* tests: add beam fusion rows to MTL baseline Regenerate tests/fusion/MTL.csv with test-fusion --record. The newly added beam architecture has no baseline rows, so test-fusion fails with 2 failing rows (MUL+ADD x6, RMS_NORM+MUL x25). All other arch counts are unchanged. Assisted-by: pi:llama.cpp/ggml-org/Qwen3.8-Flash-Next-GGUF (MacBook, M5 Max, 128GB) * skills: add update-fusion-table skill Add a skill for regenerating a per-device test-fusion baseline. It keeps the workflow from tests/fusion/README.md and the parts that are easy to get wrong: diff the recorded file before applying it, the distinct meanings of a FAIL row, and never recording a partial run. Assisted-by: pi:llama.cpp/ggml-org/Qwen3.8-Flash-Next-GGUF (MacBook, M5 Max, 128GB)
20 KiB
20 KiB
| 1 | # test-fusion baseline for device MTL |
|---|---|
| 2 | # arch ,moe ,mode ,label , count |
| 3 | afmoe ,1 ,any ,MUL+ADD , 2 |
| 4 | afmoe ,1 ,any ,RMS_NORM+MUL , 10 |
| 5 | afmoe ,1 ,any ,RMS_NORM+MUL+ADD , 3 |
| 6 | arcee ,0 ,any ,RMS_NORM+MUL , 5 |
| 7 | arctic ,0 ,any ,MUL+ADD , 4 |
| 8 | arctic ,0 ,any ,RMS_NORM+MUL , 7 |
| 9 | arctic ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 10 | baichuan ,0 ,any ,RMS_NORM+MUL , 5 |
| 11 | bailingmoe ,1 ,any ,ADD+ADD , 2 |
| 12 | bailingmoe ,1 ,any ,MUL+ADD , 4 |
| 13 | bailingmoe ,1 ,any ,RMS_NORM+MUL , 5 |
| 14 | bailingmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2 |
| 15 | bailingmoe2 ,1 ,any ,ADD+ADD , 1 |
| 16 | bailingmoe2 ,1 ,any ,MUL+ADD , 2 |
| 17 | bailingmoe2 ,1 ,any ,RMS_NORM+MUL , 9 |
| 18 | bailingmoe3 ,1 ,any ,ADD+ADD , 1 |
| 19 | bailingmoe3 ,1 ,any ,GATED_DELTA_NET+CPY , 1 |
| 20 | bailingmoe3 ,1 ,any ,MUL+ADD , 2 |
| 21 | bailingmoe3 ,1 ,any ,RMS_NORM+MUL , 8 |
| 22 | bailingmoe3 ,1 ,any ,RMS_NORM+SCALE , 2 |
| 23 | beam ,0 ,any ,MUL+ADD , 6 |
| 24 | beam ,0 ,any ,RMS_NORM+MUL , 25 |
| 25 | bloom ,0 ,any ,NORM+MUL+ADD , 6 |
| 26 | chatglm ,0 ,any ,RMS_NORM+MUL , 5 |
| 27 | codeshell ,0 ,any ,NORM+MUL+ADD , 5 |
| 28 | cogvlm ,0 ,any ,RMS_NORM+MUL , 5 |
| 29 | cohere2 ,0 ,any ,ADD+ADD , 2 |
| 30 | cohere2 ,0 ,any ,NORM+MUL , 3 |
| 31 | cohere2moe ,1 ,any ,ADD+ADD , 2 |
| 32 | cohere2moe ,1 ,any ,MUL+ADD , 2 |
| 33 | cohere2moe ,1 ,any ,RMS_NORM+MUL , 3 |
| 34 | command-r ,0 ,any ,NORM+MUL , 3 |
| 35 | dbrx ,0 ,any ,MUL+ADD , 4 |
| 36 | dbrx ,0 ,any ,NORM+MUL , 5 |
| 37 | dbrx ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 38 | deci ,0 ,any ,RMS_NORM+MUL , 5 |
| 39 | deepseek ,0 ,any ,ADD+ADD , 1 |
| 40 | deepseek ,0 ,any ,MUL+ADD , 2 |
| 41 | deepseek ,0 ,any ,RMS_NORM+MUL , 5 |
| 42 | deepseek ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 1 |
| 43 | deepseek2 ,0 ,any ,ADD+ADD , 1 |
| 44 | deepseek2 ,0 ,any ,MUL+ADD , 2 |
| 45 | deepseek2 ,0 ,any ,RMS_NORM+MUL , 9 |
| 46 | deepseek32 ,0 ,any ,ADD+ADD , 1 |
| 47 | deepseek32 ,0 ,any ,MUL+ADD , 2 |
| 48 | deepseek32 ,0 ,any ,NORM+MUL+ADD , 2 |
| 49 | deepseek32 ,0 ,any ,RMS_NORM+MUL , 9 |
| 50 | deepseek4 ,0 ,any ,MUL+ADD , 8 |
| 51 | deepseek4 ,0 ,any ,RMS_NORM+MUL , 20 |
| 52 | dots1 ,0 ,any ,ADD+ADD , 1 |
| 53 | dots1 ,0 ,any ,MUL+ADD , 2 |
| 54 | dots1 ,0 ,any ,RMS_NORM+MUL , 9 |
| 55 | dots3note ,0 ,any ,ADD+ADD , 1 |
| 56 | dots3note ,0 ,any ,MUL+ADD , 2 |
| 57 | dots3note ,0 ,any ,NORM+MUL+ADD , 1 |
| 58 | dots3note ,0 ,any ,RMS_NORM+MUL , 11 |
| 59 | dream ,0 ,any ,RMS_NORM+MUL , 5 |
| 60 | ernie4_5-moe ,1 ,any ,ADD+ADD , 1 |
| 61 | ernie4_5-moe ,1 ,any ,MUL+ADD , 2 |
| 62 | ernie4_5-moe ,1 ,any ,RMS_NORM+MUL , 5 |
| 63 | ernie4_5 ,0 ,any ,RMS_NORM+MUL , 5 |
| 64 | exaone ,0 ,any ,RMS_NORM+MUL , 5 |
| 65 | exaone-moe ,1 ,any ,ADD+ADD , 1 |
| 66 | exaone-moe ,1 ,any ,MUL+ADD , 2 |
| 67 | exaone-moe ,1 ,any ,RMS_NORM+MUL , 9 |
| 68 | exaone4 ,0 ,any ,RMS_NORM+MUL , 5 |
| 69 | exaone4 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 70 | falcon ,0 ,any ,ADD+ADD , 2 |
| 71 | falcon ,0 ,any ,NORM+MUL+ADD , 5 |
| 72 | falcon-h1 ,0 ,any ,ADD+ADD , 2 |
| 73 | falcon-h1 ,0 ,any ,RMS_NORM+MUL , 9 |
| 74 | gemma ,0 ,any ,RMS_NORM+MUL , 5 |
| 75 | gemma2 ,0 ,any ,RMS_NORM+MUL , 5 |
| 76 | gemma2 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 77 | gemma3 ,0 ,any ,RMS_NORM+MUL , 9 |
| 78 | gemma3 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 79 | glm-dsa ,0 ,any ,ADD+ADD , 1 |
| 80 | glm-dsa ,0 ,any ,MUL+ADD , 2 |
| 81 | glm-dsa ,0 ,any ,NORM+MUL+ADD , 2 |
| 82 | glm-dsa ,0 ,any ,RMS_NORM+MUL , 9 |
| 83 | glm4 ,0 ,any ,RMS_NORM+MUL , 5 |
| 84 | glm4 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 85 | glm4moe ,1 ,any ,ADD+ADD , 1 |
| 86 | glm4moe ,1 ,any ,MUL+ADD , 2 |
| 87 | glm4moe ,1 ,any ,RMS_NORM+MUL , 9 |
| 88 | glm5-next ,0 ,any ,ADD+ADD+ADD , 1 |
| 89 | glm5-next ,0 ,any ,GATED_DELTA_NET+CPY , 1 |
| 90 | glm5-next ,0 ,any ,MUL+ADD , 2 |
| 91 | glm5-next ,0 ,any ,NORM+MUL+ADD , 1 |
| 92 | glm5-next ,0 ,any ,RMS_NORM+MUL , 8 |
| 93 | glm5-next ,0 ,any ,RMS_NORM+SCALE , 2 |
| 94 | gpt-oss ,0 ,any ,MUL+ADD , 4 |
| 95 | gpt-oss ,0 ,any ,RMS_NORM+MUL , 5 |
| 96 | gpt2 ,0 ,any ,NORM+MUL+ADD , 5 |
| 97 | gptneox ,0 ,any ,NORM+MUL+ADD , 5 |
| 98 | granite ,0 ,any ,RMS_NORM+MUL , 5 |
| 99 | granite ,0 ,any ,MUL+ADD , 4 |
| 100 | granite ,0 ,any ,RMS_NORM+MUL , 5 |
| 101 | granite ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 102 | granite_swa ,0 ,any ,RMS_NORM+MUL , 5 |
| 103 | granitehybrid ,0 ,any ,RMS_NORM+MUL , 6 |
| 104 | granitemoe ,1 ,any ,RMS_NORM+MUL , 5 |
| 105 | granitemoe ,1 ,any ,MUL+ADD , 4 |
| 106 | granitemoe ,1 ,any ,RMS_NORM+MUL , 5 |
| 107 | granitemoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 108 | grok ,0 ,any ,MUL+ADD , 4 |
| 109 | grok ,0 ,any ,RMS_NORM+MUL , 5 |
| 110 | grok ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 111 | grok ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 112 | grovemoe ,1 ,any ,ADD+ADD , 2 |
| 113 | grovemoe ,1 ,any ,MUL+ADD , 8 |
| 114 | grovemoe ,1 ,any ,RMS_NORM+MUL , 9 |
| 115 | hunyuan-dense ,0 ,any ,RMS_NORM+MUL , 9 |
| 116 | hunyuan-moe ,1 ,any ,ADD+ADD , 2 |
| 117 | hunyuan-moe ,1 ,any ,MUL+ADD , 4 |
| 118 | hunyuan-moe ,1 ,any ,RMS_NORM+MUL , 9 |
| 119 | hunyuan-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 120 | hunyuan_vl ,0 ,any ,RMS_NORM+MUL , 9 |
| 121 | hy_v3 ,0 ,any ,ADD+ADD , 2 |
| 122 | hy_v3 ,0 ,any ,MUL+ADD , 4 |
| 123 | hy_v3 ,0 ,any ,RMS_NORM+MUL , 9 |
| 124 | hy_v4 ,0 ,any ,MUL+ADD , 2 |
| 125 | hy_v4 ,0 ,any ,NORM+MUL+ADD , 1 |
| 126 | hy_v4 ,0 ,any ,RMS_NORM+MUL , 9 |
| 127 | internlm2 ,0 ,any ,RMS_NORM+MUL , 5 |
| 128 | jais ,0 ,any ,NORM+MUL+ADD , 5 |
| 129 | jais2 ,0 ,any ,NORM+MUL+ADD , 5 |
| 130 | jamba ,0 ,any ,RMS_NORM+MUL , 8 |
| 131 | k2-horizon ,0 ,any ,RMS_NORM+MUL , 4 |
| 132 | k2-horizon ,0 ,any ,ADD+ADD , 1 |
| 133 | k2-horizon ,0 ,any ,MUL+ADD , 2 |
| 134 | k2-horizon ,0 ,any ,RMS_NORM+MUL , 4 |
| 135 | kimi-k3 ,0 ,any ,GATED_DELTA_NET+CPY , 1 |
| 136 | kimi-k3 ,0 ,any ,MUL+ADD , 2 |
| 137 | kimi-k3 ,0 ,any ,RMS_NORM+MUL , 17 |
| 138 | kimi-k3 ,0 ,any ,RMS_NORM+SCALE , 2 |
