| { | |
| "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-5.10.218-208.862.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": "74a207404e8d4524d1fdc4aa23789694f9eef347", | |
| "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": 1703.632896, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5034.576896 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.04071708679199219, | |
| "mean": 0.020358543395996093, | |
| "stdev": 0.0008383522033691415, | |
| "p50": 0.020358543395996093, | |
| "p90": 0.021029225158691406, | |
| "p95": 0.021113060379028322, | |
| "p99": 0.021180128555297852, | |
| "values": [ | |
| 0.021196895599365235, | |
| 0.019520191192626952 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 343.8359937566401 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1703.71072, | |
| "max_global_vram": 6795.296768, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6148.849664, | |
| "max_allocated": 5034.577408 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 4.9845209960937495, | |
| "mean": 2.4922604980468748, | |
| "stdev": 0.03530932617187488, | |
| "p50": 2.4922604980468748, | |
| "p90": 2.520507958984375, | |
| "p95": 2.5240388916015624, | |
| "p99": 2.526863637695312, | |
| "values": [ | |
| 2.52756982421875, | |
| 2.456951171875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 50.95775505791906 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 4.983474189758297, | |
| "mean": 0.019697526441732414, | |
| "stdev": 0.0013307183085213379, | |
| "p50": 0.01982259178161621, | |
| "p90": 0.020457881546020507, | |
| "p95": 0.020566835021972655, | |
| "p99": 0.020841471786499022, | |
| "values": [ | |
| 0.02089574432373047, | |
| 0.0204902400970459, | |
| 0.02062335968017578, | |
| 0.020497407913208008, | |
| 0.020521984100341797, | |
| 0.020365312576293947, | |
| 0.020478975296020507, | |
| 0.02026188850402832, | |
| 0.020351999282836913, | |
| 0.02045849609375, | |
| 0.020690944671630858, | |
| 0.020580352783203124, | |
| 0.02030899238586426, | |
| 0.02082918357849121, | |
| 0.020358144760131838, | |
| 0.020634624481201173, | |
| 0.020612096786499022, | |
| 0.020365312576293947, | |
| 0.020557823181152343, | |
| 0.020555776596069338, | |
| 0.020271104812622072, | |
| 0.020331520080566406, | |
| 0.020314111709594726, | |
| 0.020295679092407228, | |
| 0.02027008056640625, | |
| 0.020346879959106445, | |
| 0.02066227149963379, | |
| 0.020733951568603515, | |
| 0.02085478401184082, | |
| 0.020527103424072265, | |
| 0.020633600234985353, | |
| 0.02047385597229004, | |
| 0.020494335174560546, | |
| 0.020434944152832032, | |
| 0.020726783752441406, | |
| 0.02026803207397461, | |
| 0.020349952697753908, | |
| 0.020344831466674804, | |
| 0.02031718444824219, | |
| 0.02030284881591797, | |
| 0.020150272369384766, | |
| 0.02045849609375, | |
| 0.020155391693115234, | |
| 0.02031001663208008, | |
| 0.020380672454833985, | |
| 0.020199424743652345, | |
| 0.01902079963684082, | |
| 0.01885593605041504, | |
| 0.018768896102905275, | |
| 0.018754560470581053, | |
| 0.018718719482421875, | |
| 0.018755584716796874, | |
| 0.018726911544799805, | |
| 0.018717695236206054, | |
| 0.019703807830810546, | |
| 0.01971609687805176, | |
| 0.019869695663452147, | |
| 0.018922496795654296, | |
| 0.018882560729980468, | |
| 0.018916351318359375, | |
| 0.01886310386657715, | |
| 0.018944000244140623, | |
| 0.018893823623657227, | |
| 0.01887129592895508, | |
| 0.020324352264404297, | |
| 0.020392959594726562, | |
| 0.020013088226318358, | |
| 0.019931104660034178, | |
| 0.01986355209350586, | |
| 0.01985536003112793, | |
| 0.01984716796875, | |
| 0.01990553665161133, | |
| 0.019878911972045898, | |
| 0.01984921646118164, | |
| 0.018916351318359375, | |
| 0.01887129592895508, | |
| 0.019917823791503905, | |
| 0.019983360290527344, | |
| 0.01984409523010254, | |
| 0.019920896530151368, | |
| 0.019915775299072267, | |
| 0.019817472457885742, | |
| 0.01987276840209961, | |
| 0.01986764717102051, | |
| 0.019870719909667968, | |
| 0.019854335784912108, | |
| 0.01982361602783203, | |
| 0.01987481689453125, | |
| 0.019893247604370116, | |
| 0.019912704467773438, | |
| 0.019818496704101563, | |
| 0.018927616119384767, | |
| 0.018950143814086915, | |
| 0.018892799377441406, | |
| 0.018721792221069337, | |
| 0.01865318489074707, | |
| 0.01880166435241699, | |
| 0.018918399810791017, | |
