wayneguow commented on PR #48611:
URL: https://github.com/apache/spark/pull/48611#issuecomment-2638825365

   > @LuciferYang and @wayneguow
   > 
   > It seems we need to change the code for `pmml-model` 1.4.8 -> 1.7.1 
upgrade, so I am a bit worry about the compatibility, I suggest: 1, splitting 
this PR, can we make a separate PR for `pmml-model` upgrade first? 2, adding 
additional tests to make sure `pmml-model 1.7.1` can successfully load previous 
models. We can save 1~2 pmml models into `mllib/src/test/resources/ml-models` 
with Spark 3.5, and then load them in the tests. you can refer to 
[6b7527e](https://github.com/apache/spark/commit/6b7527e381591bcd51be205853aea3e349893139)
   > 
   > also cc @WeichenXu123
   
   Okay, I agree with your suggestion, let me first ensure that `pmml-model` 
can be upgraded without loss of compatibility.


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