{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model_type": "vit", "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": {}, "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, "memory": true, "latency": 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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 827.326464, "max_global_vram": 1030.22592, "max_process_vram": 0.0, "max_reserved": 400.556032, "max_allocated": 346.271744 }, "latency": { "unit": "s", "count": 1, "total": 7.4653623046875, "mean": 7.4653623046875, "stdev": 0.0, "p50": 7.4653623046875, "p90": 7.4653623046875, "p95": 7.4653623046875, "p99": 7.4653623046875, "values": [ 7.4653623046875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.4920650312493286e-06, "ram": 7.82901679199863e-07, "gpu": 3.5180583699999032e-06, "total": 5.793025080449095e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1036.1856, "max_global_vram": 1049.100288, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 363.853824 }, "latency": { "unit": "s", "count": 196, "total": 0.9977674579620361, "mean": 0.005090650295724673, "stdev": 0.00019871197781397501, "p50": 0.005000192165374756, "p90": 0.005265919923782348, "p95": 0.005559039950370788, "p99": 0.005848576164245606, "values": [ 0.005601280212402344, 0.005561344146728516, 0.005803103923797607, 0.005399551868438721, 0.005563392162322998, 0.005544960021972656, 0.0055582718849182125, 0.005410816192626953, 0.005506048202514649, 0.005844992160797119, 0.005119999885559082, 0.0050094079971313476, 0.004966400146484375, 0.004965375900268554, 0.004921343803405762, 0.004926464080810547, 0.004957183837890625, 0.004955135822296143, 0.004946944236755371, 0.00497049617767334, 0.004955135822296143, 0.004987904071807861, 0.0049459199905395506, 0.004943871974945068, 0.004930560111999512, 0.004943871974945068, 0.004930560111999512, 0.004928512096405029, 0.004936704158782959, 0.005172224044799805, 0.005126143932342529, 0.005144576072692871, 0.005164095878601074, 0.005533696174621582, 0.005192704200744629, 0.005173247814178467, 0.005125120162963868, 0.005117951869964599, 0.005133279800415039, 0.0051435518264770505, 0.005096447944641113, 0.005109792232513428, 0.0051660799980163576, 0.005131264209747314, 0.005107679843902588, 0.005115903854370117, 0.00516096019744873, 0.005096384048461914, 0.005127168178558349, 0.005134335994720459, 0.00510368013381958, 0.005128191947937012, 0.005114880084991455, 0.005138432025909424, 0.005094399929046631, 0.005090303897857666, 0.005159967899322509, 0.005025792121887207, 0.004988927841186524, 0.004966400146484375, 0.0049797120094299315, 0.004959231853485108, 0.004933631896972656, 0.004934656143188477, 0.004975615978240967, 0.004937727928161621, 0.005064703941345215, 0.004984831809997559, 0.00501964807510376, 0.004973631858825683, 0.004980735778808594, 0.00497049617767334, 0.004992000102996826, 0.004980735778808594, 0.004966400146484375, 0.004952064037322998, 0.0049827837944030765, 0.004973567962646484, 0.004958208084106445, 0.004966400146484375, 0.005005311965942383, 0.005000192165374756, 0.004965375900268554, 0.004976640224456787, 0.005000192165374756, 0.004985856056213379, 0.004942880153656006, 0.004969471931457519, 0.004986879825592041, 0.004986879825592041, 0.004957183837890625, 0.004955135822296143, 0.004978687763214112, 0.005000192165374756, 0.004978687763214112, 0.004943871974945068, 0.004952064037322998, 0.004993023872375488, 0.00496127986907959, 0.004944896221160889, 0.005029888153076172, 0.005063680171966553, 0.004992000102996826, 0.004976640224456787, 0.004975615978240967, 0.005135392189025879, 0.0051701760292053225, 0.005156864166259765, 0.005063648223876953, 0.004989952087402344, 0.00491315221786499, 0.004924416065216064, 0.0049428482055664065, 0.0049459199905395506, 0.004931583881378174, 0.00495411205291748, 0.00496230411529541, 0.0049909758567810054, 0.0049459199905395506, 0.0049428482055664065, 0.0049725441932678225, 0.005000192165374756, 0.004958208084106445, 0.004952064037322998, 0.004968448162078858, 0.0049827837944030765, 0.004966400146484375, 0.00495411205291748, 0.004980735778808594, 0.0049909758567810054, 0.004977663993835449, 0.0051066880226135255, 0.005306367874145508, 0.00515993595123291, 0.005119999885559082, 0.005931007862091065, 0.005639167785644531, 0.0051660799980163576, 0.005128191947937012, 0.005104640007019043, 0.005093376159667969, 0.005122047901153564, 0.005127168178558349, 0.005115903854370117, 0.005213183879852295, 0.005203968048095703, 0.005148672103881836, 0.005118015766143799, 0.005161983966827393, 0.0051968002319335935, 0.005126143932342529, 0.0055316481590271, 0.00582041597366333, 0.005164031982421875, 0.005204991817474365, 0.0051363840103149415, 0.005121024131774903, 0.005126143932342529, 0.00510975980758667, 0.00499507188796997, 0.004933631896972656, 0.004993023872375488, 0.005378047943115235, 0.005669919967651367, 0.0051916160583496095, 0.005399551868438721, 0.005916672229766846, 0.00522547197341919, 0.005146624088287354, 0.00511897611618042, 0.0051701760292053225, 0.005132287979125977, 0.005121024131774903, 0.005124095916748047, 0.005152768135070801, 0.005114880084991455, 0.005180416107177735, 0.005173247814178467, 0.00511897611618042, 0.0050206718444824215, 0.00501964807510376, 0.004998144149780274, 0.004963327884674072, 0.0049725441932678225, 0.004964352130889893, 0.004946944236755371, 0.004937727928161621, 0.004932608127593994, 0.0049192957878112795, 0.004935679912567138, 0.0049459199905395506, 0.004923391819000244, 0.004921343803405762, 0.004943871974945068, 0.004944896221160889, 0.004914175987243652 ] }, "throughput": { "unit": "samples/s", "value": 196.43855733713215 }, "energy": { "unit": "kWh", "cpu": 6.044597760856789e-08, "ram": 3.291311927289801e-08, "gpu": 3.469884332588884e-07, "total": 4.4034753014035435e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2270933.595747124 } } } }