| { | |
| "config": { | |
| "name": "pytorch_generate", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.3.0+cu121", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-generation", | |
| "library": "transformers", | |
| "model": "google/gemma-2b", | |
| "processor": "google/gemma-2b", | |
| "device": "cuda", | |
| "device_ids": "0", | |
| "seed": 42, | |
| "inter_op_num_threads": null, | |
| "intra_op_num_threads": null, | |
| "model_kwargs": {}, | |
| "processor_kwargs": {}, | |
| "hub_kwargs": {}, | |
| "no_weights": true, | |
| "device_map": null, | |
| "torch_dtype": "float16", | |
| "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": { | |
| "backend": "inductor", | |
| "mode": "reduce-overhead", | |
| "fullgraph": true | |
| }, | |
| "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": 2, | |
| "duration": 0, | |
| "warmup_runs": 10, | |
| "input_shapes": { | |
| "batch_size": 1, | |
| "num_choices": 2, | |
| "sequence_length": 7 | |
| }, | |
| "new_tokens": null, | |
| "latency": true, | |
| "memory": true, | |
| "energy": false, | |
| "forward_kwargs": {}, | |
| "generate_kwargs": { | |
| "max_new_tokens": 128, | |
| "min_new_tokens": 128, | |
| "do_sample": false | |
| }, | |
| "call_kwargs": {} | |
| }, | |
| "launcher": { | |
| "name": "process", | |
| "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
| "device_isolation": true, | |
| "device_isolation_action": "warn", | |
| "start_method": "spawn" | |
| }, | |
| "environment": { | |
| "cpu": " AMD EPYC 7R32", | |
| "cpu_count": 16, | |
| "cpu_ram_mb": 66697.29792, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29", | |
| "processor": "x86_64", | |
| "python_version": "3.8.10", | |
| "gpu": [ | |
| "NVIDIA A10G" | |
| ], | |
| "gpu_count": 1, | |
| "gpu_vram_mb": 24146608128, | |
| "optimum_benchmark_version": "0.2.1", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.42.0.dev0", | |
| "transformers_commit": "9ba9369a2557e53a01378199a9839ec6e82d8bc7", | |
| "accelerate_version": "0.32.0.dev0", | |
| "accelerate_commit": null, | |
| "diffusers_version": null, | |
| "diffusers_commit": null, | |
| "optimum_version": "1.21.0.dev0", | |
| "optimum_commit": null, | |
| "timm_version": "0.9.16", | |
| "timm_commit": null, | |
| "peft_version": "0.11.2.dev0", | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1718.276096, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5034.576896 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.039393152236938477, | |
| "mean": 0.019696576118469238, | |
| "stdev": 0.0003095045089721686, | |
| "p50": 0.019696576118469238, | |
| "p90": 0.019944179725646972, | |
| "p95": 0.01997513017654419, | |
| "p99": 0.019999890537261963, | |
| "values": [ | |
| 0.020006080627441407, | |
| 0.01938707160949707 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 355.3917167073614 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1718.345728, | |
| "max_global_vram": 6795.296768, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6148.849664, | |
| "max_allocated": 5034.577408 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 4.85665625, | |
| "mean": 2.428328125, | |
| "stdev": 0.022651123046874888, | |
| "p50": 2.428328125, | |
| "p90": 2.4464490234375, | |
| "p95": 2.4487141357421875, | |
| "p99": 2.4505262255859375, | |
| "values": [ | |
| 2.450979248046875, | |
| 2.405677001953125 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 52.29935719663091 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 4.856686590194702, | |
| "mean": 0.01919638968456404, | |
| "stdev": 0.001300152350293529, | |
| "p50": 0.019133440017700197, | |
| "p90": 0.01962209243774414, | |
| "p95": 0.019926016235351562, | |
| "p99": 0.0202926082611084, | |
| "values": [ | |
| 0.01977552032470703, | |
| 0.01950921630859375, | |
| 0.019418111801147463, | |
| 0.019565568923950196, | |
| 0.01943244743347168, | |
| 0.019327999114990235, | |
| 0.019478527069091797, | |
| 0.019277824401855468, | |
| 0.019269632339477538, | |
| 0.01925529670715332, | |
| 0.019486719131469727, | |
| 0.01963007926940918, | |
| 0.019353599548339845, | |
| 0.019304447174072266, | |
| 0.01965158462524414, | |
| 0.019577856063842772, | |
| 0.01966080093383789, | |
| 0.01923891258239746, | |
| 0.019400703430175782, | |
| 0.01982361602783203, | |
| 0.019386367797851564, | |
| 0.01945599937438965, | |
| 0.020420608520507814, | |
| 0.01988096046447754, | |
| 0.01989017677307129, | |
| 0.019870719909667968, | |
| 0.019932159423828123, | |
| 0.020065280914306642, | |
| 0.0202926082611084, | |
| 0.020197376251220703, | |
| 0.01992192077636719, | |
| 0.02022604751586914, | |
| 0.02002739143371582, | |
| 0.020043840408325197, | |
| 0.01999660873413086, | |
| 0.02004582405090332, | |
| 0.02008883285522461, | |
| 0.019696640014648437, | |
| 0.01945599937438965, | |
| 0.019152896881103516, | |
| 0.01924608039855957, | |
| 0.019171327590942384, | |
| 0.018990079879760743, | |
| 0.019164159774780275, | |
| 0.019133440017700197, | |
| 0.019599359512329103, | |
| 0.019614719390869142, | |
| 0.01900032043457031, | |
| 0.019404800415039062, | |
| 0.019771392822265626, | |
| 0.01962393569946289, | |
| 0.01942425537109375, | |
| 0.019184640884399414, | |
| 0.019143680572509765, | |
| 0.01924403190612793, | |
| 0.019249216079711914, | |
| 0.019402687072753905, | |
| 0.01942732810974121, | |
| 0.019312639236450196, | |
| 0.01929113578796387, | |
| 0.019307519912719725, | |
| 0.019343360900878907, | |
| 0.019352575302124024, | |
| 0.019372032165527343, | |
| 0.019309600830078124, | |
| 0.01933616065979004, | |
| 0.018896896362304686, | |
| 0.018790399551391602, | |
| 0.0193832950592041, | |
| 0.019430400848388672, | |
| 0.019305471420288087, | |
| 0.01946419143676758, | |
| 0.01906585693359375, | |
| 0.018728960037231446, | |
| 0.01886310386657715, | |
| 0.018908159255981445, | |
| 0.01884262466430664, | |
| 0.018828319549560546, | |
| 0.018950111389160158, | |
| 0.019340288162231444, | |
| 0.01927065658569336, | |
| 0.01924608039855957, | |
| 0.019293184280395507, | |
| 0.01940787124633789, | |
| 0.019321855545043946, | |
| 0.019503103256225587, | |
| 0.019301376342773437, | |
| 0.019283967971801756, | |
| 0.019301376342773437, | |
| 0.019404800415039062, | |
| 0.019298303604125978, | |
| 0.019345407485961915, | |
| 0.01947340774536133, | |
| 0.019342336654663086, | |
| 0.019336191177368164, | |
| 0.018755584716796874, | |
| 0.01903001594543457, | |
| 0.01930342483520508, | |
| 0.01921843147277832, | |
| 0.019318784713745117, | |
| 0.018868223190307617, | |
| 0.018903039932250978, | |
| 0.018860031127929687, | |
| 0.018732032775878905, | |
| 0.01880678367614746, | |
| 0.018754560470581053, | |
| 0.018743295669555664, | |
| 0.018779136657714843, | |
| 0.01879347229003906, | |
| 0.018754560470581053, | |
| 0.018773056030273436, | |
| 0.018799552917480467, | |
| 0.01879756736755371, | |
| 0.01879654312133789, | |
| 0.018765823364257812, | |
| 0.01879654312133789, | |
| 0.018761728286743166, | |
| 0.018783231735229493, | |
| 0.018937856674194335, | |
| 0.018786304473876952, | |
| 0.018906112670898437, | |
| 0.018919424057006837, | |
| 0.018749439239501953, | |
| 0.019079168319702147, | |
| 0.018752511978149415, | |
| 0.018735103607177735, | |
