
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
6497e2d
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.0+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"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": {}, | |
"hub_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, | |
"latency": true, | |
"memory": 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": 66697.29792, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.215-203.850.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": "0.2.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.41.1", | |
"transformers_commit": null, | |
"accelerate_version": "0.30.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.27.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.3", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1062.52288, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.0096 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 57, | |
"total": 0.4983152017593383, | |
"mean": 0.008742371960690148, | |
"stdev": 0.0004222156358587417, | |
"p50": 0.008882847785949707, | |
"p90": 0.009197088050842284, | |
"p95": 0.009360461044311524, | |
"p99": 0.009670699615478515, | |
"values": [ | |
0.009965824127197266, | |
0.009438816070556641, | |
0.009359840393066407, | |
0.0093024320602417, | |
0.008792223930358887, | |
0.008888544082641602, | |
0.008867775917053223, | |
0.009094623565673829, | |
0.009240960121154785, | |
0.008882847785949707, | |
0.009085887908935547, | |
0.009070976257324219, | |
0.009018943786621094, | |
0.008963199615478515, | |
0.008942912101745606, | |
0.008921024322509765, | |
0.009003647804260254, | |
0.009167840003967285, | |
0.008854751586914062, | |
0.008989919662475586, | |
0.00901625633239746, | |
0.008969984054565429, | |
0.008952192306518555, | |
0.008916192054748535, | |
0.008904128074645997, | |
0.008988224029541015, | |
0.009362943649291992, | |
0.008916576385498047, | |
0.00898316764831543, | |
0.008892095565795899, | |
0.008748096466064453, | |
0.008530303955078125, | |
0.008467424392700195, | |
0.008783040046691894, | |
0.009136832237243653, | |
0.00889129638671875, | |
0.008881248474121094, | |
0.008704352378845214, | |
0.008384639739990235, | |
0.008394880294799805, | |
0.008116703987121582, | |
0.008188672065734863, | |
0.008260224342346191, | |
0.008084320068359374, | |
0.008349696159362792, | |
0.008397120475769043, | |
0.008442367553710937, | |
0.008331263542175293, | |
0.008096799850463868, | |
0.00808944034576416, | |
0.00808454418182373, | |
0.00813270378112793, | |
0.008184127807617188, | |
0.00816476821899414, | |
0.008204480171203614, | |
0.008236127853393555, | |
0.008274975776672364 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 228.7708655034296 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0115508053262356e-07, | |
"ram": 5.5303959849833655e-08, | |
"gpu": 1.8881135632203396e-07, | |
"total": 3.4527039670449115e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 5792561.479609714 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1062.52288, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.46016 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 57, | |
"total": 0.5100413417816163, | |
"mean": 0.00894809371546695, | |
"stdev": 0.0004090606588458568, | |
"p50": 0.009119135856628418, | |
"p90": 0.009317683219909669, | |
"p95": 0.009487904357910157, | |
"p99": 0.009697022323608398, | |
"values": [ | |
0.009783647537231445, | |
0.009628959655761719, | |
0.009589920043945313, | |
0.009151007652282715, | |
0.00928268814086914, | |
0.00912390422821045, | |
0.009194463729858398, | |
0.00926915168762207, | |
0.009199456214904785, | |
0.009235456466674804, | |
0.00931158447265625, | |
0.009315072059631347, | |
0.009132287979125976, | |
0.00904854393005371, | |
0.00913539218902588, | |
0.009230655670166016, | |
0.009377887725830078, | |
0.009273856163024903, | |
0.00925881576538086, | |
0.009074175834655761, | |
0.00932159996032715, | |
0.009180800437927246, | |
0.009077343940734863, | |
0.00914080047607422, | |
0.009304479598999023, | |
0.009302080154418945, | |
0.0092325439453125, | |
0.009272255897521973, | |
0.009201888084411622, | |
0.00879535961151123, | |
0.009007488250732422, | |
0.008488927841186523, | |
0.008744895935058594, | |
0.008985856056213378, | |
0.009462400436401367, | |
0.009263232231140136, | |
0.008924575805664062, | |
0.00869379234313965, | |
0.008495903968811036, | |
0.008454015731811523, | |
0.008355551719665528, | |
0.008474783897399902, | |
0.008245311737060546, | |
0.009119135856628418, | |
0.008650624275207519, | |
0.008602815628051758, | |
0.008648703575134278, | |
0.00825654411315918, | |
0.008229951858520507, | |
0.008270624160766602, | |
0.008840383529663086, | |
0.008441120147705079, | |
0.008228639602661132, | |
0.008371711730957031, | |
0.00836348819732666, | |
0.008482687950134278, | |
0.008492095947265625 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 111.75564671070454 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.499782324481336e-08, | |
"ram": 5.193595891701306e-08, | |
"gpu": 1.7821534895665087e-07, | |
"total": 3.2514913111847746e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3075511.832247896 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 56, | |
"total": 0.9905848293304443, | |
"mean": 0.017689014809472218, | |
"stdev": 0.0007720959012951471, | |
"p50": 0.01807360076904297, | |
"p90": 0.018507776260375978, | |
"p95": 0.018618112087249755, | |
"p99": 0.019045069408416746, | |
"values": [ | |
0.019127296447753905, | |
0.018977792739868164, | |
0.018549760818481444, | |
0.018060287475585936, | |
0.018084863662719726, | |
0.018099199295043944, | |
0.018381824493408205, | |
0.018515968322753908, | |
0.018127872467041017, | |
0.018440191268920898, | |
0.01843507194519043, | |
0.01818726348876953, | |
0.018066432952880858, | |
0.018099199295043944, | |
0.018145280838012694, | |
0.01841766357421875, | |
0.018499584197998048, | |
0.01808076858520508, | |
0.018176000595092775, | |
0.018361343383789062, | |
0.018177087783813477, | |
0.018085823059082032, | |
0.018095104217529297, | |
0.018249727249145507, | |
0.018300928115844727, | |
0.01863884735107422, | |
0.018198528289794923, | |
0.018268159866333008, | |
0.017737728118896484, | |
0.017789951324462892, | |
0.017146879196166993, | |
0.017146879196166993, | |
0.01782067108154297, | |
0.018611200332641603, | |
0.01822105598449707, | |
0.017869823455810546, | |
0.017473535537719728, | |
0.016912384033203123, | |
0.01685606384277344, | |
0.016521215438842773, | |
0.016675840377807616, | |
0.016545791625976563, | |
0.01722265625, | |
0.016974847793579103, | |
0.017062911987304686, | |
0.017137664794921875, | |
0.01662259292602539, | |
0.01635430335998535, | |
0.0163768310546875, | |
0.016542720794677734, | |
0.016995328903198242, | |
0.016458751678466797, | |
0.01655705642700195, | |
0.016587776184082033, | |
0.016738304138183592, | |
0.016776191711425782 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 56.532260884564025 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |