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| 1 | +"""Unit tests for Snowflake online store feature view versioning.""" |
| 2 | + |
| 3 | +import sys |
| 4 | +from datetime import timedelta |
| 5 | +from types import ModuleType |
| 6 | +from unittest.mock import MagicMock |
| 7 | + |
| 8 | +from feast import Entity, FeatureView |
| 9 | +from feast.field import Field |
| 10 | +from feast.types import Float32 |
| 11 | +from feast.value_type import ValueType |
| 12 | + |
| 13 | + |
| 14 | +def _stub_snowflake_modules(): |
| 15 | + """Stub out Snowflake connector and cryptography so the online store can be imported.""" |
| 16 | + |
| 17 | + # Build a proper package hierarchy so submodule imports don't fail. |
| 18 | + def _mod(name): |
| 19 | + m = ModuleType(name) |
| 20 | + sys.modules[name] = m |
| 21 | + return m |
| 22 | + |
| 23 | + if "cryptography" not in sys.modules: |
| 24 | + crypto = _mod("cryptography") |
| 25 | + hazmat = _mod("cryptography.hazmat") |
| 26 | + backends = _mod("cryptography.hazmat.backends") |
| 27 | + backends.default_backend = MagicMock() |
| 28 | + primitives = _mod("cryptography.hazmat.primitives") |
| 29 | + serialization = _mod("cryptography.hazmat.primitives.serialization") |
| 30 | + serialization.Encoding = MagicMock() |
| 31 | + serialization.PrivateFormat = MagicMock() |
| 32 | + serialization.NoEncryption = MagicMock() |
| 33 | + crypto.hazmat = hazmat |
| 34 | + hazmat.backends = backends |
| 35 | + hazmat.primitives = primitives |
| 36 | + primitives.serialization = serialization |
| 37 | + |
| 38 | + if "snowflake" not in sys.modules: |
| 39 | + sf = _mod("snowflake") |
| 40 | + connector = _mod("snowflake.connector") |
| 41 | + connector.ProgrammingError = Exception |
| 42 | + connector.SnowflakeConnection = MagicMock() |
| 43 | + cursor_mod = _mod("snowflake.connector.cursor") |
| 44 | + cursor_mod.SnowflakeCursor = MagicMock() |
| 45 | + sf.connector = connector |
| 46 | + connector.cursor = cursor_mod |
| 47 | + |
| 48 | + if "tenacity" not in sys.modules: |
| 49 | + tenacity = _mod("tenacity") |
| 50 | + tenacity.retry = lambda *a, **kw: lambda f: f |
| 51 | + tenacity.retry_if_exception_type = MagicMock() |
| 52 | + tenacity.stop_after_attempt = MagicMock() |
| 53 | + tenacity.wait_exponential = MagicMock() |
| 54 | + |
| 55 | + |
| 56 | +_stub_snowflake_modules() |
| 57 | + |
| 58 | + |
| 59 | +def _make_feature_view(name="driver_stats", version_number=None, version_tag=None): |
| 60 | + entity = Entity( |
| 61 | + name="driver_id", |
| 62 | + join_keys=["driver_id"], |
| 63 | + value_type=ValueType.INT64, |
| 64 | + ) |
| 65 | + fv = FeatureView( |
| 66 | + name=name, |
| 67 | + entities=[entity], |
| 68 | + ttl=timedelta(days=1), |
| 69 | + schema=[Field(name="trips_today", dtype=Float32)], |
| 70 | + ) |
| 71 | + if version_number is not None: |
| 72 | + fv.current_version_number = version_number |
| 73 | + if version_tag is not None: |
| 74 | + fv.projection.version_tag = version_tag |
| 75 | + return fv |
| 76 | + |
| 77 | + |
| 78 | +class TestSnowflakeTableName: |
| 79 | + """Test _snowflake_table_name with versioning enabled/disabled.""" |
| 80 | + |
| 81 | + def test_no_versioning(self): |
| 82 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 83 | + |
| 84 | + fv = _make_feature_view() |
| 85 | + assert ( |
| 86 | + _snowflake_table_name("test_project", fv, False) |
| 87 | + == "[online-transient] test_project_driver_stats" |
| 88 | + ) |
| 89 | + |
| 90 | + def test_versioning_disabled_ignores_version(self): |
