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base repository: microsoft/MLOpsPython
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head repository: microsoft/MLOpsPython
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Commits on Jun 15, 2020
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Commits on Jun 18, 2020
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Commits on Jun 22, 2020
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Jitghosh/parallelbatchscore (#289)
* Batch Scoring First Draft: Added pipeline creation and run scripts, scoring script, new environment variables, changes to env loading script, compute creation and AML environment creation scripts, and new Azure pipeline for batch scoring CI * Score copy step added * Modified bootstrap.py, updated getting started doc * Addressed PR comments * Addressed PR comments * Doc fix * Doc fix
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Commits on Jun 26, 2020
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Convert to new split pipeline approach for CI/CD (#278)
* new split pipelines * specify channel * fix pip jq install * fixes and cleanup * add new lines * add docs and clean up naming * use shared image * rename * strip quotes from location * fix env var * remove succeeded condition * remove extra deploy yml * no pr trigger * remove unused template * remove unused pipeline * add more docs and add to bootstrap * linting * fix model package to show logs * Squashed commit of the following: commit 01af8da Author: j-so <jenns@microsoft.com> Date: Fri Jun 12 14:15:35 2020 -0700 fixed failure handling commit 1e6f906 Author: j-so <jenns@microsoft.com> Date: Fri Jun 12 14:03:09 2020 -0700 test failed conda dep commit a8030d7 Author: j-so <jenns@microsoft.com> Date: Fri Jun 12 13:55:00 2020 -0700 test package fail commit c7845aa Author: j-so <jenns@microsoft.com> Date: Fri Jun 12 13:46:27 2020 -0700 fail on deploy error' * Squashed commit of the following: commit 5af6eeb Author: j-so <jenns@microsoft.com> Date: Mon Jun 15 18:31:15 2020 -0700 fix bootstrap commit f61e103 Merge: 2796b40 08bb6f4 Author: j-so <jenns@microsoft.com> Date: Mon Jun 15 18:30:21 2020 -0700 Merge branch 'master' into jenns/splitpipeline_docfix commit 2796b40 Author: j-so <jenns@microsoft.com> Date: Mon Jun 15 18:30:00 2020 -0700 remove old pipeline commit 08bb6f4 Author: David Tesar <david.tesar@microsoft.com> Date: Mon Jun 15 14:09:12 2020 -0700 Simplify docs flow (#297) commit cd762ec Author: jotaylo <jotaylo@microsoft.com> Date: Mon Jun 15 12:28:23 2020 -0700 Move instruction to install AML extension to Azure Devops setup instructions (#298) * remove need for model build id * fix batch scoring * use model version for batch scoring * linting * Squashed commit of the following: commit 493ed3e Author: j-so <jenns@microsoft.com> Date: Mon Jun 22 16:42:07 2020 -0700 mark as output commit 1ca7a59 Author: j-so <jenns@microsoft.com> Date: Mon Jun 22 16:12:10 2020 -0700 fix import commit 743e301 Author: j-so <jenns@microsoft.com> Date: Mon Jun 22 15:59:43 2020 -0700 more fixes commit 44abcac Author: j-so <jenns@microsoft.com> Date: Mon Jun 22 15:50:49 2020 -0700 fix batch scoring * improve the docs * fix secret access * pass to cli task and impove naming
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Commits on Jul 3, 2020
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Restore call convention compatibility in get_model (#304)
A bug surfaced where first time evaluation of a model fails due to the Model constructor throwing if the model does not exist. Looking deeper, we see that most calls to get_model expect a possible None response and check at the call site. Unfortunately we get the same WebserviceException class for a model not being found as we do a REST error or similar. This change is a stopgap mitigation to restore compatibility with the existing callers, and compromises by allowing the model version dependent behavior to continue passing on exceptions. In a future follow up we should settle on a convention and allow version checks to propagate failure while still giving the possibility for handling a service exception in the caller.
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Fix CD deployment break (#305)
Recently the step to get the model version had a name associated with the step. We need to also update the references in future step to use the step name as a prefix. This resulted in the MODEL_VERSION variable causing failures in each CD deployment step. This did not show up in CI because the MODEL_VERSION var is hard coded in the variable group. We should also remove that.