| 0.01883340835571289, | |
| 0.01885081672668457, | |
| 0.019834880828857423, | |
| 0.019817472457885742, | |
| 0.019793920516967774, | |
| 0.01980723190307617, | |
| 0.01984921646118164, | |
| 0.019842048645019532, | |
| 0.01983180809020996, | |
| 0.01983692741394043, | |
| 0.020140031814575195, | |
| 0.019810304641723633, | |
| 0.01982259178161621, | |
| 0.019883007049560548, | |
| 0.019835968017578125, | |
| 0.019874752044677733, | |
| 0.020290559768676757, | |
| 0.020239360809326173, | |
| 0.02045849609375, | |
| 0.020477951049804686, | |
| 0.019998720169067383, | |
| 0.019949567794799804, | |
| 0.019895296096801757, | |
| 0.019927040100097656, | |
| 0.019891199111938478, | |
| 0.019803136825561524, | |
| 0.01985228729248047, | |
| 0.01986867141723633, | |
| 0.03832729721069336, | |
| 0.018705408096313478, | |
| 0.018626560211181642, | |
| 0.01878835105895996, | |
| 0.018684928894042968, | |
| 0.019365888595581054, | |
| 0.019689472198486328, | |
| 0.01967001533508301, | |
| 0.018703359603881836, | |
| 0.018729984283447267, | |
| 0.0188221435546875, | |
| 0.01879449653625488, | |
| 0.018948095321655273, | |
| 0.019700735092163087, | |
| 0.019705856323242187, | |
| 0.019720191955566405, | |
| 0.019738624572753907, | |
| 0.019655679702758787, | |
| 0.019732479095458985, | |
| 0.019758079528808595, | |
| 0.019680255889892577, | |
| 0.01971609687805176, | |
| 0.019735551834106444, | |
| 0.019764223098754884, | |
| 0.019735551834106444, | |
| 0.018747392654418944, | |
| 0.018876415252685547, | |
| 0.019713024139404296, | |
| 0.018817024230957033, | |
| 0.018786304473876952, | |
| 0.018704383850097657, | |
| 0.018593791961669923, | |
| 0.018556928634643553, | |
| 0.018750463485717773, | |
| 0.01880575942993164, | |
| 0.018728960037231446, | |
| 0.018759679794311524, | |
| 0.01902079963684082, | |
| 0.018755584716796874, | |
| 0.018770944595336913, | |
| 0.01946828842163086, | |
| 0.019759103775024413, | |
| 0.020305919647216796, | |
| 0.019735551834106444, | |
| 0.01970278358459473, | |
| 0.01965056037902832, | |
| 0.018761728286743166, | |
| 0.018729984283447267, | |
| 0.018711551666259766, | |
| 0.018713600158691408, | |
| 0.01928704071044922, | |
| 0.019710975646972655, | |
| 0.019731456756591798, | |
| 0.019689472198486328, | |
| 0.01968230438232422, | |
| 0.019718143463134767, | |
| 0.019700735092163087, | |
| 0.01887539291381836, | |
| 0.018941951751708985, | |
| 0.018898944854736328, | |
| 0.018884607315063476, | |
| 0.018917375564575196, | |
| 0.018928640365600585, | |
| 0.0189040641784668, | |
| 0.018896896362304686, | |
| 0.0189040641784668, | |
| 0.018908159255981445, | |
| 0.01886310386657715, | |
| 0.019588096618652344, | |
| 0.01884671974182129, | |
| 0.01884569549560547, | |
| 0.018913280487060546, | |
| 0.018737152099609376, | |
| 0.0186746883392334, | |
| 0.019885055541992186, | |
| 0.01984819221496582, | |
| 0.01984102439880371, | |
| 0.019974143981933593, | |
| 0.01989836883544922, | |
| 0.019877887725830077, | |
| 0.01982361602783203, | |
| 0.019883007049560548, | |
| 0.019910655975341796, | |
| 0.019804159164428712, | |
| 0.020291584014892578, | |
| 0.019946495056152345, | |
| 0.01984716796875, | |
| 0.019919872283935547, | |
| 0.019842048645019532, | |
| 0.019895296096801757, | |
| 0.019264511108398438, | |
| 0.019919872283935547, | |
| 0.01883852767944336, | |
| 0.018880512237548826, | |
| 0.020455423355102538, | |
| 0.01985843276977539, | |
| 0.019931135177612306, | |
| 0.019896320343017578, | |
| 0.01985843276977539, | |
| 0.019870719909667968, | |
| 0.019885055541992186, | |
| 0.019768320083618163, | |
| 0.019910655975341796, | |
| 0.01988915252685547, | |
| 0.019957759857177734, | |
| 0.01990656089782715, | |
| 0.019885055541992186, | |
| 0.019843072891235353, | |
| 0.018897920608520507, | |
| 0.01885593605041504, | |
| 0.01884160041809082, | |
| 0.01887129592895508, | |
| 0.018897920608520507, | |
| 0.01883955192565918, | |
| 0.0187064323425293, | |
| 0.018610176086425782, | |
| 0.018754560470581053, | |
| 0.01882009506225586, | |
| 0.0188272647857666, | |
| 0.01883750343322754, | |
| 0.020191232681274415, | |
| 0.01983897590637207, | |
| 0.019862527847290038, | |
| 0.019587072372436523, | |
| 0.019766271591186522, | |
| 0.01987481689453125, | |
| 0.019842048645019532 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 50.76779579192935 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |