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Posted to github@beam.apache.org by GitBox <gi...@apache.org> on 2021/11/09 20:17:44 UTC

[GitHub] [beam] tvalentyn opened a new pull request #15927: Generate Python container dependencies in an automated way.

tvalentyn opened a new pull request #15927:
URL: https://github.com/apache/beam/pull/15927


   Proposal:
   
   https://docs.google.com/document/d/15E5GYY3RD-iU4DCTj86RT_iYtZ67hUi5i-2PL3sv7V4/edit
   
   ------------------------
   
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   `ValidatesRunner` compliance status (on master branch)
   --------------------------------------------------------
   
   <table>
     <thead>
       <tr>
         <th>Lang</th>
         <th>ULR</th>
         <th>Dataflow</th>
         <th>Flink</th>
         <th>Samza</th>
         <th>Spark</th>
         <th>Twister2</th>
       </tr>
     </thead>
     <tbody>
       <tr>
         <td>Go</td>
         <td>---</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Go/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Go/lastCompletedBuild/badge/icon">
           </a>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Go_VR_Flink/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Go_VR_Flink/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Go_VR_Samza/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Go_VR_Samza/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Go_VR_Spark/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Go_VR_Spark/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>---</td>
       </tr>
       <tr>
         <td>Java</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_ULR/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_ULR/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Dataflow/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Dataflow/lastCompletedBuild/badge/icon?subject=V1">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Dataflow_Streaming/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Dataflow_Streaming/lastCompletedBuild/badge/icon?subject=V1+Streaming">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Dataflow_Java11/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Dataflow_Java11/lastCompletedBuild/badge/icon?subject=V1+Java+11">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_VR_Dataflow_V2/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_VR_Dataflow_V2/lastCompletedBuild/badge/icon?subject=V2">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_VR_Dataflow_V2_Streaming/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_VR_Dataflow_V2_Streaming/lastCompletedBuild/badge/icon?subject=V2+Streaming">
           </a><br>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Flink/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Flink/lastCompletedBuild/badge/icon?subject=Java+8">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Flink_Java11/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Flink_Java11/lastCompletedBuild/badge/icon?subject=Java+11">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Flink_Batch/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Flink_Batch/lastCompletedBuild/badge/icon?subject=Portable">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Flink_Streaming/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Flink_Streaming/lastCompletedBuild/badge/icon?subject=Portable+Streaming">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Samza/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Samza/lastCompletedBuild/badge/icon">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Samza/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Samza/lastCompletedBuild/badge/icon?subject=Portable">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Spark/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Spark/lastCompletedBuild/badge/icon">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Spark_Batch/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_PVR_Spark_Batch/lastCompletedBuild/badge/icon?subject=Portable">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_SparkStructuredStreaming/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_SparkStructuredStreaming/lastCompletedBuild/badge/icon?subject=Structured+Streaming">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Twister2/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_ValidatesRunner_Twister2/lastCompletedBuild/badge/icon">
           </a>
         </td>
       </tr>
       <tr>
         <td>Python</td>
         <td>---</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Py_VR_Dataflow/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Py_VR_Dataflow/lastCompletedBuild/badge/icon?subject=V1">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Py_VR_Dataflow_V2/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Py_VR_Dataflow_V2/lastCompletedBuild/badge/icon?subject=V2">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Py_ValCont/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Py_ValCont/lastCompletedBuild/badge/icon?subject=ValCont">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Python_PVR_Flink_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Python_PVR_Flink_Cron/lastCompletedBuild/badge/icon?subject=Portable">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Python_VR_Flink/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Python_VR_Flink/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Python_VR_Samza/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Python_VR_Samza/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Python_VR_Spark/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Python_VR_Spark/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>---</td>
       </tr>
       <tr>
         <td>XLang</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Direct/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Direct/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Dataflow/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Dataflow/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Flink/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Flink/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Samza/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Samza/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Spark/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_XVR_Spark/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>---</td>
       </tr>
     </tbody>
   </table>
   
   Examples testing status on various runners
   --------------------------------------------------------
   
   <table>
     <thead>
       <tr>
         <th>Lang</th>
         <th>ULR</th>
         <th>Dataflow</th>
         <th>Flink</th>
         <th>Samza</th>
         <th>Spark</th>
         <th>Twister2</th>
       </tr>
     </thead>
     <tbody>
       <tr>
         <td>Go</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
       </tr>
       <tr>
         <td>Java</td>
         <td>---</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Java_Examples_Dataflow_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Java_Examples_Dataflow_Cron/lastCompletedBuild/badge/icon?subject=V1">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Java_Examples_Dataflow_Java11_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Java_Examples_Dataflow_Java11_Cron/lastCompletedBuild/badge/icon?subject=V1+Java11">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java_Examples_Dataflow_V2/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java_Examples_Dataflow_V2/lastCompletedBuild/badge/icon?subject=V2">
           </a><br>
         </td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
       </tr>
       <tr>
         <td>Python</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
       </tr>
       <tr>
         <td>XLang</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
       </tr>
     </tbody>
   </table>
   
   Post-Commit SDK/Transform Integration Tests Status (on master branch)
   ------------------------------------------------------------------------------------------------
   
   <table>
     <thead>
       <tr>
         <th>Go</th>
         <th>Java</th>
         <th>Python</th>
       </tr>
     </thead>
     <tbody>
       <tr>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Go/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Go/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Java/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Java/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Python36/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Python36/lastCompletedBuild/badge/icon?subject=3.6">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Python37/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Python37/lastCompletedBuild/badge/icon?subject=3.7">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PostCommit_Python38/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PostCommit_Python38/lastCompletedBuild/badge/icon?subject=3.8">
           </a>
         </td>
       </tr>
     </tbody>
   </table>
   
   Pre-Commit Tests Status (on master branch)
   ------------------------------------------------------------------------------------------------
   
   <table>
     <thead>
       <tr>
         <th>---</th>
         <th>Java</th>
         <th>Python</th>
         <th>Go</th>
         <th>Website</th>
         <th>Whitespace</th>
         <th>Typescript</th>
       </tr>
     </thead>
     <tbody>
       <tr>
         <td>Non-portable</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Java_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Java_Cron/lastCompletedBuild/badge/icon">
           </a><br>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Python_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Python_Cron/lastCompletedBuild/badge/icon?subject=Tests">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_PythonLint_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_PythonLint_Cron/lastCompletedBuild/badge/icon?subject=Lint">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_PythonDocker_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_PythonDocker_Cron/badge/icon?subject=Docker">
           </a><br>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_PythonDocs_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_PythonDocs_Cron/badge/icon?subject=Docs">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Go_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Go_Cron/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Website_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Website_Cron/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Whitespace_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Whitespace_Cron/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Typescript_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Typescript_Cron/lastCompletedBuild/badge/icon">
           </a>
         </td>
       </tr>
       <tr>
         <td>Portable</td>
         <td>---</td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_Portable_Python_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_Portable_Python_Cron/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>
           <a href="https://ci-beam.apache.org/job/beam_PreCommit_GoPortable_Cron/lastCompletedBuild/">
             <img alt="Build Status" src="https://ci-beam.apache.org/job/beam_PreCommit_GoPortable_Cron/lastCompletedBuild/badge/icon">
           </a>
         </td>
         <td>---</td>
         <td>---</td>
         <td>---</td>
       </tr>
     </tbody>
   </table>
   
   See [.test-infra/jenkins/README](https://github.com/apache/beam/blob/master/.test-infra/jenkins/README.md) for trigger phrase, status and link of all Jenkins jobs.
   
