include llama.cpp since there were some edits
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# test-fusion baseline for device MTL
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# arch ,moe ,mode ,label , count
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afmoe ,1 ,any ,MUL+ADD , 2
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afmoe ,1 ,any ,RMS_NORM+MUL , 10
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afmoe ,1 ,any ,RMS_NORM+MUL+ADD , 3
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arcee ,0 ,any ,RMS_NORM+MUL , 5
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arctic ,0 ,any ,MUL+ADD , 4
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arctic ,0 ,any ,RMS_NORM+MUL , 7
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arctic ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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baichuan ,0 ,any ,RMS_NORM+MUL , 5
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bailingmoe ,1 ,any ,ADD+ADD , 2
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bailingmoe ,1 ,any ,MUL+ADD , 4
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bailingmoe ,1 ,any ,RMS_NORM+MUL , 5
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bailingmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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bailingmoe2 ,1 ,any ,ADD+ADD , 1
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bailingmoe2 ,1 ,any ,MUL+ADD , 2
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bailingmoe2 ,1 ,any ,RMS_NORM+MUL , 9
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bailingmoe3 ,1 ,any ,ADD+ADD , 1
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bailingmoe3 ,1 ,any ,GATED_DELTA_NET+CPY , 1
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bailingmoe3 ,1 ,any ,MUL+ADD , 2
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bailingmoe3 ,1 ,any ,RMS_NORM+MUL , 8
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bailingmoe3 ,1 ,any ,RMS_NORM+SCALE , 2
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beam ,0 ,any ,MUL+ADD , 6
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beam ,0 ,any ,RMS_NORM+MUL , 25
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bloom ,0 ,any ,NORM+MUL+ADD , 6
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chatglm ,0 ,any ,RMS_NORM+MUL , 5
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codeshell ,0 ,any ,NORM+MUL+ADD , 5
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cogvlm ,0 ,any ,RMS_NORM+MUL , 5
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cohere2 ,0 ,any ,ADD+ADD , 2
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cohere2 ,0 ,any ,NORM+MUL , 3
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cohere2moe ,1 ,any ,ADD+ADD , 2
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cohere2moe ,1 ,any ,MUL+ADD , 2
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cohere2moe ,1 ,any ,RMS_NORM+MUL , 3
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command-r ,0 ,any ,NORM+MUL , 3
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dbrx ,0 ,any ,MUL+ADD , 4
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dbrx ,0 ,any ,NORM+MUL , 5
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dbrx ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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deci ,0 ,any ,RMS_NORM+MUL , 5
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deepseek ,0 ,any ,ADD+ADD , 1
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deepseek ,0 ,any ,MUL+ADD , 2
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deepseek ,0 ,any ,RMS_NORM+MUL , 5
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deepseek ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 1
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deepseek2 ,0 ,any ,ADD+ADD , 1
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deepseek2 ,0 ,any ,MUL+ADD , 2
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deepseek2 ,0 ,any ,RMS_NORM+MUL , 9
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deepseek32 ,0 ,any ,ADD+ADD , 1
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deepseek32 ,0 ,any ,MUL+ADD , 2
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deepseek32 ,0 ,any ,NORM+MUL+ADD , 2
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deepseek32 ,0 ,any ,RMS_NORM+MUL , 9
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deepseek4 ,0 ,any ,MUL+ADD , 8
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deepseek4 ,0 ,any ,RMS_NORM+MUL , 20
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deepseek41 ,0 ,any ,MUL+ADD , 12
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deepseek41 ,0 ,any ,RMS_NORM+MUL , 29
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dots1 ,0 ,any ,ADD+ADD , 1
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dots1 ,0 ,any ,MUL+ADD , 2
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dots1 ,0 ,any ,RMS_NORM+MUL , 9
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dots3note ,0 ,any ,ADD+ADD , 1
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dots3note ,0 ,any ,MUL+ADD , 2
