{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_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": 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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.0", "optimum_benchmark_commit": null, "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": 901.922816, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 151, "total": 1.0014278054237367, "mean": 0.0066319722213492496, "stdev": 0.00014354626250215384, "p50": 0.006622208118438721, "p90": 0.006796288013458252, "p95": 0.006890496015548706, "p99": 0.00699289584159851, "values": [ 0.007423999786376953, 0.007000063896179199, 0.006825984001159668, 0.0068853759765625, 0.006895616054534912, 0.006796288013458252, 0.006779903888702392, 0.006767615795135498, 0.006752255916595459, 0.0066406397819519045, 0.0066447358131408694, 0.006648896217346191, 0.006667263984680176, 0.006664127826690674, 0.006597599983215332, 0.006545407772064209, 0.0066406397819519045, 0.006652927875518798, 0.006622208118438721, 0.006714367866516113, 0.0067348480224609375, 0.006677440166473389, 0.006665215969085693, 0.006646783828735352, 0.006559743881225586, 0.006684671878814697, 0.006680575847625733, 0.006673408031463623, 0.0066938881874084475, 0.006691840171813965, 0.006653952121734619, 0.006635519981384277, 0.006708223819732666, 0.0066641921997070315, 0.006665215969085693, 0.006676479816436768, 0.006574079990386963, 0.006575104236602783, 0.006606783866882324, 0.006608895778656006, 0.006598656177520752, 0.0066406397819519045, 0.006632480144500732, 0.0066344962120056155, 0.006669312000274658, 0.006732800006866455, 0.006703104019165039, 0.006713344097137451, 0.006648896217346191, 0.006595583915710449, 0.006651904106140137, 0.006675519943237305, 0.006665215969085693, 0.006673408031463623, 0.006659071922302246, 0.006642687797546387, 0.006820864200592041, 0.006920191764831543, 0.006916096210479736, 0.006876160144805908, 0.0069847040176391605, 0.006969344139099121, 0.006592512130737305, 0.006555488109588623, 0.0066447358131408694, 0.006646783828735352, 0.00662937593460083, 0.006670335769653321, 0.006620160102844238, 0.006659071922302246, 0.006699967861175537, 0.006737919807434082, 0.006796288013458252, 0.006760447978973389, 0.0067358717918396, 0.006621183872222901, 0.006687744140625, 0.006690815925598144, 0.006556672096252441, 0.006692863941192627, 0.006597631931304931, 0.006509664058685302, 0.0063591041564941405, 0.006415359973907471, 0.006501376152038574, 0.006478847980499268, 0.006328320026397705, 0.0062904319763183595, 0.006266880035400391, 0.0063907837867736815, 0.006725632190704346, 0.006763519763946534, 0.006790143966674805, 0.0067870721817016606, 0.006856704235076904, 0.006985727787017822, 0.0068618240356445315, 0.006646783828735352, 0.006619135856628418, 0.006620160102844238, 0.006633471965789795, 0.006589439868927002, 0.006626304149627686, 0.006583295822143555, 0.006550528049468994, 0.006622208118438721, 0.00653107213973999, 0.006555647850036621, 0.006558720111846924, 0.006536191940307618, 0.006508543968200684, 0.00652288007736206, 0.006523903846740723, 0.006520832061767578, 0.0065382399559021, 0.006502399921417237, 0.006556672096252441, 0.006525951862335205, 0.006525951862335205, 0.0065474557876586915, 0.006549503803253174, 0.006501376152038574, 0.006548416137695312, 0.0065443840026855465, 0.0065382399559021, 0.006568960189819336, 0.00653715181350708, 0.006554624080657959, 0.006508543968200684, 0.006519807815551758, 0.006520832061767578, 0.006509568214416504, 0.006495232105255127, 0.006534143924713135, 0.006516736030578613, 0.006458367824554443, 0.006546432018280029, 0.0065146880149841305, 0.006549503803253174, 0.0065146880149841305, 0.0065177597999572755, 0.006559743881225586, 0.006524928092956543, 0.006503456115722657, 0.006543360233306885, 0.0065064959526062015, 0.0065146880149841305, 0.006512639999389648, 0.00652185583114624, 0.00653004789352417, 0.0065413122177124024 ] }, "throughput": { "unit": "samples/s", "value": 150.7847087749945 }, "energy": { "unit": "kWh", "cpu": 7.697096548727237e-08, "ram": 4.207605983797943e-08, "gpu": 1.3950047235064945e-07, "total": 2.5854749767590124e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3867761.2778659984 } } } }