{ "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": 975.429632, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 70, "total": 1.0040228481292726, "mean": 0.014343183544703894, "stdev": 0.0003682714014971224, "p50": 0.014191616058349609, "p90": 0.014743010807037354, "p95": 0.014961151933670045, "p99": 0.015345622892379762, "values": [ 0.014783488273620606, 0.01563955211639404, 0.015193087577819824, 0.01498419189453125, 0.014622655868530274, 0.014131135940551758, 0.01407590389251709, 0.014104576110839843, 0.01413430404663086, 0.014747648239135743, 0.014623744010925293, 0.014552063941955566, 0.014637056350708008, 0.014639103889465332, 0.014598143577575684, 0.014673919677734374, 0.014561280250549317, 0.014057472229003906, 0.014238719940185546, 0.014576640129089356, 0.014932991981506348, 0.014403583526611329, 0.014628864288330079, 0.014562303543090821, 0.014603263854980468, 0.014492671966552734, 0.014515199661254884, 0.014527487754821777, 0.0147424955368042, 0.014451711654663087, 0.01460531234741211, 0.01447532844543457, 0.014741503715515136, 0.015213567733764649, 0.014315520286560059, 0.014144512176513671, 0.014108672142028808, 0.014047231674194336, 0.013963264465332031, 0.014060544013977052, 0.013789183616638183, 0.014467071533203125, 0.014636032104492188, 0.014631936073303223, 0.014593024253845215, 0.01409331226348877, 0.01400115203857422, 0.014032896041870118, 0.014055520057678223, 0.014087200164794922, 0.014029824256896972, 0.014056447982788087, 0.014120960235595703, 0.014030847549438476, 0.013842432022094727, 0.013847552299499511, 0.014013440132141113, 0.013996031761169434, 0.014008319854736329, 0.01408512020111084, 0.014047231674194336, 0.014025728225708007, 0.013988863945007325, 0.014048255920410157, 0.014276608467102051, 0.014111743927001954, 0.014035967826843262, 0.014022656440734863, 0.013958144187927245, 0.01397862434387207 ] }, "throughput": { "unit": "samples/s", "value": 69.71952892349636 }, "energy": { "unit": "kWh", "cpu": 1.634153691963881e-07, "ram": 8.930125363866402e-08, "gpu": 3.273899118356236e-07, "total": 5.801065346706758e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1723821.2987338544 } } } }