{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_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": {}, "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, "memory": true, "latency": 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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 772.509696, "max_global_vram": 1403.518976, "max_process_vram": 0.0, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "count": 1, "total": 7.40284521484375, "mean": 7.40284521484375, "stdev": 0.0, "p50": 7.40284521484375, "p90": 7.40284521484375, "p95": 7.40284521484375, "p99": 7.40284521484375, "values": [ 7.40284521484375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0641494840266022e-06, "ram": 5.674433365582802e-07, "gpu": 1.7061124760004917e-06, "total": 3.3377052965853743e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1160.654848, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.606656 }, "latency": { "unit": "s", "count": 73, "total": 1.011037118911743, "mean": 0.013849823546736207, "stdev": 0.0005842548593812861, "p50": 0.013585408210754395, "p90": 0.014324736213684082, "p95": 0.015546982383728024, "p99": 0.01591898078918457, "values": [ 0.016100351333618163, 0.015848447799682617, 0.01547980785369873, 0.01564774417877197, 0.01430016040802002, 0.013849599838256836, 0.013598719596862792, 0.01358131217956543, 0.013552639961242676, 0.013617152214050294, 0.013598719596862792, 0.013587455749511718, 0.013612031936645508, 0.013576191902160644, 0.013546496391296388, 0.0135894718170166, 0.013532159805297851, 0.01359769630432129, 0.013532159805297851, 0.013786111831665039, 0.013867008209228515, 0.013590527534484862, 0.013585408210754395, 0.01354751968383789, 0.013521920204162598, 0.013627391815185547, 0.013558783531188966, 0.013585408210754395, 0.013534208297729493, 0.013521920204162598, 0.013561823844909667, 0.014126079559326172, 0.013953023910522461, 0.013559807777404785, 0.01358028793334961, 0.013511679649353027, 0.013551648139953614, 0.01357209587097168, 0.013501440048217773, 0.013627391815185547, 0.013694975852966309, 0.013578240394592284, 0.013567999839782715, 0.013537280082702637, 0.01356390380859375, 0.014806048393249512, 0.01571020793914795, 0.014330880165100097, 0.014025728225708007, 0.013945856094360352, 0.014113792419433594, 0.01426534366607666, 0.014336000442504883, 0.014260224342346191, 0.014090239524841308, 0.014133248329162598, 0.014042112350463867, 0.013851648330688476, 0.013551615715026855, 0.013493247985839844, 0.013503487586975099, 0.013520832061767579, 0.01367961597442627, 0.013541376113891602, 0.013532159805297851, 0.013510656356811524, 0.013531135559082032, 0.01367244815826416, 0.013536255836486816, 0.013554688453674316, 0.013519871711730956, 0.013526016235351563, 0.0134901762008667 ] }, "throughput": { "unit": "samples/s", "value": 72.2030859545251 }, "energy": { "unit": "kWh", "cpu": 1.6073629127253284e-07, "ram": 8.78118627581636e-08, "gpu": 3.423426162162129e-07, "total": 5.908907702469093e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1692360.1625764787 } } } }