| 139 | kimi-linear ,0 ,any ,ADD+ADD , 1 |
| 140 | kimi-linear ,0 ,any ,GATED_DELTA_NET+CPY , 1 |
| 141 | kimi-linear ,0 ,any ,MUL+ADD , 2 |
| 142 | kimi-linear ,0 ,any ,RMS_NORM+MUL , 7 |
| 143 | kimi-linear ,0 ,any ,RMS_NORM+SCALE , 2 |
| 144 | kolibri1 ,0 ,any ,MUL+ADD , 4 |
| 145 | kolibri1 ,0 ,any ,RMS_NORM+MUL , 10 |
| 146 | kolibri1 ,0 ,any ,RMS_NORM+MUL+ADD , 3 |
| 147 | laguna ,0 ,any ,ADD+ADD , 1 |
| 148 | laguna ,0 ,any ,MUL+ADD , 2 |
| 149 | laguna ,0 ,any ,RMS_NORM+MUL , 9 |
| 150 | lfm2 ,0 ,any ,RMS_NORM+MUL , 7 |
| 151 | lfm2moe ,1 ,any ,MUL+ADD , 2 |
| 152 | lfm2moe ,1 ,any ,RMS_NORM+MUL , 7 |
| 153 | llada ,0 ,any ,RMS_NORM+MUL , 5 |
| 154 | llada-moe ,1 ,any ,MUL+ADD , 4 |
| 155 | llada-moe ,1 ,any ,RMS_NORM+MUL , 9 |
| 156 | llada-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2 |
| 157 | llama ,0 ,any ,RMS_NORM+MUL , 5 |
| 158 | llama ,0 ,any ,MUL+ADD , 4 |
| 159 | llama ,0 ,any ,RMS_NORM+MUL , 5 |
| 160 | llama ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 161 | llama4 ,0 ,any ,ADD+ADD , 2 |
| 162 | llama4 ,0 ,any ,RMS_NORM+MUL , 9 |
| 163 | maincoder ,0 ,any ,RMS_NORM+MUL , 9 |
| 164 | maion-coder ,0 ,any ,MUL+ADD , 4 |
| 165 | maion-coder ,0 ,any ,RMS_NORM+MUL , 17 |
| 166 | maion-coder ,0 ,any ,RMS_NORM+MUL+ADD , 8 |
| 167 | maion-coder ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 168 | mamba ,0 ,any ,RMS_NORM+MUL , 3 |
| 169 | mamba2 ,0 ,any ,RMS_NORM+MUL , 5 |
| 170 | maple ,0 ,any ,MUL+ADD , 4 |
| 171 | maple ,0 ,any ,RMS_NORM+MUL , 9 |
| 172 | maple ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 173 | mellum ,0 ,any ,MUL+ADD , 4 |
| 174 | mellum ,0 ,any ,RMS_NORM+MUL , 9 |
| 175 | mellum ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 176 | mimo2 ,0 ,any ,MUL+ADD , 4 |
| 177 | mimo2 ,0 ,any ,RMS_NORM+MUL , 5 |
| 178 | minicpm ,0 ,any ,RMS_NORM+MUL , 5 |
| 179 | minicpm ,0 ,any ,MUL+ADD , 4 |
| 180 | minicpm ,0 ,any ,RMS_NORM+MUL , 5 |
| 181 | minicpm ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 182 | minicpm3 ,0 ,any ,RMS_NORM+MUL , 9 |
| 183 | minimax-01 ,0 ,any ,MUL+ADD , 4 |
| 184 | minimax-01 ,0 ,any ,RMS_NORM+MUL , 6 |
| 185 | minimax-01 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 186 | minimax-m2 ,0 ,any ,MUL+ADD , 4 |
| 187 | minimax-m2 ,0 ,any ,RMS_NORM+MUL , 9 |
| 188 | minimax-m3 ,0 ,any ,ADD+ADD , 1 |
