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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
383 lines
13 KiB
Python
383 lines
13 KiB
Python
import pytest
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from .helpers.collection_setup import drop_collection
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from .helpers.helpers import request_with_validation
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def nesting_nested_payload_collection_setup(collection_name, on_disk_vectors, on_disk_payload):
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response = request_with_validation(
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api='/collections/{collection_name}',
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method="DELETE",
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path_params={'collection_name': collection_name},
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)
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assert response.ok
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response = request_with_validation(
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api='/collections/{collection_name}',
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method="PUT",
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path_params={'collection_name': collection_name},
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body={
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"vectors": {
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"size": 4,
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"distance": "Dot",
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"on_disk": on_disk_vectors,
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},
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"on_disk_payload": on_disk_payload,
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}
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)
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assert response.ok
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response = request_with_validation(
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api='/collections/{collection_name}',
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method="GET",
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path_params={'collection_name': collection_name},
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)
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assert response.ok
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response = request_with_validation(
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api='/collections/{collection_name}/points',
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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={
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"points": [
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{
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"id": 1,
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"vector": [0.05, 0.61, 0.76, 0.74],
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"payload": {
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"arr1": [
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{
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"arr2": [
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{"a": 1, "b": 2}
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]
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},
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{
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"arr2": [
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{"a": 3, "b": 4},
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{"a": 5, "b": 6}
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]
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}
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]
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}
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},
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{
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"id": 2,
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"vector": [0.15, 0.71, 0.78, 0.24],
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"payload": {
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"arr1": [
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{
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"arr2": [
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{"a": 2, "b": 3}
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]
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},
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{
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"arr2": [
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{"a": 3, "b": 5},
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{"a": 5, "b": 7}
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]
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}
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]
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}
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}
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]
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}
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)
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assert response.ok
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@pytest.fixture(autouse=True)
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def setup(on_disk_vectors, on_disk_payload, collection_name):
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nesting_nested_payload_collection_setup(collection_name=collection_name, on_disk_vectors=on_disk_vectors, on_disk_payload=on_disk_payload)
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yield
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drop_collection(collection_name=collection_name)
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def test_nesting_nested_payload_query_operations(collection_name):
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response = request_with_validation(
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api='/collections/{collection_name}',
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method="GET",
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path_params={'collection_name': collection_name},
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)
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assert response.ok
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# Create nested array 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={
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"field_name": "arr1[].arr2[].a",
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"field_schema": "integer"
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}
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)
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assert response.ok
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# Validate index creation
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response = request_with_validation(
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api='/collections/{collection_name}',
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method="GET",
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path_params={'collection_name': collection_name},
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)
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assert response.ok
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assert response.json()['result']['payload_schema']['arr1[].arr2[].a']['data_type'] == "integer"
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assert response.json()['result']['payload_schema']['arr1[].arr2[].a']['points'] == 2
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# Search nested field with payload index
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1",
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"filter": {
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"must": [
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{
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"key": "arr2[].a",
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"match": {
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"value": 5
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 2
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# Search nested field with payload index (negative)
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1",
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"filter": {
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"must": [
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{
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"key": "arr2[].a",
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"match": {
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"value": 4
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 0
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# Search nested field without payload index
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1",
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"filter": {
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"must": [
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{
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"key": "arr2[].b",
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"match": {
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"value": 6
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 1
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# Search nested field without payload index (negative)
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1[].arr2",
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"filter": {
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"must": [
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{
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"key": "b",
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"match": {
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"value": 8
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 0
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# Search doubly nested field with payload index
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1",
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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr2",
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"filter": {
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"must": [
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{
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"key": "a",
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"match": {
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"value": 5
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}
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}
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]
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}
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 2
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# Search doubly nested field with and without payload index
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1",
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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr2",
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"filter": {
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"must": [
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{
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"key": "a",
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"match": {
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"value": 5
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}
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},
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{
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"key": "b",
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"match": {
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"value": 6
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}
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}
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]
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}
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 1
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assert response.json()['result']['points'][0]['id'] == 1
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# Search doubly nested field with and without payload index
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response = request_with_validation(
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api='/collections/{collection_name}/points/scroll',
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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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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr1",
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"filter": {
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"must": [
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{
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"nested": {
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"key": "arr2",
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"filter": {
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"should": [
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{
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"key": "a",
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"match": {
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"value": 5
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}
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},
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{
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"key": "b",
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"match": {
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"value": 6
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}
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}
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]
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}
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}
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}
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]
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}
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}
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}
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]
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},
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"limit": 3
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}
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)
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assert response.ok
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assert len(response.json()['result']['points']) == 2
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