Files
llama.cpp-xrip/tests/fusion/MTL.csv
T
alexey-rsiandSigbjørn Skjæret a37cc46104 models : add Flint model (FlintForCausalLM) (#30928)
* Add Flint model (FlintForCausalLM). Assisted by Codex

* cleanup

* one more

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>
2026-10-21 23:26:22 +02:00

21 KiB

1# test-fusion baseline for device MTL
2# arch ,moe ,mode ,label , count
3afmoe ,1 ,any ,MUL+ADD , 2
4afmoe ,1 ,any ,RMS_NORM+MUL , 10
5afmoe ,1 ,any ,RMS_NORM+MUL+ADD , 3
6arcee ,0 ,any ,RMS_NORM+MUL , 5
7arctic ,0 ,any ,MUL+ADD , 4
8arctic ,0 ,any ,RMS_NORM+MUL , 7
9arctic ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
10baichuan ,0 ,any ,RMS_NORM+MUL , 5
11bailingmoe ,1 ,any ,ADD+ADD , 2
12bailingmoe ,1 ,any ,MUL+ADD , 4
13bailingmoe ,1 ,any ,RMS_NORM+MUL , 5
14bailingmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
15bailingmoe2 ,1 ,any ,ADD+ADD , 1
16bailingmoe2 ,1 ,any ,MUL+ADD , 2
17bailingmoe2 ,1 ,any ,RMS_NORM+MUL , 9
18bailingmoe3 ,1 ,any ,ADD+ADD , 1
19bailingmoe3 ,1 ,any ,GATED_DELTA_NET+CPY , 1
20bailingmoe3 ,1 ,any ,MUL+ADD , 2
21bailingmoe3 ,1 ,any ,RMS_NORM+MUL , 8
22bailingmoe3 ,1 ,any ,RMS_NORM+SCALE , 2
23beam ,0 ,any ,MUL+ADD , 6
24beam ,0 ,any ,RMS_NORM+MUL , 25
25bloom ,0 ,any ,NORM+MUL+ADD , 6
26chatglm ,0 ,any ,RMS_NORM+MUL , 5
27codeshell ,0 ,any ,NORM+MUL+ADD , 5
28cogvlm ,0 ,any ,RMS_NORM+MUL , 5
29cohere2 ,0 ,any ,ADD+ADD , 2
30cohere2 ,0 ,any ,NORM+MUL , 3
31cohere2moe ,1 ,any ,ADD+ADD , 2
32cohere2moe ,1 ,any ,MUL+ADD , 2
33cohere2moe ,1 ,any ,RMS_NORM+MUL , 3
34command-r ,0 ,any ,NORM+MUL , 3
35dbrx ,0 ,any ,MUL+ADD , 4
36dbrx ,0 ,any ,NORM+MUL , 5
37dbrx ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
38deci ,0 ,any ,RMS_NORM+MUL , 5
39deepseek ,0 ,any ,ADD+ADD , 1
40deepseek ,0 ,any ,MUL+ADD , 2
41deepseek ,0 ,any ,RMS_NORM+MUL , 5
42deepseek ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 1
43deepseek2 ,0 ,any ,ADD+ADD , 1
44deepseek2 ,0 ,any ,MUL+ADD , 2
45deepseek2 ,0 ,any ,RMS_NORM+MUL , 9
46deepseek32 ,0 ,any ,ADD+ADD , 1
47deepseek32 ,0 ,any ,MUL+ADD , 2
48deepseek32 ,0 ,any ,NORM+MUL+ADD , 2
49deepseek32 ,0 ,any ,RMS_NORM+MUL , 9
50deepseek4 ,0 ,any ,MUL+ADD , 8
51deepseek4 ,0 ,any ,RMS_NORM+MUL , 20
52dots1 ,0 ,any ,ADD+ADD , 1
53dots1 ,0 ,any ,MUL+ADD , 2
54dots1 ,0 ,any ,RMS_NORM+MUL , 9
