{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+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": 1, "num_choices": 2, "sequence_length": 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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 791.195648, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.44074951171875, "mean": 7.44074951171875, "stdev": 0.0, "p50": 7.44074951171875, "p90": 7.44074951171875, "p95": 7.44074951171875, "p99": 7.44074951171875, "values": [ 7.44074951171875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.981843131945095e-07, "ram": 5.311396270540548e-07, "gpu": 1.6850013480000214e-06, "total": 3.2143252882485857e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1217.343488, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 72, "total": 0.49213408279418946, "mean": 0.006835195594363743, "stdev": 0.0004216449223675453, "p50": 0.006901040077209472, "p90": 0.007214864158630371, "p95": 0.007303412914276123, "p99": 0.008413398246765137, "values": [ 0.007527743816375733, 0.007238848209381104, 0.00722544002532959, 0.0073005762100219725, 0.00712713623046875, 0.006864480018615723, 0.006998271942138672, 0.007152095794677734, 0.007174047946929931, 0.006935776233673096, 0.00712505578994751, 0.00712656021118164, 0.0070709438323974605, 0.006959904193878174, 0.007052768230438233, 0.0068848319053649906, 0.007011136054992676, 0.00705292797088623, 0.006950975894927979, 0.007106336116790771, 0.007069375991821289, 0.00699724817276001, 0.007087552070617676, 0.007067584037780762, 0.0070767998695373535, 0.006900928020477295, 0.006982336044311524, 0.007217120170593261, 0.0069023361206054686, 0.006893504142761231, 0.00694649600982666, 0.006925600051879883, 0.007090079784393311, 0.007194560050964355, 0.007006432056427002, 0.00690115213394165, 0.007007487773895264, 0.006847360134124756, 0.00662716817855835, 0.00672495985031128, 0.006479904174804687, 0.0065865921974182125, 0.007306879997253418, 0.00840169620513916, 0.008442048072814942, 0.006843167781829834, 0.006670432090759277, 0.006501311779022217, 0.006435264110565186, 0.006454880237579346, 0.006311295986175537, 0.006386079788208008, 0.006455935955047607, 0.0064397120475769044, 0.006390848159790039, 0.006405600070953369, 0.006404704093933106, 0.006332799911499023, 0.006286975860595703, 0.006429056167602539, 0.006416416168212891, 0.0064423360824584965, 0.006437568187713623, 0.00643609619140625, 0.006372767925262451, 0.0064299840927124026, 0.0064362878799438476, 0.00636518383026123, 0.006325632095336914, 0.0063991999626159665, 0.006360544204711914, 0.006394944190979004 ] }, "throughput": { "unit": "tokens/s", "value": 292.60318485241106 }, "energy": { "unit": "kWh", "cpu": 8.072969934334718e-08, "ram": 4.413858616992879e-08, "gpu": 1.5894003644897886e-07, "total": 2.8380832196225483e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7047009.70772094 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1236.021248, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 72, "total": 0.5167721271514892, "mean": 0.007177390654881797, "stdev": 0.0004372247467575449, "p50": 0.007284096002578735, "p90": 0.007570182609558105, "p95": 0.00761570405960083, "p99": 0.008725791358947755, "values": [ 0.007531744003295898, 0.007618080139160157, 0.007558976173400879, 0.007613759994506836, 0.007302624225616455, 0.0073825597763061525, 0.007525568008422852, 0.007571392059326172, 0.007560160160064697, 0.007430496215820312, 0.007402847766876221, 0.007529823780059814, 0.007295807838439941, 0.007336063861846924, 0.007390880107879639, 0.007229440212249756, 0.007571296215057373, 0.007398687839508057, 0.007346848011016846, 0.007453760147094726, 0.007456575870513916, 0.007420256137847901, 0.007512671947479248, 0.007418623924255371, 0.007341023921966553, 0.007351615905761719, 0.007466464042663574, 0.0073166718482971195, 0.007234687805175781, 0.007272384166717529, 0.007374559879302979, 0.007465439796447754, 0.007485663890838623, 0.007470143795013428, 0.007578656196594238, 0.0074217281341552735, 0.007157983779907226, 0.0068930239677429195, 0.007102528095245361, 0.0068849921226501465, 0.006915872097015381, 0.0069777917861938476, 0.008651904106140137, 0.00890668773651123, 0.007647840023040772, 0.006993311882019043, 0.006854591846466064, 0.006849728107452393, 0.006752831935882568, 0.006719679832458496, 0.006663904190063476, 0.006674015998840332, 0.006741055965423584, 0.006746687889099121, 0.006780896186828613, 0.006771647930145263, 0.0067478399276733395, 0.0066509442329406735, 0.00665334415435791, 0.006720863819122315, 0.006857183933258057, 0.006767168045043946, 0.006745535850524903, 0.0067916159629821775, 0.00674780797958374, 0.006729311943054199, 0.006674367904663086, 0.006687551975250244, 0.00672870397567749, 0.006672800064086914, 0.006618080139160157, 0.006654047966003418 ] }, "throughput": { "unit": "tokens/s", "value": 139.32639981353626 }, "energy": { "unit": "kWh", "cpu": 7.608774432441992e-08, "ram": 4.159888080340158e-08, "gpu": 1.4693740123523229e-07, "total": 2.646240263630538e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3778946.3554909374 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 72, "total": 0.482903455734253, "mean": 0.006706992440753513, "stdev": 0.0003782884859729448, "p50": 0.006772224187850952, "p90": 0.007035596752166748, "p95": 0.007073382401466369, "p99": 0.008141782970428469, "values": [ 0.007002111911773682, 0.007032832145690918, 0.007035903930664063, 0.0070891518592834475, 0.006783040046691895, 0.006866943836212158, 0.006985727787017822, 0.007032832145690918, 0.007049344062805176, 0.00690176010131836, 0.006848512172698974, 0.006996992111206054, 0.006782976150512696, 0.006803455829620361, 0.006884352207183838, 0.00672870397567749, 0.007044095993041993, 0.006876160144805908, 0.0068321280479431154, 0.00693452787399292, 0.006910975933074951, 0.006919167995452881, 0.006986752033233643, 0.006880256175994873, 0.006850560188293457, 0.006840320110321045, 0.0069253120422363285, 0.006833151817321777, 0.006717440128326416, 0.006761472225189209, 0.0068321280479431154, 0.0069324798583984375, 0.006954016208648682, 0.0069253120422363285, 0.007060480117797851, 0.006866943836212158, 0.006684671878814697, 0.006468607902526856, 0.006633471965789795, 0.0064817600250244144, 0.006499328136444092, 0.006546432018280029, 0.008075263977050781, 0.00830463981628418, 0.007174143791198731, 0.006569983959197998, 0.006420351982116699, 0.006454304218292236, 0.006363135814666748, 0.006301695823669433, 0.006271008014678955, 0.006292511940002441, 0.006361055850982666, 0.006360064029693604, 0.0063836159706115725, 0.006368256092071533, 0.0063344001770019535, 0.006261919975280762, 0.006275072097778321, 0.006333439826965332, 0.006468607902526856, 0.006369279861450195, 0.006352896213531494, 0.006393856048583985, 0.006363135814666748, 0.006341631889343262, 0.0062863359451293946, 0.006299647808074951, 0.006338560104370118, 0.006280191898345947, 0.006218944072723389, 0.006262911796569824 ] }, "throughput": { "unit": "tokens/s", "value": 149.09812540174156 }, "energy": null, "efficiency": null } } }