{ "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_type": "bert", "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": "73dd36ea04ff1cc8259f4039b6f9d56dfb9eecd1", "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": 1010.60608, "max_global_vram": 938.909696, "max_process_vram": 152918.601728, "max_reserved": 589.299712, "max_allocated": 439.700992 }, "latency": { "unit": "s", "count": 144, "total": 1.0007521824836731, "mean": 0.006949667933914397, "stdev": 0.00039032883820540445, "p50": 0.006769795417785645, "p90": 0.007521039056777954, "p95": 0.007579727029800415, "p99": 0.007598303518295288, "values": [ 0.007278351783752441, 0.006773076057434082, 0.00682587480545044, 0.006829716205596924, 0.006824275016784668, 0.0068770751953125, 0.006882834911346436, 0.00675947618484497, 0.006813554763793945, 0.006739955902099609, 0.006742035865783692, 0.006769876003265381, 0.006773076057434082, 0.006790355205535888, 0.006767315864562988, 0.006763795852661133, 0.006734836101531983, 0.006728116035461426, 0.006769075870513916, 0.006809074878692627, 0.006731795787811279, 0.006784915924072266, 0.0067237958908081055, 0.006751155853271485, 0.006769714832305908, 0.006772595882415772, 0.006861714839935302, 0.006844595909118652, 0.0068093957901000975, 0.006842514991760254, 0.0068186759948730465, 0.00677483606338501, 0.009643776893615723, 0.007318832874298096, 0.0066834759712219236, 0.006701395988464355, 0.006916594982147217, 0.0066577157974243165, 0.0066605968475341795, 0.006642995834350586, 0.006633077144622803, 0.006626516819000244, 0.006639316082000733, 0.006841075897216797, 0.006625716209411621, 0.006651156902313232, 0.0066388359069824215, 0.006665876865386963, 0.006690515995025635, 0.006666196823120117, 0.006663795948028565, 0.006632437229156494, 0.006603476047515869, 0.0066649169921875, 0.006739635944366455, 0.006635156154632569, 0.0066551570892333985, 0.006640117168426513, 0.006658996105194092, 0.006619156837463379, 0.006673076152801514, 0.00669403600692749, 0.007586030960083008, 0.007518351078033447, 0.007565710067749023, 0.0072290730476379395, 0.007070193767547608, 0.0072836318016052245, 0.007144592761993408, 0.0069100351333618165, 0.006725875854492187, 0.006908915042877197, 0.006722836017608642, 0.0067685961723327635, 0.006855154991149902, 0.006753076076507569, 0.006935315132141113, 0.006696276187896729, 0.006742355823516846, 0.00667819595336914, 0.00711915397644043, 0.007574830055236816, 0.007580591201782227, 0.007348752021789551, 0.007079314231872558, 0.007275473117828369, 0.007598030090332031, 0.0075725908279418944, 0.007574030876159668, 0.007163312911987305, 0.00711915397644043, 0.007064272880554199, 0.006953714847564697, 0.0071015539169311526, 0.007094032764434814, 0.0070289139747619625, 0.006912435054779053, 0.007014994144439697, 0.006917075157165527, 0.00669355583190918, 0.006698357105255127, 0.006743636131286621, 0.006675635814666748, 0.006682196140289307, 0.0067641158103942875, 0.006676916122436523, 0.006700276851654053, 0.006743956089019776, 0.006702356815338135, 0.006687156200408936, 0.006684596061706543, 0.006703475952148438, 0.006702517032623291, 0.006693716049194336, 0.006692276000976562, 0.006761395931243896, 0.006690996170043945, 0.006713875770568848, 0.006724435806274414, 0.006733235836029053, 0.006707156181335449, 0.006734516143798828, 0.006726356983184814, 0.006717236995697021, 0.006678515911102295, 0.006713076114654541, 0.007073234081268311, 0.007586989879608154, 0.007583950996398926, 0.007572269916534423, 0.007598509788513183, 0.0075836310386657715, 0.0075530710220336915, 0.0075004310607910156, 0.007522191047668457, 0.007471951007843017, 0.007495151996612549, 0.0074562721252441405, 0.00746363115310669, 0.007491950988769531, 0.007501070976257324, 0.007492910861968994, 0.007475151062011719, 0.0074767498970031735 ] }, "throughput": { "unit": "samples/s", "value": 143.89176713321763 }, "energy": null, "efficiency": null } } }