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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
501	0.025852935	6.476105	77.361317	500	100	TGI	Llama-3.1-8B-Instruct
501	0.027984322	6.516394	76.883012	500	200	TGI	Llama-3.1-8B-Instruct
501	0.054200418	6.592874	75.991137	500	500	TGI	Llama-3.1-8B-Instruct
501	0.082129113	6.629333	75.573211	500	1,000	TGI	Llama-3.1-8B-Instruct
501	0.378464277	6.975197	71.825925	500	5,000	TGI	Llama-3.1-8B-Instruct
101	0.028279448	2.0771	48.625495	100	20	TGI	Phi-3-medium-128k-instruct
101	0.03955065	2.102878	48.029413	100	100	TGI	Phi-3-medium-128k-instruct
101	0.04228213	2.11774	47.692362	100	200	TGI	Phi-3-medium-128k-instruct
101	0.096410109	2.212819	45.643129	100	500	TGI	Phi-3-medium-128k-instruct
101	0.172094285	2.28958	44.11289	100	1,000	TGI	Phi-3-medium-128k-instruct
101	0.814309429	2.981214	33.878819	100	5,000	TGI	Phi-3-medium-128k-instruct
201	0.025485512	4.162264	48.291023	200	20	TGI	Phi-3-medium-128k-instruct
201	0.037912188	4.198822	47.870567	200	100	TGI	Phi-3-medium-128k-instruct
201	0.042020318	4.22553	47.567997	200	200	TGI	Phi-3-medium-128k-instruct
201	0.094199361	4.355531	46.148216	200	500	TGI	Phi-3-medium-128k-instruct
201	0.168801079	4.433225	45.339456	200	1,000	TGI	Phi-3-medium-128k-instruct
201	0.806462356	5.207579	38.597593	200	5,000	TGI	Phi-3-medium-128k-instruct
256	0.02579601	5.342963	47.913489	500	20	TGI	Phi-3-medium-128k-instruct
501	0.037835003	10.591923	47.300194	500	100	TGI	Phi-3-medium-128k-instruct
501	0.042097497	10.641957	47.077806	500	200	TGI	Phi-3-medium-128k-instruct
501	0.097181836	10.798797	46.394057	500	500	TGI	Phi-3-medium-128k-instruct
501	0.168236298	10.863617	46.117238	500	1,000	TGI	Phi-3-medium-128k-instruct
501	0.797475049	11.889425	42.138287	500	5,000	TGI	Phi-3-medium-128k-instruct
101	0.025383109	1.223383	82.557961	100	100	TGI	Mistral-7B-Instruct-v0.3
101	0.026391609	1.230207	82.099991	100	200	TGI	Mistral-7B-Instruct-v0.3
101	0.019258976	1.239383	81.49214	100	20	TGI	Mistral-7B-Instruct-v0.3
101	0.053394677	1.290656	78.25478	100	500	TGI	Mistral-7B-Instruct-v0.3
101	0.093373184	1.335328	75.636843	100	1,000	TGI	Mistral-7B-Instruct-v0.3
101	0.426345504	1.680701	60.093962	100	5,000	TGI	Mistral-7B-Instruct-v0.3
201	0.016948421	2.426723	82.827733	200	20	TGI	Mistral-7B-Instruct-v0.3
201	0.024752583	2.443815	82.248452	200	100	TGI	Mistral-7B-Instruct-v0.3
201	0.02589857	2.456797	81.813836	200	200	TGI	Mistral-7B-Instruct-v0.3
201	0.052143084	2.547936	78.887372	200	500	TGI	Mistral-7B-Instruct-v0.3
201	0.090438956	2.574028	78.087737	200	1,000	TGI	Mistral-7B-Instruct-v0.3
201	0.415292848	2.928021	68.647039	200	5,000	TGI	Mistral-7B-Instruct-v0.3
361	0.017955005	4.395229	82.134506	500	20	TGI	Mistral-7B-Instruct-v0.3
501	0.026139719	6.188422	80.957632	500	200	TGI	Mistral-7B-Instruct-v0.3
501	0.024905178	6.191788	80.913621	500	100	TGI	Mistral-7B-Instruct-v0.3
501	0.051632984	6.260051	80.0313	500	500	TGI	Mistral-7B-Instruct-v0.3
501	0.088453005	6.333492	79.103278	500	1,000	TGI	Mistral-7B-Instruct-v0.3
501	0.406368093	6.750862	74.212748	500	5,000	TGI	Mistral-7B-Instruct-v0.3
101	0.0379719	1.916494	52.70041	100	20	TGI	gemma-2-9b-it
101	0.03663444	1.938845	52.09288	100	100	TGI	gemma-2-9b-it
101	0.044203257	1.961483	51.491662	100	200	TGI	gemma-2-9b-it
101	0.080007361	2.033686	49.663505	100	500	TGI	gemma-2-9b-it
101	0.175517881	2.12759	47.471556	100	1,000	TGI	gemma-2-9b-it
101	0.545357809	2.513999	40.17504	100	5,000	TGI	gemma-2-9b-it
201	0.035273171	3.845453	52.269524	200	20	TGI	gemma-2-9b-it
201	0.035429766	3.882993	51.764188	200	100	TGI	gemma-2-9b-it
201	0.04280372	3.921295	51.25858	200	200	TGI	gemma-2-9b-it
201	0.078986065	3.98598	50.426741	200	500	TGI	gemma-2-9b-it
201	0.121703122	4.01971	50.003611	200	1,000	TGI	gemma-2-9b-it
201	0.530233197	4.482465	44.841395	200	5,000	TGI	gemma-2-9b-it
398	0.03488584	7.662283	51.942747	500	20	TGI	gemma-2-9b-it
501	0.042558793	9.776682	51.244378	500	200	TGI	gemma-2-9b-it
501	0.035657981	9.777759	51.238735	500	100	TGI	gemma-2-9b-it
501	0.076660722	9.859531	50.813777	500	500	TGI	gemma-2-9b-it
501	0.118747596	9.921432	50.496741	500	1,000	TGI	gemma-2-9b-it
492	0.523679576	10.279288	47.863235	500	5,000	TGI	gemma-2-9b-it
100	0.01854012	1.207933	82.786023	100	20	TGI	Qwen2-7B-Instruct
100	0.028048416	1.217675	82.123752	100	100	TGI	Qwen2-7B-Instruct
100	0.026421454	1.217792	82.115798	100	200	TGI	Qwen2-7B-Instruct
100	0.051202473	1.280506	78.094098	100	500	TGI	Qwen2-7B-Instruct
100	0.079472652	1.299578	76.948034	100	1,000	TGI	Qwen2-7B-Instruct
100	0.356136379	1.580951	63.25307	100	5,000	TGI	Qwen2-7B-Instruct
200	0.016838318	2.397973	83.403778	200	20	TGI	Qwen2-7B-Instruct
200	0.024416318	2.416347	82.769575	200	100	TGI	Qwen2-7B-Instruct
200	0.026129169	2.428184	82.366093	200	200	TGI	Qwen2-7B-Instruct
200	0.050147798	2.504328	79.861753	200	500	TGI	Qwen2-7B-Instruct
200	0.07820044	2.524818	79.213628	200	1,000	TGI	Qwen2-7B-Instruct
200	0.352104387	2.796944	71.506624	200	5,000	TGI	Qwen2-7B-Instruct
245	0.016955928	2.937748	83.397211	500	20	TGI	Qwen2-7B-Instruct
500	0.025311896	6.101626	81.945376	500	200	TGI	Qwen2-7B-Instruct
500	0.024860514	6.102738	81.930441	500	100	TGI	Qwen2-7B-Instruct
500	0.049857356	6.191895	80.750728	500	500	TGI	Qwen2-7B-Instruct
500	0.076826492	6.226174	80.306141	500	1,000	TGI	Qwen2-7B-Instruct
500	0.350304393	6.515194	76.743687	500	5,000	TGI	Qwen2-7B-Instruct
101	0.049626887	1.355914	74.488473	100	20	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
201	0.022819293	2.634692	76.289766	200	20	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
402	0.053295754	5.415713	74.228452	500	20	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
100	0.065183247	1.393431	71.765308	100	100	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
200	0.029624119	2.699365	74.091503	200	100	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
500	0.030038281	6.787611	73.663619	500	100	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
102	0.052218982	1.389144	73.426504	100	200	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
202	0.061683687	2.766787	73.008866	200	200	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
502	0.062553094	6.905773	72.692802	500	200	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
100	0.094530525	1.463598	68.324766	100	500	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
200	0.077506746	2.836883	70.499921	200	500	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
500	0.087990269	7.146498	69.964341	500	500	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
101	0.134782916	1.568348	64.398963	100	1,000	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
202	0.108406145	2.981785	67.744655	200	1,000	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
502	0.129035352	7.443149	67.444574	500	1,000	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
101	0.465922665	2.297007	43.970265	100	5,000	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
202	0.445972102	4.118768	49.043787	200	5,000	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
490	0.473340669	9.602318	51.029344	500	5,000	DeepSpeed-MII	Mistral-7B-Instruct-v0.3
100	0.063867212	2.246118	44.521261	100	20	DeepSpeed-MII	Phi-3-medium-128k-instruct
200	0.033737368	4.440887	45.03605	200	20	DeepSpeed-MII	Phi-3-medium-128k-instruct
273	0.036118023	6.065047	45.012014	500	20	DeepSpeed-MII	Phi-3-medium-128k-instruct
100	0.073967263	2.277646	43.904971	100	100	DeepSpeed-MII	Phi-3-medium-128k-instruct
200	0.041726024	4.489271	44.550662	200	100	DeepSpeed-MII	Phi-3-medium-128k-instruct

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