| { | |
| "config": { | |
| "name": "pytorch_generate", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.3.0+cu121", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-generation", | |
| "library": "transformers", | |
| "model": "google/gemma-2b", | |
| "processor": "google/gemma-2b", | |
| "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": "float16", | |
| "eval_mode": true, | |
| "to_bettertransformer": false, | |
| "low_cpu_mem_usage": null, | |
| "attn_implementation": null, | |
| "cache_implementation": "static", | |
| "autocast_enabled": false, | |
| "autocast_dtype": null, | |
| "torch_compile": true, | |
| "torch_compile_target": "forward", | |
| "torch_compile_config": { | |
| "backend": "inductor", | |
| "mode": "reduce-overhead", | |
| "fullgraph": true | |
| }, | |
| "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": 2, | |
| "duration": 0, | |
| "warmup_runs": 10, | |
| "input_shapes": { | |
| "batch_size": 1, | |
| "num_choices": 2, | |
| "sequence_length": 7 | |
| }, | |
| "new_tokens": null, | |
| "latency": true, | |
| "memory": true, | |
| "energy": false, | |
| "forward_kwargs": {}, | |
| "generate_kwargs": { | |
| "max_new_tokens": 128, | |
| "min_new_tokens": 128, | |
| "do_sample": false | |
| }, | |
| "call_kwargs": {} | |
| }, | |
| "launcher": { | |
| "name": "process", | |
| "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
| "device_isolation": true, | |
| "device_isolation_action": "warn", | |
| "start_method": "spawn" | |
| }, | |
| "environment": { | |
| "cpu": " AMD EPYC 7R32", | |
| "cpu_count": 16, | |
| "cpu_ram_mb": 66697.29792, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29", | |
| "processor": "x86_64", | |
| "python_version": "3.8.10", | |
| "gpu": [ | |
| "NVIDIA A10G" | |
| ], | |
| "gpu_count": 1, | |
| "gpu_vram_mb": 24146608128, | |
| "optimum_benchmark_version": "0.2.1", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.42.0.dev0", | |
| "transformers_commit": "74b92c62560b7ade42d35a49f9063adc8b805c4a", | |
| "accelerate_version": "0.32.0.dev0", | |
| "accelerate_commit": null, | |
| "diffusers_version": null, | |
| "diffusers_commit": null, | |
| "optimum_version": "1.21.0.dev0", | |
| "optimum_commit": null, | |
| "timm_version": "0.9.16", | |
| "timm_commit": null, | |
| "peft_version": "0.11.2.dev0", | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1926.561792, | |
| "max_global_vram": 6094.848, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 5379.19488, | |
| "max_allocated": 5021.251584 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.028141599655151367, | |
| "mean": 0.014070799827575683, | |
| "stdev": 0.00011755180358886778, | |
| "p50": 0.014070799827575683, | |
| "p90": 0.014164841270446777, | |
| "p95": 0.014176596450805665, | |
| "p99": 0.014186000595092774, | |
| "values": [ | |
| 0.014188351631164551, | |
| 0.013953248023986816 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 497.4841576725109 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 2270.507008, | |
| "max_global_vram": 8907.128832, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 5379.19488, | |
| "max_allocated": 5027.089408 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 3.118426391601562, | |
| "mean": 1.559213195800781, | |
| "stdev": 0.0018688354492187864, | |
| "p50": 1.559213195800781, | |
| "p90": 1.5607082641601562, | |
| "p95": 1.560895147705078, | |
| "p99": 1.5610446545410157, | |
| "values": [ | |
| 1.56108203125, | |
| 1.5573443603515624 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 81.4513373424699 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 3.1194429349899293, | |
| "mean": 0.012329813972292209, | |
| "stdev": 0.0008926076728477048, | |
| "p50": 0.012270591735839843, | |
| "p90": 0.012302131080627441, | |
| "p95": 0.012313395309448243, | |
| "p99": 0.012788285675048826, | |
| "values": [ | |
| 0.01274060821533203, | |
| 0.01283993625640869, | |
| 0.01285427188873291, | |
| 0.012364800453186036, | |
| 0.012256256103515625, | |
| 0.012312576293945313, | |
| 0.01225830364227295, | |
| 0.012484607696533203, | |
| 0.012253184318542481, | |
| 0.012302335739135742, | |
| 0.012254207611083985, | |
| 0.012295167922973632, | |
| 0.012247039794921874, | |
| 0.012277759552001954, | |
| 0.01226035213470459, | |
| 0.012289024353027344, | |
| 0.012241920471191407, | |
| 0.012294143676757812, | |
| 0.01224294376373291, | |
| 0.012306431770324706, | |
| 0.012241920471191407, | |
| 0.012314623832702636, | |
| 0.012283904075622559, | |
| 0.012288000106811523, | |
| 0.01225113582611084, | |
| 0.012302335739135742, | |
| 0.01225216007232666, | |
| 0.01228492832183838, | |
| 0.012256256103515625, | |
| 0.012295167922973632, | |
| 0.012262399673461915, | |
| 0.012303359985351562, | |
| 0.012262399673461915, | |
| 0.012278783798217773, | |
| 0.012241920471191407, | |
| 0.012311552047729492, | |
| 0.012294143676757812, | |
| 0.012305407524108887, | |
| 0.012240896224975586, | |
| 0.012298239707946777, | |
| 0.01224294376373291, | |
| 0.012273664474487305, | |
| 0.012249088287353516, | |
| 0.012291071891784668, | |
| 0.012239871978759765, | |
| 0.012295167922973632, | |
| 0.012267519950866699, | |
| 0.012309503555297852, | |
| 0.0122357759475708, | |
| 0.012283904075622559, | |
| 0.012239871978759765, | |
| 0.012327936172485352, | |
| 0.01225011157989502, | |
| 0.012275712013244629, | |
| 0.01225113582611084, | |
| 0.012291071891784668, | |
| 0.012240896224975586, | |
| 0.012286975860595703, | |
| 0.01225216007232666, | |
| 0.012281855583190919, | |
| 0.012236800193786621, | |
| 0.012312576293945313, | |
| 0.012249088287353516, | |
| 0.012285951614379884, | |
| 0.01224294376373291, | |
| 0.012320768356323243, | |
| 0.01227673625946045, | |
| 0.012280832290649414, | |
| 0.01225113582611084, | |
| 0.012280832290649414, | |
| 0.012299263954162597, | |
| 0.012348416328430176, | |
| 0.012249088287353516, | |
| 0.012281855583190919, | |
| 0.012239871978759765, | |
| 0.012288000106811523, | |
| 0.012244992256164551, | |
| 0.012285951614379884, | |
| 0.012246015548706055, | |
| 0.012285951614379884, | |
| 0.01227673625946045, | |
| 0.012301312446594239, | |
| 0.012231679916381836, | |
| 0.01227673625946045, | |
| 0.012241920471191407, | |
| 0.012288000106811523, | |
| 0.012248064041137695, | |
| 0.012275712013244629, | |
| 0.012239871978759765, | |
| 0.012289024353027344, | |
| 0.012256256103515625, | |
| 0.012306431770324706, | |
| 0.01224396800994873, | |
| 0.012290047645568849, | |
| 0.01224396800994873, | |
| 0.012318719863891601, | |
| 0.01224396800994873, | |
| 0.012274687767028808, | |
| 0.012229632377624512, | |
| 0.012283904075622559, | |
| 0.01223475170135498, | |
| 0.012271615982055664, | |
| 0.0122357759475708, | |
| 0.012279808044433594, | |
| 0.012240896224975586, | |
| 0.012279808044433594, | |
| 0.012239871978759765, | |
| 0.012278783798217773, | |
| 0.012221440315246582, | |
| 0.012464127540588378, | |
| 0.01225830364227295, | |
| 0.012275712013244629, | |
| 0.012231679916381836, | |
| 0.01227673625946045, | |
| 0.012244992256164551, | |
| 0.012294143676757812, | |
| 0.012228608131408691, | |
| 0.012279808044433594, | |
| 0.012223487854003906, | |
| 0.012267519950866699, | |
| 0.01224294376373291, | |
| 0.012285951614379884, | |
| 0.012226559638977052, | |
| 0.012282879829406738, | |
| 0.012230655670166016, | |
| 0.012294143676757812, | |
| 0.026454015731811522, | |
| 0.012263423919677734, | |
| 0.01228492832183838, | |
| 0.012238847732543945, | |
| 0.012278783798217773, | |
| 0.012232704162597656, | |
| 0.012304384231567383, | |
| 0.01225011157989502, | |
| 0.012283904075622559, | |
| 0.012224512100219726, | |
| 0.012275712013244629, | |
| 0.012231679916381836, | |
| 0.012278783798217773, | |
| 0.012230655670166016, | |
| 0.012275712013244629, | |
| 0.012232704162597656, | |
| 0.012273664474487305, | |
| 0.012254207611083985, | |
| 0.012270591735839843, | |
| 0.012236800193786621, | |
| 0.01227673625946045, | |
| 0.01224396800994873, | |
| 0.012300288200378418, | |
| 0.012232704162597656, | |
| 0.01226854419708252, | |
| 0.01224294376373291, | |
| 0.012278783798217773, | |
| 0.012236800193786621, | |
| 0.012277759552001954, | |
| 0.01223475170135498, | |
| 0.012286975860595703, | |
| 0.012229632377624512, | |
| 0.012294143676757812, | |
| 0.012239871978759765, | |
| 0.012274687767028808, | |
| 0.01221939182281494, | |
| 0.012273664474487305, | |
| 0.012255231857299804, | |
| 0.012288000106811523, | |
| 0.01222758388519287, | |
| 0.012275712013244629, | |
| 0.012231679916381836, | |
| 0.012278783798217773, | |
| 0.012223487854003906, | |
| 0.01226854419708252, | |
| 0.012231679916381836, | |
| 0.012282879829406738, | |
| 0.012281855583190919, | |
| 0.012297216415405274, | |
| 0.01223475170135498, | |
| 0.01226854419708252, | |
| 0.012218367576599122, | |
| 0.012278783798217773, | |
| 0.01225011157989502, | |
| 0.01226956844329834, | |
| 0.012220416069030762, | |
| 0.012281855583190919, | |
| 0.012232704162597656, | |
| 0.01227673625946045, | |
| 0.012225536346435547, | |
| 0.012274687767028808, | |
| 0.012239871978759765, | |
| 0.012275712013244629, | |
| 0.012229632377624512, | |
| 0.012277759552001954, | |
| 0.012223487854003906, | |
| 0.012290047645568849, | |
| 0.01221939182281494, | |
| 0.012294143676757812, | |
| 0.012263423919677734, | |
| 0.01227673625946045, | |
| 0.012244992256164551, | |
| 0.012279808044433594, | |
| 0.012232704162597656, | |
| 0.012275712013244629, | |
| 0.012222463607788087, | |
| 0.012274687767028808, | |
| 0.012226559638977052, | |
| 0.012278783798217773, | |
| 0.01223475170135498, | |
| 0.01225216007232666, | |
| 0.012225536346435547, | |
| 0.012275712013244629, | |
| 0.01224294376373291, | |
| 0.012294143676757812, | |
| 0.012224512100219726, | |
| 0.012295167922973632, | |
| 0.01223475170135498, | |
| 0.012264448165893555, | |
| 0.012239871978759765, | |
| 0.012635135650634765, | |
| 0.012311552047729492, | |
| 0.012310527801513671, | |
| 0.012277759552001954, | |
| 0.012286975860595703, | |
| 0.012254207611083985, | |
| 0.012271615982055664, | |
| 0.012244992256164551, | |
| 0.01228492832183838, | |
| 0.012230655670166016, | |
| 0.012271615982055664, | |
| 0.012216320037841797, | |
| 0.012277759552001954, | |
| 0.01221939182281494, | |
| 0.012285951614379884, | |
| 0.012244992256164551, | |
| 0.012281855583190919, | |
| 0.012225536346435547, | |
| 0.012278783798217773, | |
| 0.012216320037841797, | |
| 0.012275712013244629, | |
| 0.012240896224975586, | |
| 0.012263423919677734, | |
| 0.012254207611083985, | |
| 0.012262399673461915, | |
| 0.012217344284057617, | |
| 0.012281855583190919, | |
| 0.012239871978759765, | |
| 0.012271615982055664, | |
| 0.012238944053649902, | |
| 0.012259231567382813, | |
| 0.012229632377624512, | |
| 0.012283904075622559, | |
| 0.01225216007232666, | |
| 0.012283904075622559, | |
| 0.012225536346435547, | |
| 0.012272640228271485 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 81.10422446333894 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |