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12 | 12 | # language governing permissions and limitations under the License.
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13 | 13 | from __future__ import absolute_import
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14 | 14 |
|
| 15 | +import json |
15 | 16 | import os
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16 |
| -from sagemaker.model_card.schema_constraints import ModelApprovalStatusEnum |
| 17 | +from sagemaker.model_card.model_card import ( |
| 18 | + AdditionalInformation, |
| 19 | + BusinessDetails, |
| 20 | + IntendedUses, |
| 21 | + ModelCard, |
| 22 | + ModelOverview, |
| 23 | + ModelPackageModelCard, |
| 24 | +) |
| 25 | +from sagemaker.model_card.schema_constraints import ModelApprovalStatusEnum, ModelCardStatusEnum |
17 | 26 | from sagemaker.utils import unique_name_from_base
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18 | 27 | from tests.integ import DATA_DIR
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19 | 28 | from sagemaker.xgboost import XGBoostModel
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@@ -183,6 +192,216 @@ def test_update_source_uri(sagemaker_session):
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183 | 192 | assert desc_model_package["SourceUri"] == source_uri
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184 | 193 |
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185 | 194 |
|
| 195 | +def test_update_model_card_with_model_card_object(sagemaker_session): |
| 196 | + model_group_name = unique_name_from_base("test-model-group") |
| 197 | + intended_uses = IntendedUses( |
| 198 | + purpose_of_model="Test model card.", |
| 199 | + intended_uses="Not used except this test.", |
| 200 | + factors_affecting_model_efficiency="No.", |
| 201 | + risk_rating="Low", |
| 202 | + explanations_for_risk_rating="Just an example.", |
| 203 | + ) |
| 204 | + business_details = BusinessDetails( |
| 205 | + business_problem="The business problem that your model is used to solve.", |
| 206 | + business_stakeholders="The stakeholders who have the interest in the business that your model is used for.", |
| 207 | + line_of_business="Services that the business is offering.", |
| 208 | + ) |
| 209 | + additional_information = AdditionalInformation( |
| 210 | + ethical_considerations="Your model ethical consideration.", |
| 211 | + caveats_and_recommendations="Your model's caveats and recommendations.", |
| 212 | + custom_details={"custom details1": "details value"}, |
| 213 | + ) |
| 214 | + |
| 215 | + model_overview = ModelOverview(model_creator="TestCreator") |
| 216 | + |
| 217 | + my_card = ModelCard( |
| 218 | + name="TestName", |
| 219 | + sagemaker_session=sagemaker_session, |
| 220 | + status=ModelCardStatusEnum.DRAFT, |
| 221 | + model_overview=model_overview, |
| 222 | + intended_uses=intended_uses, |
| 223 | + business_details=business_details, |
| 224 | + additional_information=additional_information, |
| 225 | + ) |
| 226 | + |
| 227 | + sagemaker_session.sagemaker_client.create_model_package_group( |
| 228 | + ModelPackageGroupName=model_group_name |
| 229 | + ) |
| 230 | + |
| 231 | + xgb_model_data_s3 = sagemaker_session.upload_data( |
| 232 | + path=os.path.join(_XGBOOST_PATH, "xgb_model.tar.gz"), |
| 233 | + key_prefix="integ-test-data/xgboost/model", |
| 234 | + ) |
| 235 | + model = XGBoostModel( |
| 236 | + model_data=xgb_model_data_s3, framework_version="1.3-1", sagemaker_session=sagemaker_session |
| 237 | + ) |
| 238 | + |
| 239 | + model_package = model.register( |
| 240 | + content_types=["text/csv"], |
| 241 | + response_types=["text/csv"], |
| 242 | + inference_instances=["ml.m5.large"], |
| 243 | + transform_instances=["ml.m5.large"], |
| 244 | + model_package_group_name=model_group_name, |
| 245 | + model_card=my_card, |
