{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.3.1+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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "4.42.3", "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": 870.305792, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 449.269248 }, "latency": { "unit": "s", "count": 182, "total": 0.9999504952430723, "mean": 0.005494233490346552, "stdev": 0.0001847667528848801, "p50": 0.0054154241085052485, "p90": 0.0057506815433502195, "p95": 0.00578841598033905, "p99": 0.0059926508569717405, "values": [ 0.0060415358543396, 0.005441535949707031, 0.005526527881622314, 0.005452799797058106, 0.005451776027679443, 0.005505023956298828, 0.005446656227111817, 0.005504000186920166, 0.005470208168029785, 0.00550707197189331, 0.005442560195922852, 0.005405695915222168, 0.005402624130249023, 0.005467135906219483, 0.005399551868438721, 0.005262335777282715, 0.005396480083465576, 0.005361663818359375, 0.0054241280555725096, 0.005635072231292724, 0.005758975982666016, 0.005836800098419189, 0.00572211217880249, 0.005743616104125977, 0.005687295913696289, 0.005669888019561768, 0.005815296173095703, 0.005693439960479736, 0.005756927967071533, 0.0057794561386108395, 0.005742591857910156, 0.005656576156616211, 0.005701632022857666, 0.005740543842315674, 0.00570470380783081, 0.005636096000671387, 0.0055552000999450684, 0.005690368175506591, 0.0057497601509094234, 0.005616703987121582, 0.005693439960479736, 0.005710847854614258, 0.005775360107421875, 0.005788671970367432, 0.005981184005737304, 0.00572211217880249, 0.005805056095123291, 0.00573747205734253, 0.005736447811126709, 0.005732351779937744, 0.00572108793258667, 0.005735424041748047, 0.00566476821899414, 0.005764095783233642, 0.0056780800819396975, 0.005643263816833496, 0.005697535991668701, 0.005750783920288086, 0.005830656051635743, 0.005673984050750733, 0.005647359848022461, 0.005650432109832764, 0.005692416191101074, 0.005699584007263184, 0.005783552169799804, 0.005788671970367432, 0.005700607776641845, 0.005702655792236328, 0.005495808124542236, 0.005488639831542969, 0.005482495784759522, 0.005810175895690918, 0.005444608211517334, 0.005448703765869141, 0.0054282240867614745, 0.005403647899627686, 0.005386240005493164, 0.005384191989898681, 0.0053340158462524415, 0.005274623870849609, 0.005197824001312256, 0.005202943801879883, 0.005268511772155762, 0.0053944320678710935, 0.005222400188446045, 0.005111807823181152, 0.005098495960235596, 0.005063680171966553, 0.006206463813781738, 0.005499904155731201, 0.0055848960876464845, 0.005586944103240967, 0.0055920639038085935, 0.005615615844726562, 0.005620736122131348, 0.005758975982666016, 0.005750783920288086, 0.005672959804534912, 0.005472256183624268, 0.005391359806060791, 0.005454847812652588, 0.005414912223815918, 0.005472256183624268, 0.005444608211517334, 0.005278719902038574, 0.00536678409576416, 0.005415999889373779, 0.005338111877441406, 0.005500927925109863, 0.005436416149139404, 0.005399551868438721, 0.00535756778717041, 0.0053944320678710935, 0.005359615802764893, 0.005380095958709717, 0.005370880126953125, 0.005359615802764893, 0.005393407821655274, 0.0053534722328186036, 0.005343232154846191, 0.0055214080810546875, 0.005370880126953125, 0.0053678078651428224, 0.0053821439743042, 0.005338111877441406, 0.005328896045684814, 0.005369855880737305, 0.005341184139251709, 0.005351424217224121, 0.005368832111358642, 0.005341184139251709, 0.005369855880737305, 0.005390336036682129, 0.005346303939819336, 0.00535756778717041, 0.0053975038528442385, 0.005356544017791748, 0.0053309440612792965, 0.005388288021087646, 0.005497856140136719, 0.0053606400489807126, 0.005380095958709717, 0.005338111877441406, 0.005348351955413819, 0.005390336036682129, 0.005445631980895996, 0.00541593599319458, 0.0053647360801696775, 0.005348351955413819, 0.005384191989898681, 0.00537497615814209, 0.005340159893035889, 0.005422080039978027, 0.005352447986602784, 0.005377024173736572, 0.0054098558425903324, 0.005370880126953125, 0.005354496002197265, 0.0053821439743042, 0.005338111877441406, 0.00535859203338623, 0.005408768177032471, 0.005375999927520752, 0.005336063861846924, 0.005386240005493164, 0.005344255924224854, 0.005339136123657226, 0.005380095958709717, 0.005338111877441406, 0.005338111877441406, 0.0053678078651428224, 0.005338111877441406, 0.005349376201629639, 0.005386240005493164, 0.005381120204925537, 0.005381120204925537, 0.005413887977600097, 0.00537395191192627, 0.005408768177032471, 0.005359615802764893, 0.005352447986602784, 0.005377024173736572 ] }, "throughput": { "unit": "samples/s", "value": 182.0090103118141 }, "energy": { "unit": "kWh", "cpu": 6.276128363567265e-08, "ram": 3.431058368855029e-08, "gpu": 1.297502507724859e-07, "total": 2.2682211809670882e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4408741.1245037215 } } } }