|
{ |
|
"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": "74a207404e8d4524d1fdc4aa23789694f9eef347", |
|
"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": 1916.74368, |
|
"max_global_vram": 6094.848, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 5379.19488, |
|
"max_allocated": 5021.251584 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 0.0281844482421875, |
|
"mean": 0.01409222412109375, |
|
"stdev": 0.00012092781066894501, |
|
"p50": 0.01409222412109375, |
|
"p90": 0.014188966369628906, |
|
"p95": 0.0142010591506958, |
|
"p99": 0.014210733375549315, |
|
"values": [ |
|
0.014213151931762695, |
|
0.013971296310424805 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 496.7278365607418 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"decode": { |
|
"memory": { |
|
"unit": "MB", |
|
"max_ram": 2260.578304, |
|
"max_global_vram": 8907.128832, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 5379.19488, |
|
"max_allocated": 5027.089408 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 3.1208486328125, |
|
"mean": 1.56042431640625, |
|
"stdev": 0.001412841796874953, |
|
"p50": 1.56042431640625, |
|
"p90": 1.56155458984375, |
|
"p95": 1.5616958740234375, |
|
"p99": 1.5618089013671874, |
|
"values": [ |
|
1.561837158203125, |
|
1.559011474609375 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 81.38811902937309 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"per_token": { |
|
"memory": null, |
|
"latency": { |
|
"unit": "s", |
|
"count": 253, |
|
"total": 3.121907714843749, |
|
"mean": 0.012339556185153163, |
|
"stdev": 0.0008937742263380202, |
|
"p50": 0.012279808044433594, |
|
"p90": 0.012317695617675782, |
|
"p95": 0.012331827354431153, |
|
"p99": 0.012725903472900391, |
|
"values": [ |
|
0.012717056274414062, |
|
0.01275391960144043, |
|
0.012735487937927246, |
|
0.012321791648864745, |
|
0.012258367538452148, |
|
0.012301247596740722, |
|
0.012279808044433594, |
|
0.012321791648864745, |
|
0.012247039794921874, |
|
0.012297216415405274, |
|
0.01225830364227295, |
|
0.012277759552001954, |
|
0.012257280349731446, |
|
0.01229312038421631, |
|
0.012288000106811523, |
|
0.012317695617675782, |
|
0.012281855583190919, |
|
0.012309503555297852, |
|
0.012256256103515625, |
|
0.012286975860595703, |
|
0.012263423919677734, |
|
0.012331007957458496, |
|
0.01225216007232666, |
|
0.012300288200378418, |
|
0.01225216007232666, |
|
0.012291071891784668, |
|
0.012263423919677734, |
|
0.012318719863891601, |
|
0.01225830364227295, |
|
0.012322815895080566, |
|
0.01226035213470459, |
|
0.012298239707946777, |
|
0.012249088287353516, |
|
0.012281855583190919, |
|
0.012262432098388672, |
|
0.01232380771636963, |
|
0.012248064041137695, |
|
0.012280896186828613, |
|
0.012237759590148925, |
|
0.012296192169189453, |
|
0.012278783798217773, |
|
0.012311552047729492, |
|
0.012270591735839843, |
|
0.012393471717834472, |
|
0.01225830364227295, |
|
0.012299263954162597, |
|
0.01225830364227295, |
|
0.012299263954162597, |
|
0.012271615982055664, |
|
0.012308480262756348, |
|
0.012257280349731446, |
|
0.012290047645568849, |
|
0.012248064041137695, |
|
0.01234124755859375, |
|
0.012249088287353516, |
|
0.012300288200378418, |
|
0.012255328178405762, |
|
0.012289952278137208, |
|
0.012240896224975586, |
|
0.012296192169189453, |
|
0.012272640228271485, |
|
0.012321791648864745, |
|
0.012298239707946777, |
|
0.012312576293945313, |
|
0.01225011157989502, |
|
0.012271615982055664, |
|
0.012348416328430176, |
|
0.01229312038421631, |
|
0.01225216007232666, |
|
0.012317695617675782, |
|
0.012248064041137695, |
|
0.012312576293945313, |
|
0.012255231857299804, |
|
0.012296192169189453, |
|
0.012256256103515625, |
|
0.012297216415405274, |
|
0.01224294376373291, |
|
0.012317695617675782, |
|
0.012246015548706055, |
|
0.012324864387512208, |
|
0.012289024353027344, |
|
0.012370944023132324, |
|
0.012292096138000488, |
|
0.012404735565185548, |
|
0.012270591735839843, |
|
0.012308480262756348, |
|
0.012246015548706055, |
|
0.012295167922973632, |
|
0.012255231857299804, |
|
0.012303359985351562, |
|
0.012265472412109376, |
|
0.012312576293945313, |
|
0.012240896224975586, |
|
0.012294143676757812, |
|
0.012239871978759765, |
