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import pytest
import jsons
from pytest_cases import parametrize, fixture_ref
from .helpers.collection_setup import drop_collection
from .helpers.helpers import request_with_validation
@pytest.fixture(scope='module', autouse=True)
def source_collection_name(collection_name):
return f"source_{collection_name}"
@pytest.fixture(scope='module', autouse=True)
def set_serializer(source_collection_name):
def custom_serializer(obj: fixture_ref, **kwargs) -> str:
return source_collection_name
jsons.set_serializer(custom_serializer, fixture_ref)
@pytest.fixture(autouse=True, scope="module")
def setup(collection_name):
yield
drop_collection(collection_name=collection_name)
drop_collection(collection_name=source_collection_name)
# Delete and create collection
def advanced_collection_setup(collection_name, size, distance, on_disk_vectors, on_disk_payload):
response = request_with_validation(
api='/collections/{collection_name}',
method="DELETE",
path_params={'collection_name': collection_name},
)
assert response.ok
response = request_with_validation(
api='/collections/{collection_name}',
method="PUT",
path_params={'collection_name': collection_name},
body={
"vectors": {
"size": size,
"distance": distance,
"on_disk": on_disk_vectors,
},
"on_disk_payload": on_disk_payload
}
)
assert response.ok
response = request_with_validation(
api='/collections/{collection_name}',
method="GET",
path_params={'collection_name': collection_name},
)
assert response.ok
# Delete and create collection
def advanced_collection_multi_setup(collection_name, vectors_config):
response = request_with_validation(
api='/collections/{collection_name}',
method="DELETE",
path_params={'collection_name': collection_name},
)
assert response.ok
response = request_with_validation(
api='/collections/{collection_name}',
method="PUT",
path_params={'collection_name': collection_name},
body={
"vectors": vectors_config
}
)
assert response.ok
response = request_with_validation(
api='/collections/{collection_name}',
method="GET",
path_params={'collection_name': collection_name},
)
assert response.ok
def create_from_collection(collection_name, source_collection_name, size, distance, on_disk_vectors, on_disk_payload):
response = request_with_validation(
api='/collections/{collection_name}',
method="DELETE",
path_params={'collection_name': collection_name},
)
assert response.ok
response = request_with_validation(
api='/collections/{collection_name}',
method="PUT",
path_params={'collection_name': collection_name},
body={
"vectors": {
"size": size,
"distance": distance,
"on_disk": on_disk_vectors,
},
"on_disk_payload": on_disk_payload,
"init_from": {
"collection": jsons.load(jsons.dump(source_collection_name))
}
}
)
return response
def create_multi_from_collection(collection_name, source_collection_name, vectors_config):
response = request_with_validation(
api='/collections/{collection_name}',
method="DELETE",
path_params={'collection_name': collection_name},
)
assert response.ok
response = request_with_validation(
api='/collections/{collection_name}',
method="PUT",
path_params={'collection_name': collection_name},
body={
"vectors": vectors_config,
"init_from": {
"collection": source_collection_name
}
}
)
return response
@pytest.mark.parametrize("ok,source,size,distance", [
(True, fixture_ref(source_collection_name), 4, 'Dot'), # ok
(False, "i-do-not-exist", 4, 'Dot'), # fail: nonexistent source collection
(False, fixture_ref(source_collection_name), 8, 'Dot'), # fail: bad size
(False, fixture_ref(source_collection_name), 4, 'Cosine'), # fail: bad distance
])
def test_init_from_collection(
collection_name,
source_collection_name,
ok,
source,
size,
distance,
on_disk_vectors,
on_disk_payload,
):
advanced_collection_setup(source_collection_name, 4, 'Dot', on_disk_vectors, on_disk_payload)
response = create_from_collection(collection_name, source, size, distance, on_disk_vectors, on_disk_payload)
assert response.ok == ok
def test_init_from_collection_multivec(on_disk_vectors, collection_name, source_collection_name):
config = {
"image": {
"size": 4,
"distance": "Dot",
"on_disk": on_disk_vectors,
},
"audio": {
"size": 8,
"distance": "Dot",
"on_disk": on_disk_vectors,
}
}
# test successful init from collection
advanced_collection_multi_setup(source_collection_name, config)
response = create_multi_from_collection(collection_name, source_collection_name, config)
assert response.ok
larger_config = {
"image": {
"size": 4,
"distance": "Dot",
"on_disk": on_disk_vectors,
},
"audio": {
"size": 8,
"distance": "Dot",
"on_disk": on_disk_vectors,
},
"video": { # new vector
"size": 16,
"distance": "Dot",
"on_disk": on_disk_vectors,
}
}
# test successful init from collection (source is subset from target)
advanced_collection_multi_setup(source_collection_name, config)
response = create_multi_from_collection(collection_name, source_collection_name, larger_config)
assert response.ok
larger_config = {
"image": {
"size": 4,
"distance": "Dot",
"on_disk": on_disk_vectors,
},
"audio": {
"size": 9, # bad size
"distance": "Dot",
"on_disk": on_disk_vectors,
},
"video": {
"size": 16,
"distance": "Dot",
"on_disk": on_disk_vectors,
}
}
# test failed init from collection (target changes size of existing vector)
advanced_collection_multi_setup(source_collection_name, config)
response = create_multi_from_collection(collection_name, source_collection_name, larger_config)
assert not response.ok
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