codecov[bot] commented on PR #37428:
URL: https://github.com/apache/beam/pull/37428#issuecomment-3815601831

   ## 
[Codecov](https://app.codecov.io/gh/apache/beam/pull/37428?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `4.44444%` with `43 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 35.97%. Comparing base 
([`e12436a`](https://app.codecov.io/gh/apache/beam/commit/e12436a9bd3fcec486d682fb9649e33fd647ba8f?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`b5a4e7a`](https://app.codecov.io/gh/apache/beam/commit/b5a4e7a83c6b5c307e788f1ef0fe44cde764128a?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 8 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/beam/pull/37428?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[sdks/python/apache\_beam/ml/inference/base.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fbase.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL2Jhc2UucHk=)
 | 5.26% | [18 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ython/apache\_beam/ml/inference/gemini\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fgemini_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL2dlbWluaV9pbmZlcmVuY2UucHk=)
 | 0.00% | [6 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...on/apache\_beam/ml/inference/vertex\_ai\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fvertex_ai_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL3ZlcnRleF9haV9pbmZlcmVuY2UucHk=)
 | 20.00% | [4 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../apache\_beam/ml/inference/huggingface\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fhuggingface_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL2h1Z2dpbmdmYWNlX2luZmVyZW5jZS5weQ==)
 | 0.00% | [3 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../python/apache\_beam/ml/inference/vllm\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fvllm_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL3ZsbG1faW5mZXJlbmNlLnB5)
 | 0.00% | [3 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...thon/apache\_beam/ml/inference/pytorch\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fpytorch_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL3B5dG9yY2hfaW5mZXJlbmNlLnB5)
 | 0.00% | [2 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...thon/apache\_beam/ml/inference/sklearn\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fsklearn_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL3NrbGVhcm5faW5mZXJlbmNlLnB5)
 | 0.00% | [2 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...n/apache\_beam/ml/inference/tensorflow\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Ftensorflow_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL3RlbnNvcmZsb3dfaW5mZXJlbmNlLnB5)
 | 0.00% | [2 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../python/apache\_beam/ml/inference/onnx\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Fonnx_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL29ubnhfaW5mZXJlbmNlLnB5)
 | 0.00% | [1 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...hon/apache\_beam/ml/inference/tensorrt\_inference.py](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&filepath=sdks%2Fpython%2Fapache_beam%2Fml%2Finference%2Ftensorrt_inference.py&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-c2Rrcy9weXRob24vYXBhY2hlX2JlYW0vbWwvaW5mZXJlbmNlL3RlbnNvcnJ0X2luZmVyZW5jZS5weQ==)
 | 0.00% | [1 Missing :warning: 
](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | ... and [1 
more](https://app.codecov.io/gh/apache/beam/pull/37428?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | |
   
   <details><summary>Additional details and impacted files</summary>
   
   
   
   ```diff
   @@             Coverage Diff              @@
   ##             master   #37428      +/-   ##
   ============================================
   + Coverage     35.95%   35.97%   +0.02%     
     Complexity     1676     1676              
   ============================================
     Files          1062     1062              
     Lines        166033   165889     -144     
     Branches       1208     1208              
   ============================================
   - Hits          59690    59685       -5     
   + Misses       104162   104023     -139     
     Partials       2181     2181              
   ```
   
   | 
[Flag](https://app.codecov.io/gh/apache/beam/pull/37428/flags?src=pr&el=flags&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Coverage Δ | |
   |---|---|---|
   | 
[python](https://app.codecov.io/gh/apache/beam/pull/37428/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `39.94% <4.44%> (+0.06%)` | :arrow_up: |
   
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   </details>
   
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