|
5 | 5 | import pytest
|
6 | 6 |
|
7 | 7 | from pyatlan.client.atlan import AtlanClient
|
8 |
| -from pyatlan.model.assets import AIApplication, AIModel, Asset, Connection, Table |
| 8 | +from pyatlan.model.assets import AIApplication, AIModel, Asset, Connection |
9 | 9 | from pyatlan.model.enums import (
|
10 | 10 | AIApplicationDevelopmentStage,
|
11 | 11 | AIDatasetType,
|
@@ -130,110 +130,159 @@ def test_ai_model_processes_creator(
|
130 | 130 | query = (
|
131 | 131 | FluentSearch()
|
132 | 132 | .where(Asset.CONNECTION_QUALIFIED_NAME.eq(connection_response.qualified_name))
|
133 |
| - .where(Asset.TYPE_NAME.eq("Table")) |
134 |
| - .include_on_results("guid") |
| 133 | + .where(Asset.TYPE_NAME.eq("View")) |
| 134 | + .include_on_results(Asset.NAME) |
| 135 | + .include_on_results(Asset.GUID) |
| 136 | + .include_on_results(Asset.TYPE_NAME) |
135 | 137 | ).to_request()
|
136 |
| - guids = [result.guid for result in client.asset.search(query)] |
| 138 | + |
| 139 | + list_training = [] |
| 140 | + list_testing = [] |
| 141 | + list_inference = [] |
| 142 | + for results in client.asset.search(query): |
| 143 | + list_training.append(results) |
| 144 | + list_testing.append(results) |
| 145 | + list_inference.append(results) |
| 146 | + |
| 147 | + query = ( |
| 148 | + FluentSearch() |
| 149 | + .where(Asset.CONNECTION_QUALIFIED_NAME.eq(connection_response.qualified_name)) |
| 150 | + .where(Asset.TYPE_NAME.eq("Database")) |
| 151 | + .include_on_results(Asset.NAME) |
| 152 | + .include_on_results(Asset.GUID) |
| 153 | + .include_on_results(Asset.TYPE_NAME) |
| 154 | + ).to_request() |
| 155 | + |
| 156 | + list_validation = [] |
| 157 | + list_output = [] |
| 158 | + for results in client.asset.search(query): |
| 159 | + list_validation.append(results) |
| 160 | + list_output.append(results) |
| 161 | + |
137 | 162 | database_dict = {
|
138 |
| - AIDatasetType.TRAINING: [ |
139 |
| - Table.ref_by_guid(guid=guids[0]), |
140 |
| - Table.ref_by_guid(guid=guids[1]), |
141 |
| - ], |
142 |
| - AIDatasetType.TESTING: [Table.ref_by_guid(guid=guids[1])], |
143 |
| - AIDatasetType.INFERENCE: [Table.ref_by_guid(guid=guids[2])], |
144 |
| - AIDatasetType.VALIDATION: [Table.ref_by_guid(guid=guids[3])], |
145 |
| - AIDatasetType.OUTPUT: [Table.ref_by_guid(guid=guids[4])], |
| 163 | + AIDatasetType.TRAINING: list_training, |
| 164 | + AIDatasetType.TESTING: list_testing, |
| 165 | + AIDatasetType.INFERENCE: list_inference, |
| 166 | + AIDatasetType.VALIDATION: list_validation, |
| 167 | + AIDatasetType.OUTPUT: list_output, |
146 | 168 | }
|
147 | 169 | created_processes = AIModel.processes_creator(
|
148 | 170 | a_i_model_guid=ai_model.guid,
|
149 |
| - ai_model_name=ai_model.name, |
| 171 | + a_i_model_name=AI_MODEL_NAME, # Add fallback for type safety |
150 | 172 | database_dict=database_dict,
|
151 | 173 | )
|
| 174 | + response = AIModel.processes_batch_save(client, created_processes) |
152 | 175 |
|
153 |
| - mutation_response = client.asset.save(created_processes) # type: ignore |
| 176 | + assert len(response) == 1 |
| 177 | + mutation_response = response[0] |
154 | 178 | assert (
|
155 | 179 | mutation_response.mutated_entities and mutation_response.mutated_entities.CREATE
|
156 | 180 | )
|
157 |
| - assert mutation_response.mutated_entities.CREATE[0] |
158 |
| - assert ( |
159 |
| - mutation_response.mutated_entities.CREATE[0].ai_dataset_type # type: ignore |
160 |
| - == AIDatasetType.TRAINING |
161 |
| - ) |
162 |
| - assert ( |
163 |
| - mutation_response.mutated_entities.CREATE[0].inputs # type: ignore |
164 |
| - and mutation_response.mutated_entities.CREATE[0].inputs[0].guid == guids[0] # type: ignore |
165 |
| - ) |
166 |
| - assert ( |
167 |
| - mutation_response.mutated_entities.CREATE[0].outputs # type: ignore |
168 |
| - and mutation_response.mutated_entities.CREATE[0].outputs[0].guid # type: ignore |
169 |
| - == ai_model.guid |
170 |
| - ) |
171 |
