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Posted to github@beam.apache.org by GitBox <gi...@apache.org> on 2022/03/07 23:28:45 UTC

[GitHub] [beam] robertwb opened a new pull request #17035: Auto-startup for Python expansion service.

robertwb opened a new pull request #17035:
URL: https://github.com/apache/beam/pull/17035


   This adds a script and some java code for automatically starting a Beam Python service.
   
   It may be useful for Go, Typescript, etc. as well. 
   
   ------------------------
   
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[GitHub] [beam] robertwb merged pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb merged pull request #17035:
URL: https://github.com/apache/beam/pull/17035


   


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d04e0be) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65038     +564     
   - Misses      21763    21873     +110     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | ... and [9 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...d04e0be](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c93d6e1) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.90%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65043     +569     
   - Misses      21763    21868     +105     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | [...s/dataflow/internal/clients/cloudbuild/\_\_init\_\_.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvX19pbml0X18ucHk=) | `77.77% <0.00%> (ø)` | |
   | ... and [8 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...c93d6e1](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1068784249


   Run Java PreCommit


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[GitHub] [beam] codecov[bot] commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...b2e8bff](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (6bae873) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65042     +568     
   - Misses      21763    21869     +106     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
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   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `89.06% <0.00%> (ø)` | |
   | ... and [10 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...6bae873](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (731b9a3) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64994     +520     
   - Misses      21763    21859      +96     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [7 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...731b9a3](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (bc7db3e) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.81%           
   =======================================
     Files         667      667           
     Lines       87340    87306   -34     
   =======================================
   - Hits        64474    64449   -25     
   + Misses      21763    21754    -9     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...nternal/clients/dataflow/dataflow\_v1b3\_messages.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfbWVzc2FnZXMucHk=) | `100.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [.../internal/clients/dataflow/dataflow\_v1b3\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfY2xpZW50LnB5) | `71.52% <0.00%> (+0.26%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...bc7db3e](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1326808) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.06%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64987     +513     
   - Misses      21763    21866     +103     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [6 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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[GitHub] [beam] chamikaramj commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

chamikaramj commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827340298



##########
File path: sdks/java/extensions/python/src/test/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransformTest.java
##########
@@ -0,0 +1,49 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.io.Serializable;
+import org.apache.beam.sdk.Pipeline;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.testing.PAssert;
+import org.apache.beam.sdk.transforms.Create;
+import org.apache.beam.sdk.transforms.MapElements;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TypeDescriptors;
+import org.junit.Test;
+import org.junit.runner.RunWith;
+import org.junit.runners.JUnit4;
+
+@RunWith(JUnit4.class)
+public class ExternalPythonTransformTest implements Serializable {
+  @Test
+  public void trivialPythonTransform() {
+    Pipeline p = Pipeline.create();
+    PCollection<String> output =
+        p.apply(Create.of(KV.of("A", "x"), KV.of("A", "y"), KV.of("B", "z")))
+            .apply(
+                new ExternalPythonTransform<
+                    PCollection<KV<String, String>>, PCollection<KV<String, Iterable<String>>>>(
+                    "apache_beam.GroupByKey", Row.nullRow(Schema.of()), Row.nullRow(Schema.of())))

Review comment:
       Can we add a more comprehensive set of unit tests here that uses DirectRunner ? Also "apache_beam.GroupByKey" is not a good example since it doesn't involve the SDK during execution.
   
   




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[GitHub] [beam] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r824325411



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.Iterables;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {
+    this.fullyQualifiedName = fullyQualifiedName;
+    this.args = args;
+    this.kwargs = kwargs;
+  }
+
+  @Override
+  public OutputT expand(InputT input) {
+    int port;
+    try {
+      port = PythonService.findAvailablePort();
+      PythonService service =
+          new PythonService(
+              "apache_beam.runners.portability.expansion_service_main",
+              "--port",
+              "" + port,
+              "--fully_qualified_name_glob",
+              "*");
+      Schema payloadSchema =
+          Schema.of(
+              Schema.Field.of("constructor", Schema.FieldType.STRING),
+              Schema.Field.of("args", Schema.FieldType.row(args.getSchema())),
+              Schema.Field.of("kwargs", Schema.FieldType.row(kwargs.getSchema())));
+      payloadSchema.setUUID(UUID.randomUUID());
+      Row payloadRow =
+          Row.withSchema(payloadSchema).addValues(fullyQualifiedName, args, kwargs).build();
+      ExternalTransforms.ExternalConfigurationPayload payload =
+          ExternalTransforms.ExternalConfigurationPayload.newBuilder()
+              .setSchema(SchemaTranslation.schemaToProto(payloadSchema, true))
+              .setPayload(
+                  ByteString.copyFrom(
+                      CoderUtils.encodeToByteArray(RowCoder.of(payloadSchema), payloadRow)))
+              .build();
+      try (AutoCloseable p = service.start()) {
+        PythonService.waitForPort("localhost", port, 5000);
+        PTransform<PInput, PCollectionTuple> transform =
+            External.<PInput, Object>of(
+                    "beam:transforms:python:fully_qualified_named",
+                    payload.toByteArray(),
+                    "localhost:" + port)
+                .withMultiOutputs();
+        PCollectionTuple outputs;
+        if (input instanceof PCollection) {
+          outputs = (PCollectionTuple) ((PCollection) input).apply(transform);

Review comment:
       OK, I was able to work around this by using `PCollection<?>`.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `90.51% <0.00%> (-0.23%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | ... and [13 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...04b843d](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d04e0be) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65038     +564     
   - Misses      21763    21873     +110     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | ... and [9 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...d04e0be](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (04b843d) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88017     +677     
   ==========================================
   + Hits        64474    65039     +565     
   - Misses      21763    21875     +112     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `90.51% <0.00%> (-0.23%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
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   | ... and [13 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...04b843d](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1063499847






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[GitHub] [beam] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1068610087


   Run Java PreCommit


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d04e0be) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65038     +564     
   - Misses      21763    21873     +110     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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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   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | ... and [9 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...d04e0be](https://codecov.io/gh/apache/beam/pull/17035?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] lukecwik commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

lukecwik commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1075597327


   ExternalPythonTransformTest is extremely flaky, for example: https://ci-beam.apache.org/job/beam_PreCommit_Java_Phrase/4806/testReport/junit/org.apache.beam.sdk.extensions.python/ExternalPythonTransformTest/trivialPythonTransform/
   
   Filed https://issues.apache.org/jira/browse/BEAM-14148


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (bc7db3e) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head bc7db3e differs from pull request most recent head 1326808. Consider uploading reports for the commit 1326808 to get more accurate results
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.81%           
   =======================================
     Files         667      667           
     Lines       87340    87306   -34     
   =======================================
   - Hits        64474    64449   -25     
   + Misses      21763    21754    -9     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...nternal/clients/dataflow/dataflow\_v1b3\_messages.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfbWVzc2FnZXMucHk=) | `100.00% <0.00%> (ø)` | |
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   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...1326808](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c7c975c) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88017     +677     
   ==========================================
   + Hits        64474    65037     +563     
   - Misses      21763    21877     +114     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `90.51% <0.00%> (-0.23%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | ... and [16 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...c7c975c](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1070255199


   Failure in org.apache.beam.sdk.io.hadoop.format.HadoopFormatIOElasticTest.classMethod


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c93d6e1) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.90%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65043     +569     
   - Misses      21763    21868     +105     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
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   | ... and [8 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > **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/17035?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 [2aa4da0...c93d6e1](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb merged pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb merged pull request #17035:
URL: https://github.com/apache/beam/pull/17035


   


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[GitHub] [beam] chamikaramj commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

chamikaramj commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r828543320



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {

Review comment:
       Here's a short doc that gives an updated API: https://docs.google.com/document/d/164rn4otqtQA-8QoLlaoGunUDjLSBBvS2DuR0bn344MQ/edit?usp=sharing




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c93d6e1) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.90%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65043     +569     
   - Misses      21763    21868     +105     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | [...s/dataflow/internal/clients/cloudbuild/\_\_init\_\_.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvX19pbml0X18ucHk=) | `77.77% <0.00%> (ø)` | |
   | ... and [8 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...c93d6e1](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (850be6c) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 850be6c differs from pull request most recent head 440b91b. Consider uploading reports for the commit 440b91b to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65039     +565     
   - Misses      21763    21872     +109     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `89.06% <0.00%> (ø)` | |
   | ... and [10 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...440b91b](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (bc7db3e) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.81%           
   =======================================
     Files         667      667           
     Lines       87340    87306   -34     
   =======================================
   - Hits        64474    64449   -25     
   + Misses      21763    21754    -9     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...nternal/clients/dataflow/dataflow\_v1b3\_messages.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfbWVzc2FnZXMucHk=) | `100.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [.../internal/clients/dataflow/dataflow\_v1b3\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfY2xpZW50LnB5) | `71.52% <0.00%> (+0.26%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...bc7db3e](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head b2e8bff differs from pull request most recent head bc7db3e. Consider uploading reports for the commit bc7db3e to get more accurate results
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...bc7db3e](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...b2e8bff](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1326808) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.06%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64987     +513     
   - Misses      21763    21866     +103     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [6 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...1326808](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r824316573



