|
| 1 | + |
| 2 | +from unittest.mock import Mock |
| 3 | +from unittest.mock import patch |
| 4 | + |
| 5 | + |
| 6 | +from minds.datasources.examples import example_ds |
| 7 | + |
| 8 | +def get_client(): |
| 9 | + from minds.client import Client |
| 10 | + return Client(API_KEY) |
| 11 | + |
| 12 | +from minds import rest_api |
| 13 | + |
| 14 | +# patch _raise_for_status |
| 15 | +rest_api._raise_for_status = Mock() |
| 16 | +# |
| 17 | +def response_mock(mock, data): |
| 18 | + def side_effect(*args, **kwargs): |
| 19 | + r_mock = Mock() |
| 20 | + r_mock.status_code = 200 |
| 21 | + r_mock.json.return_value = data |
| 22 | + return r_mock |
| 23 | + mock.side_effect = side_effect |
| 24 | + |
| 25 | + |
| 26 | +API_KEY = '1234567890abc' |
| 27 | + |
| 28 | + |
| 29 | +class TestDatasources: |
| 30 | + |
| 31 | + def _compare_ds(self, ds1, ds2): |
| 32 | + assert ds1.name == ds2.name |
| 33 | + assert ds1.engine == ds2.engine |
| 34 | + assert ds1.description == ds2.description |
| 35 | + assert ds1.connection_data == ds2.connection_data |
| 36 | + assert ds1.tables == ds2.tables |
| 37 | + |
| 38 | + @patch('requests.get') |
| 39 | + @patch('requests.post') |
| 40 | + @patch('requests.delete') |
| 41 | + def test_create_datasources(self, mock_del, mock_post, mock_get): |
| 42 | + client = get_client() |
| 43 | + response_mock(mock_get, example_ds.model_dump()) |
| 44 | + |
| 45 | + ds = client.datasources.create(example_ds) |
| 46 | + def check_ds_created(ds, mock_post): |
| 47 | + self._compare_ds(ds, example_ds) |
| 48 | + args, kwargs = mock_post.call_args |
| 49 | + |
| 50 | + assert kwargs['headers'] == {'Authorization': 'Bearer ' + API_KEY} |
| 51 | + assert kwargs['json'] == example_ds.model_dump() |
| 52 | + assert args[0] == 'https://mdb.ai/api/datasources' |
| 53 | + |
| 54 | + check_ds_created(ds, mock_post) |
| 55 | + |
| 56 | + # with replace |
| 57 | + ds = client.datasources.create(example_ds, replace=True) |
| 58 | + args, _ = mock_del.call_args |
| 59 | + assert args[0].endswith(f'/api/datasources/{example_ds.name}') |
| 60 | + |
| 61 | + check_ds_created(ds, mock_post) |
| 62 | + |
| 63 | + @patch('requests.get') |
| 64 | + def test_get_datasource(self, mock_get): |
| 65 | + client = get_client() |
| 66 | + |
| 67 | + response_mock(mock_get, example_ds.model_dump()) |
| 68 | + ds = client.datasources.get(example_ds.name) |
| 69 | + self._compare_ds(ds, example_ds) |
| 70 | + |
| 71 | + args, _ = mock_get.call_args |
| 72 | + assert args[0].endswith(f'/api/datasources/{example_ds.name}') |
| 73 | + |
| 74 | + @patch('requests.delete') |
| 75 | + def test_delete_datasource(self, mock_del): |
| 76 | + client = get_client() |
| 77 | + |
| 78 | + client.datasources.drop('ds_name') |
| 79 | + |
| 80 | + args, _ = mock_del.call_args |
| 81 | + assert args[0].endswith(f'/api/datasources/ds_name') |
| 82 | + |
| 83 | + @patch('requests.get') |
| 84 | + def test_list_datasources(self, mock_get): |
| 85 | + client = get_client() |
| 86 | + |
| 87 | + response_mock(mock_get, [example_ds.model_dump()]) |
| 88 | + ds_list = client.datasources.list() |
| 89 | + assert len(ds_list) == 1 |
| 90 | + ds = ds_list[0] |
| 91 | + self._compare_ds(ds, example_ds) |
| 92 | + |
| 93 | + args, _ = mock_get.call_args |
| 94 | + assert args[0].endswith(f'/api/datasources') |
| 95 | + |
| 96 | + |
| 97 | +class TestMinds: |
| 98 | + |
| 99 | + mind_json = { |
| 100 | + 'model_name': 'gpt-4o', |
| 101 | + 'name': 'test_mind', |
| 102 | + 'datasources': ['example_ds'], |
| 103 | + 'provider': 'openai', |
| 104 | + 'parameters': { |
| 105 | + 'prompt_template': "Answer the user's question" |
| 106 | + }, |
| 107 | + 'created_at': 'Thu, 26 Sep 2024 13:40:57 GMT', |
| 108 | + 'updated_at': 'Thu, 26 Sep 2024 13:40:57 GMT', |
| 109 | + } |
| 110 | + |
| 111 | + def compare_mind(self, mind, mind_json): |
| 112 | + assert mind.name == mind_json['name'] |
| 113 | + assert mind.model_name == mind_json['model_name'] |
| 114 | + assert mind.provider == mind_json['provider'] |
| 115 | + assert mind.parameters == mind_json['parameters'] |
| 116 | + |
| 117 | + @patch('requests.get') |
| 118 | + @patch('requests.post') |
| 119 | + @patch('requests.delete') |
| 120 | + def test_create(self, mock_del, mock_post, mock_get): |
| 121 | + client = get_client() |
| 122 | + |
| 123 | + mind_name = 'test_mind' |
| 124 | + parameters = {'prompt_template': 'always agree'} |
| 125 | + datasources = ['my_ds'] |
| 126 | + provider = 'openai' |
| 127 | + |
| 128 | + response_mock(mock_get, self.mind_json) |
| 129 | + create_params = { |
| 130 | + 'name': mind_name, |
| 131 | + 'parameters': parameters, |
| 132 | + 'datasources': datasources |
| 133 | + } |
| 134 | + mind = client.minds.create(**create_params) |
| 135 | + |
| 136 | + def check_mind_created(mind, mock_post, create_params): |
| 137 | + args, kwargs = mock_post.call_args |
| 138 | + assert args[0].endswith('/api/projects/mindsdb/minds') |
| 139 | + request = kwargs['json'] |
| 140 | + for k, v in create_params.items(): |
| 141 | + assert request[k] == v |
| 142 | + |
| 143 | + self.compare_mind(mind, self.mind_json) |
| 144 | + |
| 145 | + check_mind_created(mind, mock_post, create_params) |
| 146 | + |
| 147 | + # with replace |
| 148 | + create_params = { |
| 149 | + 'name': mind_name, |
| 150 | + 'parameters': parameters, |
| 151 | + 'provider': provider, |
| 152 | + } |
| 153 | + mind = client.minds.create(replace=True, **create_params) |
| 154 | + |
| 155 | + # was deleted |
| 156 | + args, _ = mock_del.call_args |
| 157 | + assert args[0].endswith(f'/api/projects/mindsdb/minds/{mind_name}') |
| 158 | + |
| 159 | + check_mind_created(mind, mock_post, create_params) |
| 160 | + |
| 161 | + @patch('requests.get') |
| 162 | + @patch('requests.patch') |
| 163 | + def test_update(self, mock_patch, mock_get): |
| 164 | + client = get_client() |
| 165 | + |
| 166 | + response_mock(mock_get, self.mind_json) |
| 167 | + mind = client.minds.get('mind_name') |
| 168 | + |
| 169 | + update_params = dict( |
| 170 | + name='mind_name2', |
| 171 | + datasources=['ds_name'], |
| 172 | + provider='ollama', |
| 173 | + model_name='llama', |
| 174 | + parameters={ |
| 175 | + 'prompt_template': 'be polite' |
| 176 | + } |
| 177 | + ) |
| 178 | + mind.update(**update_params) |
| 179 | + |
| 180 | + args, kwargs = mock_patch.call_args |
| 181 | + assert args[0].endswith(f'/api/projects/mindsdb/minds/{self.mind_json["name"]}') |
| 182 | + |
| 183 | + assert kwargs['json'] == update_params |
| 184 | + |
| 185 | + @patch('requests.get') |
| 186 | + def test_get(self, mock_get): |
| 187 | + client = get_client() |
| 188 | + |
| 189 | + response_mock(mock_get, self.mind_json) |
| 190 | + |
| 191 | + mind = client.minds.get('my_mind') |
| 192 | + self.compare_mind(mind, self.mind_json) |
| 193 | + |
| 194 | + args, _ = mock_get.call_args |
| 195 | + assert args[0].endswith(f'/api/projects/mindsdb/minds/my_mind') |
| 196 | + |
| 197 | + @patch('requests.get') |
| 198 | + def test_list(self, mock_get): |
| 199 | + client = get_client() |
| 200 | + |
| 201 | + response_mock(mock_get, [self.mind_json]) |
| 202 | + minds_list = client.minds.list() |
| 203 | + assert len(minds_list) == 1 |
| 204 | + self.compare_mind(minds_list[0], self.mind_json) |
| 205 | + |
| 206 | + args, _ = mock_get.call_args |
| 207 | + assert args[0].endswith(f'/api/projects/mindsdb/minds') |
| 208 | + |
| 209 | + @patch('requests.delete') |
| 210 | + def test_delete(self, mock_del): |
| 211 | + client = get_client() |
| 212 | + client.minds.drop('my_name') |
| 213 | + |
| 214 | + args, _ = mock_del.call_args |
| 215 | + assert args[0].endswith(f'/api/projects/mindsdb/minds/my_name') |
| 216 | + |
| 217 | + @patch('requests.get') |
| 218 | + @patch('minds.minds.OpenAI') |
| 219 | + def test_completion(self, mock_openai, mock_get): |
| 220 | + client = get_client() |
| 221 | + |
| 222 | + response_mock(mock_get, self.mind_json) |
| 223 | + mind = client.minds.get('mind_name') |
| 224 | + |
| 225 | + openai_response = 'how can I assist you today?' |
| 226 | + |
| 227 | + def openai_completion_f(messages, *args, **kwargs): |
| 228 | + # echo question |
| 229 | + answer = messages[0]['content'] |
| 230 | + |
| 231 | + response = Mock() |
| 232 | + choice = Mock() |
| 233 | + choice.message.content = answer |
| 234 | + choice.delta.content = answer # for stream |
| 235 | + response.choices = [choice] |
| 236 | + |
| 237 | + if kwargs.get('stream'): |
| 238 | + return [response] |
| 239 | + else: |
| 240 | + return response |
| 241 | + |
| 242 | + mock_openai().chat.completions.create.side_effect = openai_completion_f |
| 243 | + |
| 244 | + question = 'the ultimate question' |
| 245 | + |
| 246 | + answer = mind.completion(question) |
| 247 | + assert answer == question |
| 248 | + |
| 249 | + success = False |
| 250 | + for chunk in mind.completion(question, stream=True): |
| 251 | + if question == chunk.content.lower(): |
| 252 | + success = True |
| 253 | + assert success is True |
| 254 | + |
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