{ "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": 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": 1070.53056, "max_global_vram": 68702.69952, "max_process_vram": 51894.607872, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.9565888671875, "mean": 8.9565888671875, "stdev": 0.0, "p50": 8.9565888671875, "p90": 8.9565888671875, "p95": 8.9565888671875, "p99": 8.9565888671875, "values": [ 8.9565888671875 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1200.422912, "max_global_vram": 68702.69952, "max_process_vram": 237359.157248, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 123, "total": 1.0007595858573914, "mean": 0.008136256795588548, "stdev": 0.0065467951226959534, "p50": 0.007490889072418213, "p90": 0.007590345096588134, "p95": 0.007728825139999389, "p99": 0.017627665023803713, "values": [ 0.0072654480934143065, 0.007257449150085449, 0.007151847839355469, 0.006833608150482178, 0.0069625692367553714, 0.0070384078025817875, 0.007267048835754394, 0.007031047821044922, 0.007857449054718017, 0.007061288833618164, 0.007153768062591553, 0.006985127925872803, 0.007025128841400147, 0.007009448051452637, 0.007001607894897461, 0.006979369163513184, 0.018099380493164063, 0.006965127944946289, 0.006949927806854248, 0.006918249130249024, 0.007015207767486572, 0.007273448944091797, 0.007056488037109375, 0.007327528953552246, 0.007397128105163574, 0.007351688861846924, 0.0074579291343688965, 0.007636168956756592, 0.008872010231018067, 0.007734889030456543, 0.007238887786865235, 0.00711984920501709, 0.007194888114929199, 0.00710400915145874, 0.007380328178405762, 0.007185448169708252, 0.006964168071746826, 0.007479049205780029, 0.00725584888458252, 0.007152488231658935, 0.0070787291526794435, 0.007212967872619629, 0.007295528888702393, 0.007367368221282959, 0.0076742501258850095, 0.007475207805633545, 0.0075337691307067875, 0.007581288814544678, 0.007563209056854248, 0.007591369152069091, 0.007579689025878906, 0.007592488765716552, 0.007596488952636719, 0.007575368881225586, 0.007566248893737793, 0.0075862488746643066, 0.007554728984832764, 0.007581608772277832, 0.007548648834228516, 0.007473928928375244, 0.007210728168487549, 0.007407208919525146, 0.00736224889755249, 0.007097608089447022, 0.0071001691818237305, 0.007262887954711914, 0.007006248950958252, 0.00712064790725708, 0.007486888885498047, 0.00706000804901123, 0.006990568161010742, 0.007367528915405273, 0.07911161804199218, 0.007764809131622315, 0.007592168807983399, 0.007574089050292969, 0.007564009189605713, 0.007560009002685547, 0.007541449069976807, 0.007539689064025879, 0.007547208786010742, 0.007579208850860596, 0.007538888931274414, 0.0075692892074584964, 0.007532008171081543, 0.0075532889366149904, 0.00753040885925293, 0.007556649208068847, 0.007572009086608887, 0.007536969184875488, 0.007553769111633301, 0.007566888809204101, 0.00753088903427124, 0.007526089191436767, 0.007552649021148682, 0.0075416088104248045, 0.007540809154510498, 0.007535688877105713, 0.00752656888961792, 0.007552329063415527, 0.007538888931274414, 0.00755344820022583, 0.007530088901519775, 0.007544329166412353, 0.007490889072418213, 0.007467528820037842, 0.007470889091491699, 0.0074516887664794924, 0.015955219268798827, 0.007390408039093017, 0.007461769104003906, 0.007456489086151123, 0.007472649097442627, 0.007558888912200927, 0.007524649143218994, 0.007495048999786377, 0.007536647796630859, 0.007530888080596924, 0.007520967960357666, 0.007545769214630127, 0.007490569114685058, 0.007548169136047363, 0.00752000904083252 ] }, "throughput": { "unit": "samples/s", "value": 122.90664185306895 }, "energy": null, "efficiency": null } } }