|
0.012280832290649414, |
|
0.012233728408813477, |
|
0.012288000106811523, |
|
0.012241920471191407, |
|
0.012301312446594239, |
|
0.01226854419708252, |
|
0.012295167922973632, |
|
0.0122357759475708, |
|
0.012275712013244629, |
|
0.012239871978759765, |
|
0.012320768356323243, |
|
0.012249088287353516, |
|
0.012288000106811523, |
|
0.012256256103515625, |
|
0.012291071891784668, |
|
0.012239871978759765, |
|
0.012290047645568849, |
|
0.01225011157989502, |
|
0.01227673625946045, |
|
0.012248064041137695, |
|
0.012292096138000488, |
|
0.012241920471191407, |
|
0.012291071891784668, |
|
0.012241920471191407, |
|
0.01229315185546875, |
|
0.012281824111938476, |
|
0.012298239707946777, |
|
0.012247039794921874, |
|
0.012300288200378418, |
|
0.012249088287353516, |
|
0.01229312038421631, |
|
0.02649395179748535, |
|
0.012272640228271485, |
|
0.012298239707946777, |
|
0.012237824440002442, |
|
0.01234124755859375, |
|
0.01225113582611084, |
|
0.012297216415405274, |
|
0.012258336067199707, |
|
0.012287967681884766, |
|
0.012257280349731446, |
|
0.012321791648864745, |
|
0.012256256103515625, |
|
0.01228492832183838, |
|
0.012249088287353516, |
|
0.012301312446594239, |
|
0.012292096138000488, |
|
0.012277759552001954, |
|
0.012244992256164551, |
|
0.01232588768005371, |
|
0.012254207611083985, |
|
0.012279808044433594, |
|
0.012263423919677734, |
|
0.01228492832183838, |
|
0.012244992256164551, |
|
0.012292096138000488, |
|
0.012244992256164551, |
|
0.012297216415405274, |
|
0.012240896224975586, |
|
0.012279808044433594, |
|
0.012279808044433594, |
|
0.012300288200378418, |
|
0.012240896224975586, |
|
0.012291071891784668, |
|
0.012236800193786621, |
|
0.012290047645568849, |
|
0.012239871978759765, |
|
0.012280832290649414, |
|
0.0122357759475708, |
|
0.012309503555297852, |
|
0.01225216007232666, |
|
0.012281855583190919, |
|
0.012232704162597656, |
|
0.01228492832183838, |
|
0.012249088287353516, |
|
0.012317695617675782, |
|
0.012255264282226562, |
|
0.0123023042678833, |
|
0.012240896224975586, |
|
0.012291071891784668, |
|
0.012246015548706055, |
|
0.012275712013244629, |
|
0.012240896224975586, |
|
0.012297216415405274, |
|
0.012244992256164551, |
|
0.012292096138000488, |
|
0.012288000106811523, |
|
0.012285951614379884, |
|
0.012236800193786621, |
|
0.012288000106811523, |
|
0.01225011157989502, |
|
0.012277759552001954, |
|
0.012248064041137695, |
|
0.01229312038421631, |
|
0.012248064041137695, |
|
0.012285951614379884, |
|
0.012233728408813477, |
|
0.012290047645568849, |
|
0.01224294376373291, |
|
0.012298239707946777, |
|
0.01225216007232666, |
|
0.012292096138000488, |
|
0.012233728408813477, |
|
0.012279808044433594, |
|
0.012233728408813477, |
|
0.012333056449890138, |
|
0.012237824440002442, |
|
0.012280832290649414, |
|
0.012247039794921874, |
|
0.012303359985351562, |
|
0.012247039794921874, |
|
0.012299263954162597, |
|
0.012256256103515625, |
|
0.012294143676757812, |
|
0.012256256103515625, |
|
0.012297216415405274, |
|
0.01224396800994873, |
|
0.012286975860595703, |
|
0.01224396800994873, |
|
0.012313599586486817, |
|
0.012253184318542481, |
|
0.012277759552001954, |
|
0.012233728408813477, |
|
0.01228492832183838, |
|
0.012247039794921874, |
|
0.012277759552001954, |
|
0.012229632377624512, |
|
0.012292096138000488, |
|
0.01223475170135498, |
|
0.012292096138000488, |
|
0.012236800193786621, |
|
0.012282879829406738, |
|
0.01223475170135498, |
|
0.012281855583190919, |
|
0.012239871978759765, |
|
0.012295167922973632, |
|
0.012241984367370605, |
|
0.01228384017944336, |
|
0.012244992256164551, |
|
0.012289024353027344, |
|
0.012231679916381836, |
|
0.012275712013244629, |
|
0.01224396800994873, |
|
0.012283904075622559, |
|
0.01225011157989502, |
|
0.012291071891784668, |
|
0.01225216007232666, |
|
0.012282879829406738, |
|
0.012228608131408691, |
|
0.012279808044433594, |
|
0.012281855583190919, |
|
0.012523520469665527, |
|
0.012522496223449708, |
|
0.012305407524108887, |
|
0.01225113582611084, |
|
0.012282879829406738, |
|
0.012236800193786621, |
|
0.01229312038421631 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 81.04019180229436 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
} |
|
} |
|
} |