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The problem is simple: recall, precision and F1-score work only with binary classification. If you try with a example manually you will see that the definitions that you're using for precision and recall can only work with classes 0 and 1, they go wrong with class 2 (and this is normal).
When working with more than 2 classes you must use either micro f1-...
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