{ "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_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": 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", "numactl": false, "numactl_kwargs": {}, "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": "0.3.1", "optimum_benchmark_commit": "378d8dddb2c87c406ac8d3231c1c44d5a290b874", "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": 902.610944, "max_global_vram": 3128.38144, "max_process_vram": 44471.668736, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 7.19062548828125, "mean": 7.19062548828125, "stdev": 0.0, "p50": 7.19062548828125, "p90": 7.19062548828125, "p95": 7.19062548828125, "p99": 7.19062548828125, "values": [ 7.19062548828125 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1016.512512, "max_global_vram": 3183.706112, "max_process_vram": 206120.57088, "max_reserved": 555.74528, "max_allocated": 499.4432 }, "latency": { "unit": "s", "count": 126, "total": 0.9985657701492308, "mean": 0.007925125159914531, "stdev": 0.0003828136813878093, "p50": 0.0079837486743927, "p90": 0.008136228561401367, "p95": 0.008258388757705688, "p99": 0.009360347032546996, "values": [ 0.008286388397216796, 0.008249267578125, 0.008251668930053711, 0.008351668357849121, 0.008249588966369629, 0.008165107727050782, 0.008141748428344727, 0.008129108428955078, 0.00834478759765625, 0.008130708694458007, 0.008098388671875, 0.008068628311157226, 0.008088149070739747, 0.008006388664245606, 0.008014227867126465, 0.007980789184570312, 0.008017428398132324, 0.007994389057159424, 0.0077476692199707035, 0.007825747966766357, 0.007604148864746094, 0.008079029083251954, 0.008049267768859864, 0.008047987937927246, 0.008067668914794922, 0.01035342502593994, 0.008203187942504882, 0.008408628463745117, 0.007951347827911378, 0.007909908771514892, 0.00795150899887085, 0.009677586555480957, 0.008260628700256348, 0.008010067939758302, 0.007972468852996826, 0.00811662769317627, 0.007989428043365478, 0.00799294900894165, 0.008023028373718261, 0.007985589027404785, 0.008030549049377441, 0.008014067649841309, 0.007976949214935303, 0.007944948196411132, 0.00782046890258789, 0.007673268795013428, 0.007686388969421387, 0.007783029079437256, 0.007736789226531982, 0.007657588958740235, 0.007328949928283692, 0.0074289488792419435, 0.007236149787902832, 0.007098869800567627, 0.0071390290260314945, 0.007167990207672119, 0.007132949829101562, 0.007162549018859863, 0.007141429901123047, 0.00716303014755249, 0.007389749050140381, 0.00753278923034668, 0.0077476692199707035, 0.007767669200897217, 0.007739829063415527, 0.00802366828918457, 0.008061588287353516, 0.007754388809204101, 0.007742548942565918, 0.007664628982543945, 0.007408469200134277, 0.007769908905029297, 0.008029909133911132, 0.00803726863861084, 0.007971508026123047, 0.007982869148254395, 0.007947028160095215, 0.007930869102478028, 0.00805806827545166, 0.007975829124450684, 0.008017428398132324, 0.007885108947753907, 0.007417748928070069, 0.007677108764648438, 0.00779758882522583, 0.007877589225769043, 0.008060948371887207, 0.007929588794708252, 0.007953908920288086, 0.008006068229675293, 0.008022068977355957, 0.007985427856445312, 0.007986069202423096, 0.007984628200531006, 0.008089268684387207, 0.00800142765045166, 0.008046869277954102, 0.008010869026184081, 0.00800734806060791, 0.007968789100646972, 0.007979348182678222, 0.00803550910949707, 0.00800894832611084, 0.007971989154815675, 0.007919827938079833, 0.007449429035186767, 0.007566229820251465, 0.007866228103637695, 0.007944629192352295, 0.007918868064880371, 0.007991669178009033, 0.008012627601623535, 0.008007988929748536, 0.007945747852325439, 0.008033108711242676, 0.007976468086242677, 0.007925748825073242, 0.008004307746887207, 0.008022389411926269, 0.008022228240966796, 0.00800238800048828, 0.008008309364318848, 0.008034228324890137, 0.007968468189239502, 0.007942547798156738, 0.007624148845672607 ] }, "throughput": { "unit": "samples/s", "value": 126.18097251738351 }, "energy": null, "efficiency": null } } }