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Commits on Jul 7, 2020
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Update docs and pipeline status badge (#303)
* docs * fix pipeline status badge and tf naming uniqueness * add a note about how to change the name of the pipeline * extra clarification on workspace connection
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Commits on Jul 10, 2020
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Fix default parameters to batch scoring pipeline + doc fixes (#310)
* fix default params in build batch score * docs * fix image * fix images * update to azure ml studio pics
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Commits on Sep 4, 2020
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Commits on Sep 22, 2020
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Update azureml-sdk to use latest (#331)
* Update ci_dependencies.yml * Update conda_dependencies.yml
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Commits on Sep 23, 2020
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Commits on Dec 9, 2020
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Commits on Feb 16, 2021
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development_setup.md update (#349)
* development_setup.md update development_setup.md updated to use install_requirements.sh. See #158: > Use conda rather than pip packages when possible (as recommended in AML docs). > Dev environment is hence also constrained to conda (no more pip install -r requirements.txt). * Content of install_requirements.sh deleted * build_train_pipeline.py filename fixed * build_train_pipeline.py filename fixed
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Commits on Feb 18, 2021
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fix TRAIN_SCRIPT_PATH value in .env.example (#348)
TRAIN_SCRIPT_PATH value updated from 'training/train.py' to 'training/train_aml.py'. This is aligned with /.pipelines/diabetes_regression-variables-template.yml.
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Commits on Mar 11, 2021
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Added AKS compute name details (#355)
Added a clarification, that the AKS compute name comes from the inference cluster, which needs to be created to continue.
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Pin AzureML SDK > 1.18.0 for pyyaml fix (#356)
* Update conda_dependencies_scoring.yml * Update conda_dependencies_scorecopy.yml * Update conda_dependencies_scoring.yml
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Commits on May 13, 2021
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Pin azureml version to 1.27.* (#361)
* Update ci_dependencies.yml * Update diabetes_regression-cd.yml * Update diabetes_regression-package-model-template.yml * Update diabetes_regression-publish-model-artifact-template.yml * Update conda_dependencies.yml * Update conda_dependencies_scorecopy.yml * Update conda_dependencies_scoring.yml
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Commits on Dec 14, 2021
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Co-authored-by: Jens Humrich <jens.humrich@siemensgamesa.com>
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Revision of getting started guide up to Batch scoring. Also new diaga…
…m and fix to ARM template to remove region restrictions. (#387) Co-authored-by: Joao Pedro Martins <joaopedro.martins@microsoft.com>
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* Change AKS deployment configuration Deployment config changed from 1CPU/4GB to 0.5CPU/2GB so it fits a AKS created with default parameters * Update custom_model.md Co-authored-by: João Pedro Martins <lokijota@users.noreply.github.com>
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* update documentation * fix evaluate issue * linting Co-authored-by: Jens Humrich <jens.humrich@siemensgamesa.com> Co-authored-by: João Pedro Martins <lokijota@users.noreply.github.com>
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Improve readability of exceptions in build pipeline script (#357)
* Update manage_environment.py * Update attach_compute.py * Update attach_compute.py * Update manage_environment.py Co-authored-by: João Pedro Martins <lokijota@users.noreply.github.com>
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Add details on the Batch scoring session of Getting Started (#389)
* Revision of getting started guide up to Batch scoring. Also new diagam and fix to ARM template to remove region restrictions. * Detail on Batch scoring for Getting Started and additional debug message in the copy to ease of diagnosing issues * Tweaked text and added a NOQA for message Co-authored-by: Joao Pedro Martins <joaopedro.martins@microsoft.com>
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Commits on Dec 15, 2021
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Clarified/Fixed getting started instructions for WebApp/AppService de…
…ployment (#390) * Revision of getting started guide up to Batch scoring. Also new diagam and fix to ARM template to remove region restrictions. * Detail on Batch scoring for Getting Started and additional debug message in the copy to ease of diagnosing issues * Tweaked text and added a NOQA for message * Clarified/Fixed getting started instructions for WebApp/AppService deployment Co-authored-by: Joao Pedro Martins <joaopedro.martins@microsoft.com>
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