   
   GitHub Actions Tests Status (on master branch)
   ------------------------------------------------------------------------------------------------
   [![Build python source distribution and wheels](https://github.com/apache/beam/workflows/Build%20python%20source%20distribution%20and%20wheels/badge.svg?branch=master&event=schedule)](https://github.com/apache/beam/actions?query=workflow%3A%22Build+python+source+distribution+and+wheels%22+branch%3Amaster+event%3Aschedule)
   [![Python tests](https://github.com/apache/beam/workflows/Python%20tests/badge.svg?branch=master&event=schedule)](https://github.com/apache/beam/actions?query=workflow%3A%22Python+Tests%22+branch%3Amaster+event%3Aschedule)
   [![Java tests](https://github.com/apache/beam/workflows/Java%20Tests/badge.svg?branch=master&event=schedule)](https://github.com/apache/beam/actions?query=workflow%3A%22Java+Tests%22+branch%3Amaster+event%3Aschedule)
   
   See [CI.md](https://github.com/apache/beam/blob/master/CI.md) for more information about GitHub Actions CI.
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (007d9bd) into [master](https://codecov.io/gh/apache/beam/commit/7d54488eca45743e379f1873eda7f6d390f97b50?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 007d9bd differs from pull request most recent head 1c55348. Consider uploading reports for the commit 1c55348 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.62%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61371    61371              
   ==========================================
   - Hits        51320    51317       -3     
   - Misses      10051    10054       +3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `87.80% <0.00%> (-7.32%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9iZWFtLnB5) | `75.60% <0.00%> (-0.98%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9kaXNwbGF5L3Bjb2xsX3Zpc3VhbGl6YXRpb24ucHk=) | `85.85% <0.00%> (-0.51%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9lbnZpcm9ubWVudC5weQ==) | `91.37% <0.00%> (-0.35%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (+0.12%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [7d54488...1c55348](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (9879e18) into [master](https://codecov.io/gh/apache/beam/commit/986cffa160339a2893879f6ece8ea891af373a9f?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (986cffa) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.60%   83.61%           
   =======================================
     Files         445      445           
     Lines       61329    61329           
   =======================================
   + Hits        51274    51280    +6     
   + Misses      10055    10049    -6     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.64% <0.00%> (+0.37%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4c0479b...9879e18](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] commented on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] commented on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1cffc20) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **decrease** coverage by `0.26%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 1cffc20 differs from pull request most recent head 11cf6b8. Consider uploading reports for the commit 11cf6b8 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.79%   83.53%   -0.27%     
   ==========================================
     Files         444      445       +1     
     Lines       60474    61385     +911     
   ==========================================
   + Hits        50674    51276     +602     
   - Misses       9800    10109     +309     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (-12.84%)` | :arrow_down: |
   | [...ython/apache\_beam/runners/interactive/sql/utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvdXRpbHMucHk=) | `76.09% <0.00%> (-7.91%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2V4cGVyaW1lbnRhbC9zcGFubmVyaW8ucHk=) | `82.52% <0.00%> (-5.69%)` | :arrow_down: |
   | [...thon/apache\_beam/runners/worker/operation\_specs.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9uX3NwZWNzLnB5) | `40.67% <0.00%> (-4.90%)` | :arrow_down: |
   | [...he\_beam/runners/interactive/sql/beam\_sql\_magics.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvYmVhbV9zcWxfbWFnaWNzLnB5) | `49.75% <0.00%> (-4.79%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (-4.24%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/gcp/bigquery\_tools.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3Rvb2xzLnB5) | `82.91% <0.00%> (-3.82%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `94.04% <0.00%> (-1.25%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | [...on/apache\_beam/runners/dataflow/dataflow\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9kYXRhZmxvd19ydW5uZXIucHk=) | `82.39% <0.00%> (-0.43%)` | :arrow_down: |
   | ... and [47 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...11cf6b8](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-969842613


   PTAL


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (42bf1c0) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.79%   83.80%           
   =======================================
     Files         444      444           
     Lines       60474    60474           
   =======================================
   + Hits        50674    50680    +6     
   + Misses       9800     9794    -6     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.39% <0.00%> (+0.12%)` | :arrow_up: |
   | [.../python/apache\_beam/typehints/trivial\_inference.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHlwZWhpbnRzL3RyaXZpYWxfaW5mZXJlbmNlLnB5) | `96.65% <0.00%> (+0.30%)` | :arrow_up: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `92.59% <0.00%> (+1.85%)` | :arrow_up: |
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `93.02% <0.00%> (+4.65%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...42bf1c0](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (83efd99) into [master](https://codecov.io/gh/apache/beam/commit/4351c49cc45126b1b79f2283cb8d8411caaf82a3?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (4351c49) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.60%   83.60%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51276    51273       -3     
   - Misses      10053    10056       +3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `88.37% <0.00%> (-4.66%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `90.74% <0.00%> (-1.86%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.64% <0.00%> (+0.12%)` | :arrow_up: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlci5weQ==) | `89.41% <0.00%> (+0.16%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...83efd99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (9879e18) into [master](https://codecov.io/gh/apache/beam/commit/986cffa160339a2893879f6ece8ea891af373a9f?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (986cffa) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.60%   83.61%           
   =======================================
     Files         445      445           
     Lines       61329    61329           
   =======================================
   + Hits        51274    51280    +6     
   + Misses      10055    10049    -6     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.64% <0.00%> (+0.37%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4c0479b...9879e18](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (39b8554) into [master](https://codecov.io/gh/apache/beam/commit/e9ebaa4efb8625fc175c16209c1ebe751d764432?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (e9ebaa4) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.61%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51281    51279       -2     
   - Misses      10048    10050       +2     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vZGF0YWZyYW1lL2ZyYW1lcy5weQ==) | `94.92% <ø> (ø)` | |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `87.80% <0.00%> (-2.44%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc291cmNlX3Rlc3RfdXRpbHMucHk=) | `88.01% <0.00%> (-1.39%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlci5weQ==) | `89.25% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (-0.13%)` | :arrow_down: |
   | [sdks/python/apache\_beam/runners/common.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9jb21tb24ucHk=) | `90.13% <0.00%> (+0.14%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...39b8554](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749757237



##########
File path: sdks/python/container/Dockerfile
##########
@@ -67,13 +64,33 @@ RUN ln -s /usr/bin/ccache /usr/local/bin/gcc
 RUN ccache --set-config=sloppiness=file_macro && ccache --set-config=hash_dir=false
 
 ####
-# Install Apache Beam SDK
+# Install Apache Beam SDK. Use --no-deps and pip check to verify that all
+# necessary dependencies are specified in base_image_requiremetns.txt.
 ####
 COPY target/apache-beam.tar.gz /opt/apache/beam/tars/
-RUN pip install -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip install --no-deps -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip check

Review comment:
       yes,  and that's intentional. we used to release containers with mismatched dependencies. this checked fixed it.




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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749773782



##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+

Review comment:
       Thanks, good point, adding a description.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (11cf6b8) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **decrease** coverage by `0.28%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.79%   83.51%   -0.29%     
   ==========================================
     Files         444      445       +1     
     Lines       60474    61385     +911     
   ==========================================
   + Hits        50674    51263     +589     
   - Misses       9800    10122     +322     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (-12.84%)` | :arrow_down: |
   | [...ython/apache\_beam/runners/interactive/sql/utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvdXRpbHMucHk=) | `76.09% <0.00%> (-7.91%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2V4cGVyaW1lbnRhbC9zcGFubmVyaW8ucHk=) | `82.52% <0.00%> (-5.69%)` | :arrow_down: |
   | [...thon/apache\_beam/runners/worker/operation\_specs.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9uX3NwZWNzLnB5) | `40.67% <0.00%> (-4.90%)` | :arrow_down: |
   | [...he\_beam/runners/interactive/sql/beam\_sql\_magics.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvYmVhbV9zcWxfbWFnaWNzLnB5) | `49.75% <0.00%> (-4.79%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (-4.24%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/gcp/bigquery\_tools.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3Rvb2xzLnB5) | `82.91% <0.00%> (-3.82%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `92.68% <0.00%> (-2.44%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `94.04% <0.00%> (-1.25%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | ... and [44 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...11cf6b8](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1c55348) into [master](https://codecov.io/gh/apache/beam/commit/5c4f99b87de037c91079b0d1be98057feaaf762d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (5c4f99b) will **increase** coverage by `0.00%`.
   > The diff coverage is `90.90%`.
   