| - assert mutation_response.mutated_entities.CREATE[1] |
172 |
| - assert ( |
173 |
| - mutation_response.mutated_entities.CREATE[1].ai_dataset_type # type: ignore |
174 |
| - == AIDatasetType.TRAINING |
175 |
| - ) |
176 |
| - assert ( |
177 |
| - mutation_response.mutated_entities.CREATE[1].inputs # type: ignore |
178 |
| - and mutation_response.mutated_entities.CREATE[1].inputs[0].guid == guids[1] # type: ignore |
179 |
| - ) |
180 |
| - assert ( |
181 |
| - mutation_response.mutated_entities.CREATE[1].outputs # type: ignore |
182 |
| - and mutation_response.mutated_entities.CREATE[1].outputs[0].guid # type: ignore |
183 |
| - == ai_model.guid |
184 |
| - ) |
185 |
| - assert mutation_response.mutated_entities.CREATE[2] |
186 |
| - assert ( |
187 |
| - mutation_response.mutated_entities.CREATE[2].ai_dataset_type # type: ignore |
188 |
| - == AIDatasetType.TESTING |
189 |
| - ) |
190 |
| - assert ( |
191 |
| - mutation_response.mutated_entities.CREATE[2].inputs # type: ignore |
192 |
| - and mutation_response.mutated_entities.CREATE[2].inputs[0].guid == guids[1] # type: ignore |
193 |
| - ) |
194 |
| - assert ( |
195 |
| - mutation_response.mutated_entities.CREATE[2].outputs # type: ignore |
196 |
| - and mutation_response.mutated_entities.CREATE[2].outputs[0].guid # type: ignore |
197 |
| - == ai_model.guid |
198 |
| - ) |
199 |
| - assert mutation_response.mutated_entities.CREATE[3] |
200 |
| - assert ( |
201 |
| - mutation_response.mutated_entities.CREATE[3].ai_dataset_type # type: ignore |
202 |
| - == AIDatasetType.INFERENCE |
203 |
| - ) |
204 |
| - assert ( |
205 |
| - mutation_response.mutated_entities.CREATE[3].inputs # type: ignore |
206 |
| - and mutation_response.mutated_entities.CREATE[3].inputs[0].guid == guids[2] # type: ignore |
207 |
| - ) |
208 |
| - assert ( |
209 |
| - mutation_response.mutated_entities.CREATE[3].outputs # type: ignore |
210 |
| - and mutation_response.mutated_entities.CREATE[3].outputs[0].guid # type: ignore |
211 |
| - == ai_model.guid |
212 |
| - ) |
213 |
| - assert mutation_response.mutated_entities.CREATE[4] |
214 |
| - assert ( |
215 |
| - mutation_response.mutated_entities.CREATE[4].ai_dataset_type # type: ignore |
216 |
| - == AIDatasetType.VALIDATION |
217 |
| - ) |
218 |
| - assert ( |
219 |
| - mutation_response.mutated_entities.CREATE[4].inputs # type: ignore |
220 |
| - and mutation_response.mutated_entities.CREATE[4].inputs[0].guid == guids[3] # type: ignore |
221 |
| - ) |
222 |
| - assert ( |
223 |
| - mutation_response.mutated_entities.CREATE[4].outputs # type: ignore |
224 |
| - and mutation_response.mutated_entities.CREATE[4].outputs[0].guid # type: ignore |
225 |
| - == ai_model.guid |
226 |
| - ) |
227 |
| - assert mutation_response.mutated_entities.CREATE[5] # type: ignore |
228 |
| - assert ( |
229 |
| - mutation_response.mutated_entities.CREATE[5].ai_dataset_type # type: ignore |
230 |
| - == AIDatasetType.OUTPUT |
231 |
| - ) |
232 |
| - assert ( |
233 |
| - mutation_response.mutated_entities.CREATE[5].inputs # type: ignore |
234 |
| - and mutation_response.mutated_entities.CREATE[5].inputs[0].guid == ai_model.guid # type: ignore |
235 |
| - ) |
236 |
| - assert ( |
237 |
| - mutation_response.mutated_entities.CREATE[5].outputs # type: ignore |
238 |
| - and mutation_response.mutated_entities.CREATE[5].outputs[0].guid == guids[4] # type: ignore |
239 |
| - ) |
| 181 | + for i in range(len(list_training)): |
| 182 | + assert mutation_response.mutated_entities.CREATE[i] |
| 183 | + assert ( |
| 184 | + mutation_response.mutated_entities.CREATE[i].ai_dataset_type # type: ignore |
| 185 | + == AIDatasetType.TRAINING |
| 186 | + ) |
| 187 | + assert ( |
| 188 | + mutation_response.mutated_entities.CREATE[i].inputs # type: ignore |
| 189 | + and mutation_response.mutated_entities.CREATE[i].inputs[0].guid |
| 190 | + == list_training[i].guid # type: ignore |
| 191 | + ) |
| 192 | + assert ( |
| 193 | + mutation_response.mutated_entities.CREATE[i].outputs # type: ignore |
| 194 | + and mutation_response.mutated_entities.CREATE[i].outputs[0].guid # type: ignore |
| 195 | + == ai_model.guid |
| 196 | + ) |
| 197 | + current_process_sum = len(list_training) |
| 198 | + for i in range(len(list_testing)): |
| 199 | + assert mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 200 | + assert ( |
| 201 | + mutation_response.mutated_entities.CREATE[ |
| 202 | + i + current_process_sum |
| 203 | + ].ai_dataset_type # type: ignore |
| 204 | + == AIDatasetType.TESTING |
| 205 | + ) |
| 206 | + assert ( |
| 207 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].inputs # type: ignore |
| 208 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 209 | + .inputs[0] |
| 210 | + .guid |
| 211 | + == list_testing[i].guid # type: ignore |
| 212 | + ) |
| 213 | + assert ( |
| 214 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].outputs # type: ignore |
| 215 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 216 | + .outputs[0] |
| 217 | + .guid # type: ignore |
| 218 | + == ai_model.guid |
| 219 | + ) |
| 220 | + current_process_sum += len(list_testing) |
| 221 | + for i in range(len(list_inference)): |
| 222 | + assert mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 223 | + assert ( |
| 224 | + mutation_response.mutated_entities.CREATE[ |
| 225 | + i + current_process_sum |
| 226 | + ].ai_dataset_type # type: ignore |
| 227 | + == AIDatasetType.INFERENCE |
| 228 | + ) |
| 229 | + assert ( |
| 230 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].inputs # type: ignore |
| 231 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 232 | + .inputs[0] |
| 233 | + .guid |
| 234 | + == list_inference[i].guid # type: ignore |
| 235 | + ) |
| 236 | + assert ( |
| 237 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].outputs # type: ignore |
| 238 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 239 | + .outputs[0] |
| 240 | + .guid # type: ignore |
| 241 | + == ai_model.guid |
| 242 | + ) |
| 243 | + current_process_sum += len(list_inference) |
| 244 | + for i in range(len(list_validation)): |
| 245 | + assert mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 246 | + assert ( |
| 247 | + mutation_response.mutated_entities.CREATE[ |
| 248 | + i + current_process_sum |
| 249 | + ].ai_dataset_type # type: ignore |
| 250 | + == AIDatasetType.VALIDATION |
| 251 | + ) |
| 252 | + assert ( |
| 253 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].inputs # type: ignore |
| 254 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 255 | + .inputs[0] |
| 256 | + .guid |
| 257 | + == list_validation[i].guid # type: ignore |
| 258 | + ) |
| 259 | + assert ( |
| 260 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].outputs # type: ignore |
| 261 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 262 | + .outputs[0] |
| 263 | + .guid # type: ignore |
| 264 | + == ai_model.guid |
| 265 | + ) |
| 266 | + current_process_sum += len(list_validation) |
| 267 | + for i in range(len(list_output)): |
| 268 | + assert mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 269 | + assert ( |
| 270 | + mutation_response.mutated_entities.CREATE[ |
| 271 | + i + current_process_sum |
| 272 | + ].ai_dataset_type # type: ignore |
| 273 | + == AIDatasetType.OUTPUT |
| 274 | + ) |
| 275 | + assert ( |
| 276 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].inputs # type: ignore |
| 277 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 278 | + .inputs[0] |
| 279 | + .guid |
| 280 | + == ai_model.guid # type: ignore |
| 281 | + ) |
| 282 | + assert ( |
| 283 | + mutation_response.mutated_entities.CREATE[i + current_process_sum].outputs # type: ignore |
| 284 | + and mutation_response.mutated_entities.CREATE[i + current_process_sum] |
| 285 | + .outputs[0] |
| 286 | + .guid # type: ignore |
| 287 | + == list_output[i].guid |
| 288 | + ) |
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