| 189 | minimax-m3 ,0 ,any ,MUL+ADD , 2 |
| 190 | minimax-m3 ,0 ,any ,RMS_NORM+MUL , 11 |
| 191 | mistral3 ,0 ,any ,RMS_NORM+MUL , 5 |
| 192 | mistral3 ,0 ,any ,MUL+ADD , 4 |
| 193 | mistral3 ,0 ,any ,RMS_NORM+MUL , 5 |
| 194 | mistral3 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 195 | mistral4 ,0 ,any ,ADD+ADD , 1 |
| 196 | mistral4 ,0 ,any ,MUL+ADD , 2 |
| 197 | mistral4 ,0 ,any ,RMS_NORM+MUL , 9 |
| 198 | mpt ,0 ,any ,NORM+MUL+ADD , 5 |
| 199 | muse-glimmer ,0 ,any ,RMS_NORM+MUL , 10 |
| 200 | muse-glimmer ,0 ,any ,RMS_NORM+MUL+ADD , 3 |
| 201 | muse-spark ,0 ,any ,MUL+ADD , 4 |
| 202 | muse-spark ,0 ,any ,RMS_NORM+MUL , 14 |
| 203 | nanbeige ,0 ,any ,RMS_NORM+MUL , 5 |
| 204 | nemotron ,0 ,any ,NORM+MUL+ADD , 5 |
| 205 | nemotron_h ,0 ,any ,RMS_NORM+MUL , 5 |
| 206 | nemotron_h_moe ,1 ,any ,RMS_NORM+MUL , 5 |
| 207 | olmo2 ,0 ,any ,RMS_NORM+MUL , 5 |
| 208 | olmo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 209 | olmoe ,1 ,any ,MUL+ADD , 4 |
| 210 | olmoe ,1 ,any ,RMS_NORM+MUL , 9 |
| 211 | olmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2 |
| 212 | openelm ,0 ,any ,RMS_NORM+MUL , 9 |
| 213 | orion ,0 ,any ,NORM+MUL+ADD , 5 |
| 214 | paddleocr ,0 ,any ,RMS_NORM+MUL , 5 |
| 215 | pangu-embedded ,0 ,any ,RMS_NORM+MUL , 5 |
| 216 | phi2 ,0 ,any ,ADD+ADD , 2 |
| 217 | phi2 ,0 ,any ,NORM+MUL+ADD , 3 |
| 218 | phi3 ,0 ,any ,RMS_NORM+MUL , 5 |
| 219 | phimoe ,1 ,any ,MUL+ADD , 4 |
| 220 | phimoe ,1 ,any ,RMS_NORM+MUL+ADD , 5 |
| 221 | phimoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 222 | plamo ,0 ,any ,ADD+ADD , 2 |
| 223 | plamo ,0 ,any ,RMS_NORM+MUL , 3 |
| 224 | plamo2 ,0 ,any ,RMS_NORM+MUL , 10 |
| 225 | plamo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 226 | plamo2 ,0 ,any ,SSM_CONV+UNARY , 1 |
| 227 | plamo3 ,0 ,any ,RMS_NORM+MUL , 9 |
| 228 | plamo3 ,0 ,any ,RMS_NORM+MUL+ADD , 4 |
| 229 | pockettts ,0 ,any ,NORM+MUL+ADD , 5 |
| 230 | qwen ,0 ,any ,RMS_NORM+MUL , 5 |
| 231 | qwen2 ,0 ,any ,RMS_NORM+MUL , 5 |
| 232 | qwen2moe ,1 ,any ,ADD+ADD , 2 |
| 233 | qwen2moe ,1 ,any ,MUL+ADD , 4 |
| 234 | qwen2moe ,1 ,any ,RMS_NORM+MUL , 5 |
| 235 | qwen2moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2 |
| 236 | qwen2vl ,0 ,any ,RMS_NORM+MUL , 5 |
| 237 | qwen3 ,0 ,any ,RMS_NORM+MUL , 9 |
| 238 | qwen35 ,0 ,any ,GATED_DELTA_NET+CPY , 1 |
| 239 | qwen35 ,0 ,any ,RMS_NORM+MUL , 8 |
| 240 | qwen35 ,0 ,any ,RMS_NORM+SCALE , 2 |
| 241 | qwen35 ,0 ,any ,SSM_CONV+UNARY , 1 |
| 242 | qwen35moe ,1 ,any ,ADD+ADD , 2 |
| 243 | qwen35moe ,1 ,any ,GATED_DELTA_NET+CPY , 1 |
| 244 | qwen35moe ,1 ,any ,MUL+ADD , 4 |
| 245 | qwen35moe ,1 ,any ,RMS_NORM+MUL , 8 |
| 246 | qwen35moe ,1 ,any ,RMS_NORM+SCALE , 2 |
| 247 | qwen35moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 248 | qwen35moe ,1 ,any ,SSM_CONV+UNARY , 1 |
| 249 | qwen3moe ,1 ,any ,MUL+ADD , 4 |
| 250 | qwen3moe ,1 ,any ,RMS_NORM+MUL , 9 |
| 251 | qwen3moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 252 | qwen3next ,0 ,any ,ADD+ADD , 2 |
| 253 | qwen3next ,0 ,any ,GATED_DELTA_NET+CPY , 1 |
| 254 | qwen3next ,0 ,any ,MUL+ADD , 4 |
| 255 | qwen3next ,0 ,any ,RMS_NORM+MUL , 8 |
| 256 | qwen3next ,0 ,any ,RMS_NORM+SCALE , 2 |
| 257 | qwen3next ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 258 | qwen3next ,0 ,any ,SSM_CONV+UNARY , 1 |
| 259 | qwen3tts ,0 ,any ,RMS_NORM+MUL , 9 |
| 260 | qwen3vl ,0 ,any ,RMS_NORM+MUL , 9 |
| 261 | qwen3vlmoe ,1 ,any ,MUL+ADD , 4 |
| 262 | qwen3vlmoe ,1 ,any ,RMS_NORM+MUL , 9 |
| 263 | qwen3vlmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 264 | qwen4exp ,0 ,any ,ADD+ADD+ADD , 2 |
| 265 | qwen4exp ,0 ,any ,GATED_DELTA_NET+CPY , 1 |
| 266 | qwen4exp ,0 ,any ,MUL+ADD , 4 |
| 267 | qwen4exp ,0 ,any ,RMS_NORM+MUL , 13 |
| 268 | qwen4exp ,0 ,any ,RMS_NORM+SCALE , 2 |
| 269 | qwen4exp ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 270 | qwen4exp ,0 ,any ,SSM_CONV+UNARY , 1 |
| 271 | refact ,0 ,any ,RMS_NORM+MUL , 5 |
| 272 | refact ,0 ,any ,RMS_NORM+MUL , 5 |
| 273 | rnd1 ,0 ,any ,MUL+ADD , 4 |
| 274 | rnd1 ,0 ,any ,RMS_NORM+MUL , 9 |
| 275 | rnd1 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2 |
| 276 | seed_oss ,0 ,any ,RMS_NORM+MUL , 5 |
| 277 | smallthinker ,0 ,any ,MUL+ADD , 4 |
| 278 | smallthinker ,0 ,any ,RMS_NORM+MUL , 5 |
| 279 | smollm3 ,0 ,any ,RMS_NORM+MUL , 5 |
| 280 | spark2_5 ,0 ,any ,RMS_NORM+MUL , 5 |
| 281 | stablelm ,0 ,any ,NORM+MUL , 4 |
| 282 | stablelm ,0 ,any ,NORM+MUL+ADD , 5 |
| 283 | starcoder ,0 ,any ,NORM+MUL+ADD , 5 |
| 284 | starcoder2 ,0 ,any ,NORM+MUL+ADD , 5 |
| 285 | talkie ,0 ,any ,ADD+ADD , 2 |
| 286 | xverse ,0 ,any ,RMS_NORM+MUL , 5 |