   > :exclamation: Current head 1c55348 differs from pull request most recent head c566f99. Consider uploading reports for the commit c566f99 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.61%   83.62%           
   =======================================
     Files         445      445           
     Lines       61363    61371    +8     
   =======================================
   + Hits        51310    51321   +11     
   + Misses      10053    10050    -3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/examples/avro\_bitcoin.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vZXhhbXBsZXMvYXZyb19iaXRjb2luLnB5) | `0.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (ø)` | |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/pipeline.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcGlwZWxpbmUucHk=) | `91.74% <ø> (ø)` | |
   | [...on/apache\_beam/runners/dataflow/dataflow\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9kYXRhZmxvd19ydW5uZXIucHk=) | `82.34% <ø> (ø)` | |
   | [...ks/python/apache\_beam/runners/worker/operations.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9ucy5weQ==) | `70.01% <ø> (ø)` | |
   | [sdks/python/apache\_beam/io/avroio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vYXZyb2lvLnB5) | `97.95% <75.00%> (ø)` | |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `93.98% <87.50%> (ø)` | |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVycy5weQ==) | `88.63% <89.47%> (ø)` | |
   | [sdks/python/apache\_beam/io/textio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vdGV4dGlvLnB5) | `96.78% <91.66%> (ø)` | |
   | ... and [21 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [9de4bd9...c566f99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (007d9bd) into [master](https://codecov.io/gh/apache/beam/commit/7d54488eca45743e379f1873eda7f6d390f97b50?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.62%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61371    61371              
   ==========================================
   - Hits        51320    51317       -3     
   - Misses      10051    10054       +3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `87.80% <0.00%> (-7.32%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9iZWFtLnB5) | `75.60% <0.00%> (-0.98%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9kaXNwbGF5L3Bjb2xsX3Zpc3VhbGl6YXRpb24ucHk=) | `85.85% <0.00%> (-0.51%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9lbnZpcm9ubWVudC5weQ==) | `91.37% <0.00%> (-0.35%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (+0.12%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [7d54488...007d9bd](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c566f99) into [master](https://codecov.io/gh/apache/beam/commit/5c4f99b87de037c91079b0d1be98057feaaf762d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (5c4f99b) will **increase** coverage by `0.00%`.
   > The diff coverage is `90.90%`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.61%   83.62%           
   =======================================
     Files         445      445           
     Lines       61363    61371    +8     
   =======================================
   + Hits        51310    51322   +12     
   + Misses      10053    10049    -4     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/examples/avro\_bitcoin.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vZXhhbXBsZXMvYXZyb19iaXRjb2luLnB5) | `0.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (ø)` | |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/pipeline.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcGlwZWxpbmUucHk=) | `91.74% <ø> (ø)` | |
   | [...on/apache\_beam/runners/dataflow/dataflow\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9kYXRhZmxvd19ydW5uZXIucHk=) | `82.34% <ø> (ø)` | |
   | [...ks/python/apache\_beam/runners/worker/operations.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9ucy5weQ==) | `70.01% <ø> (ø)` | |
   | [sdks/python/apache\_beam/io/avroio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vYXZyb2lvLnB5) | `97.95% <75.00%> (ø)` | |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `93.98% <87.50%> (ø)` | |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVycy5weQ==) | `88.63% <89.47%> (ø)` | |
   | [sdks/python/apache\_beam/io/textio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vdGV4dGlvLnB5) | `96.78% <91.66%> (ø)` | |
   | ... and [21 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [9de4bd9...c566f99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749756944



##########
File path: sdks/python/container/Dockerfile
##########
@@ -38,11 +36,10 @@ RUN apt-get update && \
 # Install required packages for Beam Python SDK and common dependencies used by users.
 ####
 
-# SDK dependencies not listed in base_image_requirements.txt will be installed
-# when we install SDK with pip below.
 COPY target/base_image_requirements.txt /tmp/base_image_requirements.txt
 RUN \
-    pip install -r /tmp/base_image_requirements.txt && \
+    # use --no-deps to ensure the list includes all transitive dependencies.
+    pip install --no-deps -r /tmp/base_image_requirements.txt && \

Review comment:
       it's always a possibility that future deps will cause some problems; but as far as this line of code is  concerned, future deps should also be included in base_image_requirements, after the requirement list is regenerated.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (007d9bd) into [master](https://codecov.io/gh/apache/beam/commit/7d54488eca45743e379f1873eda7f6d390f97b50?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.62%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61371    61371              
   ==========================================
   - Hits        51320    51317       -3     
   - Misses      10051    10054       +3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `87.80% <0.00%> (-7.32%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9iZWFtLnB5) | `75.60% <0.00%> (-0.98%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9kaXNwbGF5L3Bjb2xsX3Zpc3VhbGl6YXRpb24ucHk=) | `85.85% <0.00%> (-0.51%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9lbnZpcm9ubWVudC5weQ==) | `91.37% <0.00%> (-0.35%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (+0.12%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [7d54488...007d9bd](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1c55348) into [master](https://codecov.io/gh/apache/beam/commit/7d54488eca45743e379f1873eda7f6d390f97b50?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.62%   83.62%           
   =======================================
     Files         445      445           
     Lines       61371    61371           
   =======================================
   + Hits        51320    51321    +1     
   + Misses      10051    10050    -1     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9iZWFtLnB5) | `75.60% <0.00%> (-0.98%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9kaXNwbGF5L3Bjb2xsX3Zpc3VhbGl6YXRpb24ucHk=) | `85.85% <0.00%> (-0.51%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (+0.12%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [7d54488...1c55348](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (83efd99) into [master](https://codecov.io/gh/apache/beam/commit/986cffa160339a2893879f6ece8ea891af373a9f?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (986cffa) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 83efd99 differs from pull request most recent head 9879e18. Consider uploading reports for the commit 9879e18 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.60%   83.60%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51274    51273       -1     
   - Misses      10055    10056       +1     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `88.37% <0.00%> (-4.66%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `90.74% <0.00%> (-1.86%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.64% <0.00%> (+0.37%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4c0479b...9879e18](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d99648c) into [master](https://codecov.io/gh/apache/beam/commit/e9ebaa4efb8625fc175c16209c1ebe751d764432?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (e9ebaa4) will **increase** coverage by `0.19%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head d99648c differs from pull request most recent head 39b8554. Consider uploading reports for the commit 39b8554 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   + Coverage   83.61%   83.81%   +0.19%     
   ==========================================
     Files         445      444       -1     
     Lines       61329    60474     -855     
   ==========================================
   - Hits        51281    50687     -594     
   + Misses      10048     9787     -261     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...am/portability/api/external\_transforms\_pb2\_urns.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcG9ydGFiaWxpdHkvYXBpL2V4dGVybmFsX3RyYW5zZm9ybXNfcGIyX3VybnMucHk=) | `0.00% <0.00%> (-100.00%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/avroio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vYXZyb2lvLnB5) | `60.60% <0.00%> (-37.36%)` | :arrow_down: |
   | [...s/python/apache\_beam/runners/portability/stager.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zdGFnZXIucHk=) | `84.13% <0.00%> (-4.02%)` | :arrow_down: |
   | [...python/apache\_beam/runners/worker/worker\_status.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvd29ya2VyX3N0YXR1cy5weQ==) | `77.55% <0.00%> (-2.16%)` | :arrow_down: |
   | [sdks/python/apache\_beam/runners/common.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9jb21tb24ucHk=) | `88.74% <0.00%> (-1.24%)` | :arrow_down: |
   | [...teractive/testing/integration/notebook\_executor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS90ZXN0aW5nL2ludGVncmF0aW9uL25vdGVib29rX2V4ZWN1dG9yLnB5) | `28.86% <0.00%> (-1.04%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc291cmNlX3Rlc3RfdXRpbHMucHk=) | `88.47% <0.00%> (-0.93%)` | :arrow_down: |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9hcGljbGllbnQucHk=) | `76.46% <0.00%> (-0.73%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/core.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9jb3JlLnB5) | `92.02% <0.00%> (-0.61%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/worker\_pool\_main.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvd29ya2VyX3Bvb2xfbWFpbi5weQ==) | `58.75% <0.00%> (-0.51%)` | :arrow_down: |
   | ... and [62 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...39b8554](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (11cf6b8) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **decrease** coverage by `0.28%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.79%   83.51%   -0.29%     
   ==========================================
     Files         444      445       +1     
     Lines       60474    61385     +911     
   ==========================================
   + Hits        50674    51263     +589     
   - Misses       9800    10122     +322     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (-12.84%)` | :arrow_down: |
   | [...ython/apache\_beam/runners/interactive/sql/utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvdXRpbHMucHk=) | `76.09% <0.00%> (-7.91%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2V4cGVyaW1lbnRhbC9zcGFubmVyaW8ucHk=) | `82.52% <0.00%> (-5.69%)` | :arrow_down: |
   | [...thon/apache\_beam/runners/worker/operation\_specs.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9uX3NwZWNzLnB5) | `40.67% <0.00%> (-4.90%)` | :arrow_down: |
   | [...he\_beam/runners/interactive/sql/beam\_sql\_magics.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvYmVhbV9zcWxfbWFnaWNzLnB5) | `49.75% <0.00%> (-4.79%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (-4.24%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/gcp/bigquery\_tools.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3Rvb2xzLnB5) | `82.91% <0.00%> (-3.82%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `92.68% <0.00%> (-2.44%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `94.04% <0.00%> (-1.25%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | ... and [44 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...11cf6b8](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (11cf6b8) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **decrease** coverage by `0.28%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.79%   83.51%   -0.29%     
   ==========================================
     Files         444      445       +1     
     Lines       60474    61385     +911     
   ==========================================
   + Hits        50674    51263     +589     
   - Misses       9800    10122     +322     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (-12.84%)` | :arrow_down: |
   | [...ython/apache\_beam/runners/interactive/sql/utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvdXRpbHMucHk=) | `76.09% <0.00%> (-7.91%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2V4cGVyaW1lbnRhbC9zcGFubmVyaW8ucHk=) | `82.52% <0.00%> (-5.69%)` | :arrow_down: |
   | [...thon/apache\_beam/runners/worker/operation\_specs.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9uX3NwZWNzLnB5) | `40.67% <0.00%> (-4.90%)` | :arrow_down: |
   | [...he\_beam/runners/interactive/sql/beam\_sql\_magics.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvYmVhbV9zcWxfbWFnaWNzLnB5) | `49.75% <0.00%> (-4.79%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (-4.24%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/gcp/bigquery\_tools.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3Rvb2xzLnB5) | `82.91% <0.00%> (-3.82%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `92.68% <0.00%> (-2.44%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `94.04% <0.00%> (-1.25%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | ... and [44 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...11cf6b8](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (42bf1c0) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.79%   83.80%           
   =======================================
     Files         444      444           
     Lines       60474    60474           
   =======================================
   + Hits        50674    50680    +6     
   + Misses       9800     9794    -6     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.39% <0.00%> (+0.12%)` | :arrow_up: |
   | [.../python/apache\_beam/typehints/trivial\_inference.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHlwZWhpbnRzL3RyaXZpYWxfaW5mZXJlbmNlLnB5) | `96.65% <0.00%> (+0.30%)` | :arrow_up: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `92.59% <0.00%> (+1.85%)` | :arrow_up: |
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `93.02% <0.00%> (+4.65%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...42bf1c0](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749761895



##########
File path: sdks/python/container/base_image_requirements_manual.txt
##########
@@ -0,0 +1,41 @@
+###############################################################################
+#  Licensed to the Apache Software Foundation (ASF) under one
+#  or more contributor license agreements.  See the NOTICE file
+#  distributed with this work for additional information
+#  regarding copyright ownership.  The ASF licenses this file
+#  to you under the Apache License, Version 2.0 (the
+#  "License"); you may not use this file except in compliance
+#  with the License.  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+# limitations under the License.
+###############################################################################
+
+# This file has additional packages to install in Beam's containers.
+# Do not specify dependencies, which are already in Beam's setup.py.
+# See generate_pip_requirements_list.sh to find which extras (e.g. gcp) are used.
+# Do not specify a constrained version without a particular reason, so that
+# we can pick up recent versions when regenerating the requirements.
+# Consider constraining requirements of Beam itself when necessary.
+
+bs4  # Commonly used HTML processing tool.
+# Let's upgrade to Cython 3.0 in a controlled way, stay on 0.x versions for now.

Review comment:
       More like an explanation for why current version is pinned. Rewording.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (83efd99) into [master](https://codecov.io/gh/apache/beam/commit/4351c49cc45126b1b79f2283cb8d8411caaf82a3?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (4351c49) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.60%   83.60%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51276    51273       -3     
   - Misses      10053    10056       +3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `88.37% <0.00%> (-4.66%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `90.74% <0.00%> (-1.86%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.64% <0.00%> (+0.12%)` | :arrow_up: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlci5weQ==) | `89.41% <0.00%> (+0.16%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...83efd99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (11cf6b8) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **decrease** coverage by `0.28%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 11cf6b8 differs from pull request most recent head 42bf1c0. Consider uploading reports for the commit 42bf1c0 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.79%   83.51%   -0.29%     
   ==========================================
     Files         444      445       +1     
     Lines       60474    61385     +911     
   ==========================================
   + Hits        50674    51263     +589     
   - Misses       9800    10122     +322     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (-12.84%)` | :arrow_down: |
   | [...ython/apache\_beam/runners/interactive/sql/utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvdXRpbHMucHk=) | `76.09% <0.00%> (-7.91%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2V4cGVyaW1lbnRhbC9zcGFubmVyaW8ucHk=) | `82.52% <0.00%> (-5.69%)` | :arrow_down: |
   | [...thon/apache\_beam/runners/worker/operation\_specs.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9uX3NwZWNzLnB5) | `40.67% <0.00%> (-4.90%)` | :arrow_down: |
   | [...he\_beam/runners/interactive/sql/beam\_sql\_magics.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9zcWwvYmVhbV9zcWxfbWFnaWNzLnB5) | `49.75% <0.00%> (-4.79%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (-4.24%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/gcp/bigquery\_tools.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3Rvb2xzLnB5) | `82.91% <0.00%> (-3.82%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `92.68% <0.00%> (-2.44%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `94.04% <0.00%> (-1.25%)` | :arrow_down: |
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | ... and [44 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...42bf1c0](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) into [master](https://codecov.io/gh/apache/beam/commit/986cffa160339a2893879f6ece8ea891af373a9f?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (986cffa) will **increase** coverage by `0.01%`.
   > The diff coverage is `94.44%`.
   
