feature: Support for multi variant endpoint invocation with target variant param #1571
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chuyang-deng
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changes are tested in staging repo.
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metrizable
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Jun 15, 2020
metrizable
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pintaoz-aws
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Dec 4, 2024
* Base model trainer (#1521) * Base model trainer * flake8 * add testing notebook * add param validation & set defaults * Implement simple train method * feature: support script mode with local train.sh (#1523) * feature: support script mode with local train.sh * Stop tracking train.sh and add it to .gitignore * update message * make dir if not exist * fix docs * fix: docstyle * Address comments * fix hyperparams * Revert pydantic custom error * pylint * Image Spec refactoring and updates (#1525) * Image Spec refactoring and updates * Unit tests and update function for Image Spec * Fix hugging face test * Fix Tests * Add unit tests for ModelTrainer (#1527) * Add unit tests for ModelTrainer * Flake8 * format * Add example notebook (#1528) * Add testing notebook * format * use smaller data * remove large dataset * update * pylint * flake8 * ignore docstyle in directories with test * format * format * Add enviornment variable bootstrapping script (#1530) * Add enviornment variables scripts * format * fix comment * add docstrings * fix comment * feature: add utility function to capture local snapshot (#1524) * local snapshot * Update pip list command * Remove function calls * Address comments * Address comments * Support intelligent parameters (#1540) * Support intelligent parameters * fix codestyle * Revert Image Spec (#1541) * Cleanup ModelTrainer (#1542) * General image builder (#1546) * General image builder * General image builder * Fix codestyle * Fix codestyle * Move location * Add warnings * Add integ tests * Fix integ test * Fix integ test * Fix region error * Add region * Latest Container Image (#1545) * Latest Container Image * Test Fixes * Parameterized tests and some logic updates * Test fixes * Move to Image URI * Fixes for unit test * Fixes for unit test * Fix codestyle error checks * Cleanup ModelTrainer code (#1552) * feat: add pre-processing and post-processing logic to inference_spec (#1560) * add pre-processing and post-processing logic to inference_spec * fix format * make accept_type and content_type optional * remove accept_type and content_type from pre/post processing * correct typo * Add Distributed Training Support Model Trainer (#1536) * Add path to set Additional Settings in ModelTrainer (#1555) * Support building image from Dockerfile * Fix test * Fix test * Rename functions --------- Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com> Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com> Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws
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Dec 4, 2024
* Base model trainer (#1521) * Base model trainer * flake8 * add testing notebook * add param validation & set defaults * Implement simple train method * feature: support script mode with local train.sh (#1523) * feature: support script mode with local train.sh * Stop tracking train.sh and add it to .gitignore * update message * make dir if not exist * fix docs * fix: docstyle * Address comments * fix hyperparams * Revert pydantic custom error * pylint * Image Spec refactoring and updates (#1525) * Image Spec refactoring and updates * Unit tests and update function for Image Spec * Fix hugging face test * Fix Tests * Add unit tests for ModelTrainer (#1527) * Add unit tests for ModelTrainer * Flake8 * format * Add example notebook (#1528) * Add testing notebook * format * use smaller data * remove large dataset * update * pylint * flake8 * ignore docstyle in directories with test * format * format * Add enviornment variable bootstrapping script (#1530) * Add enviornment variables scripts * format * fix comment * add docstrings * fix comment * feature: add utility function to capture local snapshot (#1524) * local snapshot * Update pip list command * Remove function calls * Address comments * Address comments * Support intelligent parameters (#1540) * Support intelligent parameters * fix codestyle * Revert Image Spec (#1541) * Cleanup ModelTrainer (#1542) * General image builder (#1546) * General image builder * General image builder * Fix codestyle * Fix codestyle * Move location * Add warnings * Add integ tests * Fix integ test * Fix integ test * Fix region error * Add region * Latest Container Image (#1545) * Latest Container Image * Test Fixes * Parameterized tests and some logic updates * Test fixes * Move to Image URI * Fixes for unit test * Fixes for unit test * Fix codestyle error checks * Cleanup ModelTrainer code (#1552) * feat: add pre-processing and post-processing logic to inference_spec (#1560) * add pre-processing and post-processing logic to inference_spec * fix format * make accept_type and content_type optional * remove accept_type and content_type from pre/post processing * correct typo * Add Distributed Training Support Model Trainer (#1536) * Add path to set Additional Settings in ModelTrainer (#1555) * Support building image from Dockerfile * Fix test * Fix test * Rename functions --------- Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com> Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com> Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
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Issue #, if available:
Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Testing done:
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Tests
unique_name_from_baseto create resource names in integ tests (if appropriate)By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.