{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_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": true, "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 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": null, "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": 869.351424, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 449.269248 }, "latency": { "unit": "s", "count": 184, "total": 1.0011035847663878, "mean": 0.005440780351991238, "stdev": 0.00026599988975612414, "p50": 0.005441535949707031, "p90": 0.005792768001556397, "p95": 0.005856511807441712, "p99": 0.0060381288719177206, "values": [ 0.0063211522102355954, 0.005796864032745362, 0.005901311874389649, 0.005937215805053711, 0.005911551952362061, 0.005980160236358643, 0.005903359889984131, 0.005706751823425293, 0.005634047985076904, 0.005573631763458252, 0.00552243185043335, 0.0055214080810546875, 0.005588992118835449, 0.005511168003082275, 0.005429247856140137, 0.005404672145843506, 0.005669888019561768, 0.005793791770935058, 0.005831679821014404, 0.005805056095123291, 0.005792768001556397, 0.005763072013854981, 0.00582041597366333, 0.005745664119720459, 0.005616640090942383, 0.005553152084350586, 0.005567488193511963, 0.005534719944000244, 0.005501952171325684, 0.005534719944000244, 0.005509119987487793, 0.00552243185043335, 0.005536767959594726, 0.0055623679161071774, 0.0057712640762329105, 0.00563097620010376, 0.005669888019561768, 0.005700607776641845, 0.005610496044158936, 0.005687295913696289, 0.005818367958068848, 0.005758975982666016, 0.005757952213287353, 0.005796864032745362, 0.005895167827606201, 0.005792768001556397, 0.0057497601509094234, 0.005656576156616211, 0.005697535991668701, 0.0056217598915100095, 0.005784575939178467, 0.0057077760696411135, 0.005755904197692871, 0.00566476821899414, 0.005605375766754151, 0.00568832015991211, 0.005703680038452149, 0.00591974401473999, 0.0057487359046936035, 0.005645311832427978, 0.005535744190216065, 0.005448703765869141, 0.005473279953002929, 0.005434368133544922, 0.005477375984191894, 0.005493760108947754, 0.005489664077758789, 0.005595136165618897, 0.005643263816833496, 0.005533696174621582, 0.005626912117004394, 0.005530623912811279, 0.005534719944000244, 0.005568511962890625, 0.005469183921813964, 0.0057794561386108395, 0.005743616104125977, 0.005615615844726562, 0.005541888236999512, 0.005408768177032471, 0.0055552000999450684, 0.005662720203399658, 0.005533696174621582, 0.005472256183624268, 0.00537395191192627, 0.005368832111358642, 0.00546611213684082, 0.005464064121246338, 0.005852159976959229, 0.005657599925994873, 0.005545983791351319, 0.005653503894805908, 0.005665791988372803, 0.005857279777526855, 0.0057190399169921875, 0.005535744190216065, 0.005411839962005615, 0.005378047943115235, 0.006377471923828125, 0.005409791946411133, 0.005252096176147461, 0.005282815933227539, 0.005214208126068115, 0.005210112094879151, 0.005265408039093018, 0.00521830415725708, 0.005203968048095703, 0.005237760066986084, 0.005231616020202637, 0.005206016063690186, 0.005237760066986084, 0.005167103767395019, 0.00516812801361084, 0.005161983966827393, 0.005167103767395019, 0.005169151782989502, 0.005163008213043213, 0.005181439876556396, 0.005175295829772949, 0.005158912181854248, 0.00520908784866333, 0.005175295829772949, 0.00516812801361084, 0.0051660799980163576, 0.0051773438453674315, 0.005163008213043213, 0.0051660799980163576, 0.005190656185150146, 0.005171199798583984, 0.0051660799980163576, 0.005190656185150146, 0.005172224044799805, 0.005174272060394287, 0.00517632007598877, 0.005223423957824707, 0.005208064079284668, 0.005163008213043213, 0.00517632007598877, 0.00516812801361084, 0.005149695873260498, 0.005174272060394287, 0.0051773438453674315, 0.00517632007598877, 0.005164031982421875, 0.0051998720169067385, 0.0051773438453674315, 0.005181439876556396, 0.005185535907745361, 0.005171199798583984, 0.00517632007598877, 0.005163008213043213, 0.005181439876556396, 0.005174272060394287, 0.00516096019744873, 0.005197824001312256, 0.005180416107177735, 0.00516812801361084, 0.005178368091583252, 0.005185535907745361, 0.00517632007598877, 0.005194752216339111, 0.005187583923339844, 0.005184512138366699, 0.005174335956573487, 0.005188608169555664, 0.005180416107177735, 0.005183487892150879, 0.005181439876556396, 0.005269504070281982, 0.005173247814178467, 0.005165056228637695, 0.005182464122772217, 0.005187583923339844, 0.005142528057098389, 0.005164031982421875, 0.00526643180847168, 0.005169151782989502, 0.005156864166259765, 0.005189631938934326, 0.005167103767395019, 0.005171199798583984, 0.005175295829772949, 0.005641215801239013, 0.0051784319877624515 ] }, "throughput": { "unit": "samples/s", "value": 183.79716424942904 }, "energy": { "unit": "kWh", "cpu": 6.125377232949212e-08, "ram": 3.3408774126336975e-08, "gpu": 1.2765187760825189e-07, "total": 2.22314424064081e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4498133.687051071 } } } }