IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
3f6a621 verified
raw
history blame
16.6 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.5.1+cu124",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"device": "cuda",
"device_ids": "0",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"model_kwargs": {},
"processor_kwargs": {},
"no_weights": true,
"device_map": null,
"torch_dtype": null,
"eval_mode": true,
"to_bettertransformer": false,
"low_cpu_mem_usage": null,
"attn_implementation": null,
"cache_implementation": null,
"autocast_enabled": false,
"autocast_dtype": null,
"torch_compile": false,
"torch_compile_target": "forward",
"torch_compile_config": {},
"quantization_scheme": null,
"quantization_config": {},
"deepspeed_inference": false,
"deepspeed_inference_config": {},
"peft_type": null,
"peft_config": {}
},
"scenario": {
"name": "inference",
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
"iterations": 1,
"duration": 1,
"warmup_runs": 1,
"input_shapes": {
"batch_size": 2,
"sequence_length": 16,
"num_choices": 2
},
"new_tokens": null,
"memory": true,
"latency": true,
"energy": true,
"forward_kwargs": {},
"generate_kwargs": {
"max_new_tokens": 2,
"min_new_tokens": 2
},
"call_kwargs": {
"num_inference_steps": 2
}
},
"launcher": {
"name": "process",
"_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
"device_isolation": true,
"device_isolation_action": "error",
"numactl": false,
"numactl_kwargs": {},
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.248768,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.228-219.884.amzn2.x86_64-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"NVIDIA A10G"
],
"gpu_count": 1,
"gpu_vram_mb": 24146608128,
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.1.1",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.11",
"timm_commit": null,
"peft_version": "0.13.2",
"peft_commit": null
},
"print_report": true,
"log_report": true
},
"report": {
"load_model": {
"memory": {
"unit": "MB",
"max_ram": 825.38496,
"max_global_vram": 1362.624512,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"values": [
0.08015564727783203
],
"count": 1,
"total": 0.08015564727783203,
"mean": 0.08015564727783203,
"p50": 0.08015564727783203,
"p90": 0.08015564727783203,
"p95": 0.08015564727783203,
"p99": 0.08015564727783203,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 0.00010624582679513874,
"ram": 5.81841770632357e-05,
"gpu": 0.00013972677844800003,
"total": 0.0003041567823063745
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1277.779968,
"max_global_vram": 1379.401728,
"max_process_vram": 0.0,
"max_reserved": 731.906048,
"max_allocated": 538.394112
},
"latency": {
"unit": "s",
"values": [
0.008019871711730957,
0.007968416213989258,
0.007885695934295655,
0.008090784072875976,
0.008083840370178223,
0.008073856353759765,
0.007837408065795899,
0.00805897617340088,
0.007923903942108155,
0.007866752147674561,
0.008157855987548828,
0.007806975841522217,
0.008096416473388672,
0.007979968070983886,
0.00801750373840332,
0.007884160041809082,
0.00784819221496582,
0.007942592144012451,
0.008180255889892579,
0.008127776145935059,
0.007965919971466064,
0.007851263999938966,
0.007937024116516114,
0.007815968036651612,
0.00842739200592041,
0.007722047805786133,
0.007750559806823731,
0.008090399742126464,
0.008118335723876952,
0.008351615905761719,
0.007560800075531006,
0.007489151954650879,
0.007565983772277832,
0.0075075201988220215,
0.007402783870697022,
0.0075148801803588865,
0.007230656147003174,
0.0072704958915710445,
0.007338784217834473,
0.007482912063598633,
0.00744927978515625,
0.007271520137786865,
0.007282591819763183,
0.0077955198287963864,
0.007470816135406494,
0.007192768096923828,
0.007244736194610596,
0.00733846378326416,
0.00726470422744751,
0.00719596815109253,
0.0072185277938842775,
0.007304863929748535,
0.0072031040191650395,
0.007240096092224121,
0.007286367893218994,
0.007266623973846436,
0.007210432052612304,
0.007217152118682861,
0.0072120318412780765,
0.007198400020599365,
0.007230527877807617,
0.007283199787139893,
0.0075632319450378415,
0.007484288215637207,
0.007267583847045898,
0.00720627212524414,
0.0071877760887146
],
"count": 67,
"total": 0.5113325448036192,
"mean": 0.007631829026919692,
"p50": 0.007560800075531006,
"p90": 0.008093037033081054,
"p95": 0.008148832035064698,
"p99": 0.008377379779815675,
"stdev": 0.0003616167691635326,
"stdev_": 4.738271361792888
},
"throughput": {
"unit": "samples/s",
"value": 262.0603780490123
},
"energy": {
"unit": "kWh",
"cpu": 9.058351734520491e-08,
"ram": 4.949812433161659e-08,
"gpu": 1.9602008896183083e-07,
"total": 3.3610173063865233e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 5950579.2969278935
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1277.779968,
"max_global_vram": 1379.401728,
"max_process_vram": 0.0,
"max_reserved": 731.906048,
"max_allocated": 538.394624
},
"latency": {
"unit": "s",
"values": [
0.007642111778259277,
0.007674079895019531,
0.007705183982849121,
0.007807040214538574,
0.007780191898345948,
0.007738336086273194,
0.007742527961730957,
0.007791039943695069,
0.007709887981414795,
0.0075213761329650875,
0.007738207817077637,
0.007699872016906738,
0.00796777582168579,
0.007793248176574707,
0.007655519962310791,
0.0075931520462036136,
0.007598368167877198,
0.00784822416305542,
0.007928703784942627,
0.0077259202003479,
0.007937280178070069,
0.0077155838012695314,
0.0075784001350402835,
0.007371776103973389,
0.007776063919067383,
0.007317599773406983,
0.0076500802040100095,
0.007861695766448974,
0.007979904174804688,
0.007570464134216309,
0.007237504005432129,
0.007315392017364502,
0.007320064067840576,
0.007089439868927002,
0.007195744037628174,
0.007300960063934326,
0.007015456199645996,
0.007017695903778076,
0.007218400001525879,
0.007178624153137207,
0.007272543907165527,
0.007057600021362305,
0.007141439914703369,
0.007298111915588379,
0.007027775764465332,
0.007037312030792236,
0.007270175933837891,
0.006988096237182617,
0.007038432121276856,
0.0070219521522521975,
0.007014400005340577,
0.007058015823364258,
0.007070720195770264,
0.0070314879417419434,
0.007011839866638184,
0.007024384021759033,
0.007013855934143066,
0.007028831958770752,
0.007211616039276123,
0.0070169601440429686,
0.007009215831756592,
0.006979231834411621,
0.007414048194885254,
0.007082176208496094,
0.006981760025024414,
0.007019904136657715,
0.007024288177490234
],
"count": 67,
"total": 0.49445507287979124,
"mean": 0.007379926460892407,
"p50": 0.007300960063934326,
"p90": 0.0077987649917602535,
"p95": 0.007908601379394531,
"p99": 0.007971899461746215,
"stdev": 0.0003299210352513236,
"stdev_": 4.470519279556999
},
"throughput": {
"unit": "tokens/s",
"value": 271.0054105008186
},
"energy": {
"unit": "kWh",
"cpu": 7.986032381550381e-08,
"ram": 4.3638884901522227e-08,
"gpu": 1.5743654300959452e-07,
"total": 2.8093575172662056e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7119065.436520896
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"values": [
0.007189504146575928,
0.0072130560874938965,
0.007234591960906983,
0.007336959838867187,
0.007308288097381592,
0.007279615879058838,
0.007271423816680909,
0.007333888053894043,
0.00724070405960083,
0.007071743965148926,
0.007286784172058106,
0.007205887794494629,
0.007491583824157715,
0.007264256000518799,
0.007172095775604248,
0.007130112171173096,
0.007144447803497315,
0.007370751857757568,
0.00745472002029419,
0.007263232231140137,
0.007469056129455566,
0.007215136051177978,
0.007136256217956543,
0.006975488185882568,
0.007319551944732666,
0.006923264026641846,
0.007129087924957276,
0.007345151901245117,
0.007437312126159668,
0.007139328002929687,
0.006868959903717041,
0.006940671920776367,
0.006949888229370117,
0.0067276802062988285,
0.006810624122619629,
0.006937600135803222,
0.006659071922302246,
0.006661119937896728,
0.006816768169403077,
0.006811647891998291,
0.006908927917480469,
0.006681600093841553,
0.006776800155639648,
0.00692633581161499,
0.006657023906707763,
0.00667852783203125,
0.006903808116912841,
0.006626304149627686,
0.006676479816436768,
0.006649856090545654,
0.006654975891113281,
0.0066938881874084475,
0.006706175804138184,
0.006672383785247803,
0.006651904106140137,
0.006660128116607666,
0.006642687797546387,
0.0066713600158691405,
0.006845439910888672,
0.006656000137329102,
0.006650879859924317,
0.006621183872222901,
0.00704307222366333,
0.006722559928894043,
0.006621183872222901,
0.006662144184112549,
0.006656000137329102
],
"count": 67,
"total": 0.466854944229126,
"mean": 0.00696798424222576,
"p50": 0.00692633581161499,
"p90": 0.0073351167678833,
"p95": 0.007417344045639038,
"p99": 0.007476715545654297,
"stdev": 0.0002785926421507289,
"stdev_": 3.9981812883913608
},
"throughput": null,
"energy": null,
"efficiency": null
}
}
}