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Add unit test for model_server of lit on GCP.
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from unittest import mock | ||
from absl.testing import absltest | ||
from lit_nlp.examples.gcp import model_server | ||
import webtest | ||
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class TestWSGIApp(absltest.TestCase): | ||
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@mock.patch('lit_nlp.examples.prompt_debugging.models.get_models') | ||
def test_predict_endpoint(self, mock_get_models): | ||
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mock_model = mock.MagicMock() | ||
mock_model.predict.side_effect = [{'response': 'test output text'}] | ||
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salience_model = mock.MagicMock() | ||
salience_model.predict.side_effect = [{ | ||
'tokens': ['test', 'output', 'text'], | ||
'grad_l2': [0.1234, 0.3456, 0.5678], | ||
'grad_dot_input': [0.1234, -0.3456, 0.5678], | ||
}] | ||
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tokenize_model = mock.MagicMock() | ||
tokenize_model.predict.side_effect = [ | ||
{'tokens': ['test', 'output', 'text']} | ||
] | ||
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mock_get_models.return_value = { | ||
'gemma_1.1_instruct_2b_en': mock_model, | ||
'gemma_1.1_instruct_2b_en_salience': salience_model, | ||
'gemma_1.1_instruct_2b_en_tokenize': tokenize_model, | ||
} | ||
app = webtest.TestApp(model_server.get_wsgi_app()) | ||
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response = app.post_json('/predict', {'inputs': 'test_input'}) | ||
self.assertEqual(response.status_code, 200) | ||
self.assertEqual(response.json, {'response': 'test output text'}) | ||
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response = app.post_json('/salience', {'inputs': 'test_input'}) | ||
self.assertEqual(response.status_code, 200) | ||
self.assertEqual( | ||
response.json, | ||
{ | ||
'tokens': ['test', 'output', 'text'], | ||
'grad_l2': [0.1234, 0.3456, 0.5678], | ||
'grad_dot_input': [0.1234, -0.3456, 0.5678], | ||
}, | ||
) | ||
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response = app.post_json('/tokenize', {'inputs': 'test_input'}) | ||
self.assertEqual(response.status_code, 200) | ||
self.assertEqual(response.json, {'tokens': ['test', 'output', 'text']}) | ||
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if __name__ == '__main__': | ||
absltest.main() |