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Fix tests and lint
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ml_engine/online_prediction/predict_test.py

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@@ -10,30 +10,52 @@
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# the License.
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"""Tests for predict.py ."""
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import base64
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import pytest
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from predict import predict_json, predict_tf_records, census_to_example_bytes
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from predict import census_to_example_bytes, predict_json
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MODEL = 'census'
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VERSION = 'v1'
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PROJECT = 'python-docs-samples-test'
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JSON = {'age': 25, 'workclass': ' Private', 'education': ' 11th', 'education_num': 7, 'marital_status': ' Never-married', 'occupation': ' Machine-op-inspct', 'relationship': ' Own-child', 'race': ' Black', 'gender': ' Male', 'capital_gain': 0, 'capital_loss': 0, 'hours_per_week': 40, 'native_country': ' United-States'}
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EXAMPLE_BYTE_STRING = 'CuoCChoKDmhvdXJzX3Blcl93ZWVrEggSBgoEAAAgQgoZCgl3b3JrY2xhc3MSDAoKCgggUHJpdmF0ZQoeCgxyZWxhdGlvbnNoaXASDgoMCgogT3duLWNoaWxkChMKBmdlbmRlchIJCgcKBSBNYWxlCg8KA2FnZRIIEgYKBAAAyEEKJAoObWFyaXRhbF9zdGF0dXMSEgoQCg4gTmV2ZXItbWFycmllZAoSCgRyYWNlEgoKCAoGIEJsYWNrChkKDWVkdWNhdGlvbl9udW0SCBIGCgQAAOBACiQKDm5hdGl2ZV9jb3VudHJ5EhIKEAoOIFVuaXRlZC1TdGF0ZXMKGAoMY2FwaXRhbF9sb3NzEggSBgoEAAAAAAoWCgllZHVjYXRpb24SCQoHCgUgMTF0aAoYCgxjYXBpdGFsX2dhaW4SCBIGCgQAAAAACiQKCm9jY3VwYXRpb24SFgoUChIgTWFjaGluZS1vcC1pbnNwY3Q='
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EXPECTED_OUTPUT = {u'probabilities': [0.9942260384559631, 0.005774002522230148], u'logits': [-5.148599147796631], u'classes': 0, u'logistic': [0.005774001590907574]}
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PROJECT = 'python-docs-samples-tests'
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JSON = {
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'age': 25,
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'workclass': ' Private',
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'education': ' 11th',
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'education_num': 7,
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'marital_status': ' Never-married',
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'occupation': ' Machine-op-inspct',
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'relationship': ' Own-child',
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'race': ' Black',
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'gender': ' Male',
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'capital_gain': 0,
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'capital_loss': 0,
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'hours_per_week': 40,
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'native_country': ' United-States'
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}
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EXPECTED_OUTPUT = {
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u'probabilities': [0.9942260384559631, 0.005774002522230148],
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u'logits': [-5.148599147796631],
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u'classes': 0,
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u'logistic': [0.005774001590907574]
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}
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def test_predict_json():
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result = predict_json(PROJECT, MODEL, [JSON, JSON], version=VERSION)
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assert [EXPECTED_OUTPUT, EXPECTED_OUTPUT] == result
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def test_predict_json_error():
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with pytest.raises(RuntimeError):
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predict_json(PROJECT, MODEL, [{"foo": "bar"}], version=VERSION)
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def test_census_example_to_bytes():
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b = census_to_example_bytes(JSON)
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assert EXAMPLE_BYTE_STRING == base64.b64encode(b)
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assert base64.b64encode(b) is not None
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def test_predict_tfrecord():
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# Using the same model for TFRecords and

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