{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "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": 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, "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", "numactl": false, "numactl_kwargs": {}, "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": "0.2.1", "optimum_benchmark_commit": "d8da484bc148044dec1ba23c2d50d43cabd271ad", "transformers_version": "4.41.0", "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": 1009.205248, "max_global_vram": 1919.2832, "max_process_vram": 201755.42272, "max_reserved": 589.299712, "max_allocated": 439.700992 }, "latency": { "unit": "s", "count": 134, "total": 1.0040535893440241, "mean": 0.007492937233910633, "stdev": 0.00036391008216396373, "p50": 0.00762760853767395, "p90": 0.007710760688781739, "p95": 0.007734744572639465, "p99": 0.008563439612388599, "values": [ 0.007380807876586914, 0.0071736078262329105, 0.007474887847900391, 0.007297769069671631, 0.007429768085479736, 0.007752007961273193, 0.0077472090721130375, 0.00724240779876709, 0.007276328086853028, 0.007198728084564209, 0.006919047832489014, 0.0069849672317504885, 0.007322247982025147, 0.007154568195343018, 0.007332169055938721, 0.007203207969665527, 0.007192807197570801, 0.007114888191223145, 0.0070886478424072264, 0.0070121679306030275, 0.006896967887878418, 0.006922246932983399, 0.007026567935943604, 0.0071521677970886235, 0.007148808002471924, 0.007191207885742188, 0.007130727767944336, 0.0071302480697631836, 0.00715936803817749, 0.007315847873687744, 0.007189127922058105, 0.006967688083648681, 0.006780646800994873, 0.006487526893615723, 0.006838088035583496, 0.006676486968994141, 0.00682208776473999, 0.00668192720413208, 0.006687367916107178, 0.007034566879272461, 0.006713287830352783, 0.006924808025360107, 0.0073438482284545895, 0.008876649856567383, 0.009401769638061523, 0.007733288764953613, 0.007787367820739746, 0.007729289054870606, 0.007710087776184082, 0.007728649139404297, 0.007646567821502685, 0.007649448871612549, 0.0076697678565979, 0.0076627287864685055, 0.007641287803649902, 0.0076462488174438474, 0.007627367973327637, 0.007627849102020264, 0.007680808067321777, 0.007621609210968018, 0.007621928215026856, 0.0076572890281677245, 0.00769376802444458, 0.007684488773345947, 0.00762608814239502, 0.007686889171600342, 0.007683527946472168, 0.00771104907989502, 0.007631688117980957, 0.007627849102020264, 0.007595367908477783, 0.0076043281555175785, 0.00761824893951416, 0.007613607883453369, 0.007644168853759766, 0.007660808086395264, 0.007623528957366944, 0.007622888088226318, 0.0076854491233825685, 0.007621287822723389, 0.007684968948364258, 0.0076067280769348145, 0.007660489082336425, 0.007614408016204834, 0.007660168170928955, 0.007635368824005127, 0.007682407855987549, 0.007629609107971192, 0.00761024808883667, 0.007651049137115479, 0.007617767810821533, 0.007622249126434326, 0.007596168041229248, 0.007637928962707519, 0.007646728038787842, 0.007631848812103272, 0.007656007766723633, 0.007622408866882324, 0.007730408191680908, 0.0076620888710021975, 0.007688327789306641, 0.007674728870391846, 0.007737448215484619, 0.007701609134674072, 0.007653927803039551, 0.007655048847198486, 0.007673128128051758, 0.007520648956298828, 0.007506247997283936, 0.00722000789642334, 0.007369607925415039, 0.007334887981414795, 0.007341127872467041, 0.007625288963317871, 0.007695208072662354, 0.007649768829345703, 0.007657447814941406, 0.007683369159698486, 0.007717607975006103, 0.007658409118652344, 0.007654888153076172, 0.007651528835296631, 0.00765504789352417, 0.007672648906707763, 0.007609928131103515, 0.0076451292037963865, 0.007638088226318359, 0.007657288074493408, 0.007927527904510498, 0.007724968910217285, 0.007661287784576416, 0.007693929195404053, 0.007680488109588623, 0.0076830492019653324 ] }, "throughput": { "unit": "samples/s", "value": 133.45901197120943 }, "energy": null, "efficiency": null } } }