Upload LayerSkip HuggingFace Benchmarking - summarization.csv
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LayerSkip HuggingFace Benchmarking - summarization.csv
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Model,#Model Parameters (B),Draft (Assistant),#Draft Parameters (B),Task,Total Parameter Size (B),"Speculative
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Average time per input (ms)","Speculative
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Average time per token (ms)","Original
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Average time per input (ms)","Original
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Average time per token (ms)",Speedup,Command
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meta-llama/Llama-2-7b-hf,7,TinyLlama/TinyLlama_v1.1,1,summarization ,8,2771.54,21.65,3368.48,26.32,1.22,python benchmark_decoder_summ.py meta-llama/Llama-2-7b-hf --aux-model TinyLlama/TinyLlama_v1.1 --dtype fp16
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meta-llama/Llama-2-7b-hf,7,apple/OpenELM-270M,0.27,summarization ,7.27,2607.82,20.37,4221.14,32.98,1.62,python benchmark_decoder_summ.py meta-llama/Llama-2-7b-hf --aux-model apple/OpenELM-270M --dtype fp16
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meta-llama/Llama-2-7b-hf,7,apple/OpenELM-450M,0.45,summarization ,7.45,3324.68,25.97,4178.66,32.65,1.26,python benchmark_decoder_summ.py meta-llama/Llama-2-7b-hf --aux-model apple/OpenELM-450M --dtype fp16
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facebook/layerskip-llama2-7B,7,Early Exit @ Layer 4,,summarization ,7,2548.4,19.91,3306.73,25.83,1.297338021,python benchmark_decoder_summ.py facebook/layerskip-llama2-7B --aux-early-exit 4 --dtype fp16
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meta-llama/Llama-2-13b-hf,13,meta-llama/Llama-2-7b-hf,7,summarization ,20,3557.07,27.79,4088.48,31.94,1.149334293,python benchmark_decoder_summ.py meta-llama/Llama-2-13b-hf --aux-model meta-llama/Llama-2-7b-hf --dtype fp16
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meta-llama/Llama-2-13b-hf,13,TinyLlama/TinyLlama_v1.1,1,summarization ,14,2901.92,22.67,4190.42,32.74,1.444199382,python benchmark_decoder_summ.py meta-llama/Llama-2-13b-hf --aux-model TinyLlama/TinyLlama_v1.1 --dtype fp16
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meta-llama/Llama-2-13b-hf,13,apple/OpenELM-270M,0.27,summarization ,13.27,2883.33,22.53,4521.12,35.32,1.567687528,python benchmark_decoder_summ.py meta-llama/Llama-2-13b-hf --aux-model apple/OpenELM-270M --dtype fp16
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meta-llama/Llama-2-13b-hf,13,apple/OpenELM-450M,0.45,summarization ,13.45,3267.69,25.53,4321.75,33.76,1.322365844,python benchmark_decoder_summ.py meta-llama/Llama-2-13b-hf --aux-model apple/OpenELM-450M --dtype fp16
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facebook/layerskip-llama2-13B,13,Early Exit @ Layer 4,,summarization ,13,4238.45,33.11,4217.78,32.95,0.9951676231,python benchmark_decoder_summ.py facebook/layerskip-llama2-13B --aux-early-exit 4 --dtype fp16
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facebook/layerskip-llama2-13B,13,Early Exit @ Layer 8,,summarization ,13,2459.61,19.22,4294.98,33.55,1.745577523,python benchmark_decoder_summ.py facebook/layerskip-llama2-13B --aux-early-exit 8 --dtype fp16
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facebook/layerskip-llama3.2-1B,1,Early Exit @ Layer 4,,summarization ,1,1195.28,9.96,2147.7,17.9,1.80,python benchmark_decoder_summ.py facebook/layerskip-llama3.2-1B --aux-early-exit 4 --dtype fp16
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meta-llama/Meta-Llama-3-8B,8,meta-llama/Llama-3.2-1B,1,summarization ,9,1872.46,19.04,2859.35,29.08,1.53,python benchmark_decoder_summ.py meta-llama/Meta-Llama-3-8B --aux-model meta-llama/Llama-3.2-1B --dtype fp16
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meta-llama/Meta-Llama-3-8B,8,meta-llama/Llama-3.2-3B,3,summarization ,11,2814.82,28.63,2825.36,28.73,1.00,python benchmark_decoder_summ.py meta-llama/Meta-Llama-3-8B --aux-model meta-llama/Llama-3.2-3B --dtype fp16
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facebook/layerskip-llama3-8B,8,Early Exit @ Layer 4,,summarization ,8,1949.02,15.75,3571.81,28.87,1.83,python benchmark_decoder_summ.py facebook/layerskip-llama3-8B --aux-early-exit 4 --dtype fp16
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meta-llama/Llama-2-70b-hf,70,meta-llama/Llama-2-13b-hf,13,summarization ,83,5036.54,46.3,12289.01,112.97,2.439956803,python benchmark_decoder_summ.py meta-llama/Llama-2-70b-hf --aux-model meta-llama/Llama-2-13b-hf --dtype fp16
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meta-llama/Llama-2-70b-hf,70,meta-llama/Llama-2-7b-hf,7,summarization ,77,4357.55,40.06,12324.19,113.3,2.828257614,python benchmark_decoder_summ.py meta-llama/Llama-2-70b-hf --aux-model meta-llama/Llama-2-7b-hf --dtype fp16
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meta-llama/Llama-2-70b-hf,70,TinyLlama/TinyLlama_v1.1,1,summarization ,71,4356.21,40.05,12363.22,113.66,2.837952559,python benchmark_decoder_summ.py meta-llama/Llama-2-70b-hf --aux-model TinyLlama/TinyLlama_v1.1 --dtype fp16
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facebook/layerskip-llama2-70B,70,Early Exit @ Layer 10,,summarization ,70,6012.04,54.96,12383.34,113.2,2.06,python benchmark_decoder_summ.py facebook/layerskip-llama2-70B --aux-early-exit 10 --dtype fp16
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