rbgo/llm-inference-benchmark · Datasets at Hugging Face

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
101	0.045144272	2.27402	44.414739	100	100	vLLM	Phi-3-medium-128k-instruct
101	0.048484105	2.274614	44.403139	100	200	vLLM	Phi-3-medium-128k-instruct
101	0.056318467	2.287719	44.148786	100	20	vLLM	Phi-3-medium-128k-instruct
101	0.102443818	2.37321	42.558386	100	500	vLLM	Phi-3-medium-128k-instruct
101	0.176997787	2.465559	40.964335	100	1,000	vLLM	Phi-3-medium-128k-instruct
101	0.825906368	3.180304	31.757966	100	5,000	vLLM	Phi-3-medium-128k-instruct
201	0.044137653	4.472047	44.94586	200	20	vLLM	Phi-3-medium-128k-instruct
201	0.04723064	4.534833	44.323573	200	200	vLLM	Phi-3-medium-128k-instruct
201	0.04479936801	4.536616	44.306152	200	100	vLLM	Phi-3-medium-128k-instruct
201	0.10199441	4.664282	43.09345	200	500	vLLM	Phi-3-medium-128k-instruct
201	0.172609219	4.79588	41.910973	200	1,000	vLLM	Phi-3-medium-128k-instruct
201	0.816656183	5.580325	36.019409	200	5,000	vLLM	Phi-3-medium-128k-instruct
250	0.043257401	5.596241	44.672843	500	20	vLLM	Phi-3-medium-128k-instruct
501	0.044651522	11.412367	43.899745	500	100	vLLM	Phi-3-medium-128k-instruct
501	0.047304608	11.413479	43.895467	500	200	vLLM	Phi-3-medium-128k-instruct
501	0.102464877	11.60345	43.176815	500	500	vLLM	Phi-3-medium-128k-instruct
501	0.172667063	11.738676	42.679431	500	1,000	vLLM	Phi-3-medium-128k-instruct
501	0.814893445	12.8989	38.840522	500	5,000	vLLM	Phi-3-medium-128k-instruct
101	0.02768365	1.313954	76.867212	100	100	vLLM	Llama-3.1-8B-Instruct
101	0.029221524	1.33536	75.635041	100	200	vLLM	Llama-3.1-8B-Instruct
101	0.025186816	1.336379	75.577383	100	20	vLLM	Llama-3.1-8B-Instruct
101	0.0554551	1.350295	74.798482	100	500	vLLM	Llama-3.1-8B-Instruct
101	0.082167031	1.397812	72.255786	100	1,000	vLLM	Llama-3.1-8B-Instruct
101	0.359755225	1.700864	59.381574	100	5,000	vLLM	Llama-3.1-8B-Instruct
201	0.023182524	2.592286	77.537742	200	20	vLLM	Llama-3.1-8B-Instruct
201	0.026340465	2.616923	76.807755	200	100	vLLM	Llama-3.1-8B-Instruct
201	0.029399877	2.628856	76.459119	200	200	vLLM	Llama-3.1-8B-Instruct
201	0.054691273	2.65828	75.61279	200	500	vLLM	Llama-3.1-8B-Instruct
201	0.081364394	2.724123	73.785211	200	1,000	vLLM	Llama-3.1-8B-Instruct
201	0.359562255	3.055499	65.783028	200	5,000	vLLM	Llama-3.1-8B-Instruct
354	0.023304701	4.620406	76.616636	500	20	vLLM	Llama-3.1-8B-Instruct
501	0.027080746	6.538829	76.619218	500	100	vLLM	Llama-3.1-8B-Instruct
501	0.030551346	6.540079	76.604578	500	200	vLLM	Llama-3.1-8B-Instruct
501	0.054665561	6.627372	75.595574	500	500	vLLM	Llama-3.1-8B-Instruct
501	0.081224132	6.728935	74.45458	500	1,000	vLLM	Llama-3.1-8B-Instruct
501	0.359823873	7.118788	70.377144	500	5,000	vLLM	Llama-3.1-8B-Instruct
101	0.046650923	1.706594	59.182216	100	100	vLLM	gemma-2-9b-it
101	0.047476081	1.709919	59.067142	100	200	vLLM	gemma-2-9b-it
101	0.058324758	1.726426	58.502373	100	20	vLLM	gemma-2-9b-it
101	0.067202158	1.734532	58.228951	100	500	vLLM	gemma-2-9b-it
101	0.105792539	1.773539	56.948289	100	1,000	vLLM	gemma-2-9b-it
201	0.045273894	3.376374	59.531327	200	20	vLLM	gemma-2-9b-it
201	0.045022416	3.379063	59.483938	200	100	vLLM	gemma-2-9b-it
201	0.045659693	3.386229	59.358073	200	200	vLLM	gemma-2-9b-it
201	0.065592606	3.410904	58.928658	200	500	vLLM	gemma-2-9b-it
201	0.10335367	3.449277	58.273082	200	1,000	vLLM	gemma-2-9b-it
393	0.045238018	6.616608	59.395989	500	20	vLLM	gemma-2-9b-it
501	0.04569693199	8.445733	59.319894	500	200	vLLM	gemma-2-9b-it
501	0.045341941	8.453364	59.266345	500	100	vLLM	gemma-2-9b-it
501	0.066094973	8.47021	59.148476	500	500	vLLM	gemma-2-9b-it
501	0.103353289	8.520271	58.800948	500	1,000	vLLM	gemma-2-9b-it
101	0.026990649	1.26597	79.780724	100	100	vLLM	Mistral-7B-Instruct-v0.3
101	0.02888313201	1.268659	79.611601	100	200	vLLM	Mistral-7B-Instruct-v0.3
101	0.034484061	1.302076	77.56841	100	20	vLLM	Mistral-7B-Instruct-v0.3
101	0.05591195299	1.311952	76.984511	100	500	vLLM	Mistral-7B-Instruct-v0.3
101	0.08913653	1.358115	74.367781	100	1,000	vLLM	Mistral-7B-Instruct-v0.3
101	0.396672123	1.690036	59.762058	100	5,000	vLLM	Mistral-7B-Instruct-v0.3
201	0.022997272	2.500913	80.370646	200	20	vLLM	Mistral-7B-Instruct-v0.3
201	0.026153798	2.520996	79.730384	200	100	vLLM	Mistral-7B-Instruct-v0.3
201	0.02804247	2.523456	79.652679	200	200	vLLM	Mistral-7B-Instruct-v0.3
201	0.054644067	2.558581	78.559182	200	500	vLLM	Mistral-7B-Instruct-v0.3
201	0.08663619601	2.634485	76.295753	200	1,000	vLLM	Mistral-7B-Instruct-v0.3
201	0.388573116	2.986319	67.306948	200	5,000	vLLM	Mistral-7B-Instruct-v0.3
296	0.022691378	3.704868	79.894878	500	20	vLLM	Mistral-7B-Instruct-v0.3
501	0.02816867401	6.302652	79.490347	500	200	vLLM	Mistral-7B-Instruct-v0.3
501	0.026335219	6.313484	79.353966	500	100	vLLM	Mistral-7B-Instruct-v0.3
501	0.054847406	6.368141	78.672884	500	500	vLLM	Mistral-7B-Instruct-v0.3
501	0.087628251	6.489234	77.204793	500	1,000	vLLM	Mistral-7B-Instruct-v0.3
501	0.388242528	6.915918	72.441573	500	5,000	vLLM	Mistral-7B-Instruct-v0.3
100	0.02668707	1.276619	78.331881	100	200	vLLM	Qwen2-7B-Instruct
100	0.054920722	1.305289	76.611364	100	500	vLLM	Qwen2-7B-Instruct
100	0.054790303	1.325439	75.446712	100	20	vLLM	Qwen2-7B-Instruct
100	0.077626362	1.330568	75.155855	100	1,000	vLLM	Qwen2-7B-Instruct
100	0.32001529	1.590004	62.892907	100	100	vLLM	Qwen2-7B-Instruct
100	0.327902874	1.609277	62.139719	100	5,000	vLLM	Qwen2-7B-Instruct
200	0.046849652	2.51949	79.381154	200	500	vLLM	Qwen2-7B-Instruct
200	0.021434121	2.531483	79.005084	200	20	vLLM	Qwen2-7B-Instruct
200	0.02550183101	2.536429	78.851014	200	200	vLLM	Qwen2-7B-Instruct
200	0.025183207	2.539371	78.759664	200	100	vLLM	Qwen2-7B-Instruct
200	0.075916526	2.591832	77.165495	200	1,000	vLLM	Qwen2-7B-Instruct
200	0.328091096	2.912535	68.668693	200	5,000	vLLM	Qwen2-7B-Instruct
344	0.020699352	4.358805	78.920714	500	20	vLLM	Qwen2-7B-Instruct
500	0.047598117	6.303802	79.317212	500	500	vLLM	Qwen2-7B-Instruct
500	0.023761067	6.326592	79.031492	500	100	vLLM	Qwen2-7B-Instruct
500	0.026061574	6.341421	78.846685	500	200	vLLM	Qwen2-7B-Instruct
500	0.076095079	6.382498	78.33923	500	1,000	vLLM	Qwen2-7B-Instruct
500	0.325046691	6.769875	73.856612	500	5,000	vLLM	Qwen2-7B-Instruct
101	0.026170542	1.282207	78.770461	100	100	TGI	Llama-3.1-8B-Instruct
101	0.02245062	1.286518	78.506455	100	20	TGI	Llama-3.1-8B-Instruct
101	0.02751379	1.292504	78.142886	100	200	TGI	Llama-3.1-8B-Instruct
101	0.054330655	1.346196	75.026237	100	500	TGI	Llama-3.1-8B-Instruct
101	0.083121543	1.383127	73.022918	100	1,000	TGI	Llama-3.1-8B-Instruct
101	0.37922292	1.688171	59.828054	100	5,000	TGI	Llama-3.1-8B-Instruct
201	0.01833297	2.542261	79.063475	200	20	TGI	Llama-3.1-8B-Instruct
201	0.026053024	2.567061	78.299652	200	100	TGI	Llama-3.1-8B-Instruct
201	0.028138979	2.605021	77.158695	200	200	TGI	Llama-3.1-8B-Instruct
201	0.053878681	2.658728	75.600071	200	500	TGI	Llama-3.1-8B-Instruct
201	0.082100341	2.685256	74.8532	200	1,000	TGI	Llama-3.1-8B-Instruct
201	0.376567657	3.008813	66.803743	200	5,000	TGI	Llama-3.1-8B-Instruct
380	0.017934697	4.864137	78.122799	500	20	TGI	Llama-3.1-8B-Instruct

