|
| 1 | +import io |
1 | 2 | import unittest |
2 | 3 | from unittest.mock import Mock, patch |
| 4 | + |
| 5 | +from sagemaker.core.deserializers import JSONDeserializer |
| 6 | +from sagemaker.core.serializers import JSONSerializer |
3 | 7 | from sagemaker.serve.predictor_async import AsyncPredictor |
4 | 8 |
|
5 | 9 |
|
@@ -107,5 +111,78 @@ def test_disable_data_capture(self): |
107 | 111 | self.mock_predictor.disable_data_capture.assert_called_once() |
108 | 112 |
|
109 | 113 |
|
| 114 | +class _StubPredictor: |
| 115 | + """Minimal predictor exposing the attributes ``AsyncPredictor`` relies on.""" |
| 116 | + |
| 117 | + def __init__(self, sagemaker_session, serializer, deserializer): |
| 118 | + self.endpoint_name = "test-endpoint" |
| 119 | + self.sagemaker_session = sagemaker_session |
| 120 | + self.serializer = serializer |
| 121 | + self.deserializer = deserializer |
| 122 | + |
| 123 | + @property |
| 124 | + def accept(self): |
| 125 | + return self.deserializer.ACCEPT |
| 126 | + |
| 127 | + def _handle_response(self, response): |
| 128 | + return self.deserializer.deserialize(response["Body"], response["ContentType"]) |
| 129 | + |
| 130 | + |
| 131 | +class TestAsyncPredictorSerializerOverrides(unittest.TestCase): |
| 132 | + """Overrides set on AsyncPredictor must reach the request and the result (issue #3100).""" |
| 133 | + |
| 134 | + def setUp(self): |
| 135 | + self.sagemaker_session = Mock() |
| 136 | + self.sagemaker_session.default_bucket.return_value = "bucket" |
| 137 | + self.sagemaker_session.default_bucket_prefix = None |
| 138 | + self.sagemaker_session.sagemaker_runtime_client.invoke_endpoint_async.return_value = { |
| 139 | + "OutputLocation": "s3://bucket/output", |
| 140 | + } |
| 141 | + self.sagemaker_session.s3_client.get_object.return_value = { |
| 142 | + "Body": io.BytesIO(b'{"result": [1, 2, 3]}'), |
| 143 | + "ContentType": "application/json", |
| 144 | + } |
| 145 | + default_deserializer = Mock() |
| 146 | + default_deserializer.ACCEPT = ("*/*",) |
| 147 | + self.predictor = _StubPredictor(self.sagemaker_session, Mock(), default_deserializer) |
| 148 | + |
| 149 | + def test_deserializer_override_is_used_for_accept_and_result(self): |
| 150 | + async_predictor = AsyncPredictor(self.predictor) |
| 151 | + |
| 152 | + async_predictor.deserializer = JSONDeserializer() |
| 153 | + |
| 154 | + self.assertIsInstance(self.predictor.deserializer, JSONDeserializer) |
| 155 | + |
| 156 | + result = async_predictor.predict(input_path="s3://bucket/input") |
| 157 | + |
| 158 | + _, kwargs = self.sagemaker_session.sagemaker_runtime_client.invoke_endpoint_async.call_args |
| 159 | + self.assertEqual(kwargs["Accept"], "application/json") |
| 160 | + self.assertEqual(result, {"result": [1, 2, 3]}) |
| 161 | + |
| 162 | + def test_serializer_override_is_used_for_upload(self): |
| 163 | + async_predictor = AsyncPredictor(self.predictor, name="test") |
| 164 | + |
| 165 | + async_predictor.serializer = JSONSerializer() |
| 166 | + |
| 167 | + self.assertIsInstance(self.predictor.serializer, JSONSerializer) |
| 168 | + |
| 169 | + async_predictor.predict_async(data={"hi": "there"}) |
| 170 | + |
| 171 | + _, kwargs = self.sagemaker_session.s3_client.put_object.call_args |
| 172 | + self.assertEqual(kwargs["Body"], '{"hi": "there"}') |
| 173 | + self.assertEqual(kwargs["ContentType"], "application/json") |
| 174 | + |
| 175 | + def test_reflects_serializers_set_on_wrapped_predictor(self): |
| 176 | + async_predictor = AsyncPredictor(self.predictor) |
| 177 | + |
| 178 | + serializer = JSONSerializer() |
| 179 | + deserializer = JSONDeserializer() |
| 180 | + self.predictor.serializer = serializer |
| 181 | + self.predictor.deserializer = deserializer |
| 182 | + |
| 183 | + self.assertIs(async_predictor.serializer, serializer) |
| 184 | + self.assertIs(async_predictor.deserializer, deserializer) |
| 185 | + |
| 186 | + |
110 | 187 | if __name__ == "__main__": |
111 | 188 | unittest.main() |
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