
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
c900476
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+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-5.10.224-212.876.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": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": "0.12.0", | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 800.329728, | |
"max_global_vram": 1362.624512, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.9974443359375, | |
"mean": 7.9974443359375, | |
"stdev": 0.0, | |
"p50": 7.9974443359375, | |
"p90": 7.9974443359375, | |
"p95": 7.9974443359375, | |
"p99": 7.9974443359375, | |
"values": [ | |
7.9974443359375 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 2.3885730527606737e-06, | |
"ram": 1.2853527569198343e-06, | |
"gpu": 3.3600026879965217e-06, | |
"total": 7.033928497677029e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1228.742656, | |
"max_global_vram": 1373.110272, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.49021465635299677, | |
"mean": 0.006808536893791624, | |
"stdev": 0.0003974865253003099, | |
"p50": 0.006914720058441163, | |
"p90": 0.00724901442527771, | |
"p95": 0.007288318538665772, | |
"p99": 0.007524614500999453, | |
"values": [ | |
0.007315264225006103, | |
0.007260064125061035, | |
0.006943679809570312, | |
0.00688259220123291, | |
0.006932831764221191, | |
0.006827487945556641, | |
0.007443136215209961, | |
0.006830048084259033, | |
0.007037248134613037, | |
0.006996096134185791, | |
0.0068215360641479495, | |
0.006867487907409668, | |
0.006969024181365966, | |
0.0070330557823181155, | |
0.0068791680335998535, | |
0.0071211838722229, | |
0.00712175989151001, | |
0.006882815837860107, | |
0.007095551967620849, | |
0.007064288139343262, | |
0.007148064136505127, | |
0.00717910385131836, | |
0.007334432125091553, | |
0.007249536037445069, | |
0.007026815891265869, | |
0.007724095821380615, | |
0.006926144123077392, | |
0.0071594557762146, | |
0.0069434881210327145, | |
0.007123616218566895, | |
0.0072631359100341795, | |
0.007032959938049316, | |
0.007100768089294433, | |
0.007057568073272705, | |
0.006830016136169434, | |
0.007266272068023682, | |
0.007223296165466309, | |
0.007184127807617188, | |
0.007244319915771485, | |
0.007073344230651856, | |
0.007012415885925293, | |
0.00689404821395874, | |
0.007093376159667969, | |
0.0067357120513916015, | |
0.006534527778625488, | |
0.006903295993804932, | |
0.0070687680244445805, | |
0.007153408050537109, | |
0.00680841588973999, | |
0.006574431896209717, | |
0.006444736003875733, | |
0.006551136016845703, | |
0.0062952318191528325, | |
0.006192639827728271, | |
0.006300928115844727, | |
0.006285823822021484, | |
0.006286911964416504, | |
0.0062171840667724606, | |
0.006182496070861816, | |
0.006245535850524902, | |
0.006287680149078369, | |
0.006245535850524902, | |
0.0062416958808898925, | |
0.006274271965026856, | |
0.0062053117752075195, | |
0.006281087875366211, | |
0.0062485761642456054, | |
0.00619152021408081, | |
0.006301919937133789, | |
0.006214943885803223, | |
0.006270016193389892, | |
0.006256192207336426 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 293.74886722339767 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.764211033959945e-08, | |
"ram": 4.242571282060231e-08, | |
"gpu": 1.4904151356862272e-07, | |
"total": 2.691093367288245e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7431923.486234725 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1247.08864, | |
"max_global_vram": 1373.110272, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.5132745900154113, | |
"mean": 0.007128813750214046, | |
"stdev": 0.000394570345300286, | |
"p50": 0.0072610719203948975, | |
"p90": 0.007555580711364746, | |
"p95": 0.007654185461997986, | |
"p99": 0.00773252206325531, | |
"values": [ | |
0.007445087909698486, | |
0.007429376125335694, | |
0.0071775360107421875, | |
0.00725548791885376, | |
0.007265759944915772, | |
0.007079936027526855, | |
0.007256383895874023, | |
0.007269248008728028, | |
0.007480319976806641, | |
0.007204288005828857, | |
0.007125440120697021, | |
0.007231167793273926, | |
0.0072717761993408205, | |
