{ "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", "model": "timm/resnet50.a1_in1k", "library": "timm", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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": "b0a0b933f18d5fa56eadb290a26cc2099f2dd4d8", "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": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1819.42272, "max_global_vram": 520.364032, "max_process_vram": 109652.00896, "max_reserved": 148.897792, "max_allocated": 113.51808 }, "latency": { "unit": "s", "count": 170, "total": 0.999107000827789, "mean": 0.0058771000048693485, "stdev": 0.0003145546855145893, "p50": 0.005715085029602051, "p90": 0.006340056943893432, "p95": 0.006433728528022766, "p99": 0.006635021982192993, "values": [ 0.006310842037200928, 0.0062007617950439456, 0.006078042984008789, 0.005968122959136963, 0.006076282978057861, 0.005827324867248535, 0.005850365161895752, 0.005834044933319092, 0.0058065252304077145, 0.005799324035644531, 0.005786843776702881, 0.005775324821472168, 0.005743003845214843, 0.005743965148925782, 0.005722364902496338, 0.005707005023956299, 0.005712285041809082, 0.005893084049224853, 0.005795164108276367, 0.005719325065612793, 0.005723965167999267, 0.006138843059539795, 0.0057167649269104, 0.005721405029296875, 0.005701244831085205, 0.0057116451263427735, 0.005735484123229981, 0.005757084846496582, 0.006246840953826905, 0.00593804407119751, 0.0057329249382019045, 0.005767805099487305, 0.005724924087524414, 0.006799959182739258, 0.007903151035308838, 0.00619500207901001, 0.006261561870574951, 0.0062100419998168946, 0.006052443027496338, 0.006376760959625244, 0.006363961219787597, 0.006425879955291748, 0.006431000232696533, 0.006260601997375488, 0.005941243171691895, 0.006084443092346192, 0.006063162803649902, 0.005910364151000977, 0.005823644161224365, 0.005863324165344238, 0.005641085147857666, 0.005653564929962158, 0.0057134051322937016, 0.005765244007110596, 0.005646046161651611, 0.005651646137237549, 0.0056406049728393555, 0.005637885093688965, 0.00566764497756958, 0.005649405002593994, 0.005666046142578125, 0.005640446186065674, 0.0056548452377319335, 0.005652605056762695, 0.005660765171051026, 0.005644124984741211, 0.005661884784698487, 0.0058518037796020505, 0.005633086204528809, 0.005679326057434082, 0.005647325992584228, 0.005636445045471191, 0.005638364791870117, 0.005637246131896973, 0.005649886131286621, 0.005661725044250488, 0.005643004894256592, 0.005661244869232178, 0.005676284790039062, 0.00568012523651123, 0.0056737251281738284, 0.005689565181732178, 0.005645724773406982, 0.005677084922790527, 0.0056687650680541995, 0.005651965141296387, 0.005674046039581299, 0.005633245944976806, 0.005652285099029541, 0.00564908504486084, 0.006039322853088379, 0.0056546850204467775, 0.005661725044250488, 0.005639965057373047, 0.005647965908050537, 0.0056551661491394045, 0.005642365932464599, 0.005689085006713867, 0.005637885093688965, 0.005647164821624756, 0.005650684833526611, 0.00562812614440918, 0.005663646221160889, 0.005679965019226074, 0.005596605777740479, 0.005681405067443848, 0.005644445896148682, 0.005670206069946289, 0.005633565902709961, 0.0056622052192687984, 0.005646685123443604, 0.005654045104980469, 0.00565052604675293, 0.0056679658889770505, 0.005668766021728515, 0.005651485919952392, 0.005655805110931397, 0.005631965160369873, 0.005661564826965332, 0.005660604953765869, 0.005659164905548096, 0.005655486106872559, 0.005649566173553467, 0.005677565097808838, 0.006337400913238526, 0.005791164875030517, 0.005673884868621826, 0.005680604934692383, 0.00565180492401123, 0.005646204948425293, 0.006114043235778808, 0.005989563941955566, 0.006371641159057617, 0.00644140100479126, 0.006420920848846436, 0.006419641017913818, 0.006131642818450927, 0.0061580419540405275, 0.005962362766265869, 0.006168921947479248, 0.005948122978210449, 0.006178041934967041, 0.005997562885284424, 0.006124282836914062, 0.006043162822723389, 0.006124123096466065, 0.006274521827697754, 0.006143641948699951, 0.006113081932067871, 0.005674685001373291, 0.005956284046173096, 0.005694046020507813, 0.006043962955474854, 0.005684124946594238, 0.0057134051322937016, 0.005709565162658691, 0.0057042851448059085, 0.005774205207824707, 0.006171641826629638, 0.006134202003479004, 0.006188121795654297, 0.0060710029602050785, 0.006233401775360107, 0.006459159851074219, 0.00643596076965332, 0.006424120903015137, 0.006447638988494873, 0.0065609197616577145, 0.006490200042724609, 0.006520760059356689 ] }, "throughput": { "unit": "samples/s", "value": 170.15194554652308 }, "energy": null, "efficiency": null } } }