
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
852d608
verified
{ | |
"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 | |
} | |
} | |
} |