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dots3note ,0 ,any ,NORM+MUL+ADD , 1
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dots3note ,0 ,any ,RMS_NORM+MUL , 11
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dream ,0 ,any ,RMS_NORM+MUL , 5
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ernie4_5-moe ,1 ,any ,ADD+ADD , 1
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ernie4_5-moe ,1 ,any ,MUL+ADD , 2
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ernie4_5-moe ,1 ,any ,RMS_NORM+MUL , 5
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ernie4_5 ,0 ,any ,RMS_NORM+MUL , 5
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exaone ,0 ,any ,RMS_NORM+MUL , 5
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exaone-moe ,1 ,any ,ADD+ADD , 1
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exaone-moe ,1 ,any ,MUL+ADD , 2
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exaone-moe ,1 ,any ,RMS_NORM+MUL , 9
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exaone4 ,0 ,any ,RMS_NORM+MUL , 5
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exaone4 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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falcon ,0 ,any ,ADD+ADD , 2
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falcon ,0 ,any ,NORM+MUL+ADD , 5
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falcon-h1 ,0 ,any ,ADD+ADD , 2
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falcon-h1 ,0 ,any ,RMS_NORM+MUL , 9
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flint ,0 ,any ,ADD+ADD , 1
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flint ,0 ,any ,MUL+ADD , 2
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flint ,0 ,any ,RMS_NORM+MUL , 9
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gemma ,0 ,any ,RMS_NORM+MUL , 5
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gemma2 ,0 ,any ,RMS_NORM+MUL , 5
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gemma2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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gemma3 ,0 ,any ,RMS_NORM+MUL , 9
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gemma3 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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glm-dsa ,0 ,any ,ADD+ADD , 1
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glm-dsa ,0 ,any ,MUL+ADD , 2
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glm-dsa ,0 ,any ,NORM+MUL+ADD , 2
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glm-dsa ,0 ,any ,RMS_NORM+MUL , 9
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glm4 ,0 ,any ,RMS_NORM+MUL , 5
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glm4 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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glm4moe ,1 ,any ,ADD+ADD , 1
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glm4moe ,1 ,any ,MUL+ADD , 2
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glm4moe ,1 ,any ,RMS_NORM+MUL , 9
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glm5-next ,0 ,any ,ADD+ADD+ADD , 1
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glm5-next ,0 ,any ,GATED_DELTA_NET+CPY , 1
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glm5-next ,0 ,any ,MUL+ADD , 2
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glm5-next ,0 ,any ,NORM+MUL+ADD , 1
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glm5-next ,0 ,any ,RMS_NORM+MUL , 8
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glm5-next ,0 ,any ,RMS_NORM+SCALE , 2
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gpt-oss ,0 ,any ,MUL+ADD , 4
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gpt-oss ,0 ,any ,RMS_NORM+MUL , 5
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gpt2 ,0 ,any ,NORM+MUL+ADD , 5
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gptneox ,0 ,any ,NORM+MUL+ADD , 5
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granite ,0 ,any ,RMS_NORM+MUL , 5
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granite ,0 ,any ,MUL+ADD , 4
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granite ,0 ,any ,RMS_NORM+MUL , 5
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granite ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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granite_swa ,0 ,any ,RMS_NORM+MUL , 5
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granitehybrid ,0 ,any ,RMS_NORM+MUL , 6
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granitemoe ,1 ,any ,RMS_NORM+MUL , 5
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granitemoe ,1 ,any ,MUL+ADD , 4
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granitemoe ,1 ,any ,RMS_NORM+MUL , 5
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granitemoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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grok ,0 ,any ,MUL+ADD , 4
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grok ,0 ,any ,RMS_NORM+MUL , 5
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grok ,0 ,any ,RMS_NORM+MUL+ADD , 4
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grok ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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grovemoe ,1 ,any ,ADD+ADD , 2
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grovemoe ,1 ,any ,MUL+ADD , 8
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grovemoe ,1 ,any ,RMS_NORM+MUL , 9
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hunyuan-dense ,0 ,any ,RMS_NORM+MUL , 9
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hunyuan-moe ,1 ,any ,ADD+ADD , 2
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hunyuan-moe ,1 ,any ,MUL+ADD , 4
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hunyuan-moe ,1 ,any ,RMS_NORM+MUL , 9
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hunyuan-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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hunyuan_vl ,0 ,any ,RMS_NORM+MUL , 9
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hy_v3 ,0 ,any ,ADD+ADD , 2
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hy_v3 ,0 ,any ,MUL+ADD , 4
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hy_v3 ,0 ,any ,RMS_NORM+MUL , 9
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hy_v4 ,0 ,any ,MUL+ADD , 2
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hy_v4 ,0 ,any ,NORM+MUL+ADD , 1
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hy_v4 ,0 ,any ,RMS_NORM+MUL , 9
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internlm2 ,0 ,any ,RMS_NORM+MUL , 5
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jais ,0 ,any ,NORM+MUL+ADD , 5
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jais2 ,0 ,any ,NORM+MUL+ADD , 5
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jamba ,0 ,any ,RMS_NORM+MUL , 8
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k2-horizon ,0 ,any ,RMS_NORM+MUL , 4
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k2-horizon ,0 ,any ,ADD+ADD , 1
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k2-horizon ,0 ,any ,MUL+ADD , 2
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k2-horizon ,0 ,any ,RMS_NORM+MUL , 4
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kimi-k3 ,0 ,any ,GATED_DELTA_NET+CPY , 1
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kimi-k3 ,0 ,any ,MUL+ADD , 2
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kimi-k3 ,0 ,any ,RMS_NORM+MUL , 17
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kimi-k3 ,0 ,any ,RMS_NORM+SCALE , 2
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kimi-linear ,0 ,any ,ADD+ADD , 1
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kimi-linear ,0 ,any ,GATED_DELTA_NET+CPY , 1
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kimi-linear ,0 ,any ,MUL+ADD , 2
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kimi-linear ,0 ,any ,RMS_NORM+MUL , 7
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kimi-linear ,0 ,any ,RMS_NORM+SCALE , 2
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kolibri1 ,0 ,any ,MUL+ADD , 4
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kolibri1 ,0 ,any ,RMS_NORM+MUL , 10
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kolibri1 ,0 ,any ,RMS_NORM+MUL+ADD , 3
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laguna ,0 ,any ,ADD+ADD , 1
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laguna ,0 ,any ,MUL+ADD , 2
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laguna ,0 ,any ,RMS_NORM+MUL , 9
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lfm2 ,0 ,any ,RMS_NORM+MUL , 7
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lfm2moe ,1 ,any ,MUL+ADD , 2
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lfm2moe ,1 ,any ,RMS_NORM+MUL , 7
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lfm3 ,0 ,any ,RMS_NORM+MUL , 17
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llada ,0 ,any ,RMS_NORM+MUL , 5
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llada-moe ,1 ,any ,MUL+ADD , 4
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llada-moe ,1 ,any ,RMS_NORM+MUL , 9
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llada-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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llama ,0 ,any ,RMS_NORM+MUL , 5
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llama ,0 ,any ,MUL+ADD , 4
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llama ,0 ,any ,RMS_NORM+MUL , 5
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llama ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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llama4 ,0 ,any ,ADD+ADD , 2
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llama4 ,0 ,any ,RMS_NORM+MUL , 9
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maincoder ,0 ,any ,RMS_NORM+MUL , 9
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maion-coder ,0 ,any ,MUL+ADD , 4
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maion-coder ,0 ,any ,RMS_NORM+MUL , 17
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maion-coder ,0 ,any ,RMS_NORM+MUL+ADD , 8
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maion-coder ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mamba ,0 ,any ,RMS_NORM+MUL , 3
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mamba2 ,0 ,any ,RMS_NORM+MUL , 5
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maple ,0 ,any ,MUL+ADD , 4
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maple ,0 ,any ,RMS_NORM+MUL , 9
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maple ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mellum ,0 ,any ,MUL+ADD , 4
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mellum ,0 ,any ,RMS_NORM+MUL , 9
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mellum ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mimo2 ,0 ,any ,MUL+ADD , 4
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mimo2 ,0 ,any ,RMS_NORM+MUL , 5
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minicpm ,0 ,any ,RMS_NORM+MUL , 5
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minicpm ,0 ,any ,MUL+ADD , 4
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minicpm ,0 ,any ,RMS_NORM+MUL , 5
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minicpm ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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minicpm3 ,0 ,any ,RMS_NORM+MUL , 9
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minimax-01 ,0 ,any ,MUL+ADD , 4
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minimax-01 ,0 ,any ,RMS_NORM+MUL , 6
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minimax-01 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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minimax-m2 ,0 ,any ,MUL+ADD , 4
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minimax-m2 ,0 ,any ,RMS_NORM+MUL , 9
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minimax-m3 ,0 ,any ,ADD+ADD , 1
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minimax-m3 ,0 ,any ,MUL+ADD , 2
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minimax-m3 ,0 ,any ,RMS_NORM+MUL , 11
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mistral3 ,0 ,any ,RMS_NORM+MUL , 5
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mistral3 ,0 ,any ,MUL+ADD , 4
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mistral3 ,0 ,any ,RMS_NORM+MUL , 5
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mistral3 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mistral4 ,0 ,any ,ADD+ADD , 1
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mistral4 ,0 ,any ,MUL+ADD , 2
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mistral4 ,0 ,any ,RMS_NORM+MUL , 9
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mpt ,0 ,any ,NORM+MUL+ADD , 5
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muse-glimmer ,0 ,any ,RMS_NORM+MUL , 10
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muse-glimmer ,0 ,any ,RMS_NORM+MUL+ADD , 3
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muse-spark ,0 ,any ,MUL+ADD , 4
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muse-spark ,0 ,any ,RMS_NORM+MUL , 14
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nanbeige ,0 ,any ,RMS_NORM+MUL , 5
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nemotron ,0 ,any ,NORM+MUL+ADD , 5
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nemotron_h ,0 ,any ,RMS_NORM+MUL , 5
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nemotron_h_moe ,1 ,any ,RMS_NORM+MUL , 5
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olmo2 ,0 ,any ,RMS_NORM+MUL , 5
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olmo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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olmoe ,1 ,any ,MUL+ADD , 4
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olmoe ,1 ,any ,RMS_NORM+MUL , 9
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olmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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openelm ,0 ,any ,RMS_NORM+MUL , 9
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orion ,0 ,any ,NORM+MUL+ADD , 5
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paddleocr ,0 ,any ,RMS_NORM+MUL , 5
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pangu-embedded ,0 ,any ,RMS_NORM+MUL , 5
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phi2 ,0 ,any ,ADD+ADD , 2
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phi2 ,0 ,any ,NORM+MUL+ADD , 3
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phi3 ,0 ,any ,RMS_NORM+MUL , 5
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phimoe ,1 ,any ,MUL+ADD , 4
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phimoe ,1 ,any ,RMS_NORM+MUL+ADD , 5
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phimoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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plamo ,0 ,any ,ADD+ADD , 2
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plamo ,0 ,any ,RMS_NORM+MUL , 3
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plamo2 ,0 ,any ,RMS_NORM+MUL , 10
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plamo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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plamo2 ,0 ,any ,SSM_CONV+UNARY , 1
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plamo3 ,0 ,any ,RMS_NORM+MUL , 9
