|
1 |
| -# # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. |
2 |
| -# # |
3 |
| -# # Licensed under the Apache License, Version 2.0 (the "License"). You |
4 |
| -# # may not use this file except in compliance with the License. A copy of |
5 |
| -# # the License is located at |
6 |
| -# # |
7 |
| -# # http://aws.amazon.com/apache2.0/ |
8 |
| -# # |
9 |
| -# # or in the "license" file accompanying this file. This file is |
10 |
| -# # distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF |
11 |
| -# # ANY KIND, either express or implied. See the License for the specific |
12 |
| -# # language governing permissions and limitations under the License. |
13 |
| -# from __future__ import absolute_import |
14 |
| - |
15 |
| -# import unittest |
16 |
| -# from unittest.mock import patch, Mock |
17 |
| - |
18 |
| -# from sagemaker.serve.mode.in_process_mode import InProcessMode |
19 |
| -# from sagemaker.serve import SchemaBuilder |
20 |
| -# from sagemaker.serve.utils.types import ModelServer |
21 |
| -# from sagemaker.serve.utils.exceptions import LocalDeepPingException |
22 |
| - |
23 |
| - |
24 |
| -# mock_prompt = "Hello, I'm a language model," |
25 |
| -# mock_response = "Hello, I'm a language model, and I'm here to help you with your English." |
26 |
| -# mock_sample_input = {"inputs": mock_prompt, "parameters": {}} |
27 |
| -# mock_sample_output = [{"generated_text": mock_response}] |
28 |
| - |
29 |
| - |
30 |
| -# class TestInProcessMode(unittest.TestCase): |
31 |
| - |
32 |
| -# @patch("sagemaker.serve.mode.in_process_mode.Path") |
33 |
| -# @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
34 |
| -# @patch("sagemaker.session.Session") |
35 |
| -# def test_load_happy(self, mock_session, mock_inference_spec, mock_path): |
36 |
| -# mock_path.return_value.exists.side_effect = lambda *args, **kwargs: True |
37 |
| -# mock_path.return_value.is_dir.side_effect = lambda *args, **kwargs: True |
38 |
| - |
39 |
| -# mock_inference_spec.load.side_effect = lambda *args, **kwargs: "Dummy load" |
40 |
| - |
41 |
| -# mock_schema_builder = SchemaBuilder(mock_sample_input, mock_sample_output) |
42 |
| -# in_process_mode = InProcessMode( |
43 |
| -# model_server=ModelServer.MMS, |
44 |
| -# inference_spec=mock_inference_spec, |
45 |
| -# schema_builder=mock_schema_builder, |
46 |
| -# session=mock_session, |
47 |
| -# model_path="model_path", |
48 |
| -# env_vars={"key": "val"}, |
49 |
| -# ) |
50 |
| - |
51 |
| -# res = in_process_mode.load(model_path="/tmp/model-builder/code/") |
52 |
| - |
53 |
| -# self.assertEqual(res, "Dummy load") |
54 |
| -# self.assertEqual(in_process_mode.inference_spec, mock_inference_spec) |
55 |
| -# self.assertEqual(in_process_mode.schema_builder, mock_schema_builder) |
56 |
| -# self.assertEqual(in_process_mode.model_path, "model_path") |
57 |
| -# self.assertEqual(in_process_mode.env_vars, {"key": "val"}) |
58 |
| - |
59 |
| -# @patch("sagemaker.serve.mode.in_process_mode.Path") |
60 |
| -# @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
61 |
| -# @patch("sagemaker.session.Session") |
62 |
| -# def test_load_ex(self, mock_session, mock_inference_spec, mock_path): |
63 |
| -# mock_path.return_value.exists.side_effect = lambda *args, **kwargs: False |
64 |
| -# mock_path.return_value.is_dir.side_effect = lambda *args, **kwargs: True |
65 |
| - |
66 |
| -# mock_inference_spec.load.side_effect = lambda *args, **kwargs: "Dummy load" |
67 |
| - |
68 |
| -# mock_schema_builder = SchemaBuilder(mock_sample_input, mock_sample_output) |
69 |
| -# in_process_mode = InProcessMode( |
70 |
| -# model_server=ModelServer.MMS, |
71 |
| -# inference_spec=mock_inference_spec, |
72 |
| -# schema_builder=mock_schema_builder, |
73 |
| -# session=mock_session, |
74 |
| -# model_path="model_path", |
