{ "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", "model": "microsoft/deberta-v3-base", "library": "transformers", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 975.355904, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 69, "total": 1.007857539176941, "mean": 0.014606631002564364, "stdev": 0.00042881203946817324, "p50": 0.01458892822265625, "p90": 0.015052793884277344, "p95": 0.015431270027160644, "p99": 0.015984466018676754, "values": [ 0.015372287750244141, 0.016288736343383788, 0.015841279983520508, 0.015065055847167969, 0.014686207771301269, 0.014623647689819335, 0.014551103591918945, 0.01456332778930664, 0.014806015968322754, 0.014712863922119141, 0.01461251163482666, 0.014684160232543946, 0.014809087753295898, 0.0149616641998291, 0.014672896385192872, 0.014992416381835938, 0.01458892822265625, 0.014501888275146485, 0.01449779224395752, 0.01460531234741211, 0.015048704147338866, 0.014977024078369141, 0.01467801570892334, 0.014731264114379883, 0.015213567733764649, 0.014618623733520507, 0.0145797119140625, 0.014717951774597168, 0.014859264373779296, 0.014538751602172852, 0.014555071830749512, 0.014534655570983887, 0.014871552467346191, 0.015049728393554687, 0.015543295860290527, 0.014715904235839844, 0.01469644832611084, 0.014564352035522461, 0.014459903717041016, 0.014418944358825684, 0.014322688102722168, 0.014484448432922363, 0.014593024253845215, 0.014726143836975097, 0.01547059154510498, 0.014495743751525878, 0.01430835247039795, 0.014171135902404786, 0.014272512435913086, 0.01459712028503418, 0.014600192070007324, 0.01448960018157959, 0.014204928398132324, 0.01420083236694336, 0.01409945583343506, 0.014109696388244629, 0.01459404754638672, 0.014120896339416504, 0.014147616386413575, 0.014047231674194336, 0.014136320114135742, 0.014081024169921874, 0.014155776023864745, 0.014064640045166015, 0.01409126377105713, 0.014136320114135742, 0.014081024169921874, 0.01415987205505371, 0.01408512020111084 ] }, "throughput": { "unit": "samples/s", "value": 68.46205670728851 }, "energy": { "unit": "kWh", "cpu": 1.6701714492138522e-07, "ram": 9.093868306232858e-08, "gpu": 3.466360797777796e-07, "total": 6.045919077614934e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1654008.2445074536 } } } }