{ "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-5.10.223-211.872.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": "0.30.1", "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": 853.241856, "max_global_vram": 688.390144, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.67898193359375, "mean": 7.67898193359375, "stdev": 0.0, "p50": 7.67898193359375, "p90": 7.67898193359375, "p95": 7.67898193359375, "p99": 7.67898193359375, "values": [ 7.67898193359375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.284321087500192e-06, "ram": 2.3323789080975444e-06, "gpu": 6.574727482000064e-06, "total": 1.31914274775978e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1092.636672, "max_global_vram": 782.761984, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 137, "total": 1.0012661104202267, "mean": 0.007308511754892167, "stdev": 0.00033525798112630676, "p50": 0.007303167819976806, "p90": 0.007649075126647949, "p95": 0.007799808120727539, "p99": 0.008362762107849121, "values": [ 0.007706624031066894, 0.007828479766845703, 0.007726079940795898, 0.007792640209197998, 0.008212479591369629, 0.007706624031066894, 0.008179712295532226, 0.007692255973815918, 0.007488512039184571, 0.0075642881393432615, 0.007521279811859131, 0.007577600002288819, 0.0074670081138610836, 0.0074065918922424315, 0.00745472002029419, 0.007452703952789306, 0.007641088008880615, 0.007670783996582031, 0.007646207809448242, 0.007633920192718506, 0.00753868818283081, 0.007488512039184571, 0.00754585599899292, 0.00765337610244751, 0.007588863849639893, 0.007592959880828858, 0.007609344005584716, 0.007569407939910889, 0.007506944179534912, 0.00760319995880127, 0.007600128173828125, 0.007544832229614258, 0.007324672222137451, 0.007291935920715332, 0.007282688140869141, 0.007320576190948487, 0.007310336112976074, 0.007368735790252686, 0.007266304016113281, 0.007401472091674805, 0.0074629120826721195, 0.00744652795791626, 0.007435264110565186, 0.007268352031707764, 0.007293951988220215, 0.007207935810089112, 0.007265279769897461, 0.0074414081573486324, 0.007366720199584961, 0.00740556812286377, 0.007398399829864502, 0.007110655784606934, 0.007175168037414551, 0.007351295948028564, 0.007355391979217529, 0.007354368209838867, 0.007233535766601563, 0.007202816009521484, 0.007387135982513428, 0.007267327785491944, 0.0073400321006774905, 0.007311359882354736, 0.007208960056304932, 0.007303167819976806, 0.007337984085083008, 0.007387135982513428, 0.0072837119102478025, 0.007269375801086426, 0.007428095817565918, 0.007229440212249756, 0.007363584041595459, 0.0073431038856506346, 0.0071823358535766605, 0.007364607810974121, 0.007157760143280029, 0.007201791763305664, 0.007238656044006348, 0.007090176105499267, 0.00754585599899292, 0.0074711041450500485, 0.007158783912658692, 0.007036928176879883, 0.007157760143280029, 0.007546879768371582, 0.007434239864349365, 0.007473152160644531, 0.0076267518997192385, 0.007596000194549561, 0.007966720104217529, 0.00870911979675293, 0.008324095726013184, 0.008384511947631837, 0.0072037758827209475, 0.007122943878173828, 0.007048192024230957, 0.007024640083312988, 0.006919167995452881, 0.007012351989746094, 0.006973440170288086, 0.0070256638526916505, 0.0069324798583984375, 0.006972415924072266, 0.006941696166992187, 0.0069498238563537595, 0.006904831886291504, 0.007308288097381592, 0.006944767951965332, 0.006937568187713623, 0.0069212160110473635, 0.006919167995452881, 0.006924287796020508, 0.006914048194885254, 0.006882304191589355, 0.006917119979858399, 0.006892543792724609, 0.006920191764831543, 0.006923232078552246, 0.00724070405960083, 0.007219200134277344, 0.007070720195770264, 0.006924287796020508, 0.006894591808319092, 0.006930431842803955, 0.006920191764831543, 0.006914048194885254, 0.006915071964263916, 0.006912032127380371, 0.0069324798583984375, 0.006903808116912841, 0.006951935768127441, 0.006889472007751465, 0.0069283838272094726, 0.006936575889587402, 0.006896639823913574, 0.006920191764831543, 0.006916096210479736, 0.006931456089019775 ] }, "throughput": { "unit": "samples/s", "value": 136.82676221059924 }, "energy": { "unit": "kWh", "cpu": 8.213139435344289e-08, "ram": 4.4879239241324916e-08, "gpu": 1.7322619222068726e-07, "total": 3.002368258154551e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3330704.011021834 } } } }