{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "token-classification", "model": "microsoft/deberta-v3-base", "library": "transformers", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 975.568896, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 70, "total": 1.009557504653931, "mean": 0.014422250066484723, "stdev": 0.0004920251274069271, "p50": 0.014230527877807618, "p90": 0.014923571586608887, "p95": 0.015304857397079468, "p99": 0.016073792572021486, "values": [ 0.015762432098388672, 0.016315391540527344, 0.015965248107910158, 0.015320063591003418, 0.014738431930541992, 0.014839808464050292, 0.014644224166870118, 0.014640128135681153, 0.014777312278747559, 0.014872575759887695, 0.014724096298217774, 0.014078975677490235, 0.014147583961486816, 0.014136320114135742, 0.014079999923706055, 0.014073856353759765, 0.013982720375061035, 0.014005248069763183, 0.014011391639709473, 0.014023679733276367, 0.014255104064941406, 0.014311424255371094, 0.014206975936889648, 0.014056447982788087, 0.014193663597106934, 0.01429094409942627, 0.013938688278198242, 0.014042112350463867, 0.014204928398132324, 0.013959168434143066, 0.013937664031982423, 0.014014464378356933, 0.01458073616027832, 0.015286272048950195, 0.015141887664794922, 0.014883839607238769, 0.014682111740112304, 0.014181376457214356, 0.013913087844848633, 0.01396019172668457, 0.01375334358215332, 0.01389363193511963, 0.014745599746704101, 0.014753791809082031, 0.014922752380371093, 0.014610431671142577, 0.014212096214294433, 0.014252032279968262, 0.014146559715270996, 0.014161919593811035, 0.01435750389099121, 0.014135295867919923, 0.014196736335754395, 0.014144512176513671, 0.014301183700561524, 0.0148602876663208, 0.01475279998779297, 0.014120960235595703, 0.014873600006103516, 0.014930944442749023, 0.014249983787536622, 0.014229503631591797, 0.014307328224182129, 0.014208000183105468, 0.014289919853210448, 0.014231552124023437, 0.01416806411743164, 0.014262271881103515, 0.014105600357055664, 0.01419871997833252 ] }, "throughput": { "unit": "samples/s", "value": 69.33730835272777 }, "energy": { "unit": "kWh", "cpu": 1.6915546286673776e-07, "ram": 9.247016453238237e-08, "gpu": 3.541947278000099e-07, "total": 6.1582035519913e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1623850.1887074565 } } } }