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| og:image:alt | This PR contains modules and documentation of Observability modules. Observability is an abstract solution to send logs and metrics to AzureML and Application Insights.
Components of this PR:
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| Jul 6, 2020 | https://github.com/microsoft/MLOpsPython/pull/307#issue-651746322 |
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| July 2, 2020 14:33 | https://github.com/microsoft/MLOpsPython/pull/307#commits-pushed-07f985a |
| Adds Observability Modules | https://github.com/microsoft/MLOpsPython/pull/307/commits/07f985a2776f6617a3490cc677db6eda11f8c352 |
| 07f985a | https://github.com/microsoft/MLOpsPython/pull/307/commits/07f985a2776f6617a3490cc677db6eda11f8c352 |
| Fixes YML file | https://github.com/microsoft/MLOpsPython/pull/307/commits/5adb1bcd32fdd9967f26dc9d89589da4bfe0d6f3 |
| 5adb1bc | https://github.com/microsoft/MLOpsPython/pull/307/commits/5adb1bcd32fdd9967f26dc9d89589da4bfe0d6f3 |
| Fixes flake8 errors | https://github.com/microsoft/MLOpsPython/pull/307/commits/5bc9778004184eae25a3b4d8ec37f693937b8659 |
| 5bc9778 | https://github.com/microsoft/MLOpsPython/pull/307/commits/5bc9778004184eae25a3b4d8ec37f693937b8659 |
| removes python-dotenv==0.10.3 dependency | https://github.com/microsoft/MLOpsPython/pull/307/commits/cb2694a9065427590fa886792b3e23757684cb5d |
| cb2694a | https://github.com/microsoft/MLOpsPython/pull/307/commits/cb2694a9065427590fa886792b3e23757684cb5d |
| Chages the AML_REBUILD_ENVIRONMENT to false | https://github.com/microsoft/MLOpsPython/pull/307/commits/534eaec34409ff74670e9c48120bee5a4f0ac018 |
| 534eaec | https://github.com/microsoft/MLOpsPython/pull/307/commits/534eaec34409ff74670e9c48120bee5a4f0ac018 |
| Fixes the AML image snapshot path | https://github.com/microsoft/MLOpsPython/pull/307/commits/56a20bff69320023cb6e7ce516df58b29c77e42d |
| 56a20bf | https://github.com/microsoft/MLOpsPython/pull/307/commits/56a20bff69320023cb6e7ce516df58b29c77e42d |
| Satisfies Flake8 | https://github.com/microsoft/MLOpsPython/pull/307/commits/0f614c4d572a11b1f81a078d2b812c2bfb0c6dbc |
| 0f614c4 | https://github.com/microsoft/MLOpsPython/pull/307/commits/0f614c4d572a11b1f81a078d2b812c2bfb0c6dbc |
| Integrates Observability onto Pipeline and one script | https://github.com/microsoft/MLOpsPython/pull/307/commits/bb0d1587b1c4fd2b2a83bd72d70d4920c3fbaac2 |
| bb0d158 | https://github.com/microsoft/MLOpsPython/pull/307/commits/bb0d1587b1c4fd2b2a83bd72d70d4920c3fbaac2 |
| Chamnges factory to register_loggers | https://github.com/microsoft/MLOpsPython/pull/307/commits/3a619da3ee9a04c2ccbba3544dc4bc61c4ad7286 |
| 3a619da | https://github.com/microsoft/MLOpsPython/pull/307/commits/3a619da3ee9a04c2ccbba3544dc4bc61c4ad7286 |
| Adds app_insights_connection_string to Env class | https://github.com/microsoft/MLOpsPython/pull/307/commits/ff513b393b9c4ec45535c44593bc8c122fe7eda8 |
| ff513b3 | https://github.com/microsoft/MLOpsPython/pull/307/commits/ff513b393b9c4ec45535c44593bc8c122fe7eda8 |
| Integrates observability with ml_service | https://github.com/microsoft/MLOpsPython/pull/307/commits/f61d44444a55c21c5c2bdb7225c01b85ed921269 |
| f61d444 | https://github.com/microsoft/MLOpsPython/pull/307/commits/f61d44444a55c21c5c2bdb7225c01b85ed921269 |