   > :exclamation: Current head 7d54488 differs from pull request most recent head 9879e18. Consider uploading reports for the commit 9879e18 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   + Coverage   83.60%   83.62%   +0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61371      +42     
   ==========================================
   + Hits        51274    51320      +46     
   + Misses      10055    10051       -4     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `93.98% <87.50%> (-0.07%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVycy5weQ==) | `88.63% <89.47%> (+0.02%)` | :arrow_up: |
   | [...ks/python/apache\_beam/coders/coders\_test\_common.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyc190ZXN0X2NvbW1vbi5weQ==) | `98.51% <100.00%> (ø)` | |
   | [sdks/python/apache\_beam/coders/typecoders.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL3R5cGVjb2RlcnMucHk=) | `94.52% <100.00%> (ø)` | |
   | [sdks/python/apache\_beam/pipeline.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcGlwZWxpbmUucHk=) | `91.74% <100.00%> (+0.01%)` | :arrow_up: |
   | [sdks/python/apache\_beam/transforms/core.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9jb3JlLnB5) | `92.64% <100.00%> (+<0.01%)` | :arrow_up: |
   | [sdks/python/apache\_beam/typehints/typehints.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHlwZWhpbnRzL3R5cGVoaW50cy5weQ==) | `93.43% <100.00%> (+0.09%)` | :arrow_up: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlci5weQ==) | `89.25% <0.00%> (-0.17%)` | :arrow_down: |
   | [setup.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2V0dXAucHk=) | `0.00% <0.00%> (ø)` | |
   | [...hon/apache\_beam/portability/api/beam\_fn\_api\_pb2.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcG9ydGFiaWxpdHkvYXBpL2JlYW1fZm5fYXBpX3BiMi5weQ==) | `100.00% <0.00%> (ø)` | |
   | ... and [7 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4c0479b...9879e18](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749784724



##########
File path: website/www/site/content/en/contribute/release-guide.md
##########
@@ -230,7 +231,19 @@ If you are not a PMC, please ask for help in dev@ mailing list.
 **********
 
 
-## 3. Investigate performance regressions
+## 3. Update base image dependencies for Python container images
+
+1. Check the versions specified in sdks/python/container/base_image_requirements_manual.txt` and update them if necessary.
+2. Regenerate full dependency list by running:

Review comment:
       done, thanks




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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749762434



##########
File path: sdks/python/container/base_image_requirements_manual.txt
##########
@@ -0,0 +1,41 @@
+###############################################################################
+#  Licensed to the Apache Software Foundation (ASF) under one
+#  or more contributor license agreements.  See the NOTICE file
+#  distributed with this work for additional information
+#  regarding copyright ownership.  The ASF licenses this file
+#  to you under the Apache License, Version 2.0 (the
+#  "License"); you may not use this file except in compliance
+#  with the License.  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+# limitations under the License.
+###############################################################################
+
+# This file has additional packages to install in Beam's containers.
+# Do not specify dependencies, which are already in Beam's setup.py.
+# See generate_pip_requirements_list.sh to find which extras (e.g. gcp) are used.
+# Do not specify a constrained version without a particular reason, so that
+# we can pick up recent versions when regenerating the requirements.
+# Consider constraining requirements of Beam itself when necessary.
+
+bs4  # Commonly used HTML processing tool.
+# Let's upgrade to Cython 3.0 in a controlled way, stay on 0.x versions for now.
+cython<1
+google-cloud-profiler
+google-python-cloud-debugger
+guppy3  # Memory profiler
+mmh3  # Optimzes execution of some Beam codepaths. TODO: Make it Beam's dependency.
+python-snappy  # Optimzes execution of some Beam codepaths.
+scipy
+scikit-learn

