{ "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": "0.3.1", "optimum_benchmark_commit": "8ebe8531a5b12ea7926cab66905381c76b24fcc4", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1060.818944, "max_global_vram": 777.723904, "max_process_vram": 143870.13632, "max_reserved": 406.847488, "max_allocated": 355.30752 }, "latency": { "unit": "s", "count": 167, "total": 0.9988402547836303, "mean": 0.005981079369961859, "stdev": 0.00025893056544700415, "p50": 0.005931365013122559, "p90": 0.006183525085449219, "p95": 0.006366165494918823, "p99": 0.0067148989295959475, "values": [ 0.006364486217498779, 0.005893445014953614, 0.005886085033416748, 0.005887685775756836, 0.005890725135803222, 0.005896164894104004, 0.005915686130523682, 0.005907845020294189, 0.0058704051971435545, 0.005875525951385498, 0.005907044887542724, 0.00609728479385376, 0.005849125862121582, 0.005827364921569825, 0.0058472051620483394, 0.005788805007934571, 0.005804165840148926, 0.005812325000762939, 0.005831524848937988, 0.005817444801330567, 0.005844965934753418, 0.005817765235900879, 0.00582704496383667, 0.005814404964447022, 0.005798564910888672, 0.00578752613067627, 0.005798564910888672, 0.005816325187683106, 0.005794404983520508, 0.005826886177062988, 0.005820324897766113, 0.005823044776916504, 0.0057969651222229005, 0.005788966178894043, 0.005788644790649414, 0.005798884868621826, 0.005792325019836426, 0.005795525074005127, 0.005811686038970947, 0.005798564910888672, 0.005812325000762939, 0.005793604850769043, 0.00579840612411499, 0.005830725193023681, 0.006633766174316406, 0.008365126609802246, 0.005932806015014648, 0.005963045120239258, 0.005920165061950684, 0.0059369649887084965, 0.005900485038757324, 0.005915524959564209, 0.0059033651351928715, 0.0059198451042175295, 0.005905445098876953, 0.00588416576385498, 0.005866565227508545, 0.005896164894104004, 0.0058904061317443844, 0.005931365013122559, 0.005877924919128418, 0.0059275259971618656, 0.005906085014343262, 0.005915365219116211, 0.00588576602935791, 0.005899205207824707, 0.005890085220336914, 0.006100485801696778, 0.005915044784545898, 0.005899845123291015, 0.005899685859680176, 0.005918405055999756, 0.005892805099487305, 0.005900325775146484, 0.005908965110778808, 0.005905445098876953, 0.005915205955505371, 0.00589152479171753, 0.005935844898223877, 0.005941926002502441, 0.005975204944610596, 0.005948965072631836, 0.005971846103668213, 0.005964485168457032, 0.0059443249702453614, 0.005959846019744873, 0.005976484775543213, 0.005957285881042481, 0.005985764980316162, 0.006023525238037109, 0.005938405990600586, 0.00593728494644165, 0.005940804958343506, 0.005944005966186524, 0.0059694452285766605, 0.005972486019134521, 0.005963685035705567, 0.006154244899749756, 0.005905766010284424, 0.0059465651512146, 0.005933605194091797, 0.00593872594833374, 0.005928325176239014, 0.005942884922027588, 0.005853445053100586, 0.005955685138702393, 0.006701766014099121, 0.005962885856628418, 0.0059443249702453614, 0.005949765205383301, 0.0059136061668395995, 0.005943204879760742, 0.005963685035705567, 0.006123846054077149, 0.00654672622680664, 0.006732006072998047, 0.006706086158752442, 0.006683206081390381, 0.006592006206512451, 0.006194085121154785, 0.006274885177612305, 0.0062902460098266605, 0.006176485061645508, 0.006294725894927978, 0.006140645980834961, 0.006366885185241699, 0.00620400619506836, 0.006289926052093506, 0.006219685077667236, 0.006071045875549317, 0.0060011248588562015, 0.006039684772491455, 0.006016005039215088, 0.005977765083312988, 0.005957605838775634, 0.005953925132751465, 0.0059204850196838375, 0.005944806098937988, 0.005945604801177978, 0.005940004825592041, 0.005943366050720215, 0.005925765037536621, 0.005956325054168701, 0.005908164978027344, 0.0059272050857543945, 0.005939044952392578, 0.005951525211334229, 0.005924644947052002, 0.005937605857849121, 0.005921605110168457, 0.005978404998779297, 0.00591584587097168, 0.005945125102996826, 0.005921285152435302, 0.005962885856628418, 0.005921605110168457, 0.005947844982147217, 0.0059985661506652835, 0.005966404914855957, 0.005944644927978516, 0.005940805912017822, 0.00596128511428833, 0.005942405223846436, 0.005904164791107178, 0.005959845066070556, 0.005972646236419678, 0.005965925216674804 ] }, "throughput": { "unit": "samples/s", "value": 167.19390232843156 }, "energy": null, "efficiency": null } } }