
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
daf0423
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+cu124", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"model_type": "gpt2", | |
"model": "openai-community/gpt2", | |
"processor": "openai-community/gpt2", | |
"device": "cuda", | |
"device_ids": "0", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_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, | |
"memory": true, | |
"latency": 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": 66697.261056, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.223-212.873.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": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 790.929408, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.3396142578125, | |
"mean": 7.3396142578125, | |
"stdev": 0.0, | |
"p50": 7.3396142578125, | |
"p90": 7.3396142578125, | |
"p95": 7.3396142578125, | |
"p99": 7.3396142578125, | |
"values": [ | |
7.3396142578125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.95842787500223e-07, | |
"ram": 5.301813610293629e-07, | |
"gpu": 1.619723518000082e-06, | |
"total": 3.145747666529668e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1217.916928, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 71, | |
"total": 0.48735180759429936, | |
"mean": 0.0068641099661168915, | |
"stdev": 0.00034668120342654026, | |
"p50": 0.006894239902496338, | |
"p90": 0.0073027839660644535, | |
"p95": 0.007369600057601929, | |
"p99": 0.007757321739196777, | |
"values": [ | |
0.007753856182098388, | |
0.007426239967346191, | |
0.0073027839660644535, | |
0.007184735774993897, | |
0.007297760009765625, | |
0.007074560165405273, | |
0.007058271884918213, | |
0.007343008041381836, | |
0.0073837761878967284, | |
0.007209536075592041, | |
0.007032639980316162, | |
0.007053152084350586, | |
0.007765408039093018, | |
0.007279039859771729, | |
0.007325376033782959, | |
0.006813632011413574, | |
0.006838528156280518, | |
0.006911263942718506, | |
0.006913568019866943, | |
0.007094175815582276, | |
0.00704694414138794, | |
0.006934976100921631, | |
0.007020544052124023, | |
0.006979807853698731, | |
0.006960031986236573, | |
0.006772255897521973, | |
0.006894239902496338, | |
0.007066271781921387, | |
0.006843232154846192, | |
0.0069064321517944335, | |
0.006919424057006836, | |
0.006859231948852539, | |
0.007157631874084473, | |
0.007079679965972901, | |
0.006887199878692627, | |
0.006980927944183349, | |
0.00690176010131836, | |
0.0067495999336242675, | |
0.006746623992919922, | |
0.006917600154876709, | |
0.006678016185760498, | |
0.0067272639274597165, | |
0.007069183826446533, | |
0.00717244815826416, | |
0.0073554239273071285, | |
0.0067190399169921875, | |
0.006635935783386231, | |
0.006653920173645019, | |
0.006563615798950195, | |
0.006609344005584717, | |
0.006328095912933349, | |
0.00633894395828247, | |
0.006346303939819336, | |
0.006354015827178955, | |
0.006313727855682373, | |
0.006307744026184082, | |
0.006366432189941406, | |
0.006339615821838379, | |
0.0063056640625, | |
0.006302815914154053, | |
0.00633955192565918, | |
0.007301695823669433, | |
0.006724031925201416, | |
0.006615104198455811, | |
0.006589759826660156, | |
0.00665334415435791, | |
0.006576064109802246, | |
0.006608640193939209, | |
0.006563136100769043, | |
0.006602496147155762, | |
0.006604703903198242 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 291.37062341258263 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.261767824074114e-08, | |
"ram": 4.514605287818513e-08, | |
"gpu": 1.7060198833333427e-07, | |
"total": 2.9836571945226056e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 6703182.938279899 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1236.262912, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 71, | |
"total": 0.5128186235427857, | |
"mean": 0.007222797514687123, | |
"stdev": 0.00036287372140269604, | |
"p50": 0.007257887840270996, | |
"p90": 0.007684991836547851, | |
"p95": 0.0077348480224609375, | |
"p99": 0.008077926301956175, | |
"values": [ | |
0.007938399791717529, | |
0.007700511932373047, | |
0.007628416061401367, | |
0.007678400039672852, | |
0.007502048015594482, | |
0.007599936008453369, | |
0.0077123517990112305, | |