| 246 | + ) |
| 247 | + |
| 248 | + desc_model_package = sagemaker_session.sagemaker_client.describe_model_package( |
| 249 | + ModelPackageName=model_package.model_package_arn |
| 250 | + ) |
| 251 | + |
| 252 | + updated_model_overview = ModelOverview(model_creator="updatedCreator") |
| 253 | + updated_intended_uses = IntendedUses( |
| 254 | + purpose_of_model="Updated Test model card.", |
| 255 | + ) |
| 256 | + updated_my_card = ModelCard( |
| 257 | + name="TestName", |
| 258 | + sagemaker_session=sagemaker_session, |
| 259 | + model_overview=updated_model_overview, |
| 260 | + intended_uses=updated_intended_uses, |
| 261 | + ) |
| 262 | + model_package.update_model_card(updated_my_card) |
| 263 | + desc_model_package = sagemaker_session.sagemaker_client.describe_model_package( |
| 264 | + ModelPackageName=model_package.model_package_arn |
| 265 | + ) |
| 266 | + |
| 267 | + model_card_content = json.loads(desc_model_package["ModelCard"]["ModelCardContent"]) |
| 268 | + assert model_card_content["intended_uses"]["purpose_of_model"] == "Updated Test model card." |
| 269 | + assert model_card_content["model_overview"]["model_creator"] == "updatedCreator" |
| 270 | + updated_my_card_status = ModelCard( |
| 271 | + name="TestName", |
| 272 | + sagemaker_session=sagemaker_session, |
| 273 | + status=ModelCardStatusEnum.PENDING_REVIEW, |
| 274 | + ) |
| 275 | + model_package.update_model_card(updated_my_card_status) |
| 276 | + desc_model_package = sagemaker_session.sagemaker_client.describe_model_package( |
| 277 | + ModelPackageName=model_package.model_package_arn |
| 278 | + ) |
| 279 | + |
| 280 | + model_card_content = json.loads(desc_model_package["ModelCard"]["ModelCardContent"]) |
| 281 | + assert desc_model_package["ModelCard"]["ModelCardStatus"] == ModelCardStatusEnum.PENDING_REVIEW |
| 282 | + |
| 283 | + |
| 284 | +def test_update_model_card_with_model_card_json(sagemaker_session): |
| 285 | + model_group_name = unique_name_from_base("test-model-group") |
| 286 | + model_card_content = { |
| 287 | + "model_overview": { |
| 288 | + "model_creator": "TestCreator", |
| 289 | + }, |
| 290 | + "intended_uses": { |
| 291 | + "purpose_of_model": "Test model card.", |
| 292 | + "intended_uses": "Not used except this test.", |
| 293 | + "factors_affecting_model_efficiency": "No.", |
| 294 | + "risk_rating": "Low", |
| 295 | + "explanations_for_risk_rating": "Just an example.", |
| 296 | + }, |
| 297 | + "business_details": { |
| 298 | + "business_problem": "The business problem that your model is used to solve.", |
| 299 | + "business_stakeholders": "The stakeholders who have the interest in the business.", |
| 300 | + "line_of_business": "Services that the business is offering.", |
| 301 | + }, |
| 302 | + "evaluation_details": [ |
| 303 | + { |
| 304 | + "name": "Example evaluation job", |
| 305 | + "evaluation_observation": "Evaluation observations.", |
| 306 | + "metric_groups": [ |
| 307 | + { |
| 308 | + "name": "binary classification metrics", |
| 309 | + "metric_data": [{"name": "accuracy", "type": "number", "value": 0.5}], |
| 310 | + } |
| 311 | + ], |
| 312 | + } |
| 313 | + ], |
| 314 | + "additional_information": { |
| 315 | + "ethical_considerations": "Your model ethical consideration.", |
| 316 | + "caveats_and_recommendations": 'Your model"s caveats and recommendations.', |
| 317 | + "custom_details": {"custom details1": "details value"}, |
| 318 | + }, |
| 319 | + } |
| 320 | + my_card = ModelPackageModelCard( |
| 321 | + model_card_status=ModelCardStatusEnum.DRAFT, model_card_content=model_card_content |
| 322 | + ) |
| 323 | + |
| 324 | + sagemaker_session.sagemaker_client.create_model_package_group( |
| 325 | + ModelPackageGroupName=model_group_name |
| 326 | + ) |
| 327 | + |
| 328 | + xgb_model_data_s3 = sagemaker_session.upload_data( |
