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| 1 | +# Copyright 2025 Google LLC |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +# you may not use this file except in compliance with the License. |
| 5 | +# You may obtain a copy of the License at |
| 6 | +# |
| 7 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +# See the License for the specific language governing permissions and |
| 13 | +# limitations under the License. |
| 14 | +# |
| 15 | +# pylint: disable=protected-access,bad-continuation,missing-function-docstring |
| 16 | + |
| 17 | +from tests.unit.vertexai.genai.replays import pytest_helper |
| 18 | +from vertexai import types |
| 19 | +import datetime |
| 20 | +import pytest |
| 21 | + |
| 22 | + |
| 23 | +def test_get_eval_run(client): |
| 24 | + """Tests that get_evaluation_run() returns a correctly structured EvaluationRun.""" |
| 25 | + evaluation_run_name = ( |
| 26 | + "projects/503583131166/locations/us-central1/evaluationRuns/1957799200510967808" |
| 27 | + ) |
| 28 | + evaluation_run = client.evals.get_evaluation_run(name=evaluation_run_name) |
| 29 | + assert isinstance(evaluation_run, types.EvaluationRun) |
| 30 | + assert evaluation_run.name == evaluation_run_name |
| 31 | + assert evaluation_run.display_name == "test2" |
| 32 | + assert evaluation_run.metadata == {"pipeline_id": "4460531348888616960"} |
| 33 | + assert evaluation_run.create_time == datetime.datetime( |
| 34 | + 2025, 9, 8, 20, 55, 41, 833176, tzinfo=datetime.timezone.utc |
| 35 | + ) |
| 36 | + assert evaluation_run.completion_time == datetime.datetime( |
| 37 | + 2025, 9, 8, 20, 56, 13, 492971, tzinfo=datetime.timezone.utc |
| 38 | + ) |
| 39 | + assert evaluation_run.state == types.EvaluationRunState.SUCCEEDED |
| 40 | + assert evaluation_run.evaluation_set_snapshot == ( |
| 41 | + "projects/503583131166/locations/us-central1/evaluationSets/8069535738573619200" |
| 42 | + ) |
| 43 | + assert evaluation_run.data_source.bigquery_request_set == types.BigQueryRequestSet( |
| 44 | + uri="bq://lakeyk-test-limited.inference_batch_prediction_input.1317387725199900672_1b", |
| 45 | + prompt_column="request", |
| 46 | + candidate_response_columns={ |
| 47 | + "baseline_model_response": "baseline_model_response", |
| 48 | + "checkpoint_1": "checkpoint_1", |
| 49 | + "checkpoint_2": "checkpoint_2", |
| 50 | + }, |
| 51 | + ) |
| 52 | + assert evaluation_run.error is None |
| 53 | + |
| 54 | + |
| 55 | +def test_get_eval_run_bq_source(client): |
| 56 | + """Tests that get_evaluation_run() returns a correctly structured EvaluationRun.""" |
| 57 | + evaluation_run_name = ( |
| 58 | + "projects/503583131166/locations/us-central1/evaluationRuns/1968424880881795072" |
| 59 | + ) |
| 60 | + evaluation_run = client.evals.get_evaluation_run(name=evaluation_run_name) |
| 61 | + assert isinstance(evaluation_run, types.EvaluationRun) |
| 62 | + assert evaluation_run.name == evaluation_run_name |
| 63 | + assert evaluation_run.display_name == "test1" |
| 64 | + assert evaluation_run.data_source.bigquery_request_set == types.BigQueryRequestSet( |
| 65 | + uri="bq://lakeyk-test-limited.inference_batch_prediction_input.1317387725199900672_1b", |
| 66 | + prompt_column="request", |
| 67 | + rubrics_column="rubric", |
| 68 | + candidate_response_columns={ |
| 69 | + "baseline_model_response": "baseline_model_response", |
| 70 | + "checkpoint_1": "checkpoint_1", |
| 71 | + "checkpoint_2": "checkpoint_2", |
| 72 | + }, |
| 73 | + sampling_config=types.SamplingConfig( |
| 74 | + sampling_count=100, |
| 75 | + sampling_method=types.SamplingMethod.RANDOM, |
| 76 | + sampling_duration="60s", |
| 77 | + ), |
| 78 | + ) |
| 79 | + |
| 80 | + |
| 81 | +def test_get_eval_run_eval_set_source(client): |
| 82 | + """Tests that get_evaluation_run() returns a correctly structured EvaluationRun.""" |
| 83 | + evaluation_run_name = ( |
| 84 | + "projects/503583131166/locations/us-central1/evaluationRuns/6903525647549726720" |
| 85 | + ) |
| 86 | + evaluation_run = client.evals.get_evaluation_run(name=evaluation_run_name) |
| 87 | + assert isinstance(evaluation_run, types.EvaluationRun) |
| 88 | + assert evaluation_run.name == evaluation_run_name |
| 89 | + assert evaluation_run.display_name == "test3" |
| 90 | + assert evaluation_run.data_source.evaluation_set == ( |
| 91 | + "projects/503583131166/locations/us-central1/evaluationSets/6619939608513740800" |
| 92 | + ) |
| 93 | + assert evaluation_run.state == types.EvaluationRunState.FAILED |
| 94 | + assert evaluation_run.error.message == ( |
| 95 | + "code=INVALID_ARGUMENT, message=EvaluationRun 6903525647549726720 has no " |
| 96 | + "items, cause=null" |
| 97 | + ) |
| 98 | + |
| 99 | + |
| 100 | +pytest_plugins = ("pytest_asyncio",) |
| 101 | + |
| 102 | + |
| 103 | +@pytest.mark.asyncio |
| 104 | +async def test_get_eval_run_async(client): |
| 105 | + """Tests that get_evaluation_run() returns a correctly structured EvaluationRun.""" |
| 106 | + eval_run_id = "1957799200510967808" |
| 107 | + eval_run_name = ( |
| 108 | + f"projects/503583131166/locations/us-central1/evaluationRuns/{eval_run_id}" |
| 109 | + ) |
| 110 | + evaluation_run = await client.aio.evals.get_evaluation_run(name=eval_run_id) |
| 111 | + assert isinstance(evaluation_run, types.EvaluationRun) |
| 112 | + assert evaluation_run.name == eval_run_name |
| 113 | + assert evaluation_run.display_name == "test2" |
| 114 | + assert evaluation_run.data_source.bigquery_request_set == types.BigQueryRequestSet( |
| 115 | + uri="bq://lakeyk-test-limited.inference_batch_prediction_input.1317387725199900672_1b", |
| 116 | + prompt_column="request", |
| 117 | + candidate_response_columns={ |
| 118 | + "baseline_model_response": "baseline_model_response", |
| 119 | + "checkpoint_1": "checkpoint_1", |
| 120 | + "checkpoint_2": "checkpoint_2", |
| 121 | + }, |
| 122 | + ) |
| 123 | + |
| 124 | + |
| 125 | +pytestmark = pytest_helper.setup( |
| 126 | + file=__file__, |
| 127 | + globals_for_file=globals(), |
| 128 | + test_method="evals.get_evaluation_run", |
| 129 | +) |
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