55dots3note ,0 ,any ,ADD+ADD , 1
56dots3note ,0 ,any ,MUL+ADD , 2
57dots3note ,0 ,any ,NORM+MUL+ADD , 1
58dots3note ,0 ,any ,RMS_NORM+MUL , 11
59dream ,0 ,any ,RMS_NORM+MUL , 5
60ernie4_5-moe ,1 ,any ,ADD+ADD , 1
61ernie4_5-moe ,1 ,any ,MUL+ADD , 2
62ernie4_5-moe ,1 ,any ,RMS_NORM+MUL , 5
63ernie4_5 ,0 ,any ,RMS_NORM+MUL , 5
64exaone ,0 ,any ,RMS_NORM+MUL , 5
65exaone-moe ,1 ,any ,ADD+ADD , 1
66exaone-moe ,1 ,any ,MUL+ADD , 2
67exaone-moe ,1 ,any ,RMS_NORM+MUL , 9
68exaone4 ,0 ,any ,RMS_NORM+MUL , 5
69exaone4 ,0 ,any ,RMS_NORM+MUL+ADD , 4
70falcon ,0 ,any ,ADD+ADD , 2
71falcon ,0 ,any ,NORM+MUL+ADD , 5
72falcon-h1 ,0 ,any ,ADD+ADD , 2
73falcon-h1 ,0 ,any ,RMS_NORM+MUL , 9
74flint ,0 ,any ,ADD+ADD , 1
75flint ,0 ,any ,MUL+ADD , 2
76flint ,0 ,any ,RMS_NORM+MUL , 9
77gemma ,0 ,any ,RMS_NORM+MUL , 5
78gemma2 ,0 ,any ,RMS_NORM+MUL , 5
79gemma2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
80gemma3 ,0 ,any ,RMS_NORM+MUL , 9
81gemma3 ,0 ,any ,RMS_NORM+MUL+ADD , 4
82glm-dsa ,0 ,any ,ADD+ADD , 1
83glm-dsa ,0 ,any ,MUL+ADD , 2
84glm-dsa ,0 ,any ,NORM+MUL+ADD , 2
85glm-dsa ,0 ,any ,RMS_NORM+MUL , 9
86glm4 ,0 ,any ,RMS_NORM+MUL , 5
87glm4 ,0 ,any ,RMS_NORM+MUL+ADD , 4
88glm4moe ,1 ,any ,ADD+ADD , 1
89glm4moe ,1 ,any ,MUL+ADD , 2
90glm4moe ,1 ,any ,RMS_NORM+MUL , 9
91glm5-next ,0 ,any ,ADD+ADD+ADD , 1
92glm5-next ,0 ,any ,GATED_DELTA_NET+CPY , 1
93glm5-next ,0 ,any ,MUL+ADD , 2
94glm5-next ,0 ,any ,NORM+MUL+ADD , 1
95glm5-next ,0 ,any ,RMS_NORM+MUL , 8
96glm5-next ,0 ,any ,RMS_NORM+SCALE , 2
97gpt-oss ,0 ,any ,MUL+ADD , 4
98gpt-oss ,0 ,any ,RMS_NORM+MUL , 5
99gpt2 ,0 ,any ,NORM+MUL+ADD , 5
100gptneox ,0 ,any ,NORM+MUL+ADD , 5
101granite ,0 ,any ,RMS_NORM+MUL , 5
102granite ,0 ,any ,MUL+ADD , 4
103granite ,0 ,any ,RMS_NORM+MUL , 5
104granite ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
105granite_swa ,0 ,any ,RMS_NORM+MUL , 5
106granitehybrid ,0 ,any ,RMS_NORM+MUL , 6
107granitemoe ,1 ,any ,RMS_NORM+MUL , 5
108granitemoe ,1 ,any ,MUL+ADD , 4
109granitemoe ,1 ,any ,RMS_NORM+MUL , 5
110granitemoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
111grok ,0 ,any ,MUL+ADD , 4
112grok ,0 ,any ,RMS_NORM+MUL , 5
113grok ,0 ,any ,RMS_NORM+MUL+ADD , 4
114grok ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
115grovemoe ,1 ,any ,ADD+ADD , 2
116grovemoe ,1 ,any ,MUL+ADD , 8
117grovemoe ,1 ,any ,RMS_NORM+MUL , 9
118hunyuan-dense ,0 ,any ,RMS_NORM+MUL , 9
119hunyuan-moe ,1 ,any ,ADD+ADD , 2
120hunyuan-moe ,1 ,any ,MUL+ADD , 4
121hunyuan-moe ,1 ,any ,RMS_NORM+MUL , 9
122hunyuan-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
123hunyuan_vl ,0 ,any ,RMS_NORM+MUL , 9
124hy_v3 ,0 ,any ,ADD+ADD , 2
125hy_v3 ,0 ,any ,MUL+ADD , 4
126hy_v3 ,0 ,any ,RMS_NORM+MUL , 9
127hy_v4 ,0 ,any ,MUL+ADD , 2
128hy_v4 ,0 ,any ,NORM+MUL+ADD , 1
129hy_v4 ,0 ,any ,RMS_NORM+MUL , 9
130internlm2 ,0 ,any ,RMS_NORM+MUL , 5
131jais ,0 ,any ,NORM+MUL+ADD , 5
132jais2 ,0 ,any ,NORM+MUL+ADD , 5
133jamba ,0 ,any ,RMS_NORM+MUL , 8
134k2-horizon ,0 ,any ,RMS_NORM+MUL , 4
135k2-horizon ,0 ,any ,ADD+ADD , 1
136k2-horizon ,0 ,any ,MUL+ADD , 2
137k2-horizon ,0 ,any ,RMS_NORM+MUL , 4
138kimi-k3 ,0 ,any ,GATED_DELTA_NET+CPY , 1
139kimi-k3 ,0 ,any ,MUL+ADD , 2
140kimi-k3 ,0 ,any ,RMS_NORM+MUL , 17
141kimi-k3 ,0 ,any ,RMS_NORM+SCALE , 2
142kimi-linear ,0 ,any ,ADD+ADD , 1
143kimi-linear ,0 ,any ,GATED_DELTA_NET+CPY , 1
144kimi-linear ,0 ,any ,MUL+ADD , 2
145kimi-linear ,0 ,any ,RMS_NORM+MUL , 7
146kimi-linear ,0 ,any ,RMS_NORM+SCALE , 2
147kolibri1 ,0 ,any ,MUL+ADD , 4
148kolibri1 ,0 ,any ,RMS_NORM+MUL , 10
149kolibri1 ,0 ,any ,RMS_NORM+MUL+ADD , 3
150laguna ,0 ,any ,ADD+ADD , 1
151laguna ,0 ,any ,MUL+ADD , 2
152laguna ,0 ,any ,RMS_NORM+MUL , 9
153lfm2 ,0 ,any ,RMS_NORM+MUL , 7
154lfm2moe ,1 ,any ,MUL+ADD , 2
155lfm2moe ,1 ,any ,RMS_NORM+MUL , 7
156llada ,0 ,any ,RMS_NORM+MUL , 5
157llada-moe ,1 ,any ,MUL+ADD , 4
158llada-moe ,1 ,any ,RMS_NORM+MUL , 9
159llada-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
160llama ,0 ,any ,RMS_NORM+MUL , 5
161llama ,0 ,any ,MUL+ADD , 4
162llama ,0 ,any ,RMS_NORM+MUL , 5
163llama ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
164llama4 ,0 ,any ,ADD+ADD , 2
165llama4 ,0 ,any ,RMS_NORM+MUL , 9
166maincoder ,0 ,any ,RMS_NORM+MUL , 9
167maion-coder ,0 ,any ,MUL+ADD , 4
168maion-coder ,0 ,any ,RMS_NORM+MUL , 17
169maion-coder ,0 ,any ,RMS_NORM+MUL+ADD , 8
170maion-coder ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
171mamba ,0 ,any ,RMS_NORM+MUL , 3
172mamba2 ,0 ,any ,RMS_NORM+MUL , 5
173maple ,0 ,any ,MUL+ADD , 4
174maple ,0 ,any ,RMS_NORM+MUL , 9
175maple ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
