{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_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": {}, "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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": 977.727488, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 72, "total": 1.0054134082794188, "mean": 0.013964075114991932, "stdev": 0.00048452950488947103, "p50": 0.013945856094360352, "p90": 0.014506656169891358, "p95": 0.014775244665145874, "p99": 0.015397242612838747, "values": [ 0.015508480072021484, 0.015351807594299317, 0.014829567909240723, 0.014742527961730957, 0.0140697603225708, 0.014285823822021485, 0.014215167999267577, 0.014203904151916504, 0.014248959541320801, 0.014112768173217773, 0.014070783615112305, 0.014263296127319336, 0.014172160148620605, 0.01477017593383789, 0.014510144233703613, 0.014246912002563476, 0.014369791984558105, 0.014346240043640136, 0.014115872383117676, 0.014164959907531739, 0.01447116756439209, 0.01417523193359375, 0.014225407600402832, 0.013937664031982423, 0.014053376197814941, 0.013881343841552735, 0.013858816146850587, 0.014052351951599122, 0.014575615882873535, 0.014781439781188965, 0.014459903717041016, 0.014475263595581055, 0.01429094409942627, 0.01399500846862793, 0.014006272315979004, 0.013950976371765136, 0.013911040306091308, 0.013899776458740234, 0.013953023910522461, 0.013915136337280273, 0.013876223564147949, 0.013430784225463867, 0.013430784225463867, 0.01346560001373291, 0.013398015975952148, 0.013431808471679688, 0.013451264381408692, 0.013424639701843261, 0.01342972755432129, 0.013460479736328124, 0.01343283176422119, 0.014407615661621093, 0.013944831848144532, 0.013946880340576171, 0.013883392333984374, 0.013922304153442382, 0.01388646411895752, 0.013930496215820312, 0.013429759979248047, 0.013411328315734864, 0.013492223739624023, 0.01347379207611084, 0.013392895698547362, 0.01338265609741211, 0.013392895698547362, 0.013420543670654296, 0.013371456146240234, 0.01335807991027832, 0.013455360412597657, 0.013389823913574218, 0.01338368034362793, 0.013435903549194337 ] }, "throughput": { "unit": "samples/s", "value": 71.6123332025329 }, "energy": { "unit": "kWh", "cpu": 1.611029108365377e-07, "ram": 8.807571214787856e-08, "gpu": 3.5670073581079516e-07, "total": 6.058793587952113e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1650493.5932930543 } } } }