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ResearchFormerly WizWand

Energy consumption estimation on LLM Energy Consumption (test)

0.91MAPEMemory and FLOPs based
-612.21363,526.37077,664.95511,803.5393Feb 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Memory and FLOPs basedTarget LLM=OPT (2.7B), Size Family=S2026.020.91
Memory and FLOPs basedTarget LLM=OPT (1.3B), Size Family=XS2026.020.97
Memory and FLOPs basedTarget LLM=Granite (3B), Size Family=S2026.021.08
FLOPs basedTarget LLM=OPT (1.3B), Size Family=XS2026.021.29
Memory and FLOPs basedTarget LLM=Falcon-RW (7.5B), Size Family=M2026.021.35
FLOPs basedTarget LLM=OPT (2.7B), Size Family=S2026.021.47
FLOPs basedTarget LLM=Falcon-RW (7.5B), Size Family=M2026.021.48
Memory and FLOPs basedTarget LLM=Llama 3.2 (1B), Size Family=XS2026.021.56
Memory and FLOPs basedTarget LLM=Gemma 2 (2B), Size Family=S2026.021.66
Memory and FLOPs basedTarget LLM=Average, Size Family=Aggregate2026.021.79
Memory and FLOPs basedTarget LLM=Gemma 2 (9B), Size Family=M2026.021.81
FLOPs basedTarget LLM=OPT (6.7B), Size Family=M2026.021.82
FLOPs basedTarget LLM=Granite (3B), Size Family=S2026.021.85
Memory and FLOPs basedTarget LLM=OPT (6.7B), Size Family=M2026.021.93
Memory and FLOPs basedTarget LLM=Qwen 2 (1.5B), Size Family=XS2026.021.94
Memory and FLOPs basedTarget LLM=Llama 3.2 (3B), Size Family=S2026.022.12
FLOPs basedTarget LLM=Gemma 2 (2B), Size Family=S2026.022.17
Memory and FLOPs basedTarget LLM=Granite (8B), Size Family=M2026.022.24
FLOPs basedTarget LLM=Average, Size Family=Aggregate2026.022.27
FLOPs basedTarget LLM=Llama 3.2 (3B), Size Family=S2026.022.46
FLOPs basedTarget LLM=Gemma 2 (9B), Size Family=M2026.022.49
FLOPs basedTarget LLM=Qwen 2 (1.5B), Size Family=XS2026.022.62
FLOPs basedTarget LLM=Granite (8B), Size Family=M2026.022.62
Memory and FLOPs basedTarget LLM=Llama 3.1 (8B), Size Family=M2026.022.84
Memory and FLOPs basedTarget LLM=Qwen 2 (7B), Size Family=M2026.022.88
FLOPs basedTarget LLM=Llama 3.2 (1B), Size Family=XS2026.022.95
FLOPs basedTarget LLM=Llama 3.1 (8B), Size Family=M2026.023.01
FLOPs basedTarget LLM=Qwen 2 (7B), Size Family=M2026.023.24
Baseline 4Target LLM=Llama 3.2 (1B), Size Family=XS2026.0217.84
Baseline 3Target LLM=Llama 3.2 (1B), Size Family=XS2026.0293.58
Baseline 2Target LLM=Llama 3.2 (1B), Size Family=XS2026.0299.45
Baseline 1Target LLM=Llama 3.2 (1B), Size Family=XS2026.02102.33
Baseline 1Target LLM=Qwen 2 (1.5B), Size Family=XS2026.02110.71
Baseline 1Target LLM=Gemma 2 (2B), Size Family=S2026.02111.33
Baseline 1Target LLM=Llama 3.2 (3B), Size Family=S2026.02117.54
Baseline 1Target LLM=Llama 3.1 (8B), Size Family=M2026.02123
Baseline 1Target LLM=Granite (8B), Size Family=M2026.02127.92
Baseline 1Target LLM=Average, Size Family=Aggregate2026.02130.45
Baseline 1Target LLM=Gemma 2 (9B), Size Family=M2026.02131.38
Baseline 1Target LLM=Qwen 2 (7B), Size Family=M2026.02132.26
Baseline 1Target LLM=OPT (1.3B), Size Family=XS2026.02139.77
Baseline 1Target LLM=Granite (3B), Size Family=S2026.02144.28
Baseline 1Target LLM=Falcon-RW (7.5B), Size Family=M2026.02150.8
Baseline 1Target LLM=OPT (6.7B), Size Family=M2026.02151.27
Baseline 2Target LLM=OPT (2.7B), Size Family=S2026.02153.59
Baseline 1Target LLM=OPT (2.7B), Size Family=S2026.0215,329