| 329 | + path=os.path.join(_XGBOOST_PATH, "xgb_model.tar.gz"), |
| 330 | + key_prefix="integ-test-data/xgboost/model", |
| 331 | + ) |
| 332 | + model = XGBoostModel( |
| 333 | + model_data=xgb_model_data_s3, framework_version="1.3-1", sagemaker_session=sagemaker_session |
| 334 | + ) |
| 335 | + |
| 336 | + model_package = model.register( |
| 337 | + content_types=["text/csv"], |
| 338 | + response_types=["text/csv"], |
| 339 | + inference_instances=["ml.m5.large"], |
| 340 | + transform_instances=["ml.m5.large"], |
| 341 | + model_package_group_name=model_group_name, |
| 342 | + model_card=my_card, |
| 343 | + ) |
| 344 | + |
| 345 | + desc_model_package = sagemaker_session.sagemaker_client.describe_model_package( |
| 346 | + ModelPackageName=model_package.model_package_arn |
| 347 | + ) |
| 348 | + |
| 349 | + updated_model_card_content = { |
| 350 | + "model_overview": { |
| 351 | + "model_creator": "updatedCreator", |
| 352 | + }, |
| 353 | + "intended_uses": { |
| 354 | + "purpose_of_model": "Updated Test model card.", |
| 355 | + "intended_uses": "Not used except this test.", |
| 356 | + "factors_affecting_model_efficiency": "No.", |
| 357 | + "risk_rating": "Low", |
| 358 | + "explanations_for_risk_rating": "Just an example.", |
| 359 | + }, |
| 360 | + "business_details": { |
| 361 | + "business_problem": "The business problem that your model is used to solve.", |
| 362 | + "business_stakeholders": "The stakeholders who have the interest in the business.", |
| 363 | + "line_of_business": "Services that the business is offering.", |
| 364 | + }, |
| 365 | + "evaluation_details": [ |
| 366 | + { |
| 367 | + "name": "Example evaluation job", |
| 368 | + "evaluation_observation": "Evaluation observations.", |
| 369 | + "metric_groups": [ |
| 370 | + { |
| 371 | + "name": "binary classification metrics", |
| 372 | + "metric_data": [{"name": "accuracy", "type": "number", "value": 0.5}], |
| 373 | + } |
| 374 | + ], |
| 375 | + } |
| 376 | + ], |
| 377 | + "additional_information": { |
| 378 | + "ethical_considerations": "Your model ethical consideration.", |
| 379 | + "caveats_and_recommendations": 'Your model"s caveats and recommendations.', |
| 380 | + "custom_details": {"custom details1": "details value"}, |
| 381 | + }, |
| 382 | + } |
| 383 | + updated_my_card = ModelPackageModelCard( |
| 384 | + model_card_status=ModelCardStatusEnum.DRAFT, model_card_content=updated_model_card_content |
| 385 | + ) |
| 386 | + model_package.update_model_card(updated_my_card) |
| 387 | + desc_model_package = sagemaker_session.sagemaker_client.describe_model_package( |
| 388 | + ModelPackageName=model_package.model_package_arn |
| 389 | + ) |
| 390 | + |
| 391 | + model_card_content = json.loads(desc_model_package["ModelCard"]["ModelCardContent"]) |
| 392 | + assert model_card_content["intended_uses"]["purpose_of_model"] == "Updated Test model card." |
| 393 | + assert model_card_content["model_overview"]["model_creator"] == "updatedCreator" |
| 394 | + updated_my_card_status = ModelPackageModelCard( |
| 395 | + model_card_status=ModelCardStatusEnum.PENDING_REVIEW, |
| 396 | + ) |
| 397 | + model_package.update_model_card(updated_my_card_status) |
| 398 | + desc_model_package = sagemaker_session.sagemaker_client.describe_model_package( |
| 399 | + ModelPackageName=model_package.model_package_arn |
| 400 | + ) |
| 401 | + |
| 402 | + assert desc_model_package["ModelCard"]["ModelCardStatus"] == ModelCardStatusEnum.PENDING_REVIEW |
| 403 | + |
| 404 | + |
186 | 405 | def test_clone_model_package_using_source_uri(sagemaker_session):
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187 | 406 | model_group_name = unique_name_from_base("test-model-group")
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188 | 407 |
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