{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "model": "google/vit-base-patch16-224", "library": "transformers", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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", "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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "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": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 911.638528, "max_global_vram": 1057.488896, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 364.432384 }, "latency": { "unit": "s", "count": 165, "total": 0.9972501130104068, "mean": 0.006043940078850949, "stdev": 0.00023768503533442602, "p50": 0.005967872142791748, "p90": 0.0062650366783142085, "p95": 0.006341631984710693, "p99": 0.006853406810760498, "values": [ 0.006482944011688232, 0.005889023780822754, 0.006003647804260254, 0.005957632064819336, 0.006069248199462891, 0.005949440002441406, 0.006004735946655273, 0.005924863815307617, 0.005986303806304932, 0.005924863815307617, 0.005964831829071045, 0.005900288105010986, 0.006144000053405762, 0.005921792030334472, 0.005955584049224853, 0.005882880210876465, 0.0058429441452026365, 0.005735392093658447, 0.005804031848907471, 0.005837887763977051, 0.005868544101715088, 0.005896192073822021, 0.0059361281394958495, 0.0059023361206054685, 0.005980160236358643, 0.006203392028808594, 0.006164480209350586, 0.006097951889038086, 0.0062781119346618655, 0.006259712219238281, 0.0062566399574279785, 0.006236192226409912, 0.006251520156860352, 0.006258687973022461, 0.006198272228240966, 0.00622489595413208, 0.0062044157981872555, 0.0062863359451293946, 0.0063539199829101565, 0.006161407947540283, 0.006098944187164307, 0.00613478422164917, 0.006252543926239014, 0.006179840087890625, 0.006200319766998291, 0.006147071838378906, 0.006276095867156982, 0.006161407947540283, 0.006214719772338867, 0.006275072097778321, 0.006223872184753418, 0.006271999835968017, 0.006230016231536865, 0.006220799922943115, 0.006148096084594727, 0.006180863857269287, 0.006252543926239014, 0.006236159801483154, 0.006260735988616943, 0.006159359931945801, 0.006258687973022461, 0.006140927791595459, 0.006127615928649902, 0.00612556791305542, 0.006211584091186524, 0.006184959888458252, 0.006221824169158936, 0.006275072097778321, 0.006140927791595459, 0.006145088195800781, 0.006132736206054688, 0.0062044157981872555, 0.0061521921157836916, 0.00621779203414917, 0.006206463813781738, 0.006132736206054688, 0.006217728137969971, 0.006199295997619629, 0.006292479991912842, 0.006218751907348633, 0.0062679038047790524, 0.006216639995574951, 0.005915647983551026, 0.005880832195281982, 0.0059361281394958495, 0.005836800098419189, 0.005815296173095703, 0.005901311874389649, 0.00581331205368042, 0.005756896018981933, 0.005723135948181152, 0.005892096042633056, 0.0060590081214904785, 0.006030335903167725, 0.006041600227355957, 0.005857247829437256, 0.005928959846496582, 0.005851136207580566, 0.005992447853088379, 0.005967872142791748, 0.006097919940948486, 0.006153215885162353, 0.006077439785003662, 0.00601804780960083, 0.0061634559631347655, 0.00612550401687622, 0.0064440321922302245, 0.007069695949554444, 0.00683622407913208, 0.006822912216186523, 0.006856704235076904, 0.006851552009582519, 0.0067870721817016606, 0.00602726411819458, 0.005894144058227539, 0.005903359889984131, 0.005824512004852295, 0.005855231761932373, 0.005806079864501953, 0.005954559803009033, 0.005842912197113037, 0.00586956787109375, 0.005904384136199951, 0.005865471839904785, 0.005815296173095703, 0.0058726401329040525, 0.005830592155456543, 0.005834752082824707, 0.005857279777526855, 0.005790719985961914, 0.0058429760932922365, 0.005831679821014404, 0.00586240005493164, 0.005824512004852295, 0.005847040176391601, 0.005873663902282715, 0.005855231761932373, 0.0058091521263122555, 0.0058542399406433104, 0.005799935817718506, 0.005846015930175781, 0.005803008079528809, 0.005832704067230224, 0.005835775852203369, 0.0058091521263122555, 0.005819424152374268, 0.005834752082824707, 0.005884928226470947, 0.005840896129608154, 0.005850111961364746, 0.005846015930175781, 0.005851136207580566, 0.005814271926879883, 0.005846015930175781, 0.005830656051635743, 0.00587059211730957, 0.005848063945770264, 0.005863423824310303, 0.005823488235473633, 0.005810175895690918, 0.005851136207580566, 0.005798912048339844, 0.0058716158866882326, 0.005837823867797852, 0.005858304023742676 ] }, "throughput": { "unit": "samples/s", "value": 165.45498250375047 }, "energy": { "unit": "kWh", "cpu": 6.8359998070265e-08, "ram": 3.737577110549519e-08, "gpu": 3.583878984597672e-07, "total": 4.6412366763552736e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2154598.1593537093 } } } }