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.Iterables;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {
+    this.fullyQualifiedName = fullyQualifiedName;
+    this.args = args;
+    this.kwargs = kwargs;
+  }
+
+  @Override
+  public OutputT expand(InputT input) {
+    int port;
+    try {
+      port = PythonService.findAvailablePort();
+      PythonService service =
+          new PythonService(
+              "apache_beam.runners.portability.expansion_service_main",
+              "--port",
+              "" + port,
+              "--fully_qualified_name_glob",
+              "*");
+      Schema payloadSchema =
+          Schema.of(
+              Schema.Field.of("constructor", Schema.FieldType.STRING),
+              Schema.Field.of("args", Schema.FieldType.row(args.getSchema())),
+              Schema.Field.of("kwargs", Schema.FieldType.row(kwargs.getSchema())));
+      payloadSchema.setUUID(UUID.randomUUID());
+      Row payloadRow =
+          Row.withSchema(payloadSchema).addValues(fullyQualifiedName, args, kwargs).build();
+      ExternalTransforms.ExternalConfigurationPayload payload =
+          ExternalTransforms.ExternalConfigurationPayload.newBuilder()
+              .setSchema(SchemaTranslation.schemaToProto(payloadSchema, true))
+              .setPayload(
+                  ByteString.copyFrom(
+                      CoderUtils.encodeToByteArray(RowCoder.of(payloadSchema), payloadRow)))
+              .build();
+      try (AutoCloseable p = service.start()) {
+        PythonService.waitForPort("localhost", port, 5000);
+        PTransform<PInput, PCollectionTuple> transform =
+            External.<PInput, Object>of(
+                    "beam:transforms:python:fully_qualified_named",
+                    payload.toByteArray(),
+                    "localhost:" + port)
+                .withMultiOutputs();
+        PCollectionTuple outputs;
+        if (input instanceof PCollection) {
+          outputs = (PCollectionTuple) ((PCollection) input).apply(transform);

Review comment:
       Yes, unfortunately. It seems java struggles with "paritally-raw" types. 




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64987     +513     
   - Misses      21763    21866     +103     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [6 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...1326808](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1069387459


   Run Java PreCommit


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c93d6e1) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.90%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65043     +569     
   - Misses      21763    21868     +105     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
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   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
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   | ... and [8 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...c93d6e1](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d04e0be) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head d04e0be differs from pull request most recent head 440b91b. Consider uploading reports for the commit 440b91b to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65038     +564     
   - Misses      21763    21873     +110     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
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   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...440b91b](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827371499



##########
File path: sdks/java/extensions/python/src/test/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransformTest.java
##########
@@ -0,0 +1,49 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.io.Serializable;
+import org.apache.beam.sdk.Pipeline;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.testing.PAssert;
+import org.apache.beam.sdk.transforms.Create;
+import org.apache.beam.sdk.transforms.MapElements;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TypeDescriptors;
+import org.junit.Test;
+import org.junit.runner.RunWith;
+import org.junit.runners.JUnit4;
+
+@RunWith(JUnit4.class)
+public class ExternalPythonTransformTest implements Serializable {
+  @Test
+  public void trivialPythonTransform() {
+    Pipeline p = Pipeline.create();
+    PCollection<String> output =
+        p.apply(Create.of(KV.of("A", "x"), KV.of("A", "y"), KV.of("B", "z")))
+            .apply(
+                new ExternalPythonTransform<
+                    PCollection<KV<String, String>>, PCollection<KV<String, Iterable<String>>>>(
+                    "apache_beam.GroupByKey", Row.nullRow(Schema.of()), Row.nullRow(Schema.of())))

Review comment:
       The Java DirectRunner can't run cross-language pipelines. I used GBK because I wanted something simple and obvious--eventually we'll hopefully have a richer set of transforms to invoke. 




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[GitHub] [beam] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827544546



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {

Review comment:
       ExternalPythonTransform only makes sense for Python transforms, as it starts up a Python expansion service (rather than require one be provided) and expects a fqn + positional arg + kwargs rather than a urn + row (though one could argue row is basically kwargs). 




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (6bae873) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65042     +568     
   - Misses      21763    21869     +106     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c7c975c) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88017     +677     
   ==========================================
   + Hits        64474    65037     +563     
   - Misses      21763    21877     +114     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
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   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...c7c975c](https://codecov.io/gh/apache/beam/pull/17035?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] lukecwik edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

lukecwik edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1075597327


   ExternalPythonTransformTest is extremely flaky, for example: https://ci-beam.apache.org/job/beam_PreCommit_Java_Phrase/4806/testReport/junit/org.apache.beam.sdk.extensions.python/ExternalPythonTransformTest/trivialPythonTransform/
   
   Filed https://issues.apache.org/jira/browse/BEAM-14148
   
   Started rollback in https://github.com/apache/beam/pull/17154


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (04b843d) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88017     +677     
   ==========================================
   + Hits        64474    65039     +565     
   - Misses      21763    21875     +112     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `90.51% <0.00%> (-0.23%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | ... and [13 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...04b843d](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (bc7db3e) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.81%           
   =======================================
     Files         667      667           
     Lines       87340    87306   -34     
   =======================================
   - Hits        64474    64449   -25     
   + Misses      21763    21754    -9     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...nternal/clients/dataflow/dataflow\_v1b3\_messages.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfbWVzc2FnZXMucHk=) | `100.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [.../internal/clients/dataflow/dataflow\_v1b3\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfY2xpZW50LnB5) | `71.52% <0.00%> (+0.26%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...bc7db3e](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827374856



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {

Review comment:
       I agree that we need a nicer API, which should probably have a 1-pager and be a separate PR. (To seed this, we should have a RowBuilder that starts with the empty row and can be built with `withField(name, value)` with several overloads for different value types that builds up the schema dynamically. I don't know that a Map<String, Object> parameters is the most java-natural, but it could be allowed as an option as well.) I'm not convinced it makes sense to add a back-reference from External to ExternalPython. 

##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>

Review comment:
       See below.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c7c975c) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head c7c975c differs from pull request most recent head 04b843d. Consider uploading reports for the commit 04b843d to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88017     +677     
   ==========================================
   + Hits        64474    65037     +563     
   - Misses      21763    21877     +114     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `90.51% <0.00%> (-0.23%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | ... and [16 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...04b843d](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c93d6e1) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.90%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65043     +569     
   - Misses      21763    21868     +105     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | [...s/dataflow/internal/clients/cloudbuild/\_\_init\_\_.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvX19pbml0X18ucHk=) | `77.77% <0.00%> (ø)` | |
   | ... and [8 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...c93d6e1](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c7c975c) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88017     +677     
   ==========================================
   + Hits        64474    65037     +563     
   - Misses      21763    21877     +114     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...eam/runners/interactive/interactive\_environment.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `90.51% <0.00%> (-0.23%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | ... and [16 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...c7c975c](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head b2e8bff differs from pull request most recent head b6f214e. Consider uploading reports for the commit b6f214e to get more accurate results
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...b6f214e](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...b2e8bff](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1062486231






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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (731b9a3) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64994     +520     
   - Misses      21763    21859      +96     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [7 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...731b9a3](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1326808) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.06%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 1326808 differs from pull request most recent head 731b9a3. Consider uploading reports for the commit 731b9a3 to get more accurate results
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64987     +513     
   - Misses      21763    21866     +103     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [6 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...731b9a3](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (440b91b) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.06%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65032     +558     
   - Misses      21763    21879     +116     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [sdks/python/apache\_beam/utils/interactive\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `93.26% <0.00%> (-0.38%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
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   | ... and [13 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...440b91b](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1068422071






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[GitHub] [beam] chamikaramj commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

chamikaramj commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827536499



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {

Review comment:
       Adding a Row builder (on top of this) seems relatively straightforward. See https://github.com/apache/beam/pull/17101
   
   I think it will be confusing to add another main External transform API (in addition to External.of and ExternalPythonTransform) so probably ExternalPythonTransform should be the main API to be used along with the Row builder.
   




