{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "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": {}, "hub_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, "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", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.285632, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 952.17664, "max_global_vram": 1047.003136, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 253.912576 }, "latency": { "unit": "s", "count": 183, "total": 0.9995998072624206, "mean": 0.005462294028756397, "stdev": 0.00036061093319922263, "p50": 0.005385216236114502, "p90": 0.005613772869110108, "p95": 0.005961391782760621, "p99": 0.007498485984802247, "values": [ 0.007987199783325195, 0.007576576232910156, 0.007481344223022461, 0.006820864200592041, 0.005643263816833496, 0.005602303981781006, 0.005568511962890625, 0.005626880168914795, 0.005549088001251221, 0.005752831935882568, 0.005559296131134033, 0.00597603178024292, 0.005230591773986816, 0.005092351913452148, 0.00521830415725708, 0.0051138558387756345, 0.005092351913452148, 0.005085184097290039, 0.005092351913452148, 0.005265408039093018, 0.005526527881622314, 0.005504000186920166, 0.005432320117950439, 0.00541593599319458, 0.005784575939178467, 0.005388288021087646, 0.005420032024383545, 0.005385216236114502, 0.005484543800354004, 0.005416959762573242, 0.005405695915222168, 0.005362688064575195, 0.005544896125793457, 0.005544960021972656, 0.005616640090942383, 0.005600255966186523, 0.005385216236114502, 0.005402624130249023, 0.005352447986602784, 0.005371903896331787, 0.0053975038528442385, 0.005348351955413819, 0.005548031806945801, 0.005409791946411133, 0.005362688064575195, 0.00536678409576416, 0.005442560195922852, 0.005388256072998047, 0.005403647899627686, 0.005388288021087646, 0.00537395191192627, 0.005413887977600097, 0.005598176002502442, 0.00555622386932373, 0.005578752040863037, 0.005391359806060791, 0.005432320117950439, 0.00539961576461792, 0.005385216236114502, 0.005421055793762207, 0.005371903896331787, 0.005419007778167725, 0.005338111877441406, 0.005307392120361328, 0.005355519771575928, 0.0054568958282470706, 0.005395455837249756, 0.005407743930816651, 0.005434368133544922, 0.005386240005493164, 0.005393407821655274, 0.005398528099060058, 0.005504000186920166, 0.005745664119720459, 0.0058091521263122555, 0.005430304050445557, 0.005395391941070557, 0.005371903896331787, 0.005396480083465576, 0.005550079822540284, 0.005399551868438721, 0.005453824043273926, 0.00537395191192627, 0.005585919857025146, 0.005454847812652588, 0.00542310380935669, 0.005426176071166992, 0.005405695915222168, 0.005406655788421631, 0.005426208019256592, 0.005387263774871826, 0.005372928142547607, 0.005586944103240967, 0.0053606400489807126, 0.005361663818359375, 0.005567488193511963, 0.00536678409576416, 0.005485536098480225, 0.0053760318756103515, 0.005359615802764893, 0.005494783878326416, 0.005829631805419922, 0.0061337599754333495, 0.006210559844970703, 0.006269951820373535, 0.006211584091186524, 0.0062904319763183595, 0.00582144021987915, 0.005450751781463623, 0.00535756778717041, 0.005340159893035889, 0.005402624130249023, 0.00536575984954834, 0.0055552000999450684, 0.00536678409576416, 0.005332992076873779, 0.005547008037567139, 0.005337088108062744, 0.005323775768280029, 0.005313536167144775, 0.005245952129364013, 0.00532480001449585, 0.005380095958709717, 0.005310463905334473, 0.005412864208221436, 0.005420032024383545, 0.0053637118339538575, 0.00530841588973999, 0.005346303939819336, 0.005305344104766845, 0.005295104026794434, 0.005356544017791748, 0.005246975898742676, 0.005221375942230225, 0.005250048160552978, 0.005375999927520752, 0.005209023952484131, 0.005386240005493164, 0.005231616020202637, 0.005227519989013672, 0.005261312007904053, 0.005224448204040527, 0.005213183879852295, 0.005281792163848877, 0.0052930560111999515, 0.005305344104766845, 0.005311488151550293, 0.005329984188079834, 0.005248000144958496, 0.005263423919677735, 0.005259263992309571, 0.005249023914337158, 0.005245952129364013, 0.005286911964416504, 0.005250048160552978, 0.005220352172851562, 0.005451776027679443, 0.005284863948822022, 0.0053821120262146, 0.005251071929931641, 0.005499904155731201, 0.00537497615814209, 0.005303296089172363, 0.005303264141082764, 0.005344287872314453, 0.00531763219833374, 0.0052971520423889164, 0.005339136123657226, 0.005319583892822266, 0.005327775955200196, 0.005356544017791748, 0.005345280170440674, 0.00530944013595581, 0.005331967830657959, 0.005343232154846191, 0.005325823783874512, 0.005538815975189209, 0.00530838394165039, 0.005462016105651855, 0.0053637118339538575, 0.00530841588973999, 0.00530944013595581, 0.005347328186035156 ] }, "throughput": { "unit": "samples/s", "value": 183.07326459093423 }, "energy": { "unit": "kWh", "cpu": 6.334465561491072e-08, "ram": 3.463145499638893e-08, "gpu": 1.350803219679018e-07, "total": 2.3305643257920144e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4290806.260668913 } } } }