{ "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": "0.3.1", "optimum_benchmark_commit": "8ebe8531a5b12ea7926cab66905381c76b24fcc4", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1010.720768, "max_global_vram": 938.897408, "max_process_vram": 205756.379136, "max_reserved": 589.299712, "max_allocated": 439.700992 }, "latency": { "unit": "s", "count": 137, "total": 1.0022569980621336, "mean": 0.007315744511402437, "stdev": 0.00033651219114432315, "p50": 0.007327847003936768, "p90": 0.00748349494934082, "p95": 0.007500967597961426, "p99": 0.00791646827697753, "values": [ 0.007089127063751221, 0.007324007034301758, 0.007377767086029053, 0.0070944070816040036, 0.007418568134307861, 0.007305127143859863, 0.00726384687423706, 0.0072876877784729, 0.007100487232208252, 0.007283687114715576, 0.007191047191619873, 0.00718032693862915, 0.007162567138671875, 0.007238246917724609, 0.007430247783660889, 0.007150887012481689, 0.007182726860046387, 0.007133286952972412, 0.007095207214355468, 0.007085607051849365, 0.006927846908569336, 0.0071635270118713375, 0.007178727149963379, 0.007193286895751953, 0.007360007762908936, 0.007457447052001953, 0.007256486892700195, 0.010434571266174317, 0.007504967212677002, 0.007428008079528809, 0.007506086826324463, 0.0073755278587341305, 0.007498726844787597, 0.00748272705078125, 0.007514088153839111, 0.007481767177581787, 0.007500487804412842, 0.0075028867721557615, 0.007459847927093506, 0.007465607166290284, 0.00748256778717041, 0.007444807052612305, 0.007484646797180175, 0.007471047878265381, 0.0074712071418762205, 0.007462567806243896, 0.007495847225189209, 0.007497447967529297, 0.007420327186584473, 0.007478247165679932, 0.007123847007751465, 0.007395847797393799, 0.007174567222595215, 0.0072582468986511234, 0.007474088191986084, 0.00744832706451416, 0.0074240069389343265, 0.007154407024383545, 0.007275368213653564, 0.007418406963348389, 0.00717984676361084, 0.007324166774749756, 0.007257607936859131, 0.007414886951446533, 0.007327847003936768, 0.007080807209014893, 0.007287528038024902, 0.00725456714630127, 0.006837926864624024, 0.007135207176208496, 0.007150567054748535, 0.0071115269660949705, 0.007199687004089355, 0.007183366775512695, 0.006782247066497803, 0.006966247081756592, 0.007055047035217285, 0.007353766918182373, 0.007214087009429932, 0.007198246955871582, 0.007086087226867676, 0.0068363270759582515, 0.0070302472114562985, 0.007069927215576172, 0.00701984691619873, 0.006885286808013916, 0.00813920783996582, 0.007469448089599609, 0.0070564870834350585, 0.007245767116546631, 0.007472967147827149, 0.0074764881134033205, 0.0074809670448303224, 0.0074547271728515625, 0.007491528034210205, 0.007457447052001953, 0.007436488151550293, 0.007461767196655273, 0.007380807876586914, 0.007217287063598633, 0.007092166900634766, 0.007432967185974121, 0.007454728126525879, 0.00745216703414917, 0.007468327045440674, 0.007463528156280518, 0.007153127193450928, 0.007392807006835938, 0.007474408149719238, 0.007441446781158447, 0.007445607185363769, 0.007434408187866211, 0.007479526996612549, 0.007405288219451904, 0.007520486831665039, 0.007500008106231689, 0.00744176721572876, 0.007438247203826904, 0.007473127841949463, 0.007414566993713379, 0.007412487983703613, 0.007456167221069336, 0.007443367004394531, 0.007359208106994629, 0.0072177667617797855, 0.007117766857147217, 0.007150567054748535, 0.007152966976165772, 0.007274086952209473, 0.006695527076721192, 0.006987687110900879, 0.007208326816558838, 0.00728736686706543, 0.0068937668800354, 0.006970086097717285, 0.0070974469184875485, 0.006726087093353272 ] }, "throughput": { "unit": "samples/s", "value": 136.69148757742755 }, "energy": null, "efficiency": null } } }