{ "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": "0.2.0", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 975.458304, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 70, "total": 1.007840227127075, "mean": 0.01439771753038679, "stdev": 0.00107056545905484, "p50": 0.014158847808837891, "p90": 0.014704332733154296, "p95": 0.016207155609130858, "p99": 0.01903002662658692, "values": [ 0.020493312835693358, 0.01741721534729004, 0.015558655738830567, 0.014436351776123046, 0.013902848243713378, 0.013955072402954101, 0.013876223564147949, 0.014328831672668458, 0.0140830717086792, 0.014141440391540527, 0.013847552299499511, 0.013931520462036133, 0.01419878387451172, 0.014423040390014649, 0.013848575592041015, 0.013941760063171387, 0.013741056442260742, 0.013829119682312012, 0.013815808296203613, 0.013864959716796875, 0.013930496215820312, 0.014217215538024902, 0.013934592247009277, 0.013890560150146485, 0.014021632194519042, 0.016486400604248046, 0.018372608184814454, 0.01467903995513916, 0.015865856170654297, 0.014231552124023437, 0.013827072143554688, 0.013798399925231934, 0.013827072143554688, 0.014258111953735352, 0.014212096214294433, 0.013934592247009277, 0.013874176025390626, 0.013867008209228515, 0.01375436782836914, 0.013774847984313965, 0.013730815887451172, 0.013551615715026855, 0.013505536079406738, 0.014270463943481445, 0.014343199729919433, 0.014414848327636719, 0.014224384307861328, 0.014664704322814942, 0.014590975761413574, 0.014334976196289062, 0.014664704322814942, 0.014379008293151856, 0.014199808120727539, 0.014310400009155273, 0.01426636791229248, 0.014155776023864745, 0.014589952468872071, 0.014139391899108887, 0.014286848068237304, 0.014116864204406738, 0.014089216232299804, 0.01425715160369873, 0.014542847633361817, 0.014931967735290527, 0.014094335556030273, 0.014294015884399413, 0.014161919593811035, 0.014045184135437011, 0.014220288276672363, 0.0140697603225708 ] }, "throughput": { "unit": "samples/s", "value": 69.45545346958446 }, "energy": { "unit": "kWh", "cpu": 1.651157345764532e-07, "ram": 8.989148911296816e-08, "gpu": 3.351144233424662e-07, "total": 5.901216470318875e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1694565.866257681 } } } }