{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.2.2", "_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": "3.10.14", "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": "0.30.0", "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": 904.757248, "max_global_vram": 1057.488896, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 364.432384 }, "latency": { "unit": "s", "count": 183, "total": 0.9988874578475951, "mean": 0.005458401409003253, "stdev": 0.00021808223133829203, "p50": 0.005513216018676758, "p90": 0.0056920062065124516, "p95": 0.005798249769210816, "p99": 0.006087188405990601, "values": [ 0.0062228479385375976, 0.00576204776763916, 0.0058429441452026365, 0.005654528141021729, 0.005624832153320313, 0.005593088150024414, 0.005586944103240967, 0.005603328227996827, 0.005566527843475342, 0.005626880168914795, 0.005574656009674072, 0.00573747205734253, 0.005603328227996827, 0.005612544059753418, 0.005605343818664551, 0.005559296131134033, 0.00546611213684082, 0.005450751781463623, 0.005479423999786377, 0.005571584224700928, 0.005557248115539551, 0.0056135039329528805, 0.005612544059753418, 0.005607423782348633, 0.005640192031860352, 0.00561356782913208, 0.005636096000671387, 0.005513216018676758, 0.005576704025268555, 0.005617663860321045, 0.005575679779052735, 0.005605375766754151, 0.005628928184509278, 0.005599232196807862, 0.005601280212402344, 0.00553984022140503, 0.005571584224700928, 0.005603328227996827, 0.005581823825836182, 0.005618688106536865, 0.00551423978805542, 0.005463039875030518, 0.00551423978805542, 0.00551423978805542, 0.005561344146728516, 0.005527552127838135, 0.0054906878471374515, 0.005585919857025146, 0.005548064231872559, 0.005604351997375488, 0.005594111919403076, 0.005624832153320313, 0.005652480125427246, 0.005611487865447998, 0.005656576156616211, 0.005567488193511963, 0.0055285758972167965, 0.005540863990783691, 0.005598207950592041, 0.005647359848022461, 0.0055552000999450684, 0.005578752040863037, 0.005607423782348633, 0.005543935775756836, 0.005481472015380859, 0.0054876160621643065, 0.005576704025268555, 0.005532671928405761, 0.005570496082305908, 0.005657599925994873, 0.0054906878471374515, 0.005483520030975342, 0.005552127838134766, 0.005536767959594726, 0.0060661759376525876, 0.0057497601509094234, 0.0058264961242675785, 0.005710847854614258, 0.005763072013854981, 0.005734399795532226, 0.005772287845611572, 0.005811200141906738, 0.005917791843414307, 0.005863423824310303, 0.005822463989257813, 0.005633024215698243, 0.005594175815582275, 0.005595136165618897, 0.005495808124542236, 0.005533696174621582, 0.005700607776641845, 0.005582848072052002, 0.005534719944000244, 0.005574624061584473, 0.005286911964416504, 0.005392384052276611, 0.005585919857025146, 0.0053944320678710935, 0.005252096176147461, 0.0053002238273620605, 0.005252096176147461, 0.005302271842956543, 0.005288959980010987, 0.005348320007324219, 0.0053309440612792965, 0.005303296089172363, 0.0054282240867614745, 0.0055582718849182125, 0.005438464164733887, 0.005339136123657226, 0.005292031764984131, 0.005646336078643799, 0.006182911872863769, 0.005774432182312011, 0.005626880168914795, 0.005582848072052002, 0.005369855880737305, 0.005396480083465576, 0.00538316822052002, 0.00530838394165039, 0.005343232154846191, 0.005298175811767578, 0.0053155522346496585, 0.005356544017791748, 0.005290048122406006, 0.00530944013595581, 0.005222400188446045, 0.005158912181854248, 0.00522547197341919, 0.005251071929931641, 0.005210112094879151, 0.0053534722328186036, 0.0053975038528442385, 0.005385216236114502, 0.005387263774871826, 0.005268479824066162, 0.005212096214294434, 0.0052367358207702636, 0.005250016212463379, 0.005203968048095703, 0.00522652816772461, 0.005265408039093018, 0.005221375942230225, 0.005235712051391602, 0.005234687805175781, 0.005201920032501221, 0.005152768135070801, 0.00515174388885498, 0.005157887935638428, 0.005148672103881836, 0.005145599842071533, 0.00515174388885498, 0.0051333122253417966, 0.005149695873260498, 0.005142528057098389, 0.005134335994720459, 0.005168191909790039, 0.005165056228637695, 0.005161983966827393, 0.005144576072692871, 0.005134335994720459, 0.00516096019744873, 0.005153791904449463, 0.005139455795288086, 0.005140448093414306, 0.005167103767395019, 0.005143583774566651, 0.005180416107177735, 0.005167103767395019, 0.005139488220214844, 0.005183519840240479, 0.005800896167755127, 0.005336063861846924, 0.005250048160552978, 0.005285888195037842, 0.0052705278396606445, 0.005249023914337158, 0.005272575855255127, 0.005325823783874512, 0.005252096176147461, 0.005265408039093018, 0.005208064079284668, 0.005184512138366699 ] }, "throughput": { "unit": "samples/s", "value": 183.2038219744282 }, "energy": { "unit": "kWh", "cpu": 6.415977402850315e-08, "ram": 3.507929569447721e-08, "gpu": 3.5473902252970366e-07, "total": 4.5397809225268407e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2202749.465371559 } } } }