75 |
| -# ) |
76 |
| - |
77 |
| -# self.assertRaises(ValueError, in_process_mode.load, "/tmp/model-builder/code/") |
78 |
| - |
79 |
| -# mock_path.return_value.exists.side_effect = lambda *args, **kwargs: True |
80 |
| -# mock_path.return_value.is_dir.side_effect = lambda *args, **kwargs: False |
81 |
| - |
82 |
| -# mock_inference_spec.load.side_effect = lambda *args, **kwargs: "Dummy load" |
83 |
| -# mock_schema_builder = SchemaBuilder(mock_sample_input, mock_sample_output) |
84 |
| -# in_process_mode = InProcessMode( |
85 |
| -# model_server=ModelServer.MMS, |
86 |
| -# inference_spec=mock_inference_spec, |
87 |
| -# schema_builder=mock_schema_builder, |
88 |
| -# session=mock_session, |
89 |
| -# model_path="model_path", |
90 |
| -# ) |
91 |
| - |
92 |
| -# self.assertRaises(ValueError, in_process_mode.load, "/tmp/model-builder/code/") |
93 |
| - |
94 |
| -# @patch("sagemaker.serve.mode.in_process_mode.logger") |
95 |
| -# @patch("sagemaker.base_predictor.PredictorBase") |
96 |
| -# @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
97 |
| -# @patch("sagemaker.session.Session") |
98 |
| -# def test_create_server_happy( |
99 |
| -# self, mock_session, mock_inference_spec, mock_predictor, mock_logger |
100 |
| -# ): |
101 |
| -# mock_start_serving = Mock() |
102 |
| -# mock_start_serving.side_effect = lambda *args, **kwargs: ( |
103 |
| -# True, |
104 |
| -# None, |
105 |
| -# ) |
106 |
| - |
107 |
| -# mock_response = "Fake response" |
108 |
| -# mock_multi_model_server_deep_ping = Mock() |
109 |
| -# mock_multi_model_server_deep_ping.side_effect = lambda *args, **kwargs: ( |
110 |
| -# True, |
111 |
| -# mock_response, |
112 |
| -# ) |
113 |
| - |
114 |
| -# in_process_mode = InProcessMode( |
115 |
| -# model_server=ModelServer.MMS, |
116 |
| -# inference_spec=mock_inference_spec, |
117 |
| -# schema_builder=SchemaBuilder(mock_sample_input, mock_sample_output), |
118 |
| -# session=mock_session, |
119 |
| -# model_path="model_path", |
120 |
| -# ) |
121 |
| - |
122 |
| -# in_process_mode._multi_model_server_deep_ping = mock_multi_model_server_deep_ping |
123 |
| -# in_process_mode._start_serving = mock_start_serving |
124 |
| - |
125 |
| -# in_process_mode.create_server(predictor=mock_predictor) |
126 |
| - |
127 |
| -# mock_logger.info.assert_called_once_with( |
128 |
| -# "Waiting for model server %s to start up...", ModelServer.MMS |
129 |
| -# ) |
130 |
| -# mock_logger.debug.assert_called_once_with( |
131 |
| -# "Ping health check has passed. Returned %s", str(mock_response) |
132 |
| -# ) |
133 |
| - |
134 |
| -# @patch("sagemaker.base_predictor.PredictorBase") |
135 |
| -# @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
136 |
| -# @patch("sagemaker.session.Session") |
137 |
| -# def test_create_server_ex( |
138 |
| -# self, |
139 |
| -# mock_session, |
140 |
| -# mock_inference_spec, |
141 |
| -# mock_predictor, |
142 |
| -# ): |
143 |
| -# mock_start_serving = Mock() |
144 |
| -# mock_start_serving.side_effect = lambda *args, **kwargs: ( |
145 |
| -# True, |
146 |
| -# None, |
147 |
| -# ) |
148 |
| - |
149 |
| -# mock_multi_model_server_deep_ping = Mock() |
150 |
| -# mock_multi_model_server_deep_ping.side_effect = lambda *args, **kwargs: ( |
151 |
| -# False, |
152 |
| -# None, |
153 |
| -# ) |
154 |
| - |
155 |
| -# in_process_mode = InProcessMode( |
156 |
| -# model_server=ModelServer.MMS, |
157 |
| -# inference_spec=mock_inference_spec, |
158 |
| -# schema_builder=SchemaBuilder(mock_sample_input, mock_sample_output), |
159 |
| -# session=mock_session, |
160 |
| -# model_path="model_path", |
161 |
| -# ) |
162 |
| - |
163 |
| -# in_process_mode._multi_model_server_deep_ping = mock_multi_model_server_deep_ping |
164 |
| -# in_process_mode._start_serving = mock_start_serving |
165 |
| - |
166 |
| -# self.assertRaises(LocalDeepPingException, in_process_mode.create_server, mock_predictor) |
| 1 | +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"). You |
| 4 | +# may not use this file except in compliance with the License. A copy of |
| 5 | +# the License is located at |
| 6 | +# |
| 7 | +# http://aws.amazon.com/apache2.0/ |
| 8 | +# |
| 9 | +# or in the "license" file accompanying this file. This file is |
| 10 | +# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF |
| 11 | +# ANY KIND, either express or implied. See the License for the specific |
| 12 | +# language governing permissions and limitations under the License. |
| 13 | +from __future__ import absolute_import |
| 14 | + |
| 15 | +import unittest |
| 16 | +from unittest.mock import patch, Mock |
| 17 | + |
| 18 | +from sagemaker.serve.mode.in_process_mode import InProcessMode |
| 19 | +from sagemaker.serve import SchemaBuilder |
| 20 | +from sagemaker.serve.utils.types import ModelServer |
| 21 | +from sagemaker.serve.utils.exceptions import LocalDeepPingException |
| 22 | + |
| 23 | + |
| 24 | +mock_prompt = "Hello, I'm a language model," |
| 25 | +mock_response = "Hello, I'm a language model, and I'm here to help you with your English." |
| 26 | +mock_sample_input = {"inputs": mock_prompt, "parameters": {}} |
| 27 | +mock_sample_output = [{"generated_text": mock_response}] |
| 28 | + |
| 29 | + |
| 30 | +class TestInProcessMode(unittest.TestCase): |
| 31 | + |
| 32 | + @patch("sagemaker.serve.mode.in_process_mode.Path") |
| 33 | + @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
| 34 | + @patch("sagemaker.session.Session") |
| 35 | + def test_load_happy(self, mock_session, mock_inference_spec, mock_path): |
| 36 | + mock_path.return_value.exists.side_effect = lambda *args, **kwargs: True |
| 37 | + mock_path.return_value.is_dir.side_effect = lambda *args, **kwargs: True |
| 38 | + |
| 39 | + mock_inference_spec.load.side_effect = lambda *args, **kwargs: "Dummy load" |
| 40 | + |
| 41 | + mock_schema_builder = SchemaBuilder(mock_sample_input, mock_sample_output) |
| 42 | + in_process_mode = InProcessMode( |
| 43 | + model_server=ModelServer.MMS, |
| 44 | + inference_spec=mock_inference_spec, |
| 45 | + schema_builder=mock_schema_builder, |
| 46 | + session=mock_session, |
| 47 | + model_path="model_path", |
| 48 | + env_vars={"key": "val"}, |
| 49 | + ) |
| 50 | + |
| 51 | + res = in_process_mode.load(model_path="/tmp/model-builder/code/") |
| 52 | + |
| 53 | + self.assertEqual(res, "Dummy load") |
| 54 | + self.assertEqual(in_process_mode.inference_spec, mock_inference_spec) |
| 55 | + self.assertEqual(in_process_mode.schema_builder, mock_schema_builder) |
| 56 | + self.assertEqual(in_process_mode.model_path, "model_path") |
| 57 | + self.assertEqual(in_process_mode.env_vars, {"key": "val"}) |
| 58 | + |
| 59 | + @patch("sagemaker.serve.mode.in_process_mode.Path") |
| 60 | + @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
| 61 | + @patch("sagemaker.session.Session") |
| 62 | + def test_load_ex(self, mock_session, mock_inference_spec, mock_path): |
| 63 | + mock_path.return_value.exists.side_effect = lambda *args, **kwargs: False |
| 64 | + mock_path.return_value.is_dir.side_effect = lambda *args, **kwargs: True |
| 65 | + |
| 66 | + mock_inference_spec.load.side_effect = lambda *args, **kwargs: "Dummy load" |
| 67 | + |
| 68 | + mock_schema_builder = SchemaBuilder(mock_sample_input, mock_sample_output) |
| 69 | + in_process_mode = InProcessMode( |
| 70 | + model_server=ModelServer.MMS, |
| 71 | + inference_spec=mock_inference_spec, |
| 72 | + schema_builder=mock_schema_builder, |
| 73 | + session=mock_session, |
| 74 | + model_path="model_path", |
| 75 | + ) |
| 76 | + |
| 77 | + self.assertRaises(ValueError, in_process_mode.load, "/tmp/model-builder/code/") |
