IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
852d608 verified
raw
history blame
17.6 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.3.1+cu121",
"_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": 66697.293824,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.219-208.866.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": "0.3.1",
"optimum_benchmark_commit": null,
"transformers_version": "4.43.2",
"transformers_commit": null,
"accelerate_version": "0.33.0",
"accelerate_commit": null,
"diffusers_version": "0.29.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.7",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 719.990784,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.2098232421875,
"mean": 7.2098232421875,
"stdev": 0.0,
"p50": 7.2098232421875,
"p90": 7.2098232421875,
"p95": 7.2098232421875,
"p99": 7.2098232421875,
"values": [
7.2098232421875
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 1.0128483176231385e-06,
"ram": 5.389801364858235e-07,
"gpu": 1.765279190000038e-06,
"total": 3.317107644109e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1024.28672,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 76,
"total": 0.49124499559402457,
"mean": 0.006463749942026639,
"stdev": 0.00022535617788066844,
"p50": 0.006352752208709717,
"p90": 0.00667899203300476,
"p95": 0.0067142159938812255,
"p99": 0.00745577621459961,
"values": [
0.007404032230377197,
0.007611008167266846,
0.006517920017242431,
0.00634822416305542,
0.006374879837036133,
0.006516511917114258,
0.0065608639717102055,
0.006760928153991699,
0.0066967039108276364,
0.0066408319473266605,
0.006679456233978271,
0.006627999782562256,
0.006702816009521485,
0.006339680194854736,
0.0063211841583251955,
0.006321248054504395,
0.006356031894683838,
0.006340415954589844,
0.006310336112976074,
0.006658912181854248,
0.006365024089813233,
0.006308032035827637,
0.006319136142730713,
0.006325888156890869,
0.006352000236511231,
0.006427296161651611,
0.006650559902191162,
0.00632863998413086,
0.006748415946960449,
0.006672639846801758,
0.006591872215270996,
0.006689504146575927,
0.0063515200614929195,
0.006299200057983398,
0.006299456119537353,
0.006255392074584961,
0.00635097599029541,
0.006301792144775391,
0.006311520099639893,
0.006331840038299561,
0.006321695804595948,
0.006297632217407227,
0.006375103950500488,
0.0066360321044921875,
0.006596640110015869,
0.006609280109405518,
0.0063385281562805176,
0.006604767799377441,
0.0065437121391296385,
0.006536896228790283,
0.006494527816772461,
0.00667852783203125,
0.006375584125518799,
0.006414271831512451,
0.006670623779296875,
0.006325632095336914,
0.006317759990692139,
0.006352000236511231,
0.0063506879806518556,
0.006331488132476807,
0.006367392063140869,
0.00637011194229126,
0.006373663902282715,
0.006334688186645508,
0.006339136123657226,
0.006668416023254395,
0.006334335803985596,
0.006315296173095703,
0.006351424217224121,
0.006353504180908203,
0.006326367855072021,
0.006295648097991944,
0.006342912197113037,
0.0063203201293945315,
0.006309855937957764,
0.006299839973449707
]
},
"throughput": {
"unit": "tokens/s",
"value": 309.41791033656875
},
"energy": {
"unit": "kWh",
"cpu": 8.028041090335215e-08,
"ram": 4.3737991500588145e-08,
"gpu": 1.5493818701351234e-07,
"total": 2.7895658941745264e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7169574.320422459
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1039.929344,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 76,
"total": 0.5149352622032165,
"mean": 0.006775463976358113,
"stdev": 0.00018614826436813767,
"p50": 0.006676639795303345,
"p90": 0.006996255874633789,
"p95": 0.007029752016067505,
"p99": 0.007180336117744446,
"values": [
0.00748364782333374,
0.00695420789718628,
0.006659359931945801,
0.0066588158607482914,
0.0068578882217407225,
0.006624192237854004,
0.007074079990386963,
