IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
1d146a8 verified
raw
history blame
13.9 kB
{
"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",
"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": 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": 66697.29792,
"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": "0.2.1",
"optimum_benchmark_commit": null,
"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": 1070.313472,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.0096
},
"latency": {
"unit": "s",
"count": 56,
"total": 0.49477590370178237,
"mean": 0.008835283994674684,
"stdev": 0.00047560515832173526,
"p50": 0.00882428789138794,
"p90": 0.009246640205383301,
"p95": 0.009671528100967407,
"p99": 0.010329761648178103,
"values": [
0.009739232063293458,
0.009477952003479003,
0.009200672149658203,
0.008889663696289062,
0.008862303733825684,
0.009157376289367676,
0.009001407623291015,
0.008867712020874023,
0.00895411205291748,
0.008951871871948243,
0.008897184371948242,
0.008789952278137208,
0.00964896011352539,
0.00890287971496582,
0.009878623962402343,
0.009148351669311524,
0.008954239845275878,
0.008999327659606933,
0.00889776039123535,
0.008852543830871583,
0.008827839851379395,
0.008820735931396484,
0.009244832038879394,
0.00891539192199707,
0.009042400360107422,
0.008694751739501953,
0.008746848106384278,
0.008386015892028809,
0.00912492847442627,
0.010881152153015137,
0.009248448371887206,
0.008968128204345702,
0.009079808235168458,
0.008747296333312988,
0.008723391532897948,
0.008313311576843261,
0.008308192253112794,
0.008256319999694825,
0.008268287658691406,
0.008269023895263673,
0.008252544403076172,
0.008471967697143555,
0.008720735549926757,
0.008734047889709473,
0.00868611240386963,
0.008652095794677734,
0.008782912254333496,
0.00868067169189453,
0.008232319831848144,
0.00822707176208496,
0.008628928184509277,
0.008762207984924317,
0.008253984451293946,
0.008252960205078125,
0.008253439903259278,
0.008244671821594239
]
},
"throughput": {
"unit": "tokens/s",
"value": 226.36510622697196
},
"energy": {
"unit": "kWh",
"cpu": 1.0113933749791593e-07,
"ram": 5.529807672940216e-08,
"gpu": 1.8001897640677938e-07,
"total": 3.3645639063409746e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 5944306.768050178
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1070.313472,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.46016
},
"latency": {
"unit": "s",
"count": 56,
"total": 0.5048562564849853,
"mean": 0.009015290294374739,
"stdev": 0.0004079033469706855,
"p50": 0.009084399700164794,
"p90": 0.009474592208862305,
"p95": 0.009783312320709229,
"p99": 0.009963630437850953,
"values": [
0.009515968322753907,
0.009422143936157227,
0.00923846435546875,
0.009129695892333985,
0.009203871726989747,
0.009433216094970703,
0.009156415939331055,
0.009159616470336914,
0.009198528289794922,
0.009105792045593262,
0.009084927558898925,
0.009294207572937013,
0.009410880088806152,
0.009784704208374023,
0.010074175834655762,
0.009183456420898437,
0.009782848358154296,
0.00911417579650879,
0.00921123218536377,
0.009115519523620606,
0.009083871841430663,
0.00934825611114502,
0.009200639724731445,
0.009065664291381836,
0.009119135856628418,
0.009114048004150391,
0.00861996841430664,
0.009045663833618165,
0.009685855865478515,
0.009873184204101562,
0.009115263938903809,
0.009193216323852539,
0.008885696411132812,
0.008896767616271973,
0.008921183586120606,
0.00845404815673828,
0.008456000328063965,
0.008512191772460938,
0.008436896324157716,
0.008403327941894531,
0.008424799919128418,
0.008858367919921875,
0.008886400222778321,
0.008863807678222656,
0.008873056411743165,
0.00886905574798584,
0.008854816436767578,
0.008852928161621094,
0.008435327529907227,
0.008391872406005859,
0.008982239723205566,
0.00888441562652588,
0.008430463790893555,
0.008396736145019531,
0.00838486385345459,
0.008416383743286134
]
},
"throughput": {
"unit": "tokens/s",
"value": 110.92266220467343
},
"energy": {
"unit": "kWh",
"cpu": 9.581233094696252e-08,
"ram": 5.1956484899161136e-08,
"gpu": 2.079594760522342e-07,
"total": 3.5572829189835787e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 2811134.292027944
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 55,
"total": 0.982183931350708,
"mean": 0.017857889660921965,
"stdev": 0.0008381614248464655,
"p50": 0.017973312377929686,
"p90": 0.01869783020019531,
"p95": 0.018983320999145507,
"p99": 0.02040795181274414,
"values": [
0.018940927505493164,
0.018496511459350586,
0.018036735534667968,
0.018114559173583983,
0.01861427116394043,
0.018207744598388673,
0.01805619239807129,
0.018186271667480467,
0.01809507179260254,
0.01802956771850586,
0.018107391357421874,
0.019082239151000976,
0.018702335357666015,
0.019991552352905274,
0.01838387107849121,
0.018760704040527345,
0.018143232345581056,
0.018168832778930662,
0.017973312377929686,
0.01795987129211426,
0.018148351669311523,
0.018545759201049804,
0.017998752593994142,
0.01822105598449707,
0.01783705520629883,
0.017494016647338868,
0.01739776039123535,
0.018691072463989256,
0.020896768569946288,
0.018473983764648438,
0.018144256591796876,
0.018082815170288084,
0.017673215866088866,
0.017657888412475585,
0.016829408645629883,
0.01677926445007324,
0.01680281639099121,
0.016730112075805666,
0.016698368072509767,
0.016695295333862305,
0.017345535278320313,
0.01762611198425293,
0.017632255554199217,
0.017564672470092774,
0.017550336837768556,
0.017679359436035155,
0.017552383422851564,
0.016710655212402344,
0.016655359268188476,
0.01761689567565918,
0.017661951065063478,
0.016740352630615234,
0.016669696807861328,
0.016668672561645507,
0.016660480499267577
]
},
"throughput": {
"unit": "tokens/s",
"value": 55.99765812128845
},
"energy": null,
"efficiency": null
}
}
}