| 0.038816768646240236, | |
| 0.019268608093261717, | |
| 0.01859071922302246, | |
| 0.01862553596496582, | |
| 0.018552831649780274, | |
| 0.018553855895996094, | |
| 0.018634752273559572, | |
| 0.01860812759399414, | |
| 0.01861529541015625, | |
| 0.018687999725341797, | |
| 0.01864499282836914, | |
| 0.01881804847717285, | |
| 0.018709503173828124, | |
| 0.018679807662963867, | |
| 0.018678783416748047, | |
| 0.0186746883392334, | |
| 0.01860505676269531, | |
| 0.01864908790588379, | |
| 0.018667520523071288, | |
| 0.018708480834960937, | |
| 0.018710527420043945, | |
| 0.01864499282836914, | |
| 0.018659328460693358, | |
| 0.018726911544799805, | |
| 0.01868294334411621, | |
| 0.018614208221435547, | |
| 0.01878937530517578, | |
| 0.01865318489074707, | |
| 0.01883545684814453, | |
| 0.01865318489074707, | |
| 0.018678783416748047, | |
| 0.01886617660522461, | |
| 0.019298303604125978, | |
| 0.01930342483520508, | |
| 0.019286016464233398, | |
| 0.01923891258239746, | |
| 0.018696256637573242, | |
| 0.018665407180786135, | |
| 0.018663423538208008, | |
| 0.018662399291992187, | |
| 0.0186429443359375, | |
| 0.018742271423339844, | |
| 0.018674720764160158, | |
| 0.018673631668090822, | |
| 0.018739200592041014, | |
| 0.01859174346923828, | |
| 0.01862041664123535, | |
| 0.01942937660217285, | |
| 0.01879756736755371, | |
| 0.019308544158935546, | |
| 0.0202926082611084, | |
| 0.0195020809173584, | |
| 0.01927475166320801, | |
| 0.01945702362060547, | |
| 0.019354623794555666, | |
| 0.01927168083190918, | |
| 0.018663423538208008, | |
| 0.01878937530517578, | |
| 0.01883852767944336, | |
| 0.01883852767944336, | |
| 0.018811904907226562, | |
| 0.01879859161376953, | |
| 0.018844671249389648, | |
| 0.01882009506225586, | |
| 0.01882009506225586, | |
| 0.018911231994628908, | |
| 0.019224576950073242, | |
| 0.019146751403808594, | |
| 0.019098623275756836, | |
| 0.01883955192565918, | |
| 0.018851839065551757, | |
| 0.01885081672668457, | |
| 0.018851839065551757, | |
| 0.01883955192565918, | |
| 0.018767871856689454, | |
| 0.01880985641479492, | |
| 0.018634752273559572, | |
| 0.018588672637939452, | |
| 0.018568191528320312, | |
| 0.019120128631591796, | |
| 0.019292160034179686, | |
| 0.01882931137084961, | |
| 0.018701311111450195, | |
| 0.018562047958374024, | |
| 0.01866035270690918, | |
| 0.0188538875579834, | |
| 0.0188272647857666, | |
| 0.018874368667602538, | |
| 0.018808832168579103, | |
| 0.018701311111450195, | |
| 0.018592767715454102, | |
| 0.0186060791015625, | |
| 0.018717695236206054, | |
| 0.01923993682861328, | |
| 0.01987276840209961, | |
| 0.019013631820678712, | |
| 0.018923519134521484, | |
| 0.019357696533203125, | |
| 0.019368959426879884, | |
| 0.019309568405151366, | |
| 0.01939148712158203, | |
| 0.019294208526611328, | |
| 0.01938739204406738, | |
| 0.019361791610717775, | |
| 0.01925939178466797, | |
| 0.019449855804443358, | |
| 0.019314687728881837, | |
| 0.019367935180664063, | |
| 0.019276800155639647, | |
| 0.019343360900878907, | |
| 0.01927577590942383, | |
| 0.019344383239746094, | |
| 0.018913280487060546, | |
| 0.018719743728637696, | |
| 0.01899519920349121, | |
| 0.0194969596862793, | |
| 0.019310592651367187, | |
| 0.018893823623657227, | |
| 0.019320831298828126, | |
| 0.019302400588989257, | |
| 0.01940275192260742, | |
| 0.01882624053955078, | |
| 0.018766847610473633, | |
| 0.019113983154296875, | |
| 0.019335168838500977, | |
| 0.01883545684814453, | |
| 0.0188538875579834 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 52.09312878265373 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |