{ "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": "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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "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": 976.453632, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 74, "total": 0.998737825393677, "mean": 0.01349645709991455, "stdev": 0.00039168357847122273, "p50": 0.013515264034271241, "p90": 0.01398937635421753, "p95": 0.014288925218582153, "p99": 0.014692100315093992, "values": [ 0.014370752334594726, 0.015021056175231933, 0.01442307186126709, 0.01457043170928955, 0.013313023567199708, 0.013138943672180176, 0.013065216064453124, 0.01307750415802002, 0.01308672046661377, 0.013093888282775879, 0.013040639877319337, 0.013071359634399414, 0.013124608039855956, 0.013055999755859376, 0.013073408126831054, 0.01303756809234619, 0.013206527709960938, 0.013184000015258789, 0.013143039703369141, 0.013220895767211914, 0.01307750415802002, 0.013042688369750977, 0.014244864463806153, 0.013533184051513672, 0.013530112266540528, 0.013503487586975099, 0.013495295524597169, 0.013514752388000489, 0.013501440048217773, 0.013487104415893555, 0.013526016235351563, 0.013494272232055664, 0.013541376113891602, 0.013501472473144531, 0.013591551780700683, 0.013510656356811524, 0.013607935905456543, 0.013586432456970214, 0.013503487586975099, 0.013478912353515626, 0.014101504325866699, 0.014116864204406738, 0.013910016059875489, 0.013990912437438965, 0.013985792160034179, 0.013623295783996582, 0.013625344276428223, 0.01354751968383789, 0.013574144363403321, 0.01354751968383789, 0.013515775680541992, 0.013561856269836426, 0.013571071624755859, 0.013580224037170411, 0.01355059242248535, 0.01354854393005371, 0.013551615715026855, 0.013533184051513672, 0.013515775680541992, 0.013541376113891602, 0.013521920204162598, 0.013554688453674316, 0.013492223739624023, 0.013590527534484862, 0.01358950424194336, 0.013500415802001953, 0.013578240394592284, 0.013493247985839844, 0.013513728141784668, 0.012965888023376464, 0.012999679565429688, 0.01293619155883789, 0.012956671714782715, 0.01296076774597168 ] }, "throughput": { "unit": "samples/s", "value": 74.09351895812208 }, "energy": { "unit": "kWh", "cpu": 1.6024605212388216e-07, "ram": 8.743550851076584e-08, "gpu": 3.3578545381333807e-07, "total": 5.834670144479861e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1713892.9455096836 } } } }