{ "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", "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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "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": 878.731264, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 449.269248 }, "latency": { "unit": "s", "count": 144, "total": 0.999821311950683, "mean": 0.006943203555213081, "stdev": 0.0002602942852551612, "p50": 0.0069903359413146975, "p90": 0.007173529386520386, "p95": 0.007270297479629516, "p99": 0.007912007708549499, "values": [ 0.007541759967803955, 0.007205887794494629, 0.007314432144165039, 0.007275519847869873, 0.007333888053894043, 0.00724070405960083, 0.007234560012817383, 0.007187456130981445, 0.007061503887176514, 0.007046144008636474, 0.007030784130096435, 0.007111680030822754, 0.007067647933959961, 0.007057407855987549, 0.006985727787017822, 0.007002111911773682, 0.007030784130096435, 0.007048192024230957, 0.0071157760620117185, 0.007143424034118652, 0.007142399787902832, 0.0070522880554199216, 0.0070860800743103025, 0.007077888011932373, 0.007172095775604248, 0.00714035177230835, 0.007146495819091797, 0.007094272136688232, 0.007096320152282715, 0.007048192024230957, 0.007046144008636474, 0.007038976192474365, 0.007107583999633789, 0.007054336071014404, 0.007018496036529541, 0.006930431842803955, 0.006948863983154297, 0.006993919849395752, 0.006977536201477051, 0.006939648151397705, 0.007045119762420654, 0.007065599918365479, 0.00709939193725586, 0.007072768211364746, 0.007159808158874512, 0.007098368167877197, 0.007139328002929687, 0.007003136157989502, 0.007008255958557129, 0.007090176105499267, 0.007094272136688232, 0.007015423774719238, 0.007005184173583984, 0.006969344139099121, 0.0069847040176391605, 0.006971392154693603, 0.007017471790313721, 0.007024640083312988, 0.007174143791198731, 0.006993919849395752, 0.007003136157989502, 0.006986752033233643, 0.007023615837097168, 0.006977536201477051, 0.006986752033233643, 0.0070225920677185055, 0.007062528133392334, 0.007006207942962647, 0.00714137601852417, 0.007147520065307617, 0.007144447803497315, 0.007181312084197998, 0.007058432102203369, 0.007003136157989502, 0.007087103843688965, 0.006998015880584717, 0.007095295906066895, 0.006956031799316406, 0.006970367908477783, 0.006872064113616944, 0.00684441614151001, 0.0069550080299377445, 0.006909952163696289, 0.006689792156219483, 0.006646783828735352, 0.0067338237762451176, 0.006831103801727295, 0.006860799789428711, 0.006957056045532227, 0.0072130560874938965, 0.007087103843688965, 0.007457791805267334, 0.008080384254455567, 0.007912447929382324, 0.007911424160003662, 0.00673689603805542, 0.0067717118263244626, 0.006772736072540283, 0.006710271835327148, 0.00667955207824707, 0.006638591766357422, 0.006666240215301514, 0.006759424209594727, 0.00669593620300293, 0.006668288230895996, 0.006699007987976074, 0.006631423950195312, 0.0066304001808166506, 0.006625279903411865, 0.006631423950195312, 0.006609920024871826, 0.006626304149627686, 0.006658048152923584, 0.006642687797546387, 0.006648831844329834, 0.006666240215301514, 0.006665215969085693, 0.006659071922302246, 0.006863872051239014, 0.006652927875518798, 0.00667955207824707, 0.006645760059356689, 0.0066304001808166506, 0.006652927875518798, 0.00667852783203125, 0.006864895820617676, 0.006683648109436035, 0.006686719894409179, 0.006639616012573242, 0.006662144184112549, 0.006694911956787109, 0.006615039825439453, 0.006708223819732666, 0.006626304149627686, 0.0066304001808166506, 0.0066416640281677245, 0.0066447358131408694, 0.006603775978088379, 0.006661119937896728, 0.0066344962120056155, 0.006625279903411865, 0.006646783828735352, 0.006642687797546387, 0.006616064071655273 ] }, "throughput": { "unit": "samples/s", "value": 144.02573567775963 }, "energy": { "unit": "kWh", "cpu": 7.506879321633513e-08, "ram": 4.1036746570401334e-08, "gpu": 1.4371846940506312e-07, "total": 2.598240091917996e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3848759.023889165 } } } }