0.007754496097564697, | |
0.008403488159179687, | |
0.007814080238342284, | |
0.007384575843811035, | |
0.007378943920135498, | |
0.007684991836547851, | |
0.007715199947357178, | |
0.007468224048614502, | |
0.0071775360107421875, | |
0.007257887840270996, | |
0.0072709121704101565, | |
0.007367199897766114, | |
0.007459775924682617, | |
0.007404928207397461, | |
0.007351679801940918, | |
0.007386847972869873, | |
0.007379231929779052, | |
0.007313151836395263, | |
0.007223936080932617, | |
0.007211040019989014, | |
0.007273024082183838, | |
0.007282400131225586, | |
0.007274015903472901, | |
0.00728985595703125, | |
0.007400896072387695, | |
0.00745740795135498, | |
0.007351935863494873, | |
0.007473919868469238, | |
0.007178143978118896, | |
0.00721068811416626, | |
0.00720358419418335, | |
0.0070330557823181155, | |
0.0068884482383728025, | |
0.006806879997253418, | |
0.007373087882995606, | |
0.007457376003265381, | |
0.007601215839385987, | |
0.007187871932983398, | |
0.006957695960998535, | |
0.00693126392364502, | |
0.007091616153717041, | |
0.007035071849822998, | |
0.006958208084106445, | |
0.00666374397277832, | |
0.006703584194183349, | |
0.0066344962120056155, | |
0.006666431903839112, | |
0.006643839836120605, | |
0.006656352043151855, | |
0.006649375915527344, | |
0.0066076798439025876, | |
0.006655007839202881, | |
0.006662015914916992, | |
0.007535744190216065, | |
0.007250207901000977, | |
0.006991712093353272, | |
0.007037375926971436, | |
0.006906559944152832, | |
0.006957695960998535, | |
0.006927584171295166, | |
0.0069433279037475586, | |
0.006957536220550537, | |
0.006940512180328369, | |
0.0069419841766357425 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 138.45051006435668 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.430165078886894e-08, | |
"ram": 4.065039989622142e-08, | |
"gpu": 1.2884635064035112e-07, | |
"total": 2.437984013254413e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 4101749.620027743 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 71, | |
"total": 0.47897087907791136, | |
"mean": 0.006746068719407202, | |
"stdev": 0.0003133758664886363, | |
"p50": 0.006760447978973389, | |
"p90": 0.007151616096496582, | |
"p95": 0.007188992023468017, | |
"p99": 0.007538687896728514, | |
"values": [ | |
0.007394303798675537, | |
0.007169023990631103, | |
0.007076863765716553, | |
0.007151616096496582, | |
0.007004159927368164, | |
0.007067647933959961, | |
0.007135231971740722, | |
0.007206912040710449, | |
0.007875584125518798, | |
0.0072724480628967286, | |
0.006825984001159668, | |
0.006865920066833496, | |
0.007163904190063477, | |
0.007171072006225586, | |
0.006966271877288818, | |
0.006685696125030518, | |
0.006729728221893311, | |
0.0067717118263244626, | |
0.006825984001159668, | |
0.006931488037109375, | |
0.006892543792724609, | |
0.006804416179656983, | |
0.006871039867401123, | |
0.006850560188293457, | |
0.006815807819366455, | |
0.006721536159515381, | |
0.006691840171813965, | |
0.006790143966674805, | |
0.006760447978973389, | |
0.006765567779541016, | |
0.006748159885406494, | |
0.006858751773834228, | |
0.006923264026641846, | |
0.006845439910888672, | |
0.00695091199874878, | |
0.0066641921997070315, | |
0.00672870397567749, | |
0.006621183872222901, | |
0.006547391891479492, | |
0.006464511871337891, | |
0.006392831802368164, | |
0.006874112129211426, | |
0.0069621758460998535, | |
0.00705017614364624, | |
0.006773759841918945, | |
0.006557695865631104, | |
0.006534143924713135, | |
0.006667263984680176, | |
0.006627327919006347, | |
0.0065136637687683106, | |
0.006278143882751465, | |
0.006308864116668702, | |
0.006250495910644531, | |
0.006253568172454834, | |
0.006262784004211426, | |
0.006275072097778321, | |
0.006266880035400391, | |
0.006198272228240966, | |
0.0062740478515625, | |
0.006280191898345947, | |
0.007059552192687988, | |
0.006813695907592773, | |
0.006536191940307618, | |
0.00662937593460083, | |
0.006510591983795166, | |
0.006559743881225586, | |
0.006524928092956543, | |
0.006510591983795166, | |
0.006558720111846924, | |
0.006529024124145508, | |
0.006529024124145508 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 148.23448168015003 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |