|
| 1 | +from dataclasses import dataclass |
| 2 | +from typing import Dict, List |
| 3 | + |
| 4 | +from feast import FeatureStore |
| 5 | +from feast.protos.feast.types.Value_pb2 import Value |
| 6 | + |
| 7 | + |
| 8 | +@dataclass |
| 9 | +class MockFeatureViewProjection: |
| 10 | + join_key_map: Dict[str, str] |
| 11 | + |
| 12 | + |
| 13 | +@dataclass |
| 14 | +class MockFeatureView: |
| 15 | + name: str |
| 16 | + entities: List[str] |
| 17 | + projection: MockFeatureViewProjection |
| 18 | + |
| 19 | + |
| 20 | +def test__get_unique_entities(): |
| 21 | + entity_values = { |
| 22 | + "entity_1": [Value(int64_val=1), Value(int64_val=2), Value(int64_val=1)], |
| 23 | + "entity_2": [ |
| 24 | + Value(string_val="1"), |
| 25 | + Value(string_val="2"), |
| 26 | + Value(string_val="1"), |
| 27 | + ], |
| 28 | + "entity_3": [Value(int64_val=8), Value(int64_val=9), Value(int64_val=10)], |
| 29 | + } |
| 30 | + |
| 31 | + entity_name_to_join_key_map = {"entity_1": "entity_1", "entity_2": "entity_2"} |
| 32 | + |
| 33 | + fv = MockFeatureView( |
| 34 | + name="fv_1", |
| 35 | + entities=["entity_1", "entity_2"], |
| 36 | + projection=MockFeatureViewProjection(join_key_map={}), |
| 37 | + ) |
| 38 | + |
| 39 | + unique_entities, indexes = FeatureStore._get_unique_entities( |
| 40 | + FeatureStore, |
| 41 | + table=fv, |
| 42 | + join_key_values=entity_values, |
| 43 | + entity_name_to_join_key_map=entity_name_to_join_key_map, |
| 44 | + ) |
| 45 | + |
| 46 | + assert unique_entities == ( |
| 47 | + {"entity_1": Value(int64_val=1), "entity_2": Value(string_val="1")}, |
| 48 | + {"entity_1": Value(int64_val=2), "entity_2": Value(string_val="2")}, |
| 49 | + ) |
| 50 | + assert indexes == ([0, 2], [1]) |
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