{ "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", "library": "transformers", "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", "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": "0.2.1", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 975.515648, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 70, "total": 1.0092306232452397, "mean": 0.01441758033207485, "stdev": 0.00043281803130732914, "p50": 0.014469631671905517, "p90": 0.014797516822814941, "p95": 0.015288847780227661, "p99": 0.01584938042640686, "values": [ 0.015313920021057128, 0.015992768287658693, 0.01528927993774414, 0.014533568382263183, 0.014776288032531738, 0.014534655570983887, 0.014455807685852052, 0.014361599922180175, 0.014534655570983887, 0.014725119590759277, 0.014537728309631348, 0.014548992156982422, 0.014650367736816406, 0.014739456176757813, 0.014467071533203125, 0.014560256004333496, 0.014454784393310547, 0.014499839782714843, 0.01528831958770752, 0.01448755168914795, 0.01462377643585205, 0.014896127700805664, 0.01460223960876465, 0.014525440216064453, 0.014631936073303223, 0.014531583786010742, 0.014515199661254884, 0.014474240303039551, 0.014740480422973632, 0.014414848327636719, 0.014409728050231933, 0.01447219181060791, 0.014546879768371582, 0.01578495979309082, 0.01478656005859375, 0.014486528396606446, 0.01448960018157959, 0.014337023735046387, 0.014355456352233887, 0.014321663856506347, 0.014193663597106934, 0.014403583526611329, 0.014474240303039551, 0.014929920196533204, 0.014532608032226562, 0.014476287841796874, 0.01408512020111084, 0.014196736335754395, 0.014029824256896972, 0.013910016059875489, 0.013980671882629395, 0.013893695831298828, 0.014016511917114258, 0.013957088470458984, 0.01397555160522461, 0.013900799751281738, 0.014395392417907715, 0.014152704238891601, 0.013963264465332031, 0.013875200271606445, 0.013956095695495606, 0.013889535903930664, 0.013908991813659668, 0.013959168434143066, 0.013917183876037598, 0.01386188793182373, 0.01396019172668457, 0.013910016059875489, 0.013896703720092773, 0.013929471969604493 ] }, "throughput": { "unit": "samples/s", "value": 69.3597661304717 }, "energy": { "unit": "kWh", "cpu": 1.6292014259907392e-07, "ram": 8.888658838707806e-08, "gpu": 3.4823467736985594e-07, "total": 6.000414083560079e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1666551.6513931893 } } } }