Review comment:
       They are deemed to be commonly used; we don't have good visibility though how commonly they are used. For purposes of this PR, I am preserving the current status quo and just moving them into a separate file that has optional dependencies.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (83efd99) into [master](https://codecov.io/gh/apache/beam/commit/4351c49cc45126b1b79f2283cb8d8411caaf82a3?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (4351c49) will **decrease** coverage by `0.00%`.
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   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.60%   83.60%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51276    51273       -3     
   - Misses      10053    10056       +3     
   ```
   
   
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   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `90.74% <0.00%> (-1.86%)` | :arrow_down: |
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   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...83efd99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749763053



##########
File path: sdks/python/container/build.gradle
##########
@@ -75,6 +75,12 @@ task pushAll {
   dependsOn ':sdks:python:container:py38:dockerPush'
 }
 
+task generatePythonRequirementsAll {
+  dependsOn ':sdks:python:container:py36:generatePythonRequirements'

Review comment:
       they were already different:
   
   1) Certain packages make sense to install only on some versions of python, example: https://github.com/apache/beam/blob/7d54488eca45743e379f1873eda7f6d390f97b50/sdks/python/setup.py#L132
   
   2) some packages don't support some python versions, for example TF does not make new releases on Py 3.6.




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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749784620



##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+
+if [[ $# != 2 ]]; then
+  printf "Usage: \n$> ./sdks/python/container/run_generate_requirements.sh <python_version> <sdk_tarball>"
+  printf "\n\tpython_version: [required] Python version to generate dependencies for."
+  printf " Use 3.7 for Python3.7, 3.8 for Python3.8 etc."
+fi
+
+set -ex
+PY_VERSION=$1
+SDK_TARBALL=$2
+
+ENV_PATH="$PWD/build/python${PY_VERSION/./}_requirements_gen"
+rm -rf $ENV_PATH 2>/dev/null || true
+python${PY_VERSION} -m venv $ENV_PATH
+source $ENV_PATH/bin/activate
+pip install --upgrade pip
+pip install wheel
+
+pip install --no-cache-dir $SDK_TARBALL[gcp,dataframe]
+pip install --no-cache-dir -r $PWD/sdks/python/container/base_image_requirements_manual.txt
+pip uninstall -y apache-beam
+echo "Checking for broken dependencies:"
+pip check
+echo "Installed dependencies:"
+pip freeze
+
+# Take the version from intepreter instead of $1 to make sure they match. Sample value: py36.
+PY_IMAGE=$(python -c 'import sys; print(f"py{sys.version_info.major}{sys.version_info.minor}")')
+REQUIREMENTS_FILE=$PWD/sdks/python/container/$PY_IMAGE/base_image_requirements.txt
+cat <<EOT > $REQUIREMENTS_FILE
+#    Licensed to the Apache Software Foundation (ASF) under one or more

Review comment:
       Fair point. I looked around and didn't see a separate file containing it.  I think I'll leave it as is for now given that we have another blob of text to add and every single file has this header...




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[GitHub] [beam] tvalentyn commented on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-970555780


   Thanks; those are just noisy logs. We may have too much of them.. That test intentionally raises an error: https://github.com/apache/beam/blob/4b85a11e35cd80dc52ef26b46e77710aa8a07b5a/sdks/python/apache_beam/runners/portability/fn_api_runner/fn_runner_test.py#L891


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[GitHub] [beam] tvalentyn merged pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn merged pull request #15927:
URL: https://github.com/apache/beam/pull/15927


   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1cffc20) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **decrease** coverage by `0.26%`.
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   @@            Coverage Diff             @@
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   ==========================================
   - Coverage   83.79%   83.53%   -0.27%     
   ==========================================
     Files         444      445       +1     
     Lines       60474    61385     +911     
   ==========================================
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   - Misses       9800    10109     +309     
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   ------
   
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   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...11cf6b8](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] github-actions[bot] commented on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

github-actions[bot] commented on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964529027






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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


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   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (39b8554) into [master](https://codecov.io/gh/apache/beam/commit/e9ebaa4efb8625fc175c16209c1ebe751d764432?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (e9ebaa4) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 39b8554 differs from pull request most recent head 83efd99. Consider uploading reports for the commit 83efd99 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.61%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51281    51279       -2     
   - Misses      10048    10050       +2     
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   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
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   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlci5weQ==) | `89.25% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (-0.13%)` | :arrow_down: |
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   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
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   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...83efd99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] ryanthompson591 commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

ryanthompson591 commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749523304



##########
File path: sdks/python/container/Dockerfile
##########
@@ -38,11 +36,10 @@ RUN apt-get update && \
 # Install required packages for Beam Python SDK and common dependencies used by users.
 ####
 
-# SDK dependencies not listed in base_image_requirements.txt will be installed
-# when we install SDK with pip below.
 COPY target/base_image_requirements.txt /tmp/base_image_requirements.txt
 RUN \
-    pip install -r /tmp/base_image_requirements.txt && \
+    # use --no-deps to ensure the list includes all transitive dependencies.
+    pip install --no-deps -r /tmp/base_image_requirements.txt && \

Review comment:
       Could it be the case that future deps will cause future issues?  I mean if future deps come in will that be a problem?

##########
File path: sdks/python/container/Dockerfile
##########
@@ -67,13 +64,33 @@ RUN ln -s /usr/bin/ccache /usr/local/bin/gcc
 RUN ccache --set-config=sloppiness=file_macro && ccache --set-config=hash_dir=false
 
 ####
-# Install Apache Beam SDK
+# Install Apache Beam SDK. Use --no-deps and pip check to verify that all
+# necessary dependencies are specified in base_image_requiremetns.txt.
 ####
 COPY target/apache-beam.tar.gz /opt/apache/beam/tars/
-RUN pip install -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip install --no-deps -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip check

Review comment:
       So if this fails, will the whole docker install fail?

##########
File path: sdks/python/container/Dockerfile
##########
@@ -67,13 +64,33 @@ RUN ln -s /usr/bin/ccache /usr/local/bin/gcc
 RUN ccache --set-config=sloppiness=file_macro && ccache --set-config=hash_dir=false
 
 ####
-# Install Apache Beam SDK
+# Install Apache Beam SDK. Use --no-deps and pip check to verify that all
+# necessary dependencies are specified in base_image_requiremetns.txt.
 ####
 COPY target/apache-beam.tar.gz /opt/apache/beam/tars/
-RUN pip install -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip install --no-deps -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip check
 
-COPY target/license_scripts /tmp/license_scripts/
+COPY target/LICENSE /opt/apache/beam/
+COPY target/LICENSE.python /opt/apache/beam/
+COPY target/NOTICE /opt/apache/beam/
+COPY target/launcher/linux_amd64/boot /opt/apache/beam/
+
+# Log complete list of what exact packages and versions are installed.
+RUN pip freeze --all
+# Make sure there are no conflicting dependencies.
+RUN pip check

Review comment:
       we called run check up above. Can we combine these?

##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+
+if [[ $# != 2 ]]; then
+  printf "Usage: \n$> ./sdks/python/container/run_generate_requirements.sh <python_version> <sdk_tarball>"
+  printf "\n\tpython_version: [required] Python version to generate dependencies for."
+  printf " Use 3.7 for Python3.7, 3.8 for Python3.8 etc."
+fi
+
+set -ex
+PY_VERSION=$1
+SDK_TARBALL=$2
+
+ENV_PATH="$PWD/build/python${PY_VERSION/./}_requirements_gen"
+rm -rf $ENV_PATH 2>/dev/null || true
+python${PY_VERSION} -m venv $ENV_PATH
+source $ENV_PATH/bin/activate
+pip install --upgrade pip
+pip install wheel
+
+pip install --no-cache-dir $SDK_TARBALL[gcp,dataframe]
+pip install --no-cache-dir -r $PWD/sdks/python/container/base_image_requirements_manual.txt
+pip uninstall -y apache-beam
+echo "Checking for broken dependencies:"
+pip check
+echo "Installed dependencies:"
+pip freeze
+
+# Take the version from intepreter instead of $1 to make sure they match. Sample value: py36.
+PY_IMAGE=$(python -c 'import sys; print(f"py{sys.version_info.major}{sys.version_info.minor}")')
+REQUIREMENTS_FILE=$PWD/sdks/python/container/$PY_IMAGE/base_image_requirements.txt
+cat <<EOT > $REQUIREMENTS_FILE
+#    Licensed to the Apache Software Foundation (ASF) under one or more

Review comment:
       Ideally this license file would just live somewhere and you could reference it instead of having all this text here.

##########
File path: sdks/python/container/base_image_requirements_manual.txt
##########
@@ -0,0 +1,41 @@
+###############################################################################
+#  Licensed to the Apache Software Foundation (ASF) under one
+#  or more contributor license agreements.  See the NOTICE file
+#  distributed with this work for additional information
+#  regarding copyright ownership.  The ASF licenses this file
+#  to you under the Apache License, Version 2.0 (the
+#  "License"); you may not use this file except in compliance
+#  with the License.  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+# limitations under the License.
+###############################################################################
+
+# This file has additional packages to install in Beam's containers.
+# Do not specify dependencies, which are already in Beam's setup.py.
+# See generate_pip_requirements_list.sh to find which extras (e.g. gcp) are used.
+# Do not specify a constrained version without a particular reason, so that
+# we can pick up recent versions when regenerating the requirements.
+# Consider constraining requirements of Beam itself when necessary.
+
+bs4  # Commonly used HTML processing tool.
+# Let's upgrade to Cython 3.0 in a controlled way, stay on 0.x versions for now.
+cython<1
+google-cloud-profiler
+google-python-cloud-debugger
+guppy3  # Memory profiler
+mmh3  # Optimzes execution of some Beam codepaths. TODO: Make it Beam's dependency.
+python-snappy  # Optimzes execution of some Beam codepaths.
+scipy
+scikit-learn

Review comment:
       I'm just curious why some of these packages like scikit-learn and tensorflow are specified as deps.  Seems like they shouldn't be.

##########
File path: sdks/python/container/build.gradle
##########
@@ -75,6 +75,12 @@ task pushAll {
   dependsOn ':sdks:python:container:py38:dockerPush'
 }
 
+task generatePythonRequirementsAll {
+  dependsOn ':sdks:python:container:py36:generatePythonRequirements'

Review comment:
       just curious if the requirements are now different between python versions.  Why is that now the case?

##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+
+if [[ $# != 2 ]]; then
+  printf "Usage: \n$> ./sdks/python/container/run_generate_requirements.sh <python_version> <sdk_tarball>"
+  printf "\n\tpython_version: [required] Python version to generate dependencies for."
+  printf " Use 3.7 for Python3.7, 3.8 for Python3.8 etc."
+fi
+
+set -ex
+PY_VERSION=$1
+SDK_TARBALL=$2
+
+ENV_PATH="$PWD/build/python${PY_VERSION/./}_requirements_gen"
+rm -rf $ENV_PATH 2>/dev/null || true
+python${PY_VERSION} -m venv $ENV_PATH
+source $ENV_PATH/bin/activate
+pip install --upgrade pip
+pip install wheel
+
+pip install --no-cache-dir $SDK_TARBALL[gcp,dataframe]
+pip install --no-cache-dir -r $PWD/sdks/python/container/base_image_requirements_manual.txt
+pip uninstall -y apache-beam
+echo "Checking for broken dependencies:"
+pip check
+echo "Installed dependencies:"
+pip freeze
+
+# Take the version from intepreter instead of $1 to make sure they match. Sample value: py36.
+PY_IMAGE=$(python -c 'import sys; print(f"py{sys.version_info.major}{sys.version_info.minor}")')

Review comment:
       I don't get it.  What happens if they don't match. Do we trust what is here instead of the user parameter. What if the user has a different version for python vs python3?

##########
File path: sdks/python/container/base_image_requirements_manual.txt
##########
@@ -0,0 +1,41 @@
+###############################################################################
+#  Licensed to the Apache Software Foundation (ASF) under one
+#  or more contributor license agreements.  See the NOTICE file
+#  distributed with this work for additional information
+#  regarding copyright ownership.  The ASF licenses this file
+#  to you under the Apache License, Version 2.0 (the
+#  "License"); you may not use this file except in compliance
+#  with the License.  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+# limitations under the License.
+###############################################################################
+
+# This file has additional packages to install in Beam's containers.
+# Do not specify dependencies, which are already in Beam's setup.py.
+# See generate_pip_requirements_list.sh to find which extras (e.g. gcp) are used.
+# Do not specify a constrained version without a particular reason, so that
+# we can pick up recent versions when regenerating the requirements.
+# Consider constraining requirements of Beam itself when necessary.
+
+bs4  # Commonly used HTML processing tool.
+# Let's upgrade to Cython 3.0 in a controlled way, stay on 0.x versions for now.

Review comment:
       Is this supposed to be a TODO?

##########
File path: website/www/site/content/en/contribute/release-guide.md
##########
@@ -230,7 +231,19 @@ If you are not a PMC, please ask for help in dev@ mailing list.
 **********
 
 
-## 3. Investigate performance regressions
+## 3. Update base image dependencies for Python container images
+
+1. Check the versions specified in sdks/python/container/base_image_requirements_manual.txt` and update them if necessary.
+2. Regenerate full dependency list by running:

Review comment:
       prefer 1. for numbered lists in markdown.

##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+
+if [[ $# != 2 ]]; then
+  printf "Usage: \n$> ./sdks/python/container/run_generate_requirements.sh <python_version> <sdk_tarball>"
+  printf "\n\tpython_version: [required] Python version to generate dependencies for."
+  printf " Use 3.7 for Python3.7, 3.8 for Python3.8 etc."
+fi
+
+set -ex
+PY_VERSION=$1
+SDK_TARBALL=$2
+
+ENV_PATH="$PWD/build/python${PY_VERSION/./}_requirements_gen"
+rm -rf $ENV_PATH 2>/dev/null || true
+python${PY_VERSION} -m venv $ENV_PATH
+source $ENV_PATH/bin/activate
+pip install --upgrade pip
+pip install wheel
+
+pip install --no-cache-dir $SDK_TARBALL[gcp,dataframe]
+pip install --no-cache-dir -r $PWD/sdks/python/container/base_image_requirements_manual.txt
+pip uninstall -y apache-beam
+echo "Checking for broken dependencies:"
+pip check

Review comment:
       Does this error out if there are broken deps?

##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+

Review comment:
       I wish more of these files had a high level description of what they were.
   
   For example with this one, I would like to know if it's meant to be run manually, or if its a utility script for a tool or build rule.
   




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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749777493



##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+
+if [[ $# != 2 ]]; then
+  printf "Usage: \n$> ./sdks/python/container/run_generate_requirements.sh <python_version> <sdk_tarball>"
+  printf "\n\tpython_version: [required] Python version to generate dependencies for."
+  printf " Use 3.7 for Python3.7, 3.8 for Python3.8 etc."
+fi
+
+set -ex
+PY_VERSION=$1
+SDK_TARBALL=$2
+
+ENV_PATH="$PWD/build/python${PY_VERSION/./}_requirements_gen"
+rm -rf $ENV_PATH 2>/dev/null || true
+python${PY_VERSION} -m venv $ENV_PATH
+source $ENV_PATH/bin/activate
+pip install --upgrade pip
+pip install wheel
+
+pip install --no-cache-dir $SDK_TARBALL[gcp,dataframe]
+pip install --no-cache-dir -r $PWD/sdks/python/container/base_image_requirements_manual.txt
+pip uninstall -y apache-beam
+echo "Checking for broken dependencies:"
+pip check
+echo "Installed dependencies:"
+pip freeze
+
+# Take the version from intepreter instead of $1 to make sure they match. Sample value: py36.
+PY_IMAGE=$(python -c 'import sys; print(f"py{sys.version_info.major}{sys.version_info.minor}")')

Review comment:
       This is a leftover from a different implementation where i used docker images, can simplify this now. thanks.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (007d9bd) into [master](https://codecov.io/gh/apache/beam/commit/7d54488eca45743e379f1873eda7f6d390f97b50?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.62%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61371    61371              
   ==========================================
   - Hits        51320    51317       -3     
   - Misses      10051    10054       +3     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `87.80% <0.00%> (-7.32%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9iZWFtLnB5) | `75.60% <0.00%> (-0.98%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9kaXNwbGF5L3Bjb2xsX3Zpc3VhbGl6YXRpb24ucHk=) | `85.85% <0.00%> (-0.51%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9lbnZpcm9ubWVudC5weQ==) | `91.37% <0.00%> (-0.35%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (+0.12%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [7d54488...007d9bd](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c566f99) into [master](https://codecov.io/gh/apache/beam/commit/5c4f99b87de037c91079b0d1be98057feaaf762d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (5c4f99b) will **increase** coverage by `0.00%`.
   > The diff coverage is `90.90%`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.61%   83.62%           
   =======================================
     Files         445      445           
     Lines       61363    61371    +8     
   =======================================
   + Hits        51310    51322   +12     
   + Misses      10053    10049    -4     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/examples/avro\_bitcoin.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vZXhhbXBsZXMvYXZyb19iaXRjb2luLnB5) | `0.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (ø)` | |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/pipeline.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcGlwZWxpbmUucHk=) | `91.74% <ø> (ø)` | |
   | [...on/apache\_beam/runners/dataflow/dataflow\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9kYXRhZmxvd19ydW5uZXIucHk=) | `82.34% <ø> (ø)` | |
   | [...ks/python/apache\_beam/runners/worker/operations.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvb3BlcmF0aW9ucy5weQ==) | `70.01% <ø> (ø)` | |
   | [sdks/python/apache\_beam/io/avroio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vYXZyb2lvLnB5) | `97.95% <75.00%> (ø)` | |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `93.98% <87.50%> (ø)` | |
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   | ... and [21 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [9de4bd9...c566f99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-969842613


   PTAL, thanks!


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[GitHub] [beam] tvalentyn commented on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-967269117


   R: @ryanthompson591 @TheNeuralBit 


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d99648c) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **increase** coverage by `0.02%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   + Coverage   83.79%   83.81%   +0.02%     
   ==========================================
     Files         444      444              
     Lines       60474    60474              
   ==========================================
   + Hits        50674    50687      +13     
   + Misses       9800     9787      -13     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/internal/metrics/metric.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW50ZXJuYWwvbWV0cmljcy9tZXRyaWMucHk=) | `90.00% <0.00%> (-1.00%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (+0.24%)` | :arrow_up: |
   | [.../python/apache\_beam/typehints/trivial\_inference.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHlwZWhpbnRzL3RyaXZpYWxfaW5mZXJlbmNlLnB5) | `96.65% <0.00%> (+0.30%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/localfilesystem.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vbG9jYWxmaWxlc3lzdGVtLnB5) | `92.24% <0.00%> (+0.77%)` | :arrow_up: |
   | [...ks/python/apache\_beam/runners/worker/data\_plane.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvZGF0YV9wbGFuZS5weQ==) | `89.20% <0.00%> (+1.70%)` | :arrow_up: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `92.59% <0.00%> (+1.85%)` | :arrow_up: |
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `93.02% <0.00%> (+4.65%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...d99648c](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (39b8554) into [master](https://codecov.io/gh/apache/beam/commit/e9ebaa4efb8625fc175c16209c1ebe751d764432?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (e9ebaa4) will **decrease** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 39b8554 differs from pull request most recent head 83efd99. Consider uploading reports for the commit 83efd99 to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #15927      +/-   ##
   ==========================================
   - Coverage   83.61%   83.61%   -0.01%     
   ==========================================
     Files         445      445              
     Lines       61329    61329              
   ==========================================
   - Hits        51281    51279       -2     
   - Misses      10048    10050       +2     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vZGF0YWZyYW1lL2ZyYW1lcy5weQ==) | `94.92% <ø> (ø)` | |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdXRpbHMvaW50ZXJhY3RpdmVfdXRpbHMucHk=) | `87.80% <0.00%> (-2.44%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc291cmNlX3Rlc3RfdXRpbHMucHk=) | `88.01% <0.00%> (-1.39%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlci5weQ==) | `89.25% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.51% <0.00%> (-0.13%)` | :arrow_down: |
   | [sdks/python/apache\_beam/runners/common.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9jb21tb24ucHk=) | `90.13% <0.00%> (+0.14%)` | :arrow_up: |
   | [...hon/apache\_beam/runners/direct/test\_stream\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kaXJlY3QvdGVzdF9zdHJlYW1faW1wbC5weQ==) | `96.26% <0.00%> (+2.23%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [4351c49...83efd99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (42bf1c0) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.79%   83.80%           
   =======================================
     Files         444      444           
     Lines       60474    60474           
   =======================================
   + Hits        50674    50680    +6     
   + Misses       9800     9794    -6     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.39% <0.00%> (+0.12%)` | :arrow_up: |
   | [.../python/apache\_beam/typehints/trivial\_inference.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHlwZWhpbnRzL3RyaXZpYWxfaW5mZXJlbmNlLnB5) | `96.65% <0.00%> (+0.30%)` | :arrow_up: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `92.59% <0.00%> (+1.85%)` | :arrow_up: |
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `93.02% <0.00%> (+4.65%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...42bf1c0](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (42bf1c0) into [master](https://codecov.io/gh/apache/beam/commit/476efbb5e798c95a7c46f1b05e792f2c4b67bf1a?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (476efbb) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 42bf1c0 differs from pull request most recent head d99648c. Consider uploading reports for the commit d99648c to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.79%   83.80%           
   =======================================
     Files         444      444           
     Lines       60474    60474           
   =======================================
   + Hits        50674    50680    +6     
   + Misses       9800     9794    -6     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvYnVuZGxlX3Byb2Nlc3Nvci5weQ==) | `93.39% <0.00%> (+0.12%)` | :arrow_up: |
   | [.../python/apache\_beam/typehints/trivial\_inference.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHlwZWhpbnRzL3RyaXZpYWxfaW5mZXJlbmNlLnB5) | `96.65% <0.00%> (+0.30%)` | :arrow_up: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9pbnRlcmFjdGl2ZS9pbnRlcmFjdGl2ZV9ydW5uZXIucHk=) | `92.59% <0.00%> (+1.85%)` | :arrow_up: |
   | [.../python/apache\_beam/testing/test\_stream\_service.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdGVzdGluZy90ZXN0X3N0cmVhbV9zZXJ2aWNlLnB5) | `93.02% <0.00%> (+4.65%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [476efbb...d99648c](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) into [master](https://codecov.io/gh/apache/beam/commit/7d54488eca45743e379f1873eda7f6d390f97b50?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (7d54488) will **not change** coverage.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 7d54488 differs from pull request most recent head 007d9bd. Consider uploading reports for the commit 007d9bd to get more accurate results
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.62%   83.62%           
   =======================================
     Files         445      445           
     Lines       61371    61371           
   =======================================
     Hits        51320    51320           
     Misses      10051    10051           
   ```
   