| 91 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 92 | + |
| 93 | + fv = _make_feature_view(version_number=5) |
| 94 | + assert ( |
| 95 | + _snowflake_table_name("test_project", fv, False) |
| 96 | + == "[online-transient] test_project_driver_stats" |
| 97 | + ) |
| 98 | + |
| 99 | + def test_versioning_enabled_no_version_set(self): |
| 100 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 101 | + |
| 102 | + fv = _make_feature_view() |
| 103 | + assert ( |
| 104 | + _snowflake_table_name("test_project", fv, True) |
| 105 | + == "[online-transient] test_project_driver_stats" |
| 106 | + ) |
| 107 | + |
| 108 | + def test_versioning_enabled_with_current_version_number(self): |
| 109 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 110 | + |
| 111 | + fv = _make_feature_view(version_number=2) |
| 112 | + assert ( |
| 113 | + _snowflake_table_name("test_project", fv, True) |
| 114 | + == "[online-transient] test_project_driver_stats_v2" |
| 115 | + ) |
| 116 | + |
| 117 | + def test_version_zero_no_suffix(self): |
| 118 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 119 | + |
| 120 | + fv = _make_feature_view(version_number=0) |
| 121 | + assert ( |
| 122 | + _snowflake_table_name("test_project", fv, True) |
| 123 | + == "[online-transient] test_project_driver_stats" |
| 124 | + ) |
| 125 | + |
| 126 | + def test_projection_version_tag_takes_priority(self): |
| 127 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 128 | + |
| 129 | + fv = _make_feature_view(version_number=1, version_tag=3) |
| 130 | + assert ( |
| 131 | + _snowflake_table_name("test_project", fv, True) |
| 132 | + == "[online-transient] test_project_driver_stats_v3" |
| 133 | + ) |
| 134 | + |
| 135 | + def test_projection_version_tag_zero_no_suffix(self): |
| 136 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 137 | + |
| 138 | + fv = _make_feature_view(version_tag=0, version_number=3) |
| 139 | + assert ( |
| 140 | + _snowflake_table_name("test_project", fv, True) |
| 141 | + == "[online-transient] test_project_driver_stats" |
| 142 | + ) |
| 143 | + |
| 144 | + def test_different_versions_produce_different_table_names(self): |
| 145 | + from feast.infra.online_stores.snowflake import _snowflake_table_name |
| 146 | + |
| 147 | + fv_v1 = _make_feature_view(version_number=1) |
| 148 | + fv_v2 = _make_feature_view(version_number=2) |
| 149 | + name_v1 = _snowflake_table_name("prod", fv_v1, True) |
| 150 | + name_v2 = _snowflake_table_name("prod", fv_v2, True) |
| 151 | + assert name_v1 != name_v2 |
| 152 | + assert name_v1 == "[online-transient] prod_driver_stats_v1" |
| 153 | + assert name_v2 == "[online-transient] prod_driver_stats_v2" |
| 154 | + |
| 155 | + |
| 156 | +class TestSnowflakeVersionedReadSupport: |
| 157 | + """Test that SnowflakeOnlineStore passes _check_versioned_read_support.""" |
| 158 | + |
| 159 | + def test_allowed_with_version_tag(self): |
| 160 | + from feast.infra.online_stores.snowflake import SnowflakeOnlineStore |
| 161 | + |
| 162 | + store = SnowflakeOnlineStore() |
| 163 | + fv = _make_feature_view() |
| 164 | + fv.projection.version_tag = 2 |
| 165 | + store._check_versioned_read_support([(fv, ["trips_today"])]) |
| 166 | + |
| 167 | + def test_allowed_without_version_tag(self): |
| 168 | + from feast.infra.online_stores.snowflake import SnowflakeOnlineStore |
| 169 | + |
| 170 | + store = SnowflakeOnlineStore() |
| 171 | + fv = _make_feature_view() |
| 172 | + store._check_versioned_read_support([(fv, ["trips_today"])]) |
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