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| b2d81d1 | https://github.com/microsoft/MLOpsPython/pull/307/commits/b2d81d1a45214da7d5165771fe14def72f05cca3 |
| Integrates diabetes_regression scripts with observability | https://github.com/microsoft/MLOpsPython/pull/307/commits/0904c59985f75ec72ce9abc12104782f60200a11 |
| 0904c59 | https://github.com/microsoft/MLOpsPython/pull/307/commits/0904c59985f75ec72ce9abc12104782f60200a11 |
| Changes Observability to add AppInsightsLoggers to list of loggers on… | https://github.com/microsoft/MLOpsPython/pull/307/commits/cbd100a72d4a4334f581821e24cbe9d6753a4348 |
| cbd100a | https://github.com/microsoft/MLOpsPython/pull/307/commits/cbd100a72d4a4334f581821e24cbe9d6753a4348 |
| Adds APP_INSIGHTS_CONNECTION_STRING to logger_interface | https://github.com/microsoft/MLOpsPython/pull/307/commits/704d3456ebd2e58230af2745e8b55fb6cee9e6bf |
| 704d345 | https://github.com/microsoft/MLOpsPython/pull/307/commits/704d3456ebd2e58230af2745e8b55fb6cee9e6bf |
| Removes the dependency to Env object | https://github.com/microsoft/MLOpsPython/pull/307/commits/421c14ceee8aee21076cbd07a65dac9c14a456b8 |
| 421c14c | https://github.com/microsoft/MLOpsPython/pull/307/commits/421c14ceee8aee21076cbd07a65dac9c14a456b8 |
| Satisfies Flake8 | https://github.com/microsoft/MLOpsPython/pull/307/commits/bbc871a7fd0324631b665be834cc7f4230f45fd4 |
| bbc871a | https://github.com/microsoft/MLOpsPython/pull/307/commits/bbc871a7fd0324631b665be834cc7f4230f45fd4 |
| Adds dataclasses to conda_dependencies.yml | https://github.com/microsoft/MLOpsPython/pull/307/commits/cc95eafcc11e8fc501178ada0d445acf05c906eb |
| cc95eaf | https://github.com/microsoft/MLOpsPython/pull/307/commits/cc95eafcc11e8fc501178ada0d445acf05c906eb |
| Fixes YAML indentation | https://github.com/microsoft/MLOpsPython/pull/307/commits/e1a76f824940dc72f9dc7fbec1f9767e91c9cd93 |
| e1a76f8 | https://github.com/microsoft/MLOpsPython/pull/307/commits/e1a76f824940dc72f9dc7fbec1f9767e91c9cd93 |
| Changes log_metric to log | https://github.com/microsoft/MLOpsPython/pull/307/commits/07e432ff8b9ee144f211cecd01485453196aa3be |
| 07e432f | https://github.com/microsoft/MLOpsPython/pull/307/commits/07e432ff8b9ee144f211cecd01485453196aa3be |
| Adds more scripts to use Observability and get app_insight_connectoin_ | https://github.com/microsoft/MLOpsPython/pull/307/commits/b48da8eff73226d817c0d9d1e7cf455c7619e83c |
| b48da8e | https://github.com/microsoft/MLOpsPython/pull/307/commits/b48da8eff73226d817c0d9d1e7cf455c7619e83c |
| Remove AML_REBUILD_ENVIRONMENT flag | https://github.com/microsoft/MLOpsPython/pull/307/commits/b25c7e246f9d8c05bd876e1880014c895b9580e7 |
| b25c7e2 | https://github.com/microsoft/MLOpsPython/pull/307/commits/b25c7e246f9d8c05bd876e1880014c895b9580e7 |
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| July 6, 2020 18:45 | https://github.com/microsoft/MLOpsPython/pull/307#event-3517213520 |
| July 6, 2020 15:37 | https://github.com/microsoft/MLOpsPython/pull/307#commits-pushed-b814d47 |
| Resolves the conflicts | https://github.com/microsoft/MLOpsPython/pull/307/commits/b814d47993585f0223b3c7881e2335b3aa1131d2 |
| b814d47 | https://github.com/microsoft/MLOpsPython/pull/307/commits/b814d47993585f0223b3c7881e2335b3aa1131d2 |
| Adds diabetes_regression to scoring path | https://github.com/microsoft/MLOpsPython/pull/307/commits/13841e26343c8cf9cacff4fab921b1d65f667763 |