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plamo3 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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pockettts ,0 ,any ,NORM+MUL+ADD , 5
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qwen ,0 ,any ,RMS_NORM+MUL , 5
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qwen2 ,0 ,any ,RMS_NORM+MUL , 5
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qwen2moe ,1 ,any ,ADD+ADD , 2
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qwen2moe ,1 ,any ,MUL+ADD , 4
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qwen2moe ,1 ,any ,RMS_NORM+MUL , 5
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qwen2moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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qwen2vl ,0 ,any ,RMS_NORM+MUL , 5
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qwen3 ,0 ,any ,RMS_NORM+MUL , 9
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qwen35 ,0 ,any ,GATED_DELTA_NET+CPY , 1
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qwen35 ,0 ,any ,RMS_NORM+MUL , 8
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qwen35 ,0 ,any ,RMS_NORM+SCALE , 2
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qwen35 ,0 ,any ,SSM_CONV+UNARY , 1
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qwen35moe ,1 ,any ,ADD+ADD , 2
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qwen35moe ,1 ,any ,GATED_DELTA_NET+CPY , 1
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qwen35moe ,1 ,any ,MUL+ADD , 4
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qwen35moe ,1 ,any ,RMS_NORM+MUL , 8
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qwen35moe ,1 ,any ,RMS_NORM+SCALE , 2
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qwen35moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen35moe ,1 ,any ,SSM_CONV+UNARY , 1
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qwen3moe ,1 ,any ,MUL+ADD , 4
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qwen3moe ,1 ,any ,RMS_NORM+MUL , 9
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qwen3moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen3next ,0 ,any ,ADD+ADD , 2
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qwen3next ,0 ,any ,GATED_DELTA_NET+CPY , 1
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qwen3next ,0 ,any ,MUL+ADD , 4
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qwen3next ,0 ,any ,RMS_NORM+MUL , 8
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qwen3next ,0 ,any ,RMS_NORM+SCALE , 2
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qwen3next ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen3next ,0 ,any ,SSM_CONV+UNARY , 1
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qwen3tts ,0 ,any ,RMS_NORM+MUL , 9
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qwen3vl ,0 ,any ,RMS_NORM+MUL , 9
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qwen3vlmoe ,1 ,any ,MUL+ADD , 4
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qwen3vlmoe ,1 ,any ,RMS_NORM+MUL , 9
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qwen3vlmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen4exp ,0 ,any ,ADD+ADD+ADD , 2
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qwen4exp ,0 ,any ,GATED_DELTA_NET+CPY , 1
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qwen4exp ,0 ,any ,MUL+ADD , 4
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qwen4exp ,0 ,any ,RMS_NORM+MUL , 13
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qwen4exp ,0 ,any ,RMS_NORM+SCALE , 2
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qwen4exp ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen4exp ,0 ,any ,SSM_CONV+UNARY , 1
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refact ,0 ,any ,RMS_NORM+MUL , 5
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refact ,0 ,any ,RMS_NORM+MUL , 5
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rnd1 ,0 ,any ,MUL+ADD , 4
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rnd1 ,0 ,any ,RMS_NORM+MUL , 9
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rnd1 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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seed_oss ,0 ,any ,RMS_NORM+MUL , 5
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smallthinker ,0 ,any ,MUL+ADD , 4
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smallthinker ,0 ,any ,RMS_NORM+MUL , 5
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smollm3 ,0 ,any ,RMS_NORM+MUL , 5
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spark2_5 ,0 ,any ,RMS_NORM+MUL , 5
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stablelm ,0 ,any ,NORM+MUL , 4
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stablelm ,0 ,any ,NORM+MUL+ADD , 5
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starcoder ,0 ,any ,NORM+MUL+ADD , 5
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starcoder2 ,0 ,any ,NORM+MUL+ADD , 5
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talkie ,0 ,any ,ADD+ADD , 2
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xverse ,0 ,any ,RMS_NORM+MUL , 5
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