_params)
collection.load()
return collection
# 1. Set up a Milvus client
host = '10.xx.xx.xx'
connections.connect(host=host)
# insert
c_name = "issue_37725_7"
dim = 128
if not utility.has_collection(c_name):
# prepare data
data = []
colors = ["green", "blue", "yellow", "red", "black", "white", "purple", "pink", "orange", "brown", "grey"]
for i in range(4000):
current_color = random.choice(colors)
doc = { "id": str(i),
"embeddings": [random.uniform(-1, 1) for _ in range(dim)],
"title": current_color,
"doc_type": "type_1"}
doc["uri"] = "uri" + str(int(i / 1000))
data.append(doc)
c = create_collection(c_name, dim)
for i in range(0, len(data), 1000):
print(f"indexing docs from {i} to {i+1000}")
c.insert(data=data[i:i+1000])
c=Collection(c_name)
c.flush()
c.load()
query_results = c.query(
expr=f"id in ['11','12','13','14','15','16','17','18','19','20']",
output_fields=["id", "title"])
print(f"{c_name} query result before delete: {query_results}")
c.delete(expr=f"id in ['11','13','15','17','19']")
query_results = c.query(
expr=f"id in ['11','12','13','14','15','16','17','18','19','20']",
output_fields=["id", "title"],
consistency_level=ConsistencyLevel.Strong
)
print(f"{c_name} query result after delete: {query_results}")
c.release()
connections.disconnect("default")
connections.connect(host=host)
c=Collection(c_name)
c.load()
query_results = c.query(
expr=f"id in ['11','12','13','14','15','16','17','18','19','20']",
output_fields=["id", "title"])
print(f"{c_name} query result after reconnect: {query_results}")
print('completed')
The code is relatively complex, and I extracted the core process for testing but couldn't reproduce it. Nevertheless, I really appreciate your help, thank you!
code :
import json
import time
from pymilvus import MilvusClient, DataType
from pymilvus.client.types import LoadState
from pymilvus.grpc_gen import common_pb2
ConsistencyLevel = common_pb2.ConsistencyLevel
#change this
milvus_ip_port = "http://172.16.4.34:19530"
client = MilvusClient(milvus_ip_port)
collection_name = "ccc"
# create collection
schema = client.create_schema(auto_id=False,enable_dynamic_field=True)
# Add fields to schema
schema.add_field(field_name="user_id", datatype=DataType.VARCHAR, max_length=256, is_primary=True)
schema.add_field(field_name="face_feature", datatype=DataType.FLOAT_VECTOR, dim=512)
schema.add_field(field_name="user_attr", datatype=DataType.JSON)
client.create_collection(collection_name=collection_name, schema=schema)
# create index for collection
index_params = client.prepare_index_params()
index_params.add_index(
field_name="user_id",
index_type="Trie",
index_name="user_id_index"
)
index_params.add_index(
field_name="face_feature",
index_type="IVF_FLAT",
metric_type="COSINE",
params={ "nlist": 128 }
)
client.create_index(collection_name=collection_name,index_params=index_params)
# insert data
feature_1 = [0.0062522911466658115,
0.0369855880737305,
0.005088048055768013,
0.031010277569293976,
0.03752732276916504,
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insert_data_list = []
insert_data_list.append({"user_id" : "63",
"face_feature" : feature_1,
"user_attr" : {"age": 28, "name": "mery"}})
insert_data_list.append({"user_id" : "92",
"face_feature" : feature_2,
"user_attr" : {"age": 25, "name": "jck"}})
insert_result = client.insert(collection_name=collection_name, data=insert_data_list)
print(insert_result)
# delete one user
delete_result = client.delete(collection_name=collection_name, ids=["63"])
print(delete_result)
# search
# load before search
state_dict = client.get_load_state(collection_name=collection_name)
state = state_dict["state"]
if state != LoadState.Loaded :
client.load_collection(collection_name=collection_name)
search_params = {
"metric_type": "COSINE",
"params": {
"radius": 0.6,
"range_filter": 1.0
}
}
search_vector = [ feature_1, feature_2]
search_result = client.search(collection_name=collection_name,
data=search_vector,
limit=1,
search_params=search_params,
output_fields=["user_attr"],
consistency_level=ConsistencyLevel.Strong)
print(search_result)
# release collection
client.release_collection(collection_name=collection_name)
# load again
client.load_collection(collection_name=collection_name)
# search again
search_result = client.search(collection_name=collection_name,
data=search_vector,
limit=1,
search_params=search_params,
output_fields=["user_attr"],
consistency_level=ConsistencyLevel.Strong)
print(search_result)
Is there an existing issue for this?
Environment
Current Behavior
I created a strongly consistent collection and inserted multiple records. Frequently, when deleting data, I encounter situations where the data cannot be deleted properly. There are several phenomena:
Using code
print log
Expected Behavior
I expect the data in the Collection to be successfully deleted as it .
Steps To Reproduce
Milvus Log
No response
Anything else?
No response