
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
f66decc
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.0+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"model": "openai-community/gpt2", | |
"library": "transformers", | |
"device": "cuda", | |
"device_ids": "0", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"hub_kwargs": { | |
"revision": "main", | |
"force_download": false, | |
"local_files_only": false, | |
"trust_remote_code": false | |
}, | |
"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", | |
"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": "0.2.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.40.2", | |
"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": "0.9.16", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1088.192512, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.007552 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 56, | |
"total": 0.49963302326202397, | |
"mean": 0.008922018272536142, | |
"stdev": 0.00019520693257046376, | |
"p50": 0.008928911685943603, | |
"p90": 0.009131231784820556, | |
"p95": 0.009261232137680053, | |
"p99": 0.009410974645614623, | |
"values": [ | |
0.009543168067932128, | |
0.00928172779083252, | |
0.009235520362854004, | |
0.009001215934753419, | |
0.008952032089233399, | |
0.008911231994628906, | |
0.008945568084716797, | |
0.009043744087219238, | |
0.009017151832580566, | |
0.009037535667419433, | |
0.009020671844482422, | |
0.008928735733032227, | |
0.0089717435836792, | |
0.008819456100463868, | |
0.008959296226501465, | |
0.008965184211730957, | |
0.009105600357055665, | |
0.009115167617797851, | |
0.00892908763885498, | |
0.009039775848388672, | |
0.009009471893310547, | |
0.008910688400268554, | |
0.008993951797485352, | |
0.00887395191192627, | |
0.008889856338500977, | |
0.008907808303833007, | |
0.009105055809020997, | |
0.009101599693298339, | |
0.00903542423248291, | |
0.009147295951843262, | |
0.00876915168762207, | |
0.008810239791870117, | |
0.008541184425354004, | |
0.009104576110839844, | |
0.009254400253295898, | |
0.00930281639099121, | |
0.008975775718688964, | |
0.009025343894958496, | |
0.008816736221313477, | |
0.00875654411315918, | |
0.008724864006042481, | |
0.00870639991760254, | |
0.008727007865905762, | |
0.008699551582336425, | |
0.008685088157653809, | |
0.00870035171508789, | |
0.00869167995452881, | |
0.008854047775268555, | |
0.008706656455993653, | |
0.008660415649414062, | |
0.008685919761657715, | |
0.008710528373718262, | |
0.008733535766601562, | |
0.008722240447998048, | |
0.008730912208557129, | |
0.008738335609436034 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 224.16452633328748 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0531649887268757e-07, | |
"ram": 5.7577465188447936e-08, | |
"gpu": 1.8119975164601118e-07, | |
"total": 3.440937157071467e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 5812370.028001824 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1088.192512, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.4576 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 56, | |
"total": 0.5158466587066651, | |
"mean": 0.009211547476904733, | |
"stdev": 0.00020114366676180585, | |
"p50": 0.009232703685760499, | |
"p90": 0.0094617919921875, | |
"p95": 0.009533368110656738, | |
"p99": 0.009683873701095582, | |
"values": [ | |
0.009524991989135742, | |
0.009699168205261231, | |
0.009518303871154786, | |
0.009302559852600098, | |
0.009329567909240723, | |
0.009220992088317871, | |
0.009306400299072266, | |
0.00933561611175537, | |
0.00925705623626709, | |
0.009408672332763672, | |
0.009374943733215332, | |
0.009466943740844726, | |
0.00944105625152588, | |
0.009231167793273926, | |
0.009261983871459961, | |
0.009315296173095703, | |
0.009456640243530273, | |
0.009277440071105958, | |
0.009375519752502441, | |
0.009368320465087891, | |
0.00923423957824707, | |
0.009265472412109375, | |
0.00924556827545166, | |
0.009218463897705078, | |
0.009216927528381347, | |
0.009275808334350585, | |
0.009558496475219726, | |
0.009300448417663575, | |
0.009261856079101563, | |
0.009176671981811524, | |
0.008975839614868164, | |
0.008930560111999511, | |
0.008988608360290527, | |
0.00944643211364746, | |
0.009671360015869141, | |
0.00933731174468994, | |
0.009197855949401855, | |
0.009137311935424804, | |
0.009005120277404785, | |
0.00900271987915039, | |
0.009070207595825195, | |
0.00901148796081543, | |
0.008963583946228027, | |
0.008997599601745605, | |
0.008991999626159668, | |
0.008965632438659669, | |
0.008947775840759278, | |
0.008985312461853027, | |
0.008987199783325196, | |
0.008949536323547364, | |
0.008971327781677247, | |
0.00898038387298584, | |
0.008986528396606446, | |
0.008972736358642578, | |
0.009099712371826172, | |
0.009045920372009277 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 108.55939270868528 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0196655209101753e-07, | |
"ram": 5.560786399829921e-08, | |
"gpu": 1.7055819259535947e-07, | |
"total": 3.281326086846763e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3047548.3799324688 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.9982576637268065, | |
"mean": 0.01815013934048739, | |
"stdev": 0.0003668229554241224, | |
"p50": 0.018217983245849608, | |
"p90": 0.01857413101196289, | |
"p95": 0.018762444496154787, | |
"p99": 0.018968412132263184, | |
"values": [ | |
0.018998271942138673, | |
0.01880473518371582, | |
0.018375680923461913, | |
0.018318336486816408, | |
0.018168832778930662, | |
0.018258943557739257, | |
0.018427967071533203, | |
0.01831110382080078, | |
0.018471935272216796, | |
0.01842995262145996, | |
0.01841049575805664, | |
0.018472959518432617, | |
0.01808793640136719, | |
0.01821900749206543, | |
0.018329599380493163, | |
0.018593791961669923, | |
0.0184453125, | |
0.018305023193359374, | |
0.01842278480529785, | |
0.018320383071899413, | |
0.018217983245849608, | |
0.018283519744873047, | |
0.018117631912231445, | |
0.018136064529418947, | |
0.018185216903686522, | |
0.018663423538208008, | |
0.01848422431945801, | |
0.018341888427734376, | |
0.018374656677246092, | |
0.017802240371704102, | |
0.017821695327758787, | |
0.017508352279663086, | |
0.018544639587402344, | |
0.018942975997924806, | |
0.018744319915771485, | |
0.01821900749206543, | |
0.01821388816833496, | |
0.017868799209594728, | |
0.017787904739379884, | |
0.01781760025024414, | |
0.017726463317871095, | |
0.017739776611328126, | |
0.017722368240356445, | |
0.01769267272949219, | |
0.017704959869384765, | |
0.0176629753112793, | |
0.017869823455810546, | |
0.017715200424194336, | |
0.01764454460144043, | |
0.017682432174682617, | |
0.017707008361816406, | |
0.017755136489868165, | |
0.017722368240356445, | |
0.01785651206970215, | |
0.01780633544921875 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 55.09599575190626 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |