
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
26cd1b5
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+cu124", | |
"_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": 66697.261056, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.223-212.873.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": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 791.089152, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.4093525390625, | |
"mean": 7.4093525390625, | |
"stdev": 0.0, | |
"p50": 7.4093525390625, | |
"p90": 7.4093525390625, | |
"p95": 7.4093525390625, | |
"p99": 7.4093525390625, | |
"values": [ | |
7.4093525390625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.908616458336183e-07, | |
"ram": 5.274479883667631e-07, | |
"gpu": 1.8416681399999624e-06, | |
"total": 3.3599777742003437e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1229.037568, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.48764419364929207, | |
"mean": 0.0067728360229068335, | |
"stdev": 0.00022990204812414509, | |
"p50": 0.00676310396194458, | |
"p90": 0.006923302221298218, | |
"p95": 0.0069954352378845215, | |
"p99": 0.0074770704650878985, | |
"values": [ | |
0.00831100845336914, | |
0.006655712127685547, | |
0.006696095943450928, | |
0.006523935794830322, | |
0.006509696006774902, | |
0.006492256164550781, | |
0.00685811185836792, | |
0.006771999835968018, | |
0.006797120094299316, | |
0.006827904224395752, | |
0.006818336009979248, | |
0.00676416015625, | |
0.0067636480331420895, | |
0.006860991954803467, | |
0.006782656192779541, | |
0.006761568069458008, | |
0.006800000190734863, | |
0.0067235522270202635, | |
0.006829279899597168, | |
0.006755839824676513, | |
0.006619391918182373, | |
0.006795584201812744, | |
0.006755167961120605, | |
0.006740575790405274, | |
0.006919616222381591, | |
0.0067452797889709475, | |
0.006799104213714599, | |
0.006734816074371338, | |
0.006486176013946533, | |
0.006468095779418945, | |
0.006453375816345214, | |
0.006485983848571777, | |
0.006637728214263916, | |
0.0064644479751586915, | |
0.006480512142181397, | |
0.006476992130279541, | |
0.00694649600982666, | |
0.006805471897125244, | |
0.006788864135742188, | |
0.00708896017074585, | |
0.006744863986968994, | |
0.0067131838798522945, | |
0.0067133760452270505, | |
0.0067272639274597165, | |
0.006992800235748291, | |
0.00685097599029541, | |
0.006906527996063233, | |
0.0067636799812316895, | |
0.006765920162200928, | |
0.007136447906494141, | |
0.00679417610168457, | |
0.006759391784667969, | |
0.006771935939788819, | |
0.006864927768707276, | |
0.006998655796051026, | |
0.0067067198753356936, | |
0.006953824043273926, | |
0.006737311840057373, | |
0.006764448165893554, | |
0.006717023849487305, | |
0.006731808185577393, | |
0.006923711776733398, | |
0.006767072200775146, | |
0.00676255989074707, | |
0.006732672214508057, | |
0.006734240055084229, | |
0.006855616092681885, | |
0.006733088016510009, | |
0.00676800012588501, | |
0.006743360042572022, | |
0.006782368183135986, | |
0.006729728221893311 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 295.2972718128232 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.04325881756766e-08, | |
"ram": 4.3977627816979294e-08, | |
"gpu": 1.6890591590540646e-07, | |
"total": 2.933161318980623e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 6818581.6683791205 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1247.715328, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.51248530960083, | |
"mean": 0.007117851522233751, | |
"stdev": 0.00015974061801550825, | |
"p50": 0.007109983921051026, | |
"p90": 0.007317052936553955, | |
"p95": 0.007408366394042969, | |
"p99": 0.007547311000823975, | |
"values": [ | |
0.007184000015258789, | |
0.007007743835449219, | |
0.006821343898773194, | |
0.006808576107025147, | |
0.006845759868621826, | |
0.006934688091278076, | |
0.007084415912628174, | |
0.007104127883911133, | |
0.0072564477920532226, | |
0.007438303947448731, | |
0.007197824001312256, | |
0.0071047677993774415, | |
0.007158143997192383, | |
0.007107200145721436, | |
0.007128767967224121, | |
