{ "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": 982.474752, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 71, "total": 1.0058228139877323, "mean": 0.014166518506869466, "stdev": 0.0004659233586016609, "p50": 0.014097408294677734, "p90": 0.014696512222290039, "p95": 0.015152128219604492, "p99": 0.015635536003112793, "values": [ 0.014941184043884278, 0.015498208045959474, 0.015251456260681152, 0.015345600128173828, 0.01468825626373291, 0.014220288276672363, 0.014106623649597168, 0.014131199836730958, 0.014430208206176758, 0.014393343925476074, 0.013562879562377929, 0.013674495697021484, 0.013785087585449218, 0.013562879562377929, 0.013940735816955567, 0.014224384307861328, 0.014178272247314452, 0.014337023735046387, 0.014751744270324708, 0.014223360061645507, 0.014330880165100097, 0.014474240303039551, 0.01447321605682373, 0.01429196834564209, 0.014557184219360352, 0.014235648155212402, 0.014268351554870605, 0.014153727531433105, 0.014637056350708008, 0.014201855659484864, 0.014017536163330077, 0.014171135902404786, 0.014696512222290039, 0.01451417636871338, 0.014333951950073242, 0.013565952301025391, 0.01367852783203125, 0.01425100803375244, 0.014097408294677734, 0.014038016319274902, 0.013884415626525879, 0.01377791976928711, 0.015955967903137205, 0.015052800178527831, 0.014414848327636719, 0.014150655746459961, 0.013888544082641601, 0.013890560150146485, 0.013894656181335448, 0.013834239959716797, 0.013884415626525879, 0.013889535903930664, 0.013850624084472657, 0.013884415626525879, 0.014098431587219238, 0.013834239959716797, 0.013828096389770507, 0.013808639526367187, 0.013730815887451172, 0.013837311744689941, 0.013775872230529786, 0.013855744361877441, 0.013808639526367187, 0.013820927619934082, 0.013888511657714844, 0.013841407775878906, 0.01380352020263672, 0.013825023651123047, 0.013888511657714844, 0.013816831588745117, 0.01387110424041748 ] }, "throughput": { "unit": "samples/s", "value": 70.58897353750616 }, "energy": { "unit": "kWh", "cpu": 1.5463291265575745e-07, "ram": 8.44605713322377e-08, "gpu": 3.326193137142871e-07, "total": 5.717127977022822e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1749129.9897763475 } } } }