   
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   > **Legend** - [Click here to learn more](https://docs.codecov.io/docs/codecov-delta?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [7d54488...007d9bd](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749773970



##########
File path: sdks/python/container/run_generate_requirements.sh
##########
@@ -0,0 +1,70 @@
+#!/bin/bash
+#
+#    Licensed to the Apache Software Foundation (ASF) under one or more
+#    contributor license agreements.  See the NOTICE file distributed with
+#    this work for additional information regarding copyright ownership.
+#    The ASF licenses this file to You under the Apache License, Version 2.0
+#    (the "License"); you may not use this file except in compliance with
+#    the License.  You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#    Unless required by applicable law or agreed to in writing, software
+#    distributed under the License is distributed on an "AS IS" BASIS,
+#    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#    See the License for the specific language governing permissions and
+#    limitations under the License.
+#
+
+if [[ $# != 2 ]]; then
+  printf "Usage: \n$> ./sdks/python/container/run_generate_requirements.sh <python_version> <sdk_tarball>"
+  printf "\n\tpython_version: [required] Python version to generate dependencies for."
+  printf " Use 3.7 for Python3.7, 3.8 for Python3.8 etc."
+fi
+
+set -ex
+PY_VERSION=$1
+SDK_TARBALL=$2
+
+ENV_PATH="$PWD/build/python${PY_VERSION/./}_requirements_gen"
+rm -rf $ENV_PATH 2>/dev/null || true
+python${PY_VERSION} -m venv $ENV_PATH
+source $ENV_PATH/bin/activate
+pip install --upgrade pip
+pip install wheel
+
+pip install --no-cache-dir $SDK_TARBALL[gcp,dataframe]
+pip install --no-cache-dir -r $PWD/sdks/python/container/base_image_requirements_manual.txt
+pip uninstall -y apache-beam
+echo "Checking for broken dependencies:"
+pip check

Review comment:
       yup, thanks to `set -e`.




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[GitHub] [beam] tvalentyn commented on a change in pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

tvalentyn commented on a change in pull request #15927:
URL: https://github.com/apache/beam/pull/15927#discussion_r749759256



##########
File path: sdks/python/container/Dockerfile
##########
@@ -67,13 +64,33 @@ RUN ln -s /usr/bin/ccache /usr/local/bin/gcc
 RUN ccache --set-config=sloppiness=file_macro && ccache --set-config=hash_dir=false
 
 ####
-# Install Apache Beam SDK
+# Install Apache Beam SDK. Use --no-deps and pip check to verify that all
+# necessary dependencies are specified in base_image_requiremetns.txt.
 ####
 COPY target/apache-beam.tar.gz /opt/apache/beam/tars/
-RUN pip install -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip install --no-deps -v /opt/apache/beam/tars/apache-beam.tar.gz[gcp]
+RUN pip check
 
-COPY target/license_scripts /tmp/license_scripts/
+COPY target/LICENSE /opt/apache/beam/
+COPY target/LICENSE.python /opt/apache/beam/
+COPY target/NOTICE /opt/apache/beam/
+COPY target/launcher/linux_amd64/boot /opt/apache/beam/
+
+# Log complete list of what exact packages and versions are installed.
+RUN pip freeze --all
+# Make sure there are no conflicting dependencies.
+RUN pip check

Review comment:
       yup.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #15927: Generate Python container dependencies in an automated way.

Posted by GitBox <gi...@apache.org>.

codecov[bot] edited a comment on pull request #15927:
URL: https://github.com/apache/beam/pull/15927#issuecomment-964528900


   # [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) Report
   > Merging [#15927](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c566f99) into [master](https://codecov.io/gh/apache/beam/commit/5c4f99b87de037c91079b0d1be98057feaaf762d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (5c4f99b) will **increase** coverage by `0.00%`.
   > The diff coverage is `90.90%`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/15927/graphs/tree.svg?width=650&height=150&src=pr&token=qcbbAh8Fj1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation)
   
   ```diff
   @@           Coverage Diff           @@
   ##           master   #15927   +/-   ##
   =======================================
     Coverage   83.61%   83.62%           
   =======================================
     Files         445      445           
     Lines       61363    61371    +8     
   =======================================
   + Hits        51310    51322   +12     
   + Misses      10053    10049    -4     
   ```
   
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | Coverage Δ | |
   |---|---|---|
   | [sdks/python/apache\_beam/examples/avro\_bitcoin.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vZXhhbXBsZXMvYXZyb19iaXRjb2luLnB5) | `0.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/io/gcp/bigquery.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5LnB5) | `62.72% <0.00%> (ø)` | |
   | [...ython/apache\_beam/io/gcp/bigquery\_read\_internal.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vZ2NwL2JpZ3F1ZXJ5X3JlYWRfaW50ZXJuYWwucHk=) | `53.92% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/pipeline.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcGlwZWxpbmUucHk=) | `91.74% <ø> (ø)` | |
   | [...on/apache\_beam/runners/dataflow/dataflow\_runner.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9kYXRhZmxvd19ydW5uZXIucHk=) | `82.34% <ø> (ø)` | |
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   | [sdks/python/apache\_beam/io/avroio.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vYXZyb2lvLnB5) | `97.95% <75.00%> (ø)` | |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vY29kZXJzL2NvZGVyX2ltcGwucHk=) | `93.98% <87.50%> (ø)` | |
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   | ... and [21 more](https://codecov.io/gh/apache/beam/pull/15927/diff?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) | |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=footer&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Last update [9de4bd9...c566f99](https://codecov.io/gh/apache/beam/pull/15927?src=pr&el=lastupdated&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation). Read the [comment docs](https://docs.codecov.io/docs/pull-request-comments?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation).
   


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