{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "model_type": "resnet50", "model": "timm/resnet50.a1_in1k", "processor": "timm/resnet50.a1_in1k", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": false, "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": "0.33.0", "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": 852.594688, "max_global_vram": 709.361664, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.66791357421875, "mean": 7.66791357421875, "stdev": 0.0, "p50": 7.66791357421875, "p90": 7.66791357421875, "p95": 7.66791357421875, "p99": 7.66791357421875, "values": [ 7.66791357421875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.2900083076389315e-06, "ram": 2.33538199002576e-06, "gpu": 6.500282977999969e-06, "total": 1.3125673275664662e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1092.32128, "max_global_vram": 782.761984, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 134, "total": 0.9986817293167118, "mean": 0.007452848726244117, "stdev": 0.0002413271448421792, "p50": 0.007510015964508057, "p90": 0.007726592016220093, "p95": 0.0077924865245819095, "p99": 0.007947868194580076, "values": [ 0.007782400131225586, 0.007799808025360107, 0.007788544178009033, 0.007766047954559326, 0.007808000087738037, 0.007714816093444824, 0.007723008155822754, 0.007804927825927735, 0.007693312168121338, 0.007814144134521485, 0.0077199358940124516, 0.007655424118041992, 0.00729702377319336, 0.00729702377319336, 0.007327744007110596, 0.007379968166351319, 0.00734822416305542, 0.0073175039291381834, 0.007300096035003662, 0.007315455913543701, 0.007216127872467041, 0.00724070405960083, 0.007413760185241699, 0.007685120105743408, 0.007609344005584716, 0.007543807983398438, 0.007614463806152344, 0.007636960029602051, 0.007589888095855713, 0.007646207809448242, 0.007712768077850342, 0.007614528179168701, 0.007531519889831543, 0.007528448104858398, 0.007553023815155029, 0.007535615921020508, 0.0076574721336364745, 0.007590911865234375, 0.007602176189422607, 0.00782643222808838, 0.0076902399063110355, 0.0077281279563903805, 0.007770112037658691, 0.007678976058959961, 0.007639039993286132, 0.007610367774963379, 0.0076308479309082035, 0.007608320236206055, 0.00759603214263916, 0.00764415979385376, 0.007544832229614258, 0.00753868818283081, 0.007599103927612305, 0.007556096076965332, 0.007716864109039307, 0.007585792064666748, 0.007585792064666748, 0.00800767993927002, 0.008371199607849121, 0.0076871681213378906, 0.0076912641525268555, 0.007651328086853027, 0.007778304100036621, 0.007710720062255859, 0.007617536067962646, 0.0076267518997192385, 0.007640063762664795, 0.0076574721336364745, 0.0076267518997192385, 0.007745535850524903, 0.007541759967803955, 0.0076687679290771485, 0.007514111995697022, 0.007576576232910156, 0.007419904232025146, 0.0073768959045410155, 0.007558144092559814, 0.007393216133117676, 0.00722431993484497, 0.007196671962738037, 0.007209983825683594, 0.0072724480628967286, 0.007478271961212158, 0.007505919933319092, 0.007432191848754883, 0.007542784214019775, 0.00760319995880127, 0.007374847888946533, 0.007336959838867187, 0.00719155216217041, 0.007305215835571289, 0.007520256042480469, 0.007345151901245117, 0.007250912189483642, 0.007236608028411865, 0.0071823358535766605, 0.00725708818435669, 0.007243775844573975, 0.007274496078491211, 0.007233535766601563, 0.007170048236846924, 0.007217152118682861, 0.00724070405960083, 0.007154687881469727, 0.007164927959442138, 0.007148608207702637, 0.0071485438346862796, 0.007166975975036621, 0.0071792640686035155, 0.0071905279159545895, 0.007147520065307617, 0.007157760143280029, 0.0071905279159545895, 0.007420928001403809, 0.007201791763305664, 0.007177216053009033, 0.00714137601852417, 0.007177216053009033, 0.007166975975036621, 0.007184383869171143, 0.007153664112091064, 0.0071157760620117185, 0.007142399787902832, 0.007154687881469727, 0.007155712127685547, 0.007134208202362061, 0.00714137601852417, 0.007180287837982178, 0.007156735897064209, 0.007140384197235107, 0.007107583999633789, 0.00714137601852417, 0.00724073600769043, 0.007163904190063477 ] }, "throughput": { "unit": "samples/s", "value": 134.17688144918952 }, "energy": { "unit": "kWh", "cpu": 8.442107414302951e-08, "ram": 4.61558337338671e-08, "gpu": 1.8096941191489396e-07, "total": 3.1154631979179057e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3209795.5792522593 } } } }