0.007151455879211426, | |
0.007425280094146729, | |
0.007568736076354981, | |
0.007177248001098633, | |
0.0071049280166625975, | |
0.007538559913635254, | |
0.007258975982666015, | |
0.007140511989593506, | |
0.007368735790252686, | |
0.007125823974609375, | |
0.007129759788513184, | |
0.0070991039276123045, | |
0.007051360130310058, | |
0.0067933440208435055, | |
0.006813568115234375, | |
0.006824192047119141, | |
0.006953184127807617, | |
0.006822432041168213, | |
0.006798687934875488, | |
0.006944032192230225, | |
0.006975103855133056, | |
0.007104608058929443, | |
0.007111999988555908, | |
0.007074783802032471, | |
0.007118271827697754, | |
0.007046815872192383, | |
0.007060863971710205, | |
0.007083903789520263, | |
0.007319712162017823, | |
0.007103807926177978, | |
0.0071298561096191405, | |
0.007346687793731689, | |
0.00723683214187622, | |
0.007116000175476075, | |
0.007174304008483887, | |
0.007222303867340088, | |
0.0071262078285217285, | |
0.007107967853546142, | |
0.007293119907379151, | |
0.007145503997802735, | |
0.0072015681266784665, | |
0.007125631809234619, | |
0.007106847763061523, | |
0.007125440120697021, | |
0.007063839912414551, | |
0.007188255786895752, | |
0.007240479946136475, | |
0.0071010241508483885, | |
0.007107264041900635, | |
0.007058815956115723, | |
0.007090816020965576, | |
0.007080863952636718, | |
0.0070850238800048825, | |
0.007394527912139893, | |
0.007099999904632569, | |
0.0071233601570129396, | |
0.007120863914489746 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 140.49183196310568 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.112345869931982e-08, | |
"ram": 4.429580145859887e-08, | |
"gpu": 1.6618068850000165e-07, | |
"total": 2.9159994865792036e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3429355.885014619 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.48237673521041874, | |
"mean": 0.006699676877922482, | |
"stdev": 0.00014957180500307509, | |
"p50": 0.00669542407989502, | |
"p90": 0.006868787288665772, | |
"p95": 0.006963302516937256, | |
"p99": 0.007119564652442932, | |
"values": [ | |
0.006766560077667236, | |
0.006586368083953857, | |
0.006426623821258545, | |
0.0064133119583129885, | |
0.006449151992797852, | |
0.006504447937011719, | |
0.006680575847625733, | |
0.006684671878814697, | |
0.0068392958641052244, | |
0.007023615837097168, | |
0.006764575958251953, | |
0.006699007987976074, | |
0.006723584175109864, | |
0.006702079772949219, | |
0.0067051520347595215, | |
0.006732800006866455, | |
0.0069847040176391605, | |
0.00714137601852417, | |
0.006760447978973389, | |
0.006687744140625, | |
0.007110655784606934, | |
0.006838272094726563, | |
0.0067348480224609375, | |
0.006945792198181152, | |
0.006713344097137451, | |
0.0067010560035705566, | |
0.0066938881874084475, | |
0.006647808074951172, | |
0.006398975849151611, | |
0.006419456005096436, | |
0.006432767868041992, | |
0.006560768127441406, | |
0.00643071985244751, | |
0.006396927833557129, | |
0.00652185583114624, | |
0.0065669121742248536, | |
0.006696959972381592, | |
0.006706175804138184, | |
0.006667263984680176, | |
0.006707263946533203, | |
0.006642687797546387, | |
0.006657023906707763, | |
0.006673408031463623, | |
0.006872064113616944, | |
0.006691840171813965, | |
0.006722559928894043, | |
0.006941696166992187, | |
0.006815743923187256, | |
0.0066938881874084475, | |
0.006752255916595459, | |
0.006778880119323731, | |
0.00672051191329956, | |
0.006702079772949219, | |
0.0068853759765625, | |
0.006685696125030518, | |
0.006661119937896728, | |
0.006683648109436035, | |
0.006689792156219483, | |
0.006700032234191895, | |
0.0066447358131408694, | |
0.0067686400413513184, | |
0.006834176063537598, | |
0.006680575847625733, | |
0.0066938881874084475, | |
0.006651872158050537, | |
0.006684671878814697, | |
0.0066744318008422855, | |
0.00667955207824707, | |
0.006817791938781738, | |
0.006691840171813965, | |
0.006702079772949219, | |
0.006714367866516113 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 149.26092977637637 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |