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@@ -111,9 +111,11 @@ The model was evaluated on AIME24, GPQA Diamond, MATH-500, and GSM8K benchmarks.
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  ### Reproduction
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- The results of AIME24, MATH-500 and GPQA Diamond were obtained using [lighteval](https://github.com/huggingface/lighteval/tree/v0.10.0) and [vLLM](https://docs.vllm.ai/en/latest/), executed in the docker `rocm/vllm-private:pytorch-vllm-gfx950-mxfp4-mxfp6-v3`.
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  ```
 
 
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  MODEL_ARGS="model_name=amd/DeepSeek-R1-0528-MXFP4-ASQ,dtype=bfloat16,tensor_parallel_size=8,max_model_length=71536,max_num_batched_tokens=32768,gpu_memory_utilization=0.85,generation_parameters={max_new_tokens:65536,temperature:0.6,top_p:0.95,seed:$SEED}"
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  OUTPUT_DIR="results/DeepSeek-R1-0528-MXFP4-ASQ-Seed"
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  LOG="logs/deepseek_0528_maxfp4.log"
 
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  ### Reproduction
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+ The results of AIME24, MATH-500 and GPQA Diamond were obtained using forked [lighteval](https://github.com/zhaolin-amd/lighteval/tree/v0.10-release-custom) and vLLM docker `rocm/vllm-private:pytorch-vllm-gfx950-mxfp4-mxfp6-v3`.
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  ```
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+ export VLLM_QUARK_F4F6_OFFLINE_DEQUANT_TMPENVVAR=1
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+
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  MODEL_ARGS="model_name=amd/DeepSeek-R1-0528-MXFP4-ASQ,dtype=bfloat16,tensor_parallel_size=8,max_model_length=71536,max_num_batched_tokens=32768,gpu_memory_utilization=0.85,generation_parameters={max_new_tokens:65536,temperature:0.6,top_p:0.95,seed:$SEED}"
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  OUTPUT_DIR="results/DeepSeek-R1-0528-MXFP4-ASQ-Seed"
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  LOG="logs/deepseek_0528_maxfp4.log"