{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "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": 907.358208, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.039104 }, "latency": { "unit": "s", "count": 132, "total": 1.0019654092788697, "mean": 0.007590647039991437, "stdev": 0.0005809214402145674, "p50": 0.007497215986251832, "p90": 0.007849881744384765, "p95": 0.008180326747894286, "p99": 0.010368777799606323, "values": [ 0.010809344291687012, 0.010365951538085937, 0.010370047569274902, 0.010334207534790038, 0.008263680458068847, 0.008077247619628906, 0.007772160053253174, 0.007849984169006348, 0.007860223770141601, 0.00775980806350708, 0.007813119888305664, 0.007738368034362793, 0.00760422420501709, 0.007623680114746094, 0.007647232055664062, 0.007670783996582031, 0.0077281279563903805, 0.007759871959686279, 0.007775231838226319, 0.007679999828338623, 0.007666687965393066, 0.00744755220413208, 0.007442431926727295, 0.007530432224273681, 0.007450623989105225, 0.00744755220413208, 0.0073697280883789065, 0.007373824119567871, 0.00738099193572998, 0.007883776187896728, 0.007751679897308349, 0.007715839862823487, 0.007575551986694336, 0.007740416049957275, 0.007640063762664795, 0.007618559837341309, 0.007633920192718506, 0.007709695816040039, 0.007714848041534424, 0.007730175971984863, 0.007783423900604248, 0.007670783996582031, 0.007659520149230957, 0.007577600002288819, 0.007701504230499268, 0.007727136135101318, 0.007686143875122071, 0.007473152160644531, 0.007404543876647949, 0.007310336112976074, 0.007361536026000977, 0.007288832187652588, 0.007318528175354004, 0.007401408195495606, 0.007353343963623047, 0.007592959880828858, 0.007602176189422607, 0.007684095859527588, 0.007584767818450928, 0.007624703884124756, 0.007709695816040039, 0.007574528217315674, 0.007775231838226319, 0.007469056129455566, 0.007442431926727295, 0.007435264110565186, 0.00808140754699707, 0.008516608238220215, 0.007953407764434815, 0.007694272041320801, 0.00774348783493042, 0.007689216136932373, 0.007505919933319092, 0.007451648235321045, 0.007628896236419678, 0.007448575973510742, 0.0072499198913574215, 0.007223296165466309, 0.0074403839111328125, 0.007488512039184571, 0.007554048061370849, 0.007553023815155029, 0.007576576232910156, 0.007797760009765625, 0.007848959922790527, 0.007590911865234375, 0.007327744007110596, 0.008112128257751466, 0.007512063980102539, 0.0072837119102478025, 0.007245823860168457, 0.00724889612197876, 0.0071495680809020995, 0.007219200134277344, 0.007226367950439453, 0.007227424144744873, 0.007808000087738037, 0.007456768035888672, 0.007237631797790528, 0.0071823358535766605, 0.007185408115386963, 0.00719974422454834, 0.007180287837982178, 0.007193600177764893, 0.007158783912658692, 0.007160799980163574, 0.00838144016265869, 0.007326720237731933, 0.007231488227844239, 0.0071987838745117185, 0.007165952205657959, 0.007201791763305664, 0.007181312084197998, 0.007197696208953858, 0.007192575931549072, 0.0071792640686035155, 0.007153664112091064, 0.007153632164001465, 0.007222271919250488, 0.0072120318412780765, 0.007187456130981445, 0.007120895862579346, 0.007156735897064209, 0.007221216201782226, 0.007202816009521484, 0.007206912040710449, 0.007145472049713135, 0.007170048236846924, 0.007160831928253173, 0.007176191806793213, 0.007171072006225586, 0.007153664112091064 ] }, "throughput": { "unit": "samples/s", "value": 131.74107486904413 }, "energy": { "unit": "kWh", "cpu": 8.530816633543142e-08, "ram": 4.662791786273805e-08, "gpu": 1.6067358976977895e-07, "total": 2.926096739679484e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3417522.0061573805 } } } }