101

0.045144272

2.27402

44.414739

100

vLLM

Phi-3-medium-128k-instruct

101

0.048484105

2.274614

44.403139

100

200

vLLM

Phi-3-medium-128k-instruct

101

0.056318467

2.287719

44.148786

100

20

vLLM

Phi-3-medium-128k-instruct

101

0.102443818

2.37321

42.558386

100

500

vLLM

Phi-3-medium-128k-instruct

101

0.176997787

2.465559

40.964335

100

1,000

vLLM

Phi-3-medium-128k-instruct

101

0.825906368

3.180304

31.757966

100

5,000

vLLM

Phi-3-medium-128k-instruct

201

0.044137653

4.472047

44.94586

200

20

vLLM

Phi-3-medium-128k-instruct

201

0.04723064

4.534833

44.323573

200

vLLM

Phi-3-medium-128k-instruct

201

0.04479936801

4.536616

44.306152

200

100

vLLM

Phi-3-medium-128k-instruct

201

0.10199441

4.664282

43.09345

200

500

vLLM

Phi-3-medium-128k-instruct

201

0.172609219

4.79588

41.910973

200

1,000

vLLM

Phi-3-medium-128k-instruct

201

0.816656183

5.580325

36.019409

200

5,000

vLLM

Phi-3-medium-128k-instruct

250

0.043257401

5.596241

44.672843

500

20

vLLM

Phi-3-medium-128k-instruct

501

0.044651522

11.412367

43.899745

500

100

vLLM

Phi-3-medium-128k-instruct

501

0.047304608

11.413479

43.895467

500

200

vLLM

Phi-3-medium-128k-instruct

501

0.102464877

11.60345

43.176815

500

vLLM

Phi-3-medium-128k-instruct

501

0.172667063

11.738676

42.679431

500

1,000

vLLM

Phi-3-medium-128k-instruct

501

0.814893445

12.8989

38.840522

500

5,000

vLLM

Phi-3-medium-128k-instruct

101

0.02768365

1.313954

76.867212

100

vLLM

Llama-3.1-8B-Instruct

101

0.029221524

1.33536

75.635041

100

200

vLLM

Llama-3.1-8B-Instruct

101

0.025186816

1.336379

75.577383

100

20

vLLM

Llama-3.1-8B-Instruct

101

0.0554551

1.350295

74.798482

100

500

vLLM

Llama-3.1-8B-Instruct

101

0.082167031

1.397812

72.255786

100

1,000

vLLM

Llama-3.1-8B-Instruct

101

0.359755225

1.700864

59.381574

100

5,000

vLLM

Llama-3.1-8B-Instruct

201

0.023182524

2.592286

77.537742

200

20

vLLM

Llama-3.1-8B-Instruct

201

0.026340465

2.616923

76.807755

200

100

vLLM

Llama-3.1-8B-Instruct

201

0.029399877

2.628856

76.459119

200

vLLM

Llama-3.1-8B-Instruct

201

0.054691273

2.65828

75.61279

200

500

vLLM

Llama-3.1-8B-Instruct

201

0.081364394

2.724123

73.785211

200

1,000

vLLM

Llama-3.1-8B-Instruct

201

0.359562255

3.055499

65.783028

200

5,000

vLLM

Llama-3.1-8B-Instruct

354

0.023304701

4.620406

76.616636

500

20

vLLM

Llama-3.1-8B-Instruct

501

0.027080746

6.538829

76.619218

500

100

vLLM

Llama-3.1-8B-Instruct

501

0.030551346

6.540079

76.604578

500

200

vLLM

Llama-3.1-8B-Instruct

501

0.054665561

6.627372

75.595574

500

vLLM

Llama-3.1-8B-Instruct

501

0.081224132

6.728935

74.45458

500

1,000

vLLM

Llama-3.1-8B-Instruct

501

0.359823873

7.118788

70.377144

500

5,000

vLLM

Llama-3.1-8B-Instruct

101

0.046650923

1.706594

59.182216

100

vLLM

gemma-2-9b-it

101

0.047476081

1.709919

59.067142

100

200

vLLM

gemma-2-9b-it

101

0.058324758

1.726426

58.502373

100

20

vLLM

gemma-2-9b-it

101

0.067202158

1.734532

58.228951

100

500

vLLM

gemma-2-9b-it

101

0.105792539

1.773539

56.948289

100

1,000

vLLM

gemma-2-9b-it

201

0.045273894

3.376374

59.531327

200

20

vLLM

gemma-2-9b-it

201

0.045022416

3.379063

59.483938

200

100

vLLM

gemma-2-9b-it

201

0.045659693

3.386229

59.358073

200

vLLM

gemma-2-9b-it

201

0.065592606

3.410904

58.928658

200

500

vLLM

gemma-2-9b-it

201

0.10335367

3.449277

58.273082

200

1,000

vLLM

gemma-2-9b-it

393

0.045238018

6.616608

59.395989

500

20

vLLM

gemma-2-9b-it

501

0.04569693199

8.445733

59.319894

500

200

vLLM

gemma-2-9b-it

501

0.045341941

8.453364

59.266345

500

100

vLLM

gemma-2-9b-it

501

0.066094973

8.47021

59.148476

500

vLLM

gemma-2-9b-it

501

0.103353289

8.520271

58.800948

500

1,000

vLLM

gemma-2-9b-it

101

0.026990649

1.26597

79.780724

100

vLLM

Mistral-7B-Instruct-v0.3

101

0.02888313201

1.268659

79.611601

100

200

vLLM

Mistral-7B-Instruct-v0.3

101

0.034484061

1.302076

77.56841

100

20

vLLM

Mistral-7B-Instruct-v0.3

101

0.05591195299

1.311952

76.984511

100

500

vLLM

Mistral-7B-Instruct-v0.3

101

0.08913653

1.358115

74.367781

100

1,000

vLLM

Mistral-7B-Instruct-v0.3

101

0.396672123

1.690036

59.762058

100

5,000

vLLM

Mistral-7B-Instruct-v0.3

201

0.022997272

2.500913

80.370646

200

20

vLLM

Mistral-7B-Instruct-v0.3

201

0.026153798

2.520996

79.730384

200

100

vLLM

Mistral-7B-Instruct-v0.3

201

0.02804247

2.523456

79.652679

200

vLLM

Mistral-7B-Instruct-v0.3

201

0.054644067

2.558581

78.559182

200

500

vLLM

Mistral-7B-Instruct-v0.3

201

0.08663619601

2.634485

76.295753

200

1,000

vLLM

Mistral-7B-Instruct-v0.3

201

0.388573116

2.986319

67.306948

200

5,000

vLLM

Mistral-7B-Instruct-v0.3

296

0.022691378

3.704868

79.894878

500

20

vLLM

Mistral-7B-Instruct-v0.3

501

0.02816867401

6.302652

79.490347

500

200

vLLM

Mistral-7B-Instruct-v0.3

501

0.026335219

6.313484

79.353966

500

100

vLLM

Mistral-7B-Instruct-v0.3

501

0.054847406

6.368141

78.672884

500

vLLM

Mistral-7B-Instruct-v0.3

501

0.087628251

6.489234

77.204793

500

1,000

vLLM

Mistral-7B-Instruct-v0.3

501

0.388242528

6.915918

72.441573

500

5,000

vLLM

Mistral-7B-Instruct-v0.3

100

0.02668707

1.276619

78.331881

100

200

vLLM

Qwen2-7B-Instruct

100

0.054920722

1.305289

76.611364

100

500

vLLM

Qwen2-7B-Instruct

100

0.054790303

1.325439

75.446712

100

20

vLLM

Qwen2-7B-Instruct

100

0.077626362

1.330568

75.155855

100

1,000

vLLM

Qwen2-7B-Instruct

100

0.32001529

1.590004

62.892907

100

vLLM

Qwen2-7B-Instruct

100

0.327902874

1.609277

62.139719

100

5,000

vLLM

Qwen2-7B-Instruct

200

0.046849652

2.51949

79.381154

200

500

vLLM

Qwen2-7B-Instruct

200

0.021434121

2.531483

79.005084

200

20

vLLM

Qwen2-7B-Instruct

200

0.02550183101

2.536429

78.851014

200

vLLM

Qwen2-7B-Instruct

200

0.025183207

2.539371

78.759664

200

100

vLLM

Qwen2-7B-Instruct

200

0.075916526

2.591832

77.165495

200

1,000

vLLM

Qwen2-7B-Instruct

200

0.328091096

2.912535

68.668693

200

5,000

vLLM

Qwen2-7B-Instruct

344

0.020699352

4.358805

78.920714

500

20

vLLM

Qwen2-7B-Instruct

500

0.047598117

6.303802

79.317212

500

vLLM

Qwen2-7B-Instruct

500

0.023761067

6.326592

79.031492

500

100

vLLM

Qwen2-7B-Instruct

500

0.026061574

6.341421

78.846685

500

200

vLLM

Qwen2-7B-Instruct

500

0.076095079

6.382498

78.33923

500

1,000

vLLM

Qwen2-7B-Instruct

500

0.325046691

6.769875

73.856612

500

5,000

vLLM

Qwen2-7B-Instruct

101

0.026170542

1.282207

78.770461

100

TGI

Llama-3.1-8B-Instruct

101

0.02245062

1.286518

78.506455

100

20

TGI

Llama-3.1-8B-Instruct

101

0.02751379

1.292504

78.142886

100

200

TGI

Llama-3.1-8B-Instruct

101

0.054330655

1.346196

75.026237

100

500

TGI

Llama-3.1-8B-Instruct

101

0.083121543

1.383127

73.022918

100

1,000

TGI

Llama-3.1-8B-Instruct

101

0.37922292

1.688171

59.828054

100

5,000

TGI

Llama-3.1-8B-Instruct

201

0.01833297

2.542261

79.063475

200

20

TGI

Llama-3.1-8B-Instruct

201

0.026053024

2.567061

78.299652

200

100

TGI

Llama-3.1-8B-Instruct

201

0.028138979

2.605021

77.158695

200

TGI

Llama-3.1-8B-Instruct

201

0.053878681

2.658728

75.600071

200

500

TGI

Llama-3.1-8B-Instruct

201

0.082100341

2.685256

74.8532

200

1,000

TGI

Llama-3.1-8B-Instruct

201

0.376567657

3.008813

66.803743

200

5,000

TGI

Llama-3.1-8B-Instruct

380

0.017934697

4.864137

78.122799

500

20

TGI

Llama-3.1-8B-Instruct