IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
8717bf1 verified
raw
history blame
13.6 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.2.2+rocm5.7",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"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": {},
"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": false,
"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 7763 64-Core Processor",
"cpu_count": 128,
"cpu_ram_mb": 1082015.236096,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"Advanced Micro Devices, Inc. [AMD/ATI]"
],
"gpu_count": 1,
"gpu_vram_mb": 68702699520,
"optimum_benchmark_version": "0.2.1",
"optimum_benchmark_commit": "079be6729111d58c45eb7f4a60e984bbf86c5a81",
"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": {
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1046.781952,
"max_global_vram": 2087.60832,
"max_process_vram": 250957.012992,
"max_reserved": 725.614592,
"max_allocated": 512.83456
},
"latency": {
"unit": "s",
"count": 58,
"total": 0.4878598279953004,
"mean": 0.008411376344746558,
"stdev": 0.000335659246535959,
"p50": 0.008258796691894532,
"p90": 0.009005708789825439,
"p95": 0.009115996885299684,
"p99": 0.009310135869979858,
"values": [
0.009507037162780762,
0.009113596916198731,
0.008996156692504883,
0.008814396858215333,
0.008573436737060547,
0.008355357170104981,
0.008199677467346192,
0.008260796546936035,
0.00827183723449707,
0.00824079704284668,
0.008936957359313965,
0.008595836639404298,
0.00909455680847168,
0.008256796836853028,
0.008288477897644043,
0.008154237747192383,
0.008278556823730469,
0.008123996734619141,
0.008334237098693848,
0.008142236709594727,
0.008304476737976074,
0.00830623722076416,
0.00820639705657959,
0.008387196540832519,
0.008235197067260742,
0.008204636573791503,
0.00820303726196289,
0.008180477142333985,
0.008230237007141114,
0.008291996955871583,
0.008224957466125489,
0.008233277320861817,
0.008131357192993164,
0.008248637199401856,
0.008149436950683594,
0.00815999698638916,
0.008133597373962402,
0.008140637397766113,
0.008175677299499511,
0.008181917190551757,
0.008106717109680176,
0.009129596710205077,
0.008653917312622071,
0.008789437294006348,
0.008780476570129394,
0.008370077133178711,
0.008320157051086425,
0.008148476600646973,
0.009027997016906738,
0.009161596298217773,
0.008553756713867187,
0.00856335735321045,
0.00847391700744629,
0.008209917068481445,
0.00816927719116211,
0.00824079704284668,
0.008165596961975097,
0.008126397132873536
]
},
"throughput": {
"unit": "tokens/s",
"value": 237.7732154677787
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1046.781952,
"max_global_vram": 2087.612416,
"max_process_vram": 236422.791168,
"max_reserved": 725.614592,
"max_allocated": 513.058304
},
"latency": {
"unit": "s",
"count": 58,
"total": 0.5247939004898071,
"mean": 0.00904817069810012,
"stdev": 0.0005784233082387742,
"p50": 0.008878316879272461,
"p90": 0.009516236877441407,
"p95": 0.00965094780921936,
"p99": 0.011073727779388427,
"values": [
0.00964991569519043,
0.0095126371383667,
0.009524636268615723,
0.009307677268981934,
0.009149117469787598,
0.008857916831970215,
0.008831517219543457,
0.009102076530456542,
0.008966876983642577,
0.009296156883239747,
0.012877116203308106,
0.008692156791687012,
0.008693277359008789,
0.008922077178955079,
0.008842396736145019,
0.008777276992797851,
0.008774077415466309,
0.008837117195129394,
0.009004157066345215,
0.008696797370910645,
0.008761277198791504,
0.00870047664642334,
0.008863356590270996,
0.008881596565246582,
0.008791996955871581,
0.008836636543273926,
0.008900636672973633,
0.008734236717224121,
0.008759197235107421,
0.008787357330322265,
0.008971357345581054,
0.00881935691833496,
0.00891487693786621,
0.008904637336730957,
0.008903837203979493,
0.008920157432556152,
0.00887503719329834,
0.008727196693420411,
0.0089361572265625,
0.008832636833190919,
0.009114076614379883,
0.009656796455383301,
0.009274396896362305,
0.009487836837768555,
0.00957567596435547,
0.008851197242736817,
0.008911677360534668,
0.008838557243347167,
0.009713276863098145,
0.009351837158203124,
0.009197596549987794,
0.009141596794128418,
0.008846397399902345,
0.008721117019653321,
0.008614715576171874,
0.008798236846923829,
0.008780476570129394,
0.008781436920166016
]
},
"throughput": {
"unit": "tokens/s",
"value": 110.51957720138655
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 57,
"total": 0.9963178806304929,
"mean": 0.017479261063692863,
"stdev": 0.000791972800347937,
"p50": 0.017149913787841798,
"p90": 0.018351513290405273,
"p95": 0.018730360412597655,
"p99": 0.020292184906005855,
"values": [
0.018714712142944335,
0.01849647331237793,
0.01809551239013672,
0.017779674530029297,
0.017302873611450196,
0.01720095443725586,
0.017321113586425782,
0.017299673080444337,
0.017564313888549805,
0.02188751220703125,
0.01749807357788086,
0.01784671401977539,
0.017089914321899415,
0.01721951484680176,
0.01702847480773926,
0.01709983444213867,
0.017045753479003906,
0.017307193756103515,
0.016957433700561523,
0.017049753189086914,
0.01705471420288086,
0.017022394180297853,
0.017360794067382813,
0.01703231430053711,
0.017149913787841798,
0.01707791328430176,
0.017048633575439454,
0.016995193481445313,
0.0171761531829834,
0.017135833740234373,
0.017111833572387696,
0.017062074661254884,
0.017202394485473633,
0.01707871437072754,
0.017205753326416016,
0.01706767463684082,
0.017022233963012695,
0.017122234344482422,
0.016991193771362306,
0.01714975357055664,
0.019038713455200196,
0.01790767288208008,
0.018228794097900392,
0.018254873275756835,
0.0175046329498291,
0.017117753982543945,
0.017069433212280275,
0.018792953491210938,
0.018573272705078126,
0.017871353149414064,
0.01785775375366211,
0.017505754470825197,
0.016960153579711913,
0.016807031631469727,
0.01690799331665039,
0.017050554275512695,
0.016995994567871094
]
},
"throughput": {
"unit": "tokens/s",
"value": 57.21065646631683
},
"energy": null,
"efficiency": null
}
}
}