{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.5.1+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": 2, "sequence_length": 16, "num_choices": 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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.228-219.884.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": "0.5.0.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.46.3", "transformers_commit": null, "accelerate_version": "1.1.1", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.11", "timm_commit": null, "peft_version": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load_model": { "memory": { "unit": "MB", "max_ram": 890.032128, "max_global_vram": 716.701696, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "values": [ 0.37030194091796875 ], "count": 1, "total": 0.37030194091796875, "mean": 0.37030194091796875, "p50": 0.37030194091796875, "p90": 0.37030194091796875, "p95": 0.37030194091796875, "p99": 0.37030194091796875, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": { "unit": "kWh", "cpu": 0.00010986039000486061, "ram": 6.019257521989005e-05, "gpu": 0.00014163927997800003, "total": 0.0003116922452027507 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1133.1584, "max_global_vram": 798.490624, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 133.139968 }, "latency": { "unit": "s", "values": [ 0.007618559837341309, 0.007365632057189942, 0.007392255783081054, 0.007390207767486572, 0.007379007816314697, 0.0073768959045410155, 0.00757862377166748, 0.007428095817565918, 0.007475200176239013, 0.007463935852050781, 0.0074741759300231934, 0.00745472002029419, 0.0075642881393432615, 0.007401472091674805, 0.007331840038299561, 0.007318528175354004, 0.0074301438331604, 0.007439295768737793, 0.007426047801971435, 0.007407616138458252, 0.007415808200836181, 0.007336959838867187, 0.007269311904907227, 0.007181312084197998, 0.007168992042541504, 0.007172095775604248, 0.007161856174468994, 0.007209983825683594, 0.007277567863464355, 0.007112703800201416, 0.007112736225128174, 0.007150591850280762, 0.007158783912658692, 0.007134208202362061, 0.007185408115386963, 0.007123968124389648, 0.00739737606048584, 0.007386112213134765, 0.007437248229980469, 0.007516160011291504, 0.007516160011291504, 0.007497727870941162, 0.007491583824157715, 0.0072427520751953125, 0.0071188478469848635, 0.007193600177764893, 0.00719865608215332, 0.007134208202362061, 0.007201791763305664, 0.007122943878173828, 0.007103487968444824, 0.007054336071014404, 0.006905856132507324, 0.006974495887756347, 0.007198719978332519, 0.007193600177764893, 0.007017471790313721, 0.00707583999633789, 0.007090176105499267, 0.007062528133392334, 0.007341055870056152, 0.007363584041595459, 0.00738918399810791, 0.007701504230499268, 0.007493631839752197, 0.007363584041595459, 0.0073062400817871095, 0.007303167819976806, 0.007104512214660645, 0.007050240039825439, 0.007021567821502686, 0.007819263935089112, 0.007208960056304932, 0.007130112171173096, 0.007158783912658692, 0.007072768211364746, 0.00709222412109375, 0.007150591850280762, 0.007135231971740722, 0.007145472049713135, 0.007077888011932373, 0.007110655784606934, 0.00728166389465332, 0.007473152160644531, 0.007269375801086426, 0.0070891518592834475, 0.007102464199066162, 0.007110655784606934, 0.007085055828094483, 0.007095295906066895, 0.0070225920677185055, 0.007094272136688232, 0.007080992221832275, 0.007083040237426758, 0.007069695949554444, 0.007579648017883301, 0.007156735897064209, 0.00709939193725586, 0.0070860800743103025, 0.007047167778015137, 0.007086048126220703, 0.007109568119049072, 0.007216127872467041, 0.007231488227844239, 0.007097343921661377, 0.007087103843688965, 0.007106560230255127, 0.007081984043121338, 0.007072768211364746, 0.007065599918365479, 0.007078911781311035, 0.007063551902770996, 0.007096320152282715, 0.007063551902770996, 0.007078911781311035, 0.00710041618347168, 0.007094272136688232, 0.007076863765716553, 0.006960127830505371, 0.007018496036529541, 0.0069928960800170895, 0.007032832145690918, 0.0071485438346862796, 0.006996992111206054, 0.00710041618347168, 0.007088128089904785, 0.00714137601852417, 0.007105535984039306, 0.007127039909362793, 0.007146495819091797, 0.0070891518592834475, 0.0070553598403930665, 0.00709939193725586, 0.007065599918365479, 0.006987775802612305, 0.006961152076721191, 0.007098368167877197, 0.007081984043121338, 0.007076863765716553 ], "count": 139, "total": 1.0015690865516664, "mean": 0.007205532996774577, "p50": 0.007134208202362061, "p90": 0.007465779113769531, "p95": 0.007516160011291504, "p99": 0.007669985361099244, "stdev": 0.000173289965066244, "stdev_": 2.4049569288464023 }, "throughput": { "unit": "samples/s", "value": 277.5644773114304 }, "energy": { "unit": "kWh", "cpu": 8.309056184925815e-08, "ram": 4.54043745724843e-08, "gpu": 1.969581995244744e-07, "total": 3.2545313594621684e-07 }, "efficiency": { "unit": "samples/kWh", "value": 6145278.011180425 } } } }