{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model_type": "bert", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "device": "cuda", "device_ids": "6", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": true, "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": 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": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082014.482432, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-122-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.5.0.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.45.2", "transformers_commit": null, "accelerate_version": "1.0.0", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.13.0", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1094.10304, "max_global_vram": 68702.69952, "max_process_vram": 3907.989504, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "values": [ 0.06904043579101563 ], "count": 1, "total": 0.06904043579101563, "mean": 0.06904043579101563, "p50": 0.06904043579101563, "p90": 0.06904043579101563, "p95": 0.06904043579101563, "p99": 0.06904043579101563, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1223.852032, "max_global_vram": 68702.69952, "max_process_vram": 243537.547264, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "values": [ 0.007063371181488037, 0.0069124908447265624, 0.006945611000061035, 0.006962891101837158, 0.006933290958404541, 0.006966890811920166, 0.0069638509750366215, 0.006909770965576172, 0.0068574509620666505, 0.0068739309310913085, 0.0069144110679626464, 0.0068665709495544435, 0.006978411197662354, 0.006916491031646729, 0.006973772048950195, 0.0069094510078430175, 0.006949611186981201, 0.00694257116317749, 0.006960491180419922, 0.006936171054840088, 0.0069803309440612795, 0.006955211162567139, 0.006988811016082764, 0.0069880118370056156, 0.006923211097717285, 0.006952651023864746, 0.006916650772094727, 0.0069588909149169926, 0.006983691215515136, 0.006942251205444336, 0.006913771152496338, 0.006910571098327637, 0.007009931087493896, 0.006982892036437988, 0.006973771095275879, 0.0069944109916687015, 0.006963531017303467, 0.007007211208343506, 0.006982730865478516, 0.007000811100006103, 0.006990732192993164, 0.006952651023864746, 0.006991850852966309, 0.006974891185760498, 0.007012331008911133, 0.006974571228027344, 0.006993610858917237, 0.007124170780181884, 0.007022891044616699, 0.0070324912071228025, 0.007008810997009277, 0.00698609209060669, 0.007004490852355957, 0.006973451137542725, 0.006992811203002929, 0.00695025110244751, 0.006963050842285156, 0.007003370761871338, 0.007015532016754151, 0.006950571060180664, 0.006971371173858642, 0.006995690822601318, 0.006970410823822022, 0.00696065092086792, 0.0069731311798095705, 0.007001771926879883, 0.006985130786895752, 0.006971850872039795, 0.007002730846405029, 0.0077918519973754884, 0.00790945291519165, 0.007830732822418213, 0.0076731319427490235, 0.007486092090606689, 0.007880331993103028, 0.007866413116455077, 0.007503851890563965, 0.0073049721717834476, 0.007371370792388916, 0.007377932071685791, 0.00744401216506958, 0.007943693161010743, 0.007329610824584961, 0.007311532020568848, 0.007394251823425293, 0.007425131797790527, 0.007833452224731445, 0.0075233721733093265, 0.007464171886444092, 0.007377612113952637, 0.007325292110443115, 0.007472811222076416, 0.007348491191864014, 0.007355532169342041, 0.00750897216796875, 0.007234251976013183, 0.007030731201171875, 0.007154251098632812, 0.007093292236328125, 0.007120810985565186, 0.007106571197509765, 0.007027852058410645, 0.007053290843963623, 0.007066891193389892, 0.00703761100769043, 0.0070248122215271, 0.007008171081542969, 0.007101291179656982, 0.007030410766601563, 0.007060811996459961, 0.007031210899353027, 0.007066411018371582, 0.007046411037445069, 0.0070017709732055665, 0.007099691867828369, 0.007059851169586182, 0.007079851150512695, 0.00709201192855835, 0.007119370937347412, 0.007015531063079834, 0.007108491897583008, 0.007077451229095459, 0.007063850879669189, 0.0070806508064270015, 0.007215531826019287, 0.00727921199798584, 0.007017770767211914, 0.007078411102294922, 0.007019210815429688, 0.0070208110809326174, 0.0070260920524597165, 0.007111851215362549, 0.00703105115890503, 0.0070401721000671385, 0.007052650928497314, 0.007042410850524902, 0.007100650787353516, 0.007033452033996582, 0.007020491123199463, 0.007057290077209472, 0.007062730789184571 ], "count": 141, "total": 1.002175678730011, "mean": 0.007107628927163199, "p50": 0.007020491123199463, "p90": 0.00744401216506958, "p95": 0.0076731319427490235, "p99": 0.007897804546356201, "stdev": 0.00023414062590896095, "stdev_": 3.294215670350299 }, "throughput": { "unit": "samples/s", "value": 140.69389528458692 }, "energy": null, "efficiency": null } } }