0.0075095038414001464, | |
0.007498112201690674, | |
0.007539423942565918, | |
0.007436287879943848, | |
0.007343616008758545, | |
0.007432096004486084, | |
0.007431488037109375, | |
0.007350719928741455, | |
0.007664639949798584, | |
0.0074208321571350095, | |
0.0074546561241149905, | |
0.007480768203735352, | |
0.007599967956542969, | |
0.007557375907897949, | |
0.0074423041343688965, | |
0.007286079883575439, | |
0.007730591773986817, | |
0.007285408020019531, | |
0.007379968166351319, | |
0.00745462417602539, | |
0.007420447826385498, | |
0.0077218241691589355, | |
0.007576191902160644, | |
0.007645631790161133, | |
0.007510303974151611, | |
0.007388160228729248, | |
0.0073276481628417964, | |
0.0072269439697265625, | |
0.0069604158401489254, | |
0.0072499198913574215, | |
0.0067966079711914065, | |
0.0070867519378662105, | |
0.007411776065826416, | |
0.007450751781463623, | |
0.007737247943878174, | |
0.0069612798690795894, | |
0.006767551898956298, | |
0.006783616065979004, | |
0.006840735912322998, | |
0.006648416042327881, | |
0.006592415809631348, | |
0.006585216045379639, | |
0.006567039966583252, | |
0.006617695808410645, | |
0.006524703979492188, | |
0.006553567886352539, | |
0.006566815853118897, | |
0.00669379186630249, | |
0.006606016159057617, | |
0.006581888198852539, | |
0.006581696033477783, | |
0.006538943767547607, | |
0.006576831817626953, | |
0.006538559913635254, | |
0.006586271762847901, | |
0.006502079963684082, | |
0.0065491518974304195, | |
0.006600543975830078, | |
0.006608863830566406 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 140.2757927249782 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.307622799538225e-08, | |
"ram": 3.992839546466258e-08, | |
"gpu": 1.4154240384906026e-07, | |
"total": 2.5454702730910506e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3928547.1552007804 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.4793321576118466, | |
"mean": 0.006657391077942319, | |
"stdev": 0.00033534352549947905, | |
"p50": 0.006762495994567871, | |
"p90": 0.0070382658004760745, | |
"p95": 0.0071287296295166015, | |
"p99": 0.007208560523986817, | |
"values": [ | |
0.006910975933074951, | |
0.006897727966308594, | |
0.006680575847625733, | |
0.006744063854217529, | |
0.006769631862640381, | |
0.006598656177520752, | |
0.006713344097137451, | |
0.0067573761940002445, | |
0.00693555212020874, | |
0.006685696125030518, | |
0.006606847763061524, | |
0.006706175804138184, | |
0.006767615795135498, | |
0.00693555212020874, | |
0.006975488185882568, | |
0.0069918718338012695, | |
0.006912000179290771, | |
0.0068351998329162595, | |
0.00691919994354248, | |
0.0069069118499755855, | |
0.006848512172698974, | |
0.007138304233551026, | |
0.0068853440284729, | |
0.006924287796020508, | |
0.006959104061126709, | |
0.00704307222366333, | |
0.007045119762420654, | |
0.00694374418258667, | |
0.006784959793090821, | |
0.007205887794494629, | |
0.006790143966674805, | |
0.006872064113616944, | |
0.00692633581161499, | |
0.006924287796020508, | |
0.007185408115386963, | |
0.007061408042907715, | |
0.007120895862579346, | |
0.006995007991790771, | |
0.0068915200233459475, | |
0.006830111980438232, | |
0.006755328178405762, | |
0.006524928092956543, | |
0.006776735782623291, | |
0.006398975849151611, | |
0.006591487884521485, | |
0.006904831886291504, | |
0.0069283838272094726, | |
0.007215104103088379, | |
0.00652185583114624, | |
0.006385568141937256, | |
0.006394879817962646, | |
0.006398975849151611, | |
0.006248447895050049, | |
0.00621670389175415, | |
0.006209536075592041, | |
0.006189055919647217, | |
0.006229951858520508, | |
0.006142975807189942, | |
0.006176767826080322, | |
0.006188032150268555, | |
0.006291456222534179, | |
0.006218751907348633, | |
0.006202367782592774, | |
0.006201344013214111, | |
0.0061562881469726565, | |
0.0062044157981872555, | |
0.006148096084594727, | |
0.006198272228240966, | |
0.006127615928649902, | |
0.006157311916351318, | |
0.006197311878204346, | |
0.0062044157981872555 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 150.20899152421165 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |