{ "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": 975.560704, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 68, "total": 1.000941536903381, "mean": 0.014719728483873255, "stdev": 0.000530674990755611, "p50": 0.014621696472167968, "p90": 0.015451852607727051, "p95": 0.015788995122909544, "p99": 0.016334140281677244, "values": [ 0.015537152290344238, 0.016266239166259765, 0.015834176063537597, 0.015705087661743163, 0.015308799743652344, 0.015548416137695312, 0.014744576454162597, 0.014277631759643555, 0.016472000122070313, 0.015415295600891114, 0.014592960357666015, 0.01476095962524414, 0.014982144355773925, 0.014783488273620606, 0.014749695777893066, 0.01498419189453125, 0.014545920372009278, 0.014710783958435059, 0.014621696472167968, 0.014621696472167968, 0.014962688446044922, 0.015037440299987792, 0.014627840042114258, 0.01497599983215332, 0.01460428810119629, 0.014146559715270996, 0.01447935962677002, 0.014950400352478027, 0.014592991828918458, 0.014727231979370117, 0.014653440475463866, 0.015023103713989258, 0.01528934383392334, 0.015013888359069824, 0.015082464218139649, 0.014745599746704101, 0.014797823905944824, 0.014515199661254884, 0.014611455917358398, 0.014366720199584961, 0.014523391723632812, 0.014558272361755371, 0.0146810884475708, 0.014913536071777344, 0.014715904235839844, 0.014443519592285157, 0.014433279991149902, 0.014351360321044922, 0.01417625617980957, 0.014249983787536622, 0.01417625617980957, 0.014254079818725587, 0.014116864204406738, 0.014129152297973633, 0.01438304042816162, 0.01617100715637207, 0.014780415534973144, 0.014154751777648926, 0.014204928398132324, 0.014169088363647461, 0.014140416145324707, 0.0142673921585083, 0.014153727531433105, 0.01427353572845459, 0.014144543647766114, 0.014191616058349609, 0.014334976196289062, 0.01418239974975586 ] }, "throughput": { "unit": "samples/s", "value": 67.93603571530461 }, "energy": { "unit": "kWh", "cpu": 1.672399482443486e-07, "ram": 9.139756271701705e-08, "gpu": 3.643156279154941e-07, "total": 6.229531388768598e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1605257.1816283467 } } } }