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Collection name under test is equal to the test module name, without `.py` suffix. * Helps by debugging/tracing failed tests and find relevant logs lines in qdrant log files * Opens up a possibility to run tests in parallel, given that there are no data sharing between test modules Change details: * defined module scoped `collection_name` fixture in `conftest.py` * removed `collection_name` module variable * each test signature modified to declare the dependency to `collection_name` fixture * `@pytest.mark.parametrize` migrated to `@pytest-cases.parametrize` in cases when `collection_name` was used as the value
251 lines
8.4 KiB
Python
251 lines
8.4 KiB
Python
import uuid
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import pytest
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from .helpers.collection_setup import drop_collection, full_collection_setup
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from .helpers.helpers import request_with_validation
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uuid_1 = str(uuid.uuid4())
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uuid_2 = str(uuid.uuid4())
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uuid_3 = str(uuid.uuid4())
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@pytest.fixture(autouse=True, scope="module")
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def setup(on_disk_vectors, collection_name):
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full_collection_setup(collection_name=collection_name, on_disk_vectors=on_disk_vectors)
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def set_payload(payload, points):
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response = request_with_validation(
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api='/collections/{collection_name}/points/payload',
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method="POST",
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path_params={'collection_name': collection_name},
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query_params={'wait': 'true'},
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body={
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"payload": payload,
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"points": points
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}
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)
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assert response.ok
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# keyword index on `keyword`
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set_payload({"keyword": uuid_1}, [1])
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set_payload({"keyword": uuid_2}, [2])
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set_payload({"keyword": uuid_3}, [3])
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response = request_with_validation(
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api="/collections/{collection_name}/index",
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method="PUT",
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query_params={'wait': 'true'},
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path_params={"collection_name": collection_name},
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body={"field_name": "keyword", "field_schema": "keyword"},
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)
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assert response.ok, response.text
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# UUID index on `uuid`
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set_payload({"uuid": uuid_1}, [1])
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set_payload({"uuid": uuid_2}, [2])
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set_payload({"uuid": uuid_3}, [3])
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# Create index
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response = request_with_validation(
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api='/collections/{collection_name}/index',
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method="PUT",
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path_params={'collection_name': collection_name},
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query_params={'wait': 'true'},
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body={"field_name": "uuid", "field_schema": "uuid"}
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)
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assert response.ok
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yield
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drop_collection(collection_name=collection_name)
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def get_index_filters(filed_name):
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# Check different filters
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filters_arr = []
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match_conditions = [
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{"value": uuid_1},
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{"text": uuid_2},
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{"any": [uuid_1, uuid_2]},
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{"except": [uuid_1, uuid_2]}
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]
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for item in ["must", "must_not", "should"]:
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for condition in match_conditions:
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filters_arr.append(
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{
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item: [
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{
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"key": filed_name,
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"match": condition
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}
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]
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}
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)
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# min_should
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for condition in match_conditions:
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filters_arr.append(
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{
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"min_should": {
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"conditions": [
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{
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"key": filed_name,
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"match": condition
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}
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],
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"min_count": 2
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}
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}
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)
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return filters_arr
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@pytest.mark.parametrize("query", [
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[0.1, 0.2, 0.3, 0.4],
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{"nearest": [0.1, 0.2, 0.3, 0.4]},
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2,
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{"recommend": {"positive": [1, 2, 3, 4], "negative": [3]}},
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{
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"discover": {
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"target": 2,
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"context": [{"positive": 3, "negative": 4}],
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}
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},
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{"context": [{"positive": 2, "negative": 4}]},
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], ids=[
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"default query", "nearest query", "query by id",
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"recommend", "discover", "context"
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])
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def test_filtered_query_results_same_for_different_indexes(query, collection_name):
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for uuid_filter, keyword_filter in zip([None, *get_index_filters("uuid")], [None, *get_index_filters("keyword")]):
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uuid_response = request_with_validation(
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api="/collections/{collection_name}/points/query",
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method="POST",
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path_params={"collection_name": collection_name},
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body={
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"query": query,
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"limit": 10,
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"filter": uuid_filter,
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"with_payload": True,
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"using": "dense-image",
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},
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)
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assert uuid_response.ok, uuid_response.text
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uuid_query_result = uuid_response.json()["result"]["points"]
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keyword_response = request_with_validation(
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api="/collections/{collection_name}/points/query",
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method="POST",
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path_params={"collection_name": collection_name},
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body={
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"query": query,
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"limit": 10,
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"filter": keyword_filter,
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"with_payload": True,
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"using": "dense-image",
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},
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)
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assert keyword_response.ok, keyword_response.text
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keyword_query_result = keyword_response.json()["result"]["points"]
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assert uuid_query_result == keyword_query_result, uuid_filter
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def test_filtered_query_groups_results_same_for_different_indexes(collection_name):
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for uuid_filter, keyword_filter in zip([None, *get_index_filters("uuid")], [None, *get_index_filters("keyword")]):
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uuid_response = request_with_validation(
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api="/collections/{collection_name}/points/query/groups",
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method="POST",
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path_params={"collection_name": collection_name},
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body={
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"prefetch": [],
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"limit": 3,
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"query": [-1.9, 1.1, -1.1, 1.1],
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"using": "dense-image",
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"with_payload": True,
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"group_by": "uuid",
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"group_size": 2,
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"filter": uuid_filter
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},
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)
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assert uuid_response.ok, uuid_response.text
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uuid_query_result = uuid_response.json()["result"]["groups"]
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keyword_response = request_with_validation(
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api="/collections/{collection_name}/points/query/groups",
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method="POST",
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path_params={"collection_name": collection_name},
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body={
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"prefetch": [],
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"limit": 3,
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"query": [-1.9, 1.1, -1.1, 1.1],
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"using": "dense-image",
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"with_payload": True,
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"group_by": "keyword",
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"group_size": 2,
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"filter": keyword_filter
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},
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)
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assert keyword_response.ok, keyword_response.text
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keyword_query_result = keyword_response.json()["result"]["groups"]
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assert uuid_query_result == keyword_query_result, uuid_filter
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def test_filtered_query_batches_results_same_for_different_indexes(collection_name):
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for uuid_filter, keyword_filter in zip([None, *get_index_filters("uuid")], [None, *get_index_filters("keyword")]):
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uuid_response = request_with_validation(
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api="/collections/{collection_name}/points/query/batch",
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method="POST",
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path_params={"collection_name": collection_name},
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body={
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"searches": [
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{
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"limit": 3,
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"query": [-1.9, 1.1, -1.1, 1.1],
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"using": "dense-image",
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"with_payload": True,
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"filter": uuid_filter,
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},
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{
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"limit": 3,
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"query": [0.19, 0.83, 0.75, -0.11],
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"using": "dense-image",
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"with_payload": True,
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"filter": uuid_filter
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}
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]
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},
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)
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assert uuid_response.ok, uuid_response.text
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uuid_query_result = uuid_response.json()["result"][0]["points"]
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keyword_response = request_with_validation(
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api="/collections/{collection_name}/points/query/batch",
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method="POST",
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path_params={"collection_name": collection_name},
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body={
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"searches": [
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{
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"limit": 3,
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"query": [-1.9, 1.1, -1.1, 1.1],
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"using": "dense-image",
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"with_payload": True,
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"filter": keyword_filter
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},
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{
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"limit": 3,
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"query": [0.19, 0.83, 0.75, -0.11],
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"using": "dense-image",
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"with_payload": True,
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"filter": keyword_filter
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}
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]
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},
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)
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assert keyword_response.ok, keyword_response.text
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keyword_query_result = keyword_response.json()["result"][0]["points"]
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assert uuid_query_result == keyword_query_result, uuid_filter
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