{ "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": {}, "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": "0.3.1", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 914.075648, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.039104 }, "latency": { "unit": "s", "count": 137, "total": 1.0031216316223144, "mean": 0.0073220557052723675, "stdev": 0.00047117931468373725, "p50": 0.007287807941436767, "p90": 0.007434035301208497, "p95": 0.007649689769744872, "p99": 0.009700597686767544, "values": [ 0.010600447654724121, 0.01103872013092041, 0.008084447860717773, 0.007704576015472412, 0.00758784008026123, 0.007568384170532226, 0.00810086441040039, 0.007215104103088379, 0.007017471790313721, 0.007003136157989502, 0.006972415924072266, 0.006990848064422607, 0.006974463939666748, 0.006960127830505371, 0.007018496036529541, 0.007395328044891358, 0.007341055870056152, 0.007311359882354736, 0.007287807941436767, 0.007435264110565186, 0.007357439994812012, 0.007316480159759522, 0.007346176147460938, 0.007331840038299561, 0.007351295948028564, 0.0073062400817871095, 0.007302144050598145, 0.007301119804382325, 0.0073062400817871095, 0.007322624206542969, 0.008093695640563964, 0.007384064197540283, 0.007322624206542969, 0.007360511779785156, 0.007326720237731933, 0.007287807941436767, 0.007286784172058106, 0.007319551944732666, 0.007304192066192627, 0.007311359882354736, 0.007329792022705078, 0.007292863845825196, 0.007303167819976806, 0.007262207984924316, 0.007264256000518799, 0.007259071826934815, 0.007329792022705078, 0.007356416225433349, 0.007300096035003662, 0.007307263851165771, 0.00727347183227539, 0.0072130560874938965, 0.007214079856872559, 0.00722431993484497, 0.007189504146575928, 0.007234560012817383, 0.007181312084197998, 0.007303199768066406, 0.007320576190948487, 0.007260191917419434, 0.007313344001770019, 0.0073431038856506346, 0.007263199806213379, 0.0074332160949707035, 0.007305215835571289, 0.007293920040130616, 0.007279615879058838, 0.007275519847869873, 0.007309311866760254, 0.007307263851165771, 0.007314432144165039, 0.007322624206542969, 0.007305215835571289, 0.0072806720733642576, 0.007278592109680176, 0.007282688140869141, 0.007304192066192627, 0.007269375801086426, 0.00728166389465332, 0.007280640125274658, 0.007263232231140137, 0.007287807941436767, 0.007278592109680176, 0.007277599811553955, 0.007275519847869873, 0.007269343852996826, 0.007275519847869873, 0.007277567863464355, 0.0073134078979492185, 0.007763967990875244, 0.007510015964508057, 0.007267327785491944, 0.0072806720733642576, 0.00728166389465332, 0.007284736156463623, 0.00729804801940918, 0.0072765440940856935, 0.007270400047302246, 0.007293951988220215, 0.007326720237731933, 0.007308288097381592, 0.00729804801940918, 0.007269408226013184, 0.007271423816680909, 0.007258111953735351, 0.0072499198913574215, 0.007275519847869873, 0.007270400047302246, 0.007303167819976806, 0.007635968208312988, 0.007301119804382325, 0.00729804801940918, 0.007485439777374267, 0.007324672222137451, 0.007299071788787842, 0.007005184173583984, 0.007049215793609619, 0.007032832145690918, 0.007005184173583984, 0.006949888229370117, 0.006966271877288818, 0.006966271877288818, 0.006960127830505371, 0.006948863983154297, 0.0069928960800170895, 0.006964223861694336, 0.006938623905181885, 0.006922239780426025, 0.006965248107910156, 0.006939648151397705, 0.006918144226074219, 0.006939648151397705, 0.006939712047576904, 0.006977536201477051, 0.007411712169647216, 0.007450655937194824, 0.007346176147460938 ] }, "throughput": { "unit": "samples/s", "value": 136.57366732131433 }, "energy": { "unit": "kWh", "cpu": 8.652728452783045e-08, "ram": 4.730052946856916e-08, "gpu": 1.6230142748905e-07, "total": 2.9612924148544966e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3376903.932160766 } } } }