{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "device": "cuda", "device_ids": "4", "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": 1078.173696, "max_global_vram": 68702.69952, "max_process_vram": 49604.8128, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 16.761609375, "mean": 16.761609375, "stdev": 0.0, "p50": 16.761609375, "p90": 16.761609375, "p95": 16.761609375, "p99": 16.761609375, "values": [ 16.761609375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1194.881024, "max_global_vram": 68702.69952, "max_process_vram": 255602.176, "max_reserved": 555.74528, "max_allocated": 499.4432 }, "latency": { "unit": "s", "count": 140, "total": 0.9965242238044736, "mean": 0.007118030170031956, "stdev": 0.0013653384851240262, "p50": 0.0070208611488342286, "p90": 0.0076546349525451664, "p95": 0.007803323721885679, "p99": 0.013423223466873161, "values": [ 0.008032299041748047, 0.007649899005889893, 0.007666540145874023, 0.007912458896636963, 0.007661418914794922, 0.007584139823913574, 0.007604138851165771, 0.007797579765319824, 0.007323821067810058, 0.007140780925750732, 0.007202539920806885, 0.007221100807189941, 0.007180941104888916, 0.007152141094207764, 0.007188139915466308, 0.007198060989379883, 0.007302381038665771, 0.007268781185150146, 0.007424940109252929, 0.0076302199363708495, 0.007277900218963623, 0.007210700988769531, 0.0072913398742675785, 0.007035820960998535, 0.007078381061553955, 0.0074945402145385745, 0.007083341121673584, 0.007051661014556885, 0.013636444091796875, 0.00233583402633667, 0.006474701881408691, 0.007239500999450684, 0.008049899101257325, 0.009021896362304688, 0.007087821006774902, 0.00703662109375, 0.007046541213989258, 0.0072441411018371584, 0.007375979900360107, 0.007095820903778076, 0.00728957986831665, 0.007161740779876709, 0.007129741191864014, 0.007233261108398437, 0.007272779941558838, 0.007260460853576661, 0.007069261074066162, 0.007323500156402588, 0.007206060886383057, 0.007112461090087891, 0.007018701076507568, 0.007064461231231689, 0.007133901119232178, 0.007080941200256347, 0.007003341197967529, 0.006943342208862305, 0.006715662002563476, 0.006745262145996094, 0.0067588620185852055, 0.006733421802520752, 0.006743182182312011, 0.00679246187210083, 0.006751821994781494, 0.006818381786346436, 0.0067900619506835935, 0.0067467021942138675, 0.006773742198944091, 0.006748621940612793, 0.006737261772155762, 0.006773262023925781, 0.006801261901855469, 0.00679406213760376, 0.0070294208526611324, 0.006760461807250977, 0.0067991819381713866, 0.006781102180480957, 0.016764436721801758, 0.0023099141120910644, 0.0022206339836120604, 0.00682318115234375, 0.006731982231140137, 0.006746382236480713, 0.006770862102508545, 0.0067705421447753905, 0.0067734217643737795, 0.0067564620971679685, 0.006759982109069824, 0.0067307019233703615, 0.006735342025756836, 0.006731661796569824, 0.006716783046722412, 0.006723342895507812, 0.006755342006683349, 0.006728141784667969, 0.0067252621650695805, 0.006738701820373535, 0.0069558219909667965, 0.006730862140655517, 0.0067326221466064455, 0.006737421989440918, 0.00672910213470459, 0.006730862140655517, 0.006766382217407226, 0.006795502185821533, 0.006755181789398193, 0.006766061782836914, 0.006740302085876465, 0.00673134183883667, 0.00675422191619873, 0.006724942207336426, 0.006762382030487061, 0.006743981838226319, 0.006747501850128174, 0.0067183818817138675, 0.006753582000732422, 0.00673566198348999, 0.006731661796569824, 0.0067276620864868165, 0.006764461994171142, 0.006755661964416504, 0.006717741966247559, 0.0069289422035217286, 0.0076598191261291505, 0.0076730999946594235, 0.007599658966064453, 0.00764654016494751, 0.007502220153808594, 0.007135021209716797, 0.007136940956115723, 0.007149741172790527, 0.007023021221160889, 0.007043661117553711, 0.00715070104598999, 0.007242859840393067, 0.007654058933258057, 0.007660299777984619, 0.0076769390106201174, 0.0076161398887634275, 0.01308972454071045, 0.006903501033782959 ] }, "throughput": { "unit": "samples/s", "value": 140.48830590942978 }, "energy": null, "efficiency": null } } }