176mellum ,0 ,any ,MUL+ADD , 4
177mellum ,0 ,any ,RMS_NORM+MUL , 9
178mellum ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
179mimo2 ,0 ,any ,MUL+ADD , 4
180mimo2 ,0 ,any ,RMS_NORM+MUL , 5
181minicpm ,0 ,any ,RMS_NORM+MUL , 5
182minicpm ,0 ,any ,MUL+ADD , 4
183minicpm ,0 ,any ,RMS_NORM+MUL , 5
184minicpm ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
185minicpm3 ,0 ,any ,RMS_NORM+MUL , 9
186minimax-01 ,0 ,any ,MUL+ADD , 4
187minimax-01 ,0 ,any ,RMS_NORM+MUL , 6
188minimax-01 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
189minimax-m2 ,0 ,any ,MUL+ADD , 4
190minimax-m2 ,0 ,any ,RMS_NORM+MUL , 9
191minimax-m3 ,0 ,any ,ADD+ADD , 1
192minimax-m3 ,0 ,any ,MUL+ADD , 2
193minimax-m3 ,0 ,any ,RMS_NORM+MUL , 11
194mistral3 ,0 ,any ,RMS_NORM+MUL , 5
195mistral3 ,0 ,any ,MUL+ADD , 4
196mistral3 ,0 ,any ,RMS_NORM+MUL , 5
197mistral3 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
198mistral4 ,0 ,any ,ADD+ADD , 1
199mistral4 ,0 ,any ,MUL+ADD , 2
200mistral4 ,0 ,any ,RMS_NORM+MUL , 9
201mpt ,0 ,any ,NORM+MUL+ADD , 5
202muse-glimmer ,0 ,any ,RMS_NORM+MUL , 10
203muse-glimmer ,0 ,any ,RMS_NORM+MUL+ADD , 3
204muse-spark ,0 ,any ,MUL+ADD , 4
205muse-spark ,0 ,any ,RMS_NORM+MUL , 14
206nanbeige ,0 ,any ,RMS_NORM+MUL , 5
207nemotron ,0 ,any ,NORM+MUL+ADD , 5
208nemotron_h ,0 ,any ,RMS_NORM+MUL , 5
209nemotron_h_moe ,1 ,any ,RMS_NORM+MUL , 5
210olmo2 ,0 ,any ,RMS_NORM+MUL , 5
211olmo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
212olmoe ,1 ,any ,MUL+ADD , 4
213olmoe ,1 ,any ,RMS_NORM+MUL , 9
214olmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
215openelm ,0 ,any ,RMS_NORM+MUL , 9
216orion ,0 ,any ,NORM+MUL+ADD , 5
217paddleocr ,0 ,any ,RMS_NORM+MUL , 5
218pangu-embedded ,0 ,any ,RMS_NORM+MUL , 5
219phi2 ,0 ,any ,ADD+ADD , 2
220phi2 ,0 ,any ,NORM+MUL+ADD , 3
221phi3 ,0 ,any ,RMS_NORM+MUL , 5
222phimoe ,1 ,any ,MUL+ADD , 4
223phimoe ,1 ,any ,RMS_NORM+MUL+ADD , 5
224phimoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
225plamo ,0 ,any ,ADD+ADD , 2
226plamo ,0 ,any ,RMS_NORM+MUL , 3
227plamo2 ,0 ,any ,RMS_NORM+MUL , 10
228plamo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
229plamo2 ,0 ,any ,SSM_CONV+UNARY , 1
230plamo3 ,0 ,any ,RMS_NORM+MUL , 9
231plamo3 ,0 ,any ,RMS_NORM+MUL+ADD , 4
232pockettts ,0 ,any ,NORM+MUL+ADD , 5
233qwen ,0 ,any ,RMS_NORM+MUL , 5
234qwen2 ,0 ,any ,RMS_NORM+MUL , 5
235qwen2moe ,1 ,any ,ADD+ADD , 2
236qwen2moe ,1 ,any ,MUL+ADD , 4
237qwen2moe ,1 ,any ,RMS_NORM+MUL , 5
238qwen2moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
239qwen2vl ,0 ,any ,RMS_NORM+MUL , 5
240qwen3 ,0 ,any ,RMS_NORM+MUL , 9
241qwen35 ,0 ,any ,GATED_DELTA_NET+CPY , 1
242qwen35 ,0 ,any ,RMS_NORM+MUL , 8
243qwen35 ,0 ,any ,RMS_NORM+SCALE , 2
244qwen35 ,0 ,any ,SSM_CONV+UNARY , 1
245qwen35moe ,1 ,any ,ADD+ADD , 2
246qwen35moe ,1 ,any ,GATED_DELTA_NET+CPY , 1
247qwen35moe ,1 ,any ,MUL+ADD , 4
248qwen35moe ,1 ,any ,RMS_NORM+MUL , 8
249qwen35moe ,1 ,any ,RMS_NORM+SCALE , 2
250qwen35moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
251qwen35moe ,1 ,any ,SSM_CONV+UNARY , 1
252qwen3moe ,1 ,any ,MUL+ADD , 4
253qwen3moe ,1 ,any ,RMS_NORM+MUL , 9
254qwen3moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
255qwen3next ,0 ,any ,ADD+ADD , 2
256qwen3next ,0 ,any ,GATED_DELTA_NET+CPY , 1
257qwen3next ,0 ,any ,MUL+ADD , 4
258qwen3next ,0 ,any ,RMS_NORM+MUL , 8
259qwen3next ,0 ,any ,RMS_NORM+SCALE , 2
260qwen3next ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
261qwen3next ,0 ,any ,SSM_CONV+UNARY , 1
262qwen3tts ,0 ,any ,RMS_NORM+MUL , 9
263qwen3vl ,0 ,any ,RMS_NORM+MUL , 9
264qwen3vlmoe ,1 ,any ,MUL+ADD , 4
265qwen3vlmoe ,1 ,any ,RMS_NORM+MUL , 9
266qwen3vlmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
267qwen4exp ,0 ,any ,ADD+ADD+ADD , 2
268qwen4exp ,0 ,any ,GATED_DELTA_NET+CPY , 1
269qwen4exp ,0 ,any ,MUL+ADD , 4
270qwen4exp ,0 ,any ,RMS_NORM+MUL , 13
271qwen4exp ,0 ,any ,RMS_NORM+SCALE , 2
272qwen4exp ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
273qwen4exp ,0 ,any ,SSM_CONV+UNARY , 1
274refact ,0 ,any ,RMS_NORM+MUL , 5
275refact ,0 ,any ,RMS_NORM+MUL , 5
276rnd1 ,0 ,any ,MUL+ADD , 4
277rnd1 ,0 ,any ,RMS_NORM+MUL , 9
278rnd1 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
279seed_oss ,0 ,any ,RMS_NORM+MUL , 5
280smallthinker ,0 ,any ,MUL+ADD , 4
281smallthinker ,0 ,any ,RMS_NORM+MUL , 5
282smollm3 ,0 ,any ,RMS_NORM+MUL , 5
283spark2_5 ,0 ,any ,RMS_NORM+MUL , 5
284stablelm ,0 ,any ,NORM+MUL , 4
285stablelm ,0 ,any ,NORM+MUL+ADD , 5
286starcoder ,0 ,any ,NORM+MUL+ADD , 5
287starcoder2 ,0 ,any ,NORM+MUL+ADD , 5
288talkie ,0 ,any ,ADD+ADD , 2
289xverse ,0 ,any ,RMS_NORM+MUL , 5