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llm-inference-benchmark

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Split (1)

train · 1.14k rows

Token_Count int64 6 838	TTFT stringlengths 7 13	Latency float64 0.12 28.1	Tokens-per-Second float64 6.62 110	output_length int64 100 500	input_length int64 20 5k	Library stringclasses 7 values	Model_Name stringclasses 14 values
100	Not-Available	1.232131	81.160203	100	20	TGI	Llama-2-7b-chat-hf
200	Not-Available	2.460612	81.280579	200	20	TGI	Llama-2-7b-chat-hf
500	Not-Available	6.195522	80.703455	500	20	TGI	Llama-2-7b-chat-hf
100	Not-Available	1.245589	80.283305	100	100	TGI	Llama-2-7b-chat-hf
200	Not-Available	2.497724	80.072912	200	100	TGI	Llama-2-7b-chat-hf
500	Not-Available	6.281148	79.603283	500	100	TGI	Llama-2-7b-chat-hf
100	Not-Available	1.256554	79.58272	100	200	TGI	Llama-2-7b-chat-hf
200	Not-Available	2.508035	79.74369	200	200	TGI	Llama-2-7b-chat-hf
500	Not-Available	6.330565	78.981897	500	200	TGI	Llama-2-7b-chat-hf
100	Not-Available	1.324025	75.527302	100	500	TGI	Llama-2-7b-chat-hf
200	Not-Available	2.60311	76.831172	200	500	TGI	Llama-2-7b-chat-hf
500	Not-Available	6.463718	77.35486	500	500	TGI	Llama-2-7b-chat-hf
100	Not-Available	4.841451	20.654965	100	1,000	TGI	Llama-2-7b-chat-hf
200	Not-Available	2.64913	75.49647	200	1,000	TGI	Llama-2-7b-chat-hf
500	Not-Available	6.520227	76.684441	500	1,000	TGI	Llama-2-7b-chat-hf
101	Not-Available	1.098359	91.955359	100	20	TensorRT-LLM	Llama-2-7b-chat-hf
201	Not-Available	2.180498	92.18077	200	20	TensorRT-LLM	Llama-2-7b-chat-hf
501	Not-Available	5.475694	91.495245	500	20	TensorRT-LLM	Llama-2-7b-chat-hf
101	Not-Available	1.129064	89.454602	100	100	TensorRT-LLM	Llama-2-7b-chat-hf
201	Not-Available	2.197143	91.482455	200	100	TensorRT-LLM	Llama-2-7b-chat-hf
501	Not-Available	5.510265	90.921224	500	100	TensorRT-LLM	Llama-2-7b-chat-hf
101	Not-Available	1.108599	91.105947	100	200	TensorRT-LLM	Llama-2-7b-chat-hf
201	Not-Available	2.20476	91.166394	200	200	TensorRT-LLM	Llama-2-7b-chat-hf
501	Not-Available	5.557667	90.145743	500	200	TensorRT-LLM	Llama-2-7b-chat-hf
101	Not-Available	1.152615	87.626812	100	500	TensorRT-LLM	Llama-2-7b-chat-hf
201	Not-Available	2.266476	88.683924	200	500	TensorRT-LLM	Llama-2-7b-chat-hf
501	Not-Available	5.645176	88.748347	500	500	TensorRT-LLM	Llama-2-7b-chat-hf
101	Not-Available	1.210625	83.427974	100	1,000	TensorRT-LLM	Llama-2-7b-chat-hf
201	Not-Available	2.373777	84.675193	200	1,000	TensorRT-LLM	Llama-2-7b-chat-hf
501	Not-Available	5.780308	86.673576	500	1,000	TensorRT-LLM	Llama-2-7b-chat-hf
100	Not-Available	1.229167	81.35593	100	20	DeepSpeed-MII	Llama-2-7b-chat-hf
200	Not-Available	2.423376	82.529506	200	20	DeepSpeed-MII	Llama-2-7b-chat-hf
500	Not-Available	6.180616	80.898086	500	20	DeepSpeed-MII	Llama-2-7b-chat-hf
100	Not-Available	1.28962	77.5422	100	100	DeepSpeed-MII	Llama-2-7b-chat-hf
200	Not-Available	2.473583	80.854384	200	100	DeepSpeed-MII	Llama-2-7b-chat-hf
500	Not-Available	6.275878	79.670126	500	100	DeepSpeed-MII	Llama-2-7b-chat-hf
100	Not-Available	1.252293	79.853506	100	200	DeepSpeed-MII	Llama-2-7b-chat-hf
200	Not-Available	2.500989	79.968361	200	200	DeepSpeed-MII	Llama-2-7b-chat-hf
500	Not-Available	6.325206	79.048807	500	200	DeepSpeed-MII	Llama-2-7b-chat-hf
100	Not-Available	1.32628	75.398838	100	500	DeepSpeed-MII	Llama-2-7b-chat-hf
200	Not-Available	2.614774	76.488433	200	500	DeepSpeed-MII	Llama-2-7b-chat-hf
500	Not-Available	6.546806	76.373122	500	500	DeepSpeed-MII	Llama-2-7b-chat-hf
100	Not-Available	1.411959	70.823576	100	1,000	DeepSpeed-MII	Llama-2-7b-chat-hf
200	Not-Available	2.762125	72.408032	200	1,000	DeepSpeed-MII	Llama-2-7b-chat-hf
500	Not-Available	6.835361	73.149031	500	1,000	DeepSpeed-MII	Llama-2-7b-chat-hf
100	Not-Available	1.19986	83.343029	100	20	CTranslate2	Llama-2-7b-chat-hf
198	Not-Available	2.372549	83.454556	200	20	CTranslate2	Llama-2-7b-chat-hf
500	Not-Available	6.081412	82.217748	500	20	CTranslate2	Llama-2-7b-chat-hf
100	Not-Available	1.22043	81.938331	100	100	CTranslate2	Llama-2-7b-chat-hf
200	Not-Available	2.457486	81.383971	200	100	CTranslate2	Llama-2-7b-chat-hf
500	Not-Available	6.168808	81.05293	500	100	CTranslate2	Llama-2-7b-chat-hf
100	Not-Available	1.236782	80.855023	100	200	CTranslate2	Llama-2-7b-chat-hf
200	Not-Available	2.462275	81.225712	200	200	CTranslate2	Llama-2-7b-chat-hf
500	Not-Available	6.260268	79.868791	500	200	CTranslate2	Llama-2-7b-chat-hf
100	Not-Available	1.339872	74.634008	100	500	CTranslate2	Llama-2-7b-chat-hf
200	Not-Available	2.631803	75.99352	200	500	CTranslate2	Llama-2-7b-chat-hf
500	Not-Available	6.900081	72.462915	500	500	CTranslate2	Llama-2-7b-chat-hf
100	Not-Available	1.502882	66.538809	100	1,000	CTranslate2	Llama-2-7b-chat-hf
200	Not-Available	2.877869	69.495868	200	1,000	CTranslate2	Llama-2-7b-chat-hf
500	Not-Available	7.130588	70.120449	500	1,000	CTranslate2	Llama-2-7b-chat-hf
75	Not-Available	1.155623	64.900053	100	20	vLLM	gemma-7b-it
196	Not-Available	3.091468	63.400303	200	20	vLLM	gemma-7b-it
297	Not-Available	4.820785	61.608227	500	20	vLLM	gemma-7b-it
101	Not-Available	1.62645	62.098426	100	100	vLLM	gemma-7b-it
201	Not-Available	3.306181	60.795225	200	100	vLLM	gemma-7b-it
497	Not-Available	8.707926	57.07444	500	100	vLLM	gemma-7b-it
101	Not-Available	1.687801	59.841165	100	200	vLLM	gemma-7b-it
201	Not-Available	3.431218	58.579787	200	200	vLLM	gemma-7b-it
425	Not-Available	7.552749	56.270901	500	200	vLLM	gemma-7b-it
101	Not-Available	1.930638	52.314322	100	500	vLLM	gemma-7b-it
201	Not-Available	3.739287	53.753564	200	500	vLLM	gemma-7b-it
501	Not-Available	9.282803	53.970768	500	500	vLLM	gemma-7b-it
101	Not-Available	1.941725	52.015615	100	1,000	vLLM	gemma-7b-it
201	Not-Available	3.777634	53.207911	200	1,000	vLLM	gemma-7b-it
329	Not-Available	6.157008	53.435044	500	1,000	vLLM	gemma-7b-it
101	Not-Available	2.358007	42.832776	100	5,000	vLLM	gemma-7b-it
201	Not-Available	4.236166	47.448569	200	5,000	vLLM	gemma-7b-it
501	Not-Available	9.90783	50.566066	500	5,000	vLLM	gemma-7b-it
71	Not-Available	1.153406	61.556794	100	20	Triton-vLLM	gemma-7b-it
188	Not-Available	3.092612	60.790028	200	20	Triton-vLLM	gemma-7b-it
277	Not-Available	4.630591	59.819581	500	20	Triton-vLLM	gemma-7b-it
100	Not-Available	1.684267	59.373005	100	100	Triton-vLLM	gemma-7b-it
200	Not-Available	3.425419	58.387019	200	100	Triton-vLLM	gemma-7b-it
486	Not-Available	8.825227	55.069405	500	100	Triton-vLLM	gemma-7b-it
100	Not-Available	1.751712	57.086996	100	200	Triton-vLLM	gemma-7b-it
200	Not-Available	3.563865	56.118851	200	200	Triton-vLLM	gemma-7b-it
500	Not-Available	9.27065	53.933652	500	200	Triton-vLLM	gemma-7b-it
100	Not-Available	1.960977	50.994978	100	500	Triton-vLLM	gemma-7b-it
200	Not-Available	3.866499	51.726384	200	500	Triton-vLLM	gemma-7b-it
455	Not-Available	8.765729	51.906691	500	500	Triton-vLLM	gemma-7b-it
100	Not-Available	1.991568	50.211693	100	1,000	Triton-vLLM	gemma-7b-it
200	Not-Available	3.895498	51.341323	200	1,000	Triton-vLLM	gemma-7b-it
500	Not-Available	9.62872	51.927982	500	1,000	Triton-vLLM	gemma-7b-it
100	Not-Available	2.391502	41.814718	100	5,000	Triton-vLLM	gemma-7b-it
200	Not-Available	4.328254	46.208013	200	5,000	Triton-vLLM	gemma-7b-it
500	Not-Available	10.199906	49.020059	500	5,000	Triton-vLLM	gemma-7b-it
78	Not-Available	1.184207	65.866869	100	20	TGI	gemma-7b-it
159	Not-Available	2.423094	65.618576	200	20	TGI	gemma-7b-it
285	Not-Available	4.409081	64.639314	500	20	TGI	gemma-7b-it
100	Not-Available	1.560806	64.069481	100	100	TGI	gemma-7b-it

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