{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.0.dev20231010+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": "6", "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": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 955.78112, "max_global_vram": 68702.69952, "max_process_vram": 46141.325312, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 13.48337109375, "mean": 13.48337109375, "stdev": 0.0, "p50": 13.48337109375, "p90": 13.48337109375, "p95": 13.48337109375, "p99": 13.48337109375, "values": [ 13.48337109375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1082.687488, "max_global_vram": 68702.69952, "max_process_vram": 245274.865664, "max_reserved": 555.74528, "max_allocated": 499.4432 }, "latency": { "unit": "s", "count": 140, "total": 0.997159558296204, "mean": 0.00712256827354431, "stdev": 0.0012613846791237773, "p50": 0.006859049081802368, "p90": 0.0077194820404052735, "p95": 0.007879114079475403, "p99": 0.013292702598571775, "values": [ 0.007718090057373047, 0.007677450180053711, 0.00784705114364624, 0.007869289875030518, 0.007898731231689453, 0.007889450073242188, 0.007930571079254151, 0.007878570079803467, 0.008015689849853515, 0.007808170795440674, 0.007778090000152588, 0.007714729785919189, 0.007692969799041748, 0.007700170040130615, 0.015660659790039062, 0.002416322946548462, 0.0056203269958496095, 0.007596330165863037, 0.007528490066528321, 0.007491209983825684, 0.007488490104675293, 0.007510250091552735, 0.007580009937286377, 0.007676170825958252, 0.007602089881896972, 0.007531529903411866, 0.007589930057525634, 0.007610249996185303, 0.007644010066986084, 0.007791050910949707, 0.007732009887695313, 0.007645770072937012, 0.007545450210571289, 0.007521130084991455, 0.0075513701438903805, 0.007517769813537598, 0.007559209823608398, 0.0075683298110961915, 0.007549610137939453, 0.007589290142059326, 0.006831530094146728, 0.006917609214782715, 0.006875208854675293, 0.007174728870391845, 0.0068326501846313475, 0.007052488803863525, 0.007056649208068848, 0.006837928771972656, 0.006855370044708252, 0.006854729175567627, 0.006772968769073486, 0.006769769191741944, 0.006818408966064453, 0.006871368885040283, 0.006858088970184326, 0.00686000919342041, 0.006900649070739746, 0.006907370090484619, 0.006788808822631836, 0.00682512903213501, 0.006852649211883545, 0.006845609188079834, 0.01320993709564209, 0.0023496038913726805, 0.006172167778015137, 0.00691248893737793, 0.006624168872833252, 0.006649128913879395, 0.0066684880256652835, 0.006633769035339356, 0.0066334490776062014, 0.006631369113922119, 0.006857449054718017, 0.00664832878112793, 0.006658888816833496, 0.006636329174041748, 0.006640967845916748, 0.00666896915435791, 0.0066523289680480956, 0.006611369132995606, 0.006647688865661621, 0.006630408763885498, 0.006644167900085449, 0.006707367897033692, 0.00664880895614624, 0.006649448871612549, 0.006638729095458985, 0.006658248901367188, 0.006638568878173828, 0.006637767791748047, 0.006651847839355469, 0.006681128978729248, 0.006672648906707763, 0.006662408828735352, 0.006883849143981933, 0.006636969089508057, 0.0066878490447998045, 0.006702249050140381, 0.0066926488876342775, 0.006703208923339843, 0.006674248218536377, 0.0066427278518676755, 0.006658729076385498, 0.006763848781585693, 0.006694249153137207, 0.006648969173431396, 0.0065979290008544925, 0.006645769119262695, 0.006675367832183838, 0.006626728057861328, 0.006629609107971192, 0.006637928962707519, 0.006632168769836425, 0.006622249126434326, 0.006623367786407471, 0.006628969192504883, 0.006629609107971192, 0.006639208793640137, 0.007574250221252441, 0.0074369702339172365, 0.007466090202331543, 0.007305290222167969, 0.00696432876586914, 0.006849769115447998, 0.006883368968963623, 0.006994568824768067, 0.0070846500396728514, 0.006935688972473144, 0.01334561824798584, 0.006623528957366944, 0.00754272985458374, 0.007104329109191895, 0.007040008068084717, 0.007076809883117676, 0.006943368911743164, 0.006990569114685059, 0.0071206498146057125, 0.0071240091323852535, 0.007339049816131591, 0.007511209964752197 ] }, "throughput": { "unit": "samples/s", "value": 140.39879459131996 }, "energy": null, "efficiency": null } } }