| 13841e2 | https://github.com/microsoft/MLOpsPython/pull/307/commits/13841e26343c8cf9cacff4fab921b1d65f667763 |
| Adds dataclasses | https://github.com/microsoft/MLOpsPython/pull/307/commits/66cffef9cce0127a8d6db1c1c30d1120255a52ad |
| 66cffef | https://github.com/microsoft/MLOpsPython/pull/307/commits/66cffef9cce0127a8d6db1c1c30d1120255a52ad |
| Adds dataclasses to conda_dependencies_scorecopy.yml | https://github.com/microsoft/MLOpsPython/pull/307/commits/8328b88edb3b034439353212e8a1afe5ee4adb06 |
| 8328b88 | https://github.com/microsoft/MLOpsPython/pull/307/commits/8328b88edb3b034439353212e8a1afe5ee4adb06 |
| Adds python-dotenv and opencensus to conda_dependencies_scorecopy.yml | https://github.com/microsoft/MLOpsPython/pull/307/commits/8cac588be82dc4a40c0c5192acc2724d8e421ec1 |
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| Jul 7, 2020 | https://github.com/microsoft/MLOpsPython/pull/307#issuecomment-655157786 |
| Please reload this page | https://github.com/microsoft/MLOpsPython/pull/307 |
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Jul 8, 2020
| https://github.com/microsoft/MLOpsPython/pull/307#pullrequestreview-444294818 |
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View reviewed changes
| https://github.com/microsoft/MLOpsPython/pull/307/files/8cac588be82dc4a40c0c5192acc2724d8e421ec1 |
| .pipelines/diabetes_regression-variables-template.yml | https://github.com/microsoft/MLOpsPython/pull/307/files/8cac588be82dc4a40c0c5192acc2724d8e421ec1#diff-f232a4cbb83ac9b27e77e258b23d744ca1141b2d1c16011c8e7505888fafc0c1 |
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| Jul 7, 2020 | https://github.com/microsoft/MLOpsPython/pull/307#discussion_r451180634 |
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Jul 9, 2020
| https://github.com/microsoft/MLOpsPython/pull/307#pullrequestreview-445240567 |
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View reviewed changes
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| Please reload this page | https://github.com/microsoft/MLOpsPython/pull/307 |
| diabetes_regression/evaluate/evaluate_model.py | https://github.com/microsoft/MLOpsPython/pull/307/files/8cac588be82dc4a40c0c5192acc2724d8e421ec1#diff-7cff654258e1ee8807e04e21d5f7a63f4570481834b725cb6c7fd57a51736990 |
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| Jul 9, 2020 | https://github.com/microsoft/MLOpsPython/pull/307#discussion_r451920960 |
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| Please reload this page | https://github.com/microsoft/MLOpsPython/pull/307 |
| Merges with master | https://github.com/microsoft/MLOpsPython/pull/307/commits/c11342302123bf7a812e560726a3a509b937d13b |
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Nov 23, 2020
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View reviewed changes
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| utils/logger/app_insights_logger.py | https://github.com/microsoft/MLOpsPython/pull/307/files/c11342302123bf7a812e560726a3a509b937d13b#diff-7381485df384cc34c6bfa40b1e09082bca7ccf74a1dec6a7302c395daf71b6d4 |
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| Nov 23, 2020 | https://github.com/microsoft/MLOpsPython/pull/307#discussion_r528469013 |
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