{ "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": "5", "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": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "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": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1070.415872, "max_global_vram": 68702.69952, "max_process_vram": 48193.859584, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.8630126953125, "mean": 8.8630126953125, "stdev": 0.0, "p50": 8.8630126953125, "p90": 8.8630126953125, "p95": 8.8630126953125, "p99": 8.8630126953125, "values": [ 8.8630126953125 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1200.316416, "max_global_vram": 68702.69952, "max_process_vram": 246382.575616, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 135, "total": 1.0063194375038145, "mean": 0.007454218055583812, "stdev": 0.0009623535608371883, "p50": 0.007195342063903809, "p90": 0.007976620292663574, "p95": 0.008008235549926758, "p99": 0.009732891349792477, "values": [ 0.007736620903015137, 0.007983500003814698, 0.007534061908721924, 0.00766878080368042, 0.0077163009643554685, 0.007611501216888428, 0.007570220947265625, 0.00758190107345581, 0.008947017669677735, 0.007349902153015136, 0.007301422119140625, 0.007244781970977783, 0.007224462032318115, 0.007241422176361084, 0.007246702194213867, 0.007182863235473633, 0.007131502151489257, 0.007184782028198242, 0.007126062870025635, 0.007171822071075439, 0.00713742208480835, 0.007175662994384766, 0.01741483688354492, 0.007493900775909424, 0.007664620876312256, 0.008029260635375977, 0.007413421154022217, 0.007125583171844483, 0.010137735366821289, 0.007522861003875733, 0.006985262870788574, 0.006985261917114258, 0.007218381881713867, 0.008016301155090331, 0.007199662208557129, 0.007029263019561768, 0.007195342063903809, 0.007049263000488281, 0.007291982173919678, 0.007430221080780029, 0.007379181861877441, 0.00755086088180542, 0.007485742092132568, 0.007480782032012939, 0.007507340908050537, 0.007586541175842285, 0.007422542095184326, 0.007543500900268555, 0.007497262001037597, 0.007364141941070557, 0.007453900814056396, 0.007752301216125489, 0.007367022037506103, 0.00711102294921875, 0.007084782123565674, 0.007329741954803467, 0.007368621826171875, 0.007344461917877197, 0.007110702037811279, 0.007109582901000977, 0.007099021911621093, 0.007213741779327393, 0.007067663192749023, 0.007057423114776611, 0.0071049418449401856, 0.007113903045654297, 0.007099981784820557, 0.007119983196258545, 0.007091341972351074, 0.007114061832427979, 0.007082703113555908, 0.007066062927246094, 0.0071116619110107426, 0.00711102294921875, 0.007033902168273926, 0.007077582836151123, 0.007026542186737061, 0.007016462802886963, 0.007104463100433349, 0.007091182231903076, 0.007068782806396484, 0.007091661930084228, 0.007067663192749023, 0.00704622220993042, 0.007045903205871582, 0.007050063133239746, 0.007067821979522705, 0.007045103073120117, 0.007072782039642334, 0.00707230281829834, 0.00703838300704956, 0.007042381763458252, 0.007006382942199707, 0.0070087828636169434, 0.0070958218574523925, 0.0070412631034851075, 0.007018062114715576, 0.007099342823028564, 0.007099502086639405, 0.007098543167114258, 0.007066061973571777, 0.007058222770690918, 0.007062063217163086, 0.007103981971740722, 0.007109262943267822, 0.007062861919403076, 0.007075502872467041, 0.007093262195587158, 0.007067983150482178, 0.007044782161712646, 0.007107502937316894, 0.007089581966400147, 0.007972301006317139, 0.00799694013595581, 0.008034379959106445, 0.007944460868835448, 0.007648621082305908, 0.007625901222229004, 0.00742782211303711, 0.007325582027435303, 0.007894539833068847, 0.008064620018005371, 0.007996621131896973, 0.007915979862213134, 0.007995659828186036, 0.007995660781860352, 0.007945899963378905, 0.00797949981689453, 0.007881580829620361, 0.007865900993347169, 0.007949260234832764, 0.007911980152130127, 0.007950221061706543, 0.008004778861999512, 0.007947821140289307 ] }, "throughput": { "unit": "samples/s", "value": 134.15223334537674 }, "energy": null, "efficiency": null } } }