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@@ -325,7 +325,8 @@ torchrun --nproc_per_node {number of gpus} \
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  --target_modules q_proj k_proj v_proj o_proj \
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  --start_layer 8 \
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  --head_multi True \
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- --head_type simple
 
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  ```
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  Our rerankers are initialized from [google/gemma-2b](https://huggingface.co/google/gemma-2b) (for llm-based reranker) and [openbmb/MiniCPM-2B-dpo-bf16](https://huggingface.co/openbmb/MiniCPM-2B-dpo-bf16) (for llm-based layerwise reranker), and we train it on a mixture of multilingual datasets:
 
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  --target_modules q_proj k_proj v_proj o_proj \
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  --start_layer 8 \
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  --head_multi True \
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+ --head_type simple \
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+ --lora_extra_parameters linear_head
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  ```
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  Our rerankers are initialized from [google/gemma-2b](https://huggingface.co/google/gemma-2b) (for llm-based reranker) and [openbmb/MiniCPM-2B-dpo-bf16](https://huggingface.co/openbmb/MiniCPM-2B-dpo-bf16) (for llm-based layerwise reranker), and we train it on a mixture of multilingual datasets: