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import uuid
import pytest
from .helpers.collection_setup import drop_collection, full_collection_setup
from .helpers.helpers import request_with_validation
uuid_1 = str(uuid.uuid4())
uuid_2 = str(uuid.uuid4())
uuid_3 = str(uuid.uuid4())
@pytest.fixture(autouse=True, scope="module")
def setup(on_disk_vectors, collection_name):
full_collection_setup(collection_name=collection_name, on_disk_vectors=on_disk_vectors)
def set_payload(payload, points):
response = request_with_validation(
api='/collections/{collection_name}/points/payload',
method="POST",
path_params={'collection_name': collection_name},
query_params={'wait': 'true'},
body={
"payload": payload,
"points": points
}
)
assert response.ok
# keyword index on `keyword`
set_payload({"keyword": uuid_1}, [1])
set_payload({"keyword": uuid_2}, [2])
set_payload({"keyword": uuid_3}, [3])
response = request_with_validation(
api="/collections/{collection_name}/index",
method="PUT",
query_params={'wait': 'true'},
path_params={"collection_name": collection_name},
body={"field_name": "keyword", "field_schema": "keyword"},
)
assert response.ok, response.text
# UUID index on `uuid`
set_payload({"uuid": uuid_1}, [1])
set_payload({"uuid": uuid_2}, [2])
set_payload({"uuid": uuid_3}, [3])
# Create index
response = request_with_validation(
api='/collections/{collection_name}/index',
method="PUT",
path_params={'collection_name': collection_name},
query_params={'wait': 'true'},
body={"field_name": "uuid", "field_schema": "uuid"}
)
assert response.ok
yield
drop_collection(collection_name=collection_name)
def get_index_filters(filed_name):
# Check different filters
filters_arr = []
match_conditions = [
{"value": uuid_1},
{"text": uuid_2},
{"any": [uuid_1, uuid_2]},
{"except": [uuid_1, uuid_2]}
]
for item in ["must", "must_not", "should"]:
for condition in match_conditions:
filters_arr.append(
{
item: [
{
"key": filed_name,
"match": condition
}
]
}
)
# min_should
for condition in match_conditions:
filters_arr.append(
{
"min_should": {
"conditions": [
{
"key": filed_name,
"match": condition
}
],
"min_count": 2
}
}
)
return filters_arr
@pytest.mark.parametrize("query", [
[0.1, 0.2, 0.3, 0.4],
{"nearest": [0.1, 0.2, 0.3, 0.4]},
2,
{"recommend": {"positive": [1, 2, 3, 4], "negative": [3]}},
{
"discover": {
"target": 2,
"context": [{"positive": 3, "negative": 4}],
}
},
{"context": [{"positive": 2, "negative": 4}]},
], ids=[
"default query", "nearest query", "query by id",
"recommend", "discover", "context"
])
def test_filtered_query_results_same_for_different_indexes(query, collection_name):
for uuid_filter, keyword_filter in zip([None, *get_index_filters("uuid")], [None, *get_index_filters("keyword")]):
uuid_response = request_with_validation(
api="/collections/{collection_name}/points/query",
method="POST",
path_params={"collection_name": collection_name},
body={
"query": query,
"limit": 10,
"filter": uuid_filter,
"with_payload": True,
"using": "dense-image",
},
)
assert uuid_response.ok, uuid_response.text
uuid_query_result = uuid_response.json()["result"]["points"]
keyword_response = request_with_validation(
api="/collections/{collection_name}/points/query",
method="POST",
path_params={"collection_name": collection_name},
body={
"query": query,
"limit": 10,
"filter": keyword_filter,
"with_payload": True,
"using": "dense-image",
},
)
assert keyword_response.ok, keyword_response.text
keyword_query_result = keyword_response.json()["result"]["points"]
assert uuid_query_result == keyword_query_result, uuid_filter
def test_filtered_query_groups_results_same_for_different_indexes(collection_name):
for uuid_filter, keyword_filter in zip([None, *get_index_filters("uuid")], [None, *get_index_filters("keyword")]):
uuid_response = request_with_validation(
api="/collections/{collection_name}/points/query/groups",
method="POST",
path_params={"collection_name": collection_name},
body={
"prefetch": [],
"limit": 3,
"query": [-1.9, 1.1, -1.1, 1.1],
"using": "dense-image",
"with_payload": True,
"group_by": "uuid",
"group_size": 2,
"filter": uuid_filter
},
)
assert uuid_response.ok, uuid_response.text
uuid_query_result = uuid_response.json()["result"]["groups"]
keyword_response = request_with_validation(
api="/collections/{collection_name}/points/query/groups",
method="POST",
path_params={"collection_name": collection_name},
body={
"prefetch": [],
"limit": 3,
"query": [-1.9, 1.1, -1.1, 1.1],
"using": "dense-image",
"with_payload": True,
"group_by": "keyword",
"group_size": 2,
"filter": keyword_filter
},
)
assert keyword_response.ok, keyword_response.text
keyword_query_result = keyword_response.json()["result"]["groups"]
assert uuid_query_result == keyword_query_result, uuid_filter
def test_filtered_query_batches_results_same_for_different_indexes(collection_name):
for uuid_filter, keyword_filter in zip([None, *get_index_filters("uuid")], [None, *get_index_filters("keyword")]):
uuid_response = request_with_validation(
api="/collections/{collection_name}/points/query/batch",
method="POST",
path_params={"collection_name": collection_name},
body={
"searches": [
{
"limit": 3,
"query": [-1.9, 1.1, -1.1, 1.1],
"using": "dense-image",
"with_payload": True,
"filter": uuid_filter,
},
{
"limit": 3,
"query": [0.19, 0.83, 0.75, -0.11],
"using": "dense-image",
"with_payload": True,
"filter": uuid_filter
}
]
},
)
assert uuid_response.ok, uuid_response.text
uuid_query_result = uuid_response.json()["result"][0]["points"]
keyword_response = request_with_validation(
api="/collections/{collection_name}/points/query/batch",
method="POST",
path_params={"collection_name": collection_name},
body={
"searches": [
{
"limit": 3,
"query": [-1.9, 1.1, -1.1, 1.1],
"using": "dense-image",
"with_payload": True,
"filter": keyword_filter
},
{
"limit": 3,
"query": [0.19, 0.83, 0.75, -0.11],
"using": "dense-image",
"with_payload": True,
"filter": keyword_filter
}
]
},
)
assert keyword_response.ok, keyword_response.text
keyword_query_result = keyword_response.json()["result"][0]["points"]
assert uuid_query_result == keyword_query_result, uuid_filter
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