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@@ -87,6 +87,18 @@ content = "这张图片代表哪家公司?"
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  ## The image represents the company Intel.
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  ```
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  ### Generate the model
 
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  ## The image represents the company Intel.
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  ```
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+ ## Evaluation the model
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+ pip3 install lmms_eval. The evaluation process may encounter errors that require changing model backend or evaluation code. Detailed instructions will be provided in a future update
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+ ```bash
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+ auto-round-mllm --lmms --model OPEA/cogvlm2-llama3-chat-19B-qvision-int4-sym-inc --tasks pope,textvqa_val,scienceqa,mmbench_en --output_dir "./eval_result" --device cuda:0
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+ ```
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+ |Metric |16bits| Llava Calib INT4 |
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+ |:-------------------|:------|:--------------|
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+ |avg |80.38 |80.37 |
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+ |MMBench_DEV_EN_V11 |75.86 |74.57 |
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+ |ScienceQA_VAL |-|- |
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+ |TextVQA_VAL |77.77 |78.91 |
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+ |POPE |87.37 |87.64 |
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  ### Generate the model