{ "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", "numactl": false, "numactl_kwargs": {}, "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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.41.0", "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": 907.628544, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.039104 }, "latency": { "unit": "s", "count": 130, "total": 0.9974459214210512, "mean": 0.007672660934008086, "stdev": 0.00023803479236164172, "p50": 0.00769433617591858, "p90": 0.007986380815505982, "p95": 0.008028876876831055, "p99": 0.008217341632843017, "values": [ 0.008246272087097169, 0.007711743831634522, 0.00800051212310791, 0.008154111862182617, 0.008035327911376953, 0.007986176013946533, 0.007988255977630615, 0.007904255867004394, 0.008099840164184571, 0.007848959922790527, 0.007781375885009765, 0.007786496162414551, 0.007862271785736084, 0.008020992279052735, 0.007948287963867188, 0.007864319801330566, 0.007834591865539552, 0.00785920000076294, 0.007998464107513427, 0.00796569585800171, 0.00788479995727539, 0.007862271785736084, 0.007866399765014648, 0.00790835189819336, 0.00785203218460083, 0.007838719844818116, 0.007786496162414551, 0.007823359966278077, 0.007845888137817383, 0.007856128215789794, 0.007880703926086426, 0.008045568466186523, 0.007921664237976075, 0.007879680156707763, 0.00795136022567749, 0.007928832054138184, 0.008069120407104492, 0.007880703926086426, 0.007798783779144287, 0.007786496162414551, 0.007776288032531739, 0.00791756820678711, 0.007814144134521485, 0.007853055953979492, 0.0077926721572875975, 0.007816192150115966, 0.007771135807037354, 0.007808032035827636, 0.00791756820678711, 0.007954432010650634, 0.007988224029541016, 0.007880703926086426, 0.007865344047546387, 0.007795711994171142, 0.00788479995727539, 0.007817215919494629, 0.007699456214904785, 0.007845888137817383, 0.007803904056549072, 0.007689216136932373, 0.007527423858642578, 0.00743936014175415, 0.00753766393661499, 0.007769087791442871, 0.0077916159629821775, 0.007897088050842285, 0.007879680156707763, 0.007995391845703125, 0.008243167877197265, 0.007531583786010742, 0.0074414081573486324, 0.007414783954620361, 0.007444479942321777, 0.007461887836456299, 0.007435264110565186, 0.0074486079216003415, 0.007432191848754883, 0.007489535808563232, 0.007485439777374267, 0.007400447845458984, 0.00742406415939331, 0.0074065918922424315, 0.007435200214385987, 0.007480319976806641, 0.007388160228729248, 0.0074414081573486324, 0.007398399829864502, 0.007419904232025146, 0.0074741759300231934, 0.007515135765075683, 0.007416831970214844, 0.007419904232025146, 0.007420928001403809, 0.00740556812286377, 0.007427072048187256, 0.007518208026885987, 0.007519231796264648, 0.007513088226318359, 0.007483391761779785, 0.007502848148345947, 0.0074291200637817386, 0.00747321605682373, 0.007541759967803955, 0.007484416007995606, 0.007417856216430664, 0.0075335679054260255, 0.007413760185241699, 0.007455808162689209, 0.007418879985809326, 0.007478271961212158, 0.007366655826568603, 0.007411712169647216, 0.007436287879943848, 0.007447519779205322, 0.007460864067077637, 0.00742195177078247, 0.0074291200637817386, 0.007402495861053467, 0.007415808200836181, 0.007425024032592774, 0.007426047801971435, 0.0074035201072692874, 0.0074291200637817386, 0.007475200176239013, 0.0074106879234313965, 0.007507967948913574, 0.007408639907836914, 0.007386112213134765, 0.007407616138458252, 0.007394303798675537 ] }, "throughput": { "unit": "samples/s", "value": 130.33288041800833 }, "energy": { "unit": "kWh", "cpu": 8.730021201901966e-08, "ram": 4.7729423452919405e-08, "gpu": 1.5889718594117688e-07, "total": 2.939268214131159e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3402207.376626218 } } } }