[Chat] fix eval: add in training evaluation

[YeAnbang]

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[TongLi3701]

Thanks Anbang, some questions.

[TongLi3701]

Thanks Anbang.

Overall, looks good.

Please have a look at the code refactor part to make sure the tests are passed.