{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "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": false, "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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "4ec62071e1c9b9c89fb7e3c044340b391a0c4120", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1007.190016, "max_global_vram": 1877.520384, "max_process_vram": 234487.123968, "max_reserved": 555.74528, "max_allocated": 499.443712 }, "latency": { "unit": "s", "count": 129, "total": 0.9963395566940308, "mean": 0.007723562454992486, "stdev": 9.508950416811287e-05, "p50": 0.00772273588180542, "p90": 0.007785038948059082, "p95": 0.007806287002563477, "p99": 0.007878249263763428, "values": [ 0.007804656028747558, 0.007755535125732422, 0.007805614948272705, 0.007823535919189453, 0.007861774921417236, 0.007884655952453613, 0.007841935157775879, 0.007760655879974365, 0.007806735038757324, 0.007757935047149658, 0.007739055156707764, 0.00768993616104126, 0.007765134811401367, 0.007712015151977539, 0.007705134868621826, 0.007712015151977539, 0.00768081521987915, 0.007600655078887939, 0.007661135196685791, 0.007685776233673096, 0.00764817476272583, 0.00763937520980835, 0.007685615062713623, 0.007756334781646728, 0.007745615005493164, 0.0077628960609436035, 0.007789774894714356, 0.007759055137634277, 0.007731375217437744, 0.007713136196136475, 0.007836814880371093, 0.007741934776306152, 0.007771056175231933, 0.007759055137634277, 0.007754415035247803, 0.00773761510848999, 0.007773615837097168, 0.0077459349632263185, 0.007760334968566895, 0.007754254817962647, 0.007742094993591309, 0.0077747349739074705, 0.007782735824584961, 0.0077654547691345215, 0.007772655010223389, 0.007777775764465332, 0.00780481481552124, 0.0077838549613952635, 0.007801775932312012, 0.007744655132293701, 0.007789774894714356, 0.007746095180511474, 0.007730576038360595, 0.007687534809112549, 0.007698575019836426, 0.007704814910888672, 0.007700815200805664, 0.007732655048370361, 0.007712016105651856, 0.007689774990081787, 0.0076843352317810054, 0.007695535182952881, 0.0076040148735046385, 0.007661294937133789, 0.0075348949432373045, 0.0072403340339660645, 0.00727665376663208, 0.008356817245483398, 0.007758415222167968, 0.007685454845428466, 0.007572655200958252, 0.007718414783477783, 0.0077128162384033205, 0.007699534893035888, 0.007697935104370117, 0.007715694904327393, 0.007702095031738281, 0.007666574954986572, 0.007705296039581299, 0.0076889748573303225, 0.007697454929351807, 0.007723694801330567, 0.007692174911499023, 0.007695374965667724, 0.007664014816284179, 0.007670414924621582, 0.007728334903717041, 0.007706894874572754, 0.007711854934692383, 0.007715374946594238, 0.00772273588180542, 0.007685774803161621, 0.007681455135345459, 0.007709774971008301, 0.007760175228118896, 0.007694415092468262, 0.0077036948204040525, 0.0076700949668884275, 0.007704174995422363, 0.0076584148406982425, 0.0076748948097229005, 0.007729135036468506, 0.0077016158103942875, 0.007735215187072754, 0.007720495223999023, 0.007715054988861084, 0.007768815994262696, 0.0077502551078796385, 0.007728654861450196, 0.007700174808502197, 0.007778255939483642, 0.007759695053100586, 0.007731054782867432, 0.007724975109100342, 0.0077340960502624515, 0.007751054763793945, 0.007758735179901123, 0.007718894958496094, 0.007756336212158203, 0.007729774951934815, 0.007714254856109619, 0.007723374843597412, 0.0077390561103820804, 0.007697134971618652, 0.007734095096588135, 0.007714573860168457, 0.007708654880523681, 0.007691854953765869, 0.007711054801940918 ] }, "throughput": { "unit": "samples/s", "value": 129.4739319876417 }, "energy": null, "efficiency": null } } }