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Commit cd96bce

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Alec Glassfordvinnysenthil
andauthored
Make predict test more lenient (GoogleCloudPlatform#4916)
Co-authored-by: Vinny Senthil <vinnysenthil@gmail.com>
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‎ml_engine/online_prediction/predict_test.py

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+13-3Lines changed: 13 additions & 3 deletions
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@@ -22,10 +22,13 @@
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MODEL = 'census'
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JSON_VERSION = 'v2json'
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PROJECT = 'python-docs-samples-tests'
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CONF_KEY = u'confidence'
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PRED_KEY = u'predictions'
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EXPECTED_OUTPUT = {
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u'confidence': 0.7760370969772339,
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u'predictions': u' <=50K'
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CONF_KEY: 0.7760370969772339,
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PRED_KEY: u' <=50K'
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}
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CONFIDENCE_EPSILON = 1e-4
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# Raise the socket timeout. The requests involved in the sample can take
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# a long time to complete.
@@ -40,7 +43,14 @@
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def test_predict_json():
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result = predict.predict_json(
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PROJECT, MODEL, [JSON, JSON], version=JSON_VERSION)
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assert [EXPECTED_OUTPUT, EXPECTED_OUTPUT] == result
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# Result contains two identical predictions
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assert len(result) == 2 and result[0] == result[1]
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# Each prediction has `confidence` and `predictions`
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assert result[0].keys() == EXPECTED_OUTPUT.keys()
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# Prediction matches
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assert result[0][PRED_KEY] == EXPECTED_OUTPUT[PRED_KEY]
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# Confidence within epsilon
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assert abs(result[0][CONF_KEY] - EXPECTED_OUTPUT[CONF_KEY]) < CONFIDENCE_EPSILON
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@pytest.mark.flaky

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