{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-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": 66697.293824, "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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": { "load": { "memory": { "unit": "MB", "max_ram": 718.565376, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.14132763671875, "mean": 7.14132763671875, "stdev": 0.0, "p50": 7.14132763671875, "p90": 7.14132763671875, "p95": 7.14132763671875, "p99": 7.14132763671875, "values": [ 7.14132763671875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.394897354973688e-07, "ram": 4.7088757128610346e-07, "gpu": 1.604445728000184e-06, "total": 3.014823034783656e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 918.130688, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 133, "total": 1.0013403520584103, "mean": 0.0075288748275068465, "stdev": 0.0002552160246561254, "p50": 0.007582719802856445, "p90": 0.0077996031761169435, "p95": 0.007904256153106689, "p99": 0.008112527313232422, "values": [ 0.007799808025360107, 0.007512063980102539, 0.007536640167236328, 0.007502848148345947, 0.007472127914428711, 0.007408736228942871, 0.007293951988220215, 0.007592959880828858, 0.00765235185623169, 0.0077578239440917966, 0.007665664196014404, 0.007600128173828125, 0.007544864177703858, 0.007612415790557861, 0.007662591934204102, 0.007713823795318603, 0.007740447998046875, 0.00773635196685791, 0.00805679988861084, 0.007655392169952393, 0.007823359966278077, 0.008736767768859864, 0.00793497610092163, 0.007804992198944091, 0.007817215919494629, 0.007670783996582031, 0.007675903797149658, 0.007698368072509765, 0.007883776187896728, 0.0076605439186096195, 0.007601151943206787, 0.007661568164825439, 0.007566336154937744, 0.007610367774963379, 0.0076871681213378906, 0.007790592193603516, 0.007659520149230957, 0.007798783779144287, 0.00774451208114624, 0.007745535850524903, 0.0077844481468200685, 0.007619584083557129, 0.007641088008880615, 0.007771135807037354, 0.007655424118041992, 0.007742464065551758, 0.007678976058959961, 0.007635968208312988, 0.007849984169006348, 0.007614463806152344, 0.007685120105743408, 0.007733248233795166, 0.007664639949798584, 0.00759500789642334, 0.007628799915313721, 0.007666687965393066, 0.0076267518997192385, 0.0077199358940124516, 0.007990272045135497, 0.00783564805984497, 0.00794316816329956, 0.008045568466186523, 0.007733248233795166, 0.007678976058959961, 0.0077506561279296875, 0.007582719802856445, 0.0076308479309082035, 0.007709695816040039, 0.0077578239440917966, 0.007504896163940429, 0.0074527359008789065, 0.007585792064666748, 0.007489535808563232, 0.007265279769897461, 0.007422976016998291, 0.00738099193572998, 0.007621632099151611, 0.007620607852935791, 0.007651328086853027, 0.007716864109039307, 0.008138751983642578, 0.007580671787261963, 0.0073062400817871095, 0.007334911823272705, 0.00728166389465332, 0.007234560012817383, 0.0072765440940856935, 0.007362559795379638, 0.007256063938140869, 0.007354368209838867, 0.007291903972625732, 0.007292928218841553, 0.0072325119972229, 0.007274496078491211, 0.007255040168762207, 0.007269375801086426, 0.007200767993927002, 0.007260159969329834, 0.00723967981338501, 0.007176191806793213, 0.007228415966033935, 0.007347296237945557, 0.007241727828979493, 0.007214079856872559, 0.00723967981338501, 0.007247871875762939, 0.007204864025115967, 0.007243775844573975, 0.007234560012817383, 0.007269408226013184, 0.007153664112091064, 0.0073697280883789065, 0.007368703842163086, 0.007324672222137451, 0.0073359360694885255, 0.007328767776489258, 0.007214079856872559, 0.007225344181060791, 0.00722431993484497, 0.007287807941436767, 0.007241727828979493, 0.0071874880790710445, 0.0072325119972229, 0.007245823860168457, 0.007265279769897461, 0.0074711041450500485, 0.007259136199951172, 0.00727347183227539, 0.007278592109680176, 0.0073062400817871095, 0.007265279769897461, 0.0072213120460510255, 0.007393280029296875 ] }, "throughput": { "unit": "samples/s", "value": 132.82197179670013 }, "energy": { "unit": "kWh", "cpu": 8.206821949545909e-08, "ram": 4.4868679406439095e-08, "gpu": 1.5297904958620099e-07, "total": 2.7991594848809914e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3572500.978959103 } } } }