| 78 | + |
| 79 | + mock_path.return_value.exists.side_effect = lambda *args, **kwargs: True |
| 80 | + mock_path.return_value.is_dir.side_effect = lambda *args, **kwargs: False |
| 81 | + |
| 82 | + mock_inference_spec.load.side_effect = lambda *args, **kwargs: "Dummy load" |
| 83 | + mock_schema_builder = SchemaBuilder(mock_sample_input, mock_sample_output) |
| 84 | + in_process_mode = InProcessMode( |
| 85 | + model_server=ModelServer.MMS, |
| 86 | + inference_spec=mock_inference_spec, |
| 87 | + schema_builder=mock_schema_builder, |
| 88 | + session=mock_session, |
| 89 | + model_path="model_path", |
| 90 | + ) |
| 91 | + |
| 92 | + self.assertRaises(ValueError, in_process_mode.load, "/tmp/model-builder/code/") |
| 93 | + |
| 94 | + @patch("sagemaker.serve.mode.in_process_mode.logger") |
| 95 | + @patch("sagemaker.base_predictor.PredictorBase") |
| 96 | + @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
| 97 | + @patch("sagemaker.session.Session") |
| 98 | + def test_create_server_happy( |
| 99 | + self, mock_session, mock_inference_spec, mock_predictor, mock_logger |
| 100 | + ): |
| 101 | + mock_start_serving = Mock() |
| 102 | + mock_start_serving.side_effect = lambda *args, **kwargs: ( |
| 103 | + True, |
| 104 | + None, |
| 105 | + ) |
| 106 | + |
| 107 | + mock_response = "Fake response" |
| 108 | + mock_multi_model_server_deep_ping = Mock() |
| 109 | + mock_multi_model_server_deep_ping.side_effect = lambda *args, **kwargs: ( |
| 110 | + True, |
| 111 | + mock_response, |
| 112 | + ) |
| 113 | + |
| 114 | + in_process_mode = InProcessMode( |
| 115 | + model_server=ModelServer.MMS, |
| 116 | + inference_spec=mock_inference_spec, |
| 117 | + schema_builder=SchemaBuilder(mock_sample_input, mock_sample_output), |
| 118 | + session=mock_session, |
| 119 | + model_path="model_path", |
| 120 | + ) |
| 121 | + |
| 122 | + in_process_mode._multi_model_server_deep_ping = mock_multi_model_server_deep_ping |
| 123 | + in_process_mode._start_serving = mock_start_serving |
| 124 | + |
| 125 | + in_process_mode.create_server(predictor=mock_predictor) |
| 126 | + |
| 127 | + mock_logger.info.assert_called_once_with( |
| 128 | + "Waiting for model server %s to start up...", ModelServer.MMS |
| 129 | + ) |
| 130 | + mock_logger.debug.assert_called_once_with( |
| 131 | + "Ping health check has passed. Returned %s", str(mock_response) |
| 132 | + ) |
| 133 | + |
| 134 | + @patch("sagemaker.base_predictor.PredictorBase") |
| 135 | + @patch("sagemaker.serve.spec.inference_spec.InferenceSpec") |
| 136 | + @patch("sagemaker.session.Session") |
| 137 | + def test_create_server_ex( |
| 138 | + self, |
| 139 | + mock_session, |
| 140 | + mock_inference_spec, |
| 141 | + mock_predictor, |
| 142 | + ): |
| 143 | + mock_start_serving = Mock() |
| 144 | + mock_start_serving.side_effect = lambda *args, **kwargs: ( |
| 145 | + True, |
| 146 | + None, |
| 147 | + ) |
| 148 | + |
| 149 | + mock_multi_model_server_deep_ping = Mock() |
| 150 | + mock_multi_model_server_deep_ping.side_effect = lambda *args, **kwargs: ( |
| 151 | + False, |
| 152 | + None, |
| 153 | + ) |
| 154 | + |
| 155 | + in_process_mode = InProcessMode( |
| 156 | + model_server=ModelServer.MMS, |
| 157 | + inference_spec=mock_inference_spec, |
| 158 | + schema_builder=SchemaBuilder(mock_sample_input, mock_sample_output), |
| 159 | + session=mock_session, |
| 160 | + model_path="model_path", |
| 161 | + ) |
| 162 | + |
| 163 | + in_process_mode._multi_model_server_deep_ping = mock_multi_model_server_deep_ping |
| 164 | + in_process_mode._start_serving = mock_start_serving |
| 165 | + |
| 166 | + self.assertRaises(LocalDeepPingException, in_process_mode.create_server, mock_predictor) |
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