0.007001183986663819,
0.007079232215881348,
0.007003520011901855,
0.00699132776260376,
0.007005023956298828,
0.00693500804901123,
0.00666707181930542,
0.006763264179229737,
0.006637983798980713,
0.006601312160491943,
0.006632736206054687,
0.006891263961791992,
0.006977503776550293,
0.006623583793640137,
0.006625792026519775,
0.0066089601516723636,
0.0069051837921142575,
0.0066557760238647465,
0.006981344223022461,
0.006913599967956543,
0.006624767780303955,
0.006980864048004151,
0.006953983783721924,
0.0069567360877990725,
0.006912864208221435,
0.00668620777130127,
0.006636991977691651,
0.006596127986907959,
0.006899360179901123,
0.006637728214263916,
0.006620863914489746,
0.006654047966003418,
0.006592415809631348,
0.0066146240234375,
0.006700128078460693,
0.006988831996917725,
0.006968063831329346,
0.00696566390991211,
0.006943903923034668,
0.006791007995605469,
0.006840288162231445,
0.006768352031707764,
0.006847519874572754,
0.007028800010681152,
0.006929215908050537,
0.00661516809463501,
0.0069549760818481444,
0.006926303863525391,
0.006598879814147949,
0.006594304084777832,
0.006577727794647217,
0.006611551761627197,
0.0067153282165527345,
0.006634367942810059,
0.006577600002288819,
0.006615488052368164,
0.006613279819488525,
0.007032608032226563,
0.006942495822906494,
0.0066191678047180175,
0.0065742721557617186,
0.006631231784820556,
0.006569215774536133,
0.006608320236206055,
0.0066200637817382816,
0.006568672180175782,
0.006569695949554443,
0.006611551761627197,
0.006600768089294434
]
},
"throughput": {
"unit": "tokens/s",
"value": 147.59136842721597
},
"energy": {
"unit": "kWh",
"cpu": 7.789281022560608e-08,
"ram": 4.2742595107583006e-08,
"gpu": 1.484805742398394e-07,
"total": 2.691159795730284e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3715870.018519788
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 76,
"total": 0.4844215993881226,
"mean": 0.006373968413001614,
"stdev": 0.0001686444306707169,
"p50": 0.006288895845413207,
"p90": 0.006587903976440429,
"p95": 0.006626304149627686,
"p99": 0.006731008052825928,
"values": [
0.006903808116912841,
0.006540287971496582,
0.006247456073760986,
0.006270976066589356,
0.006459392070770263,
0.006232063770294189,
0.006643712043762207,
0.006593535900115967,
0.006673408031463623,
0.006601727962493896,
0.006542304039001465,
0.006606847763061524,
0.006527967929840088,
0.006280191898345947,
0.00637440013885498,
0.006252543926239014,
0.00620851182937622,
0.006245376110076905,
0.006479872226715088,
0.006568960189819336,
0.006240287780761719,
0.00624128007888794,
0.00622489595413208,
0.006499328136444092,
0.0062638077735900875,
0.00658022403717041,
0.0065064959526062015,
0.006238207817077636,
0.0065771517753601075,
0.00652288007736206,
0.006555647850036621,
0.006512639999389648,
0.0062975997924804685,
0.006254591941833496,
0.006214655876159668,
0.006495232105255127,
0.006253568172454834,
0.006235136032104492,
0.006269951820373535,
0.006209536075592041,
0.006210559844970703,
0.006313983917236328,
0.006582272052764892,
0.006543424129486084,
0.006564864158630371,
0.00653926420211792,
0.006305791854858398,
0.006445055961608887,
0.00637337589263916,
0.006451200008392334,
0.006626304149627686,
0.006498303890228272,
0.006231040000915527,
0.006553599834442139,
0.006492159843444824,
0.006213632106781006,
0.006211584091186524,
0.00619212818145752,
0.006202303886413575,
0.00632422399520874,
0.0062494721412658695,
0.006194176197052002,
0.006198272228240966,
0.0062269439697265625,
0.006626304149627686,
0.006508543968200684,
0.00623308801651001,
0.0061910719871521,
0.006242303848266601,
0.00617574405670166,
0.006214655876159668,
0.0062269439697265625,
0.006182911872863769,
0.006184959888458252,
0.006227968215942382,
0.00621670389175415
]
},
"throughput": {
"unit": "tokens/s",
"value": 156.88813235412354
},
"energy": null,
"efficiency": null
}
}
}