{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.5.1+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "token-classification", "library": "transformers", "model_type": "deberta-v2", "model": "microsoft/deberta-v3-base", "processor": "microsoft/deberta-v3-base", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_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": 2, "sequence_length": 16, "num_choices": 2 }, "new_tokens": null, "memory": true, "latency": 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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.228-219.884.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": "0.5.0.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.46.3", "transformers_commit": null, "accelerate_version": "1.1.1", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.11", "timm_commit": null, "peft_version": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 819.867648, "max_global_vram": 1410.859008, "max_process_vram": 0.0, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "values": [ 0.055482368469238284 ], "count": 1, "total": 0.055482368469238284, "mean": 0.055482368469238284, "p50": 0.055482368469238284, "p90": 0.055482368469238284, "p95": 0.055482368469238284, "p99": 0.055482368469238284, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1205.256192, "max_global_vram": 1444.41344, "max_process_vram": 0.0, "max_reserved": 796.91776, "max_allocated": 757.115392 }, "latency": { "unit": "s", "values": [ 0.015779840469360353, 0.015420415878295898, 0.015448063850402831, 0.015366144180297851, 0.01529139232635498, 0.015363072395324707, 0.01538969612121582, 0.0154552001953125, 0.015535103797912597, 0.015642623901367187, 0.015630335807800294, 0.015485952377319336, 0.015482879638671876, 0.01577779197692871, 0.015482879638671876, 0.01536511993408203, 0.015309823989868163, 0.015599616050720215, 0.01567948818206787, 0.015256575584411621, 0.015480863571166991, 0.015251456260681152, 0.015221759796142579, 0.015734784126281737, 0.01582592010498047, 0.01511526393890381, 0.014865407943725586, 0.014729215621948242, 0.014746623992919922, 0.015457280158996582, 0.015235072135925292, 0.014690303802490234, 0.01476195240020752, 0.015341567993164062, 0.015287296295166015, 0.01542246437072754, 0.01549721622467041, 0.01520844841003418, 0.015078463554382325, 0.015186944007873536, 0.015042559623718262, 0.0148602876663208, 0.014753791809082031, 0.014771200180053711, 0.015275039672851563, 0.014962688446044922, 0.014851072311401366, 0.015319040298461914, 0.014908415794372559, 0.014813183784484863, 0.014766079902648926, 0.014745599746704101, 0.014771200180053711, 0.014873600006103516, 0.01480294418334961, 0.014766079902648926, 0.014756863594055175, 0.014729215621948242, 0.014784511566162109, 0.014767104148864747, 0.014822400093078614, 0.014730239868164062, 0.014737407684326171, 0.014741503715515136, 0.014733311653137206, 0.014779392242431641 ], "count": 66, "total": 0.9997650547027587, "mean": 0.015147955374284223, "p50": 0.015215104103088378, "p90": 0.015614975929260255, "p95": 0.01572096014022827, "p99": 0.015795968341827393, "stdev": 0.00034564627690391637, "stdev_": 2.281801526103644 }, "throughput": { "unit": "samples/s", "value": 132.0310200672548 }, "energy": { "unit": "kWh", "cpu": 1.7785592606758523e-07, "ram": 9.703931106274279e-08, "gpu": 4.360119574328386e-07, "total": 7.109071945631666e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2813306.7372161658 } } } }