{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_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": false, "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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "b92e3e6e00670fa1351d9aef1be896254e5f33e0", "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1817.636864, "max_global_vram": 1521.651712, "max_process_vram": 117672.849408, "max_reserved": 148.897792, "max_allocated": 113.51808 }, "latency": { "unit": "s", "count": 157, "total": 0.9970537958145137, "mean": 0.00635066111983767, "stdev": 0.00016846376007352332, "p50": 0.006293613910675049, "p90": 0.00650257453918457, "p95": 0.006554062366485595, "p99": 0.006626703052520752, "values": [ 0.006424814224243164, 0.006426414012908935, 0.006370094776153565, 0.0063398537635803226, 0.006503533840179443, 0.00654945421218872, 0.006572494983673096, 0.006610095024108887, 0.00662353515625, 0.006599695205688477, 0.0065990548133850096, 0.006593295097351074, 0.006539215087890625, 0.006547854900360107, 0.006506414890289307, 0.006531215190887451, 0.006532654762268066, 0.006492815017700195, 0.006501935005187988, 0.006422894954681397, 0.006434093952178955, 0.006429934978485107, 0.0064094548225402835, 0.006422735214233398, 0.006470254898071289, 0.006451054096221924, 0.006423853874206543, 0.006464654922485351, 0.0064139351844787595, 0.006414255142211914, 0.006380494117736816, 0.006395534992218017, 0.006372495174407959, 0.006383853912353516, 0.00642289400100708, 0.006473295211791992, 0.006467695236206055, 0.006437294960021973, 0.006419694900512695, 0.006443213939666748, 0.006355854988098144, 0.006417933940887451, 0.006419855117797852, 0.008078259468078613, 0.006630734920501709, 0.006296013832092285, 0.006293613910675049, 0.006259533882141113, 0.006287215232849121, 0.006267054080963135, 0.00627809476852417, 0.006274573802947998, 0.006283854961395264, 0.0062708940505981445, 0.006262094020843506, 0.006259054183959961, 0.006265933990478516, 0.006256814956665039, 0.006272334098815918, 0.0062544140815734865, 0.00627489423751831, 0.006251373767852783, 0.0062742547988891605, 0.0062880139350891115, 0.006283854961395264, 0.006320653915405273, 0.006267535209655762, 0.006256013870239258, 0.006234253883361816, 0.006271853923797608, 0.006255534172058106, 0.006267535209655762, 0.006337934017181397, 0.006336174964904785, 0.006329294204711914, 0.006292974948883057, 0.0062691340446472165, 0.006274415016174316, 0.006282094001770019, 0.006291854858398438, 0.006276013851165771, 0.00633265495300293, 0.006308653831481934, 0.0062785749435424806, 0.0063168139457702634, 0.006270734786987304, 0.006293774127960205, 0.006276655197143555, 0.0062812938690185545, 0.00629057502746582, 0.006264974117279052, 0.006296494007110596, 0.006239695072174072, 0.0062617740631103515, 0.006308014869689941, 0.006264813899993896, 0.006269935131072998, 0.006252974033355713, 0.006294253826141357, 0.006293135166168213, 0.006269614219665528, 0.0062945752143859866, 0.006285294055938721, 0.00634081506729126, 0.006253294944763184, 0.006288973808288574, 0.006345775127410889, 0.006432974815368652, 0.006284334182739258, 0.006239853858947754, 0.0065043349266052245, 0.00631681489944458, 0.0062971339225769045, 0.00631729507446289, 0.006289293766021728, 0.006280334949493408, 0.0062812938690185545, 0.006255054950714111, 0.0062763338088989255, 0.006355374813079834, 0.006331533908843994, 0.006385455131530762, 0.006321615219116211, 0.006279853820800782, 0.006256494045257568, 0.006363053798675537, 0.006257934093475342, 0.006287693977355957, 0.006274573802947998, 0.006229615211486817, 0.0062806539535522465, 0.0062321748733520504, 0.006291374206542969, 0.006278093814849854, 0.006274253845214844, 0.006291533946990967, 0.006268014907836914, 0.006346414089202881, 0.006280815124511719, 0.006297453880310059, 0.006276494979858398, 0.006264013767242432, 0.006308014869689941, 0.006274253845214844, 0.006275215148925781, 0.0062689738273620605, 0.006293614864349365, 0.006293134212493896, 0.006265453815460205, 0.006325133800506592, 0.006330093860626221, 0.006347214221954346, 0.006275215148925781, 0.006252173900604248, 0.006269614219665528, 0.0062689738273620605, 0.006295214176177979 ] }, "throughput": { "unit": "samples/s", "value": 157.46392086270873 }, "energy": null, "efficiency": null } } }