{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "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": false, "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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "079be6729111d58c45eb7f4a60e984bbf86c5a81", "transformers_version": "4.41.0", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 1060.237312, "max_global_vram": 1758.076928, "max_process_vram": 170724.757504, "max_reserved": 406.847488, "max_allocated": 355.30752 }, "latency": { "unit": "s", "count": 151, "total": 0.9968673233985905, "mean": 0.006601770353633047, "stdev": 0.0002739961602494777, "p50": 0.0065558462142944335, "p90": 0.006613286018371582, "p95": 0.00666360592842102, "p99": 0.007868167400360108, "values": [ 0.009338727951049805, 0.007896327972412109, 0.007840006828308106, 0.00701056718826294, 0.00663792610168457, 0.00654240608215332, 0.006585926055908203, 0.006546885967254639, 0.006529285907745362, 0.006566726207733155, 0.006539525985717773, 0.006850726127624511, 0.006542245864868164, 0.00656864595413208, 0.006538886070251465, 0.006568646907806396, 0.006564325809478759, 0.006573286056518555, 0.006682566165924072, 0.006677765846252442, 0.00660880708694458, 0.0066040058135986325, 0.006552326202392578, 0.0065464057922363286, 0.006580006122589111, 0.006547686100006104, 0.006565125942230224, 0.0066019268035888675, 0.006558085918426514, 0.006564325809478759, 0.006613286018371582, 0.006600485801696777, 0.006556965827941894, 0.00659024715423584, 0.006572006225585937, 0.006572646141052246, 0.006583206176757813, 0.006560165882110596, 0.006549446105957031, 0.006549605846405029, 0.006570886135101319, 0.006552165985107422, 0.006585445880889893, 0.006545926094055176, 0.0065348858833312986, 0.0065372858047485355, 0.006732007026672363, 0.006626406192779541, 0.00655056619644165, 0.0065558462142944335, 0.006563685894012451, 0.006532166004180908, 0.006536486148834228, 0.006557765960693359, 0.006566565990447998, 0.006547366142272949, 0.006546085834503174, 0.006551206111907959, 0.0065484862327575685, 0.006571685791015625, 0.006557766914367676, 0.0065558462142944335, 0.00655280590057373, 0.0065465660095214845, 0.006577285766601562, 0.006544005870819092, 0.006544166088104248, 0.006565607070922851, 0.006550405979156494, 0.0065416059494018556, 0.006547686100006104, 0.006524965763092041, 0.006544166088104248, 0.006537765979766846, 0.0065392060279846195, 0.006582246780395508, 0.006562886238098145, 0.006538725852966308, 0.0065324859619140625, 0.0065416059494018556, 0.006548806190490723, 0.006562886238098145, 0.006550405979156494, 0.006561767101287841, 0.006556166172027588, 0.00654576587677002, 0.006552646160125733, 0.006535205841064453, 0.006524325847625733, 0.0065446457862854005, 0.00654192590713501, 0.006508327007293701, 0.006535046100616455, 0.006529446125030518, 0.006537605762481689, 0.006526885986328125, 0.0065062460899353025, 0.0065446457862854005, 0.006519206047058105, 0.006524645805358887, 0.00654624605178833, 0.006535686016082763, 0.0065251259803771975, 0.006558085918426514, 0.006524325847625733, 0.00651568603515625, 0.006564805984497071, 0.006542726039886475, 0.006522727012634277, 0.006600646018981934, 0.00654192590713501, 0.006591526031494141, 0.0065612859725952145, 0.00658496618270874, 0.0065606460571289065, 0.006590726852416992, 0.006536645889282227, 0.006567205905914307, 0.0065680060386657715, 0.006532166004180908, 0.006563365936279297, 0.0065752058029174805, 0.006527367115020752, 0.0065680060386657715, 0.00658064603805542, 0.006556166172027588, 0.006564166069030762, 0.006613286018371582, 0.00658064603805542, 0.0066321659088134765, 0.0065819258689880375, 0.0065678458213806155, 0.006595526218414307, 0.006554726123809814, 0.006583846092224121, 0.006647046089172363, 0.006633285999298096, 0.006571206092834472, 0.006559045791625977, 0.0065520057678222655, 0.006542726039886475, 0.006533445835113526, 0.006525926113128662, 0.006542885780334472, 0.0065372858047485355, 0.006528485774993897, 0.006549925804138184, 0.006530886173248291, 0.00651408576965332, 0.006598085880279541, 0.006649446010589599 ] }, "throughput": { "unit": "samples/s", "value": 151.4745206866649 }, "energy": null, "efficiency": null } } }