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   > Merging [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d04e0be) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
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   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65038     +564     
   - Misses      21763    21873     +110     
     Partials     1103     1103              
   ```
   
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   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...d04e0be](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (731b9a3) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 731b9a3 differs from pull request most recent head c93d6e1. Consider uploading reports for the commit c93d6e1 to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64994     +520     
   - Misses      21763    21859      +96     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   |---|---|---|
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   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [7 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...c93d6e1](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1062486384


   Run CommunityMetrics PreCommit


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[GitHub] [beam] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r824320596



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.Iterables;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {
+    this.fullyQualifiedName = fullyQualifiedName;
+    this.args = args;
+    this.kwargs = kwargs;
+  }
+
+  @Override
+  public OutputT expand(InputT input) {
+    int port;
+    try {
+      port = PythonService.findAvailablePort();
+      PythonService service =
+          new PythonService(
+              "apache_beam.runners.portability.expansion_service_main",
+              "--port",
+              "" + port,
+              "--fully_qualified_name_glob",
+              "*");
+      Schema payloadSchema =
+          Schema.of(
+              Schema.Field.of("constructor", Schema.FieldType.STRING),
+              Schema.Field.of("args", Schema.FieldType.row(args.getSchema())),
+              Schema.Field.of("kwargs", Schema.FieldType.row(kwargs.getSchema())));
+      payloadSchema.setUUID(UUID.randomUUID());

Review comment:
       Python has a schema cache (e.g. so it's not constantly re-creating types for a dynamic schema). Results in some very surprising behavior if this is not set. 




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   > Merging [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (1326808) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.06%`.
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   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64987     +513     
   - Misses      21763    21866     +103     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
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   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
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   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [6 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...1326808](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (731b9a3) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64994     +520     
   - Misses      21763    21859      +96     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [7 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...731b9a3](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...b2e8bff](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (b2e8bff) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.82%           
   =======================================
     Files         667      667           
     Lines       87340    87392   +52     
   =======================================
   + Hits        64474    64521   +47     
   - Misses      21763    21768    +5     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/17035/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: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...b2e8bff](https://codecov.io/gh/apache/beam/pull/17035?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] robertwb commented on pull request #17035: Auto-startup for Python expansion service.

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

robertwb commented on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061247292


   R: @ihji 


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (bc7db3e) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035   +/-   ##
   =======================================
     Coverage   73.81%   73.81%           
   =======================================
     Files         667      667           
     Lines       87340    87306   -34     
   =======================================
   - Hits        64474    64449   -25     
   + Misses      21763    21754    -9     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...nternal/clients/dataflow/dataflow\_v1b3\_messages.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfbWVzc2FnZXMucHk=) | `100.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [.../internal/clients/dataflow/dataflow\_v1b3\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfY2xpZW50LnB5) | `71.52% <0.00%> (+0.26%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...bc7db3e](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (c93d6e1) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head c93d6e1 differs from pull request most recent head d04e0be. Consider uploading reports for the commit d04e0be to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.90%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65043     +569     
   - Misses      21763    21868     +105     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | [...s/dataflow/internal/clients/cloudbuild/\_\_init\_\_.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvX19pbml0X18ucHk=) | `77.77% <0.00%> (ø)` | |
   | ... and [8 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...d04e0be](https://codecov.io/gh/apache/beam/pull/17035?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] chamikaramj commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

chamikaramj commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827549443



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {

Review comment:
       Yeah, sorry, I meant "main API for using Python transforms from Java".




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   > Merging [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (d04e0be) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head d04e0be differs from pull request most recent head 850be6c. Consider uploading reports for the commit 850be6c to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65038     +564     
   - Misses      21763    21873     +110     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   |---|---|---|
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   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...850be6c](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   > Merging [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (6bae873) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65042     +568     
   - Misses      21763    21869     +106     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
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   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...6bae873](https://codecov.io/gh/apache/beam/pull/17035?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] chamikaramj commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

chamikaramj commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r827328445



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {

Review comment:
       How about adding following that wraps this transform:
   External.of (String transformName, Map parameters, String endpoint);
   
   And may be deprecate existing:
   External.of(String urn, byte[] payload, String endpoint)
   
   (this can be a separate PR)

##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>

Review comment:
       We want this to be the main API for Java cross-language transforms, right ? So probably we should advertise in the PR description.




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (440b91b) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.06%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 440b91b differs from pull request most recent head 6bae873. Consider uploading reports for the commit 6bae873 to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.88%   +0.06%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65032     +558     
   - Misses      21763    21879     +116     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.63% <ø> (-0.01%)` | :arrow_down: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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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   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
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   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...pache\_beam/runners/interactive/interactive\_beam.py](https://codecov.io/gh/apache/beam/pull/17035/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) | `80.62% <0.00%> (-0.78%)` | :arrow_down: |
   | [...runners/interactive/display/pcoll\_visualization.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
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   | ... and [13 more](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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/17035?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 [2aa4da0...6bae873](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (6bae873) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65042     +568     
   - Misses      21763    21869     +106     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [sdks/python/apache\_beam/coders/coder\_impl.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `93.97% <0.00%> (-0.31%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
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   | [sdks/python/apache\_beam/coders/coders.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `87.98% <0.00%> (-0.12%)` | :arrow_down: |
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   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `89.06% <0.00%> (ø)` | |
   | ... and [10 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...6bae873](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (6bae873) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.08%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 6bae873 differs from pull request most recent head c7c975c. Consider uploading reports for the commit c7c975c to get more accurate results
   
   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.08%     
   ==========================================
     Files         667      667              
     Lines       87340    88014     +674     
   ==========================================
   + Hits        64474    65042     +568     
   - Misses      21763    21869     +106     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
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   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
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   ------
   
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[GitHub] [beam] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r824320165



##########
File path: sdks/java/extensions/python/src/main/resources/org/apache/beam/sdk/extensions/python/bootstrap_beam_venv.py
##########
@@ -0,0 +1,96 @@
+# 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.
+#
+
+"""A utility for bootstrapping a BeamPython install.
+
+This utility can be called with any version of Python, and attempts to create
+a Python virtual environment with the requested version of Beam, and any
+extra dependencies as required, installed.
+
+The virtual environment will be placed in Apache Beam's cache directory, and
+will be re-used if the parameters match.
+
+If this script exits successfully, the last line will be the full path to a
+suitable python executable.
+"""
+
+import argparse
+import hashlib
+import os
+import shutil
+import subprocess
+import sys
+
+
+def main():
+    if sys.version_info < (3, ):
+        # Run this script with Python 3.
+        os.execlp('python3', 'python3', *sys.argv)
+        return  # In case windows returns...
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--python_version', help="Python major version.")
+    parser.add_argument('--beam_version',
+                        help="Beam version.",
+                        default="2.36.0")

Review comment:
       We could consider making this a required argument. (Note that it's not an error to mix and match Beam versions, as long as what you're counting on is available, though it's generally best to have the latest. 




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   > Merging [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (731b9a3) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
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   ```diff
   @@            Coverage Diff             @@
   ##           master   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64994     +520     
   - Misses      21763    21859      +96     
     Partials     1103     1103              
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[GitHub] [beam] ihji commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

ihji commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r824282843



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.Iterables;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {
+    this.fullyQualifiedName = fullyQualifiedName;
+    this.args = args;
+    this.kwargs = kwargs;
+  }
+
+  @Override
+  public OutputT expand(InputT input) {
+    int port;
+    try {
+      port = PythonService.findAvailablePort();
+      PythonService service =
+          new PythonService(
+              "apache_beam.runners.portability.expansion_service_main",
+              "--port",
+              "" + port,
+              "--fully_qualified_name_glob",
+              "*");
+      Schema payloadSchema =
+          Schema.of(
+              Schema.Field.of("constructor", Schema.FieldType.STRING),
+              Schema.Field.of("args", Schema.FieldType.row(args.getSchema())),
+              Schema.Field.of("kwargs", Schema.FieldType.row(kwargs.getSchema())));
+      payloadSchema.setUUID(UUID.randomUUID());
+      Row payloadRow =
+          Row.withSchema(payloadSchema).addValues(fullyQualifiedName, args, kwargs).build();
+      ExternalTransforms.ExternalConfigurationPayload payload =
+          ExternalTransforms.ExternalConfigurationPayload.newBuilder()
+              .setSchema(SchemaTranslation.schemaToProto(payloadSchema, true))
+              .setPayload(
+                  ByteString.copyFrom(
+                      CoderUtils.encodeToByteArray(RowCoder.of(payloadSchema), payloadRow)))
+              .build();
+      try (AutoCloseable p = service.start()) {
+        PythonService.waitForPort("localhost", port, 5000);
+        PTransform<PInput, PCollectionTuple> transform =
+            External.<PInput, Object>of(
+                    "beam:transforms:python:fully_qualified_named",
+                    payload.toByteArray(),
+                    "localhost:" + port)
+                .withMultiOutputs();
+        PCollectionTuple outputs;
+        if (input instanceof PCollection) {
+          outputs = (PCollectionTuple) ((PCollection) input).apply(transform);

Review comment:
       Do we need this explicit casting to `(PCollectionTuple)` ?

##########
File path: sdks/java/extensions/python/src/main/resources/org/apache/beam/sdk/extensions/python/bootstrap_beam_venv.py
##########
@@ -0,0 +1,96 @@
+# 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.
+#
+
+"""A utility for bootstrapping a BeamPython install.
+
+This utility can be called with any version of Python, and attempts to create
+a Python virtual environment with the requested version of Beam, and any
+extra dependencies as required, installed.
+
+The virtual environment will be placed in Apache Beam's cache directory, and
+will be re-used if the parameters match.
+
+If this script exits successfully, the last line will be the full path to a
+suitable python executable.
+"""
+
+import argparse
+import hashlib
+import os
+import shutil
+import subprocess
+import sys
+
+
+def main():
+    if sys.version_info < (3, ):
+        # Run this script with Python 3.
+        os.execlp('python3', 'python3', *sys.argv)
+        return  # In case windows returns...
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--python_version', help="Python major version.")
+    parser.add_argument('--beam_version',
+                        help="Beam version.",
+                        default="2.36.0")

Review comment:
       Is there any way to avoid hard-coded Beam version? Do we need to update this version string every time we release a new version of Beam?

##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/PythonService.java
##########
@@ -0,0 +1,121 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.io.BufferedReader;
+import java.io.File;
+import java.io.FileOutputStream;
+import java.io.IOException;
+import java.io.InputStreamReader;
+import java.net.ServerSocket;
+import java.net.Socket;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.List;
+import java.util.concurrent.TimeoutException;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.base.Charsets;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.ImmutableList;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.io.ByteStreams;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/** Utility to bootstrap and start a Beam Python service. */
+public class PythonService {
+  private static final Logger LOG = LoggerFactory.getLogger(PythonService.class);
+
+  private final String module;
+  private final List<String> args;
+
+  public PythonService(String module, List<String> args) {
+    this.module = module;
+    this.args = args;
+  }
+
+  public PythonService(String module, String... args) {
+    this(module, Arrays.asList(args));
+  }
+
+  public AutoCloseable start() throws IOException, InterruptedException {
+    File bootstrapScript = File.createTempFile("bootstrap_beam_venv", ".py");
+    bootstrapScript.deleteOnExit();
+    try (FileOutputStream fout = new FileOutputStream(bootstrapScript.getAbsolutePath())) {
+      ByteStreams.copy(getClass().getResourceAsStream("bootstrap_beam_venv.py"), fout);
+    }
+    List<String> bootstrapCommand = ImmutableList.of("python", bootstrapScript.getAbsolutePath());
+    LOG.info("Running bootstrap command " + bootstrapCommand);
+    Process bootstrap =
+        new ProcessBuilder("python", bootstrapScript.getAbsolutePath())

Review comment:
       Isn't it simpler to run `bootstrap_beam_venv.py` not by creating a temporary copy but just passing the script text resource to python executable via stdin pipe?

##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/ExternalPythonTransform.java
##########
@@ -0,0 +1,108 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.util.Set;
+import java.util.UUID;
+import org.apache.beam.model.pipeline.v1.ExternalTransforms;
+import org.apache.beam.runners.core.construction.External;
+import org.apache.beam.sdk.coders.RowCoder;
+import org.apache.beam.sdk.schemas.Schema;
+import org.apache.beam.sdk.schemas.SchemaTranslation;
+import org.apache.beam.sdk.transforms.PTransform;
+import org.apache.beam.sdk.util.CoderUtils;
+import org.apache.beam.sdk.values.PBegin;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionTuple;
+import org.apache.beam.sdk.values.PInput;
+import org.apache.beam.sdk.values.POutput;
+import org.apache.beam.sdk.values.Row;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.Iterables;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString;
+
+/** Wrapper for invoking external Python transforms. */
+public class ExternalPythonTransform<InputT extends PInput, OutputT extends POutput>
+    extends PTransform<InputT, OutputT> {
+  private final String fullyQualifiedName;
+  private final Row args;
+  private final Row kwargs;
+
+  public ExternalPythonTransform(String fullyQualifiedName, Row args, Row kwargs) {
+    this.fullyQualifiedName = fullyQualifiedName;
+    this.args = args;
+    this.kwargs = kwargs;
+  }
+
+  @Override
+  public OutputT expand(InputT input) {
+    int port;
+    try {
+      port = PythonService.findAvailablePort();
+      PythonService service =
+          new PythonService(
+              "apache_beam.runners.portability.expansion_service_main",
+              "--port",
+              "" + port,
+              "--fully_qualified_name_glob",
+              "*");
+      Schema payloadSchema =
+          Schema.of(
+              Schema.Field.of("constructor", Schema.FieldType.STRING),
+              Schema.Field.of("args", Schema.FieldType.row(args.getSchema())),
+              Schema.Field.of("kwargs", Schema.FieldType.row(kwargs.getSchema())));
+      payloadSchema.setUUID(UUID.randomUUID());

Review comment:
       Just out of curiosity, why do we need to set UUID for the schema?




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[GitHub] [beam] robertwb commented on a change in pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

robertwb commented on a change in pull request #17035:
URL: https://github.com/apache/beam/pull/17035#discussion_r824319140



##########
File path: sdks/java/extensions/python/src/main/java/org/apache/beam/sdk/extensions/python/PythonService.java
##########
@@ -0,0 +1,121 @@
+/*
+ * 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.
+ */
+package org.apache.beam.sdk.extensions.python;
+
+import java.io.BufferedReader;
+import java.io.File;
+import java.io.FileOutputStream;
+import java.io.IOException;
+import java.io.InputStreamReader;
+import java.net.ServerSocket;
+import java.net.Socket;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.List;
+import java.util.concurrent.TimeoutException;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.base.Charsets;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.collect.ImmutableList;
+import org.apache.beam.vendor.grpc.v1p43p2.com.google.common.io.ByteStreams;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/** Utility to bootstrap and start a Beam Python service. */
+public class PythonService {
+  private static final Logger LOG = LoggerFactory.getLogger(PythonService.class);
+
+  private final String module;
+  private final List<String> args;
+
+  public PythonService(String module, List<String> args) {
+    this.module = module;
+    this.args = args;
+  }
+
+  public PythonService(String module, String... args) {
+    this(module, Arrays.asList(args));
+  }
+
+  public AutoCloseable start() throws IOException, InterruptedException {
+    File bootstrapScript = File.createTempFile("bootstrap_beam_venv", ".py");
+    bootstrapScript.deleteOnExit();
+    try (FileOutputStream fout = new FileOutputStream(bootstrapScript.getAbsolutePath())) {
+      ByteStreams.copy(getClass().getResourceAsStream("bootstrap_beam_venv.py"), fout);
+    }
+    List<String> bootstrapCommand = ImmutableList.of("python", bootstrapScript.getAbsolutePath());
+    LOG.info("Running bootstrap command " + bootstrapCommand);
+    Process bootstrap =
+        new ProcessBuilder("python", bootstrapScript.getAbsolutePath())

Review comment:
       Good question, I actually tried to do it this way originally. The problem is that the `os.execlp` bootstrap from Python 2 to Python 3 doesn't work if it isn't run as a file (as the stdin is already partially consumed). There are still too many systems out there that, despite having Python 3, map `python` to Python 2.x. (An alternative would be to make the full script Python 2 compatible, but that would cause ongoing pain, especially if one can't count on any dependencies like six...)




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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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[GitHub] [beam] codecov[bot] edited a comment on pull request #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


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   > Merging [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (bc7db3e) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.00%`.
   > The diff coverage is `n/a`.
   
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   @@           Coverage Diff           @@
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     Coverage   73.81%   73.81%           
   =======================================
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     Lines       87340    87306   -34     
   =======================================
   - Hits        64474    64449   -25     
   + Misses      21763    21754    -9     
     Partials     1103     1103           
   ```
   
   | Flag | Coverage Δ | |
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   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
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   | [.../python/apache\_beam/transforms/periodicsequence.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy9wZXJpb2RpY3NlcXVlbmNlLnB5) | `96.72% <0.00%> (-1.64%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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: |
   | [...nternal/clients/dataflow/dataflow\_v1b3\_messages.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfbWVzc2FnZXMucHk=) | `100.00% <0.00%> (ø)` | |
   | [sdks/python/apache\_beam/dataframe/frames.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `95.14% <0.00%> (+0.06%)` | :arrow_up: |
   | [.../internal/clients/dataflow/dataflow\_v1b3\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2RhdGFmbG93L2RhdGFmbG93X3YxYjNfY2xpZW50LnB5) | `71.52% <0.00%> (+0.26%)` | :arrow_up: |
   | [sdks/python/apache\_beam/io/source\_test\_utils.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `89.40% <0.00%> (+1.38%)` | :arrow_up: |
   | [...thon/apache\_beam/runners/worker/sdk\_worker\_main.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy93b3JrZXIvc2RrX3dvcmtlcl9tYWluLnB5) | `75.52% <0.00%> (+2.29%)` | :arrow_up: |
   
   ------
   
   [Continue to review full report at Codecov](https://codecov.io/gh/apache/beam/pull/17035?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/17035?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 [2aa4da0...bc7db3e](https://codecov.io/gh/apache/beam/pull/17035?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 #17035: [BEAM-14038] Auto-startup for Python expansion service.

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

codecov[bot] edited a comment on pull request #17035:
URL: https://github.com/apache/beam/pull/17035#issuecomment-1061258198


   # [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [#17035](https://codecov.io/gh/apache/beam/pull/17035?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (731b9a3) into [master](https://codecov.io/gh/apache/beam/commit/2aa4da02bc49be72b45e8327c5233c0e4938e59d?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation) (2aa4da0) will **increase** coverage by `0.07%`.
   > The diff coverage is `n/a`.
   
   > :exclamation: Current head 731b9a3 differs from pull request most recent head 049408c. Consider uploading reports for the commit 049408c to get more accurate results
   
   [![Impacted file tree graph](https://codecov.io/gh/apache/beam/pull/17035/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/17035?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   #17035      +/-   ##
   ==========================================
   + Coverage   73.81%   73.89%   +0.07%     
   ==========================================
     Files         667      667              
     Lines       87340    87956     +616     
   ==========================================
   + Hits        64474    64994     +520     
   - Misses      21763    21859      +96     
     Partials     1103     1103              
   ```
   
   | Flag | Coverage Δ | |
   |---|---|---|
   | python | `83.64% <ø> (+<0.01%)` | :arrow_up: |
   
   Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=The+Apache+Software+Foundation#carryforward-flags-in-the-pull-request-comment) to find out more.
   
   | [Impacted Files](https://codecov.io/gh/apache/beam/pull/17035?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 | |
   |---|---|---|
   | [...nternal/clients/cloudbuild/cloudbuild\_v1\_client.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9kYXRhZmxvdy9pbnRlcm5hbC9jbGllbnRzL2Nsb3VkYnVpbGQvY2xvdWRidWlsZF92MV9jbGllbnQucHk=) | `52.21% <0.00%> (-2.97%)` | :arrow_down: |
   | [...\_beam/runners/portability/sdk\_container\_builder.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vcnVubmVycy9wb3J0YWJpbGl0eS9zZGtfY29udGFpbmVyX2J1aWxkZXIucHk=) | `37.93% <0.00%> (-1.02%)` | :arrow_down: |
   | [...che\_beam/runners/interactive/interactive\_runner.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `92.02% <0.00%> (-0.73%)` | :arrow_down: |
   | [...dks/python/apache\_beam/options/pipeline\_options.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vb3B0aW9ucy9waXBlbGluZV9vcHRpb25zLnB5) | `94.85% <0.00%> (-0.43%)` | :arrow_down: |
   | [...hon/apache\_beam/runners/worker/bundle\_processor.py](https://codecov.io/gh/apache/beam/pull/17035/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%> (-0.25%)` | :arrow_down: |
   | [...ython/apache\_beam/io/gcp/experimental/spannerio.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `82.15% <0.00%> (-0.17%)` | :arrow_down: |
   | [sdks/python/apache\_beam/transforms/util.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vdHJhbnNmb3Jtcy91dGlsLnB5) | `95.96% <0.00%> (-0.17%)` | :arrow_down: |
   | [...ks/python/apache\_beam/runners/worker/sdk\_worker.py](https://codecov.io/gh/apache/beam/pull/17035/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==) | `88.90% <0.00%> (-0.16%)` | :arrow_down: |
   | [sdks/python/apache\_beam/io/snowflake.py](https://codecov.io/gh/apache/beam/pull/17035/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-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vaW8vc25vd2ZsYWtlLnB5) | `62.74% <0.00%> (ø)` | |
   | [...apache\_beam/runners/dataflow/internal/apiclient.py](https://codecov.io/gh/apache/beam/pull/17035/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=) | `77.39% <0.00%> (ø)` | |
   | ... and [7 more](https://codecov.io/gh/apache/beam/pull/17035/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) | |
   
   ------
   
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   > `Δ = absolute <relative> (impact)`, `ø = not affected`, `? = missing data`
   > Powered by [Codecov](https://codecov.io/gh/apache/beam/pull/17035?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 [2aa4da0...049408c](https://codecov.io/gh/apache/beam/pull/17035?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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