Issue while loading file-tuned gemma2

Getting this warning while loading fine-tuned Gemma2-2b model. And getting weird outputs too when go with this
Some weights of the model checkpoint at <model_dir> were not used when initializing Gemma2ForCausalLM

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In the HF library, this is a message that often appears in both image generation AI and LLM, but the fact that it is only a warning means that the warning itself probably does not interfere with operation.
I think the cause of the strange output is something else.