
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
e71f4d2
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": 720.842752, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.20201416015625, | |
"mean": 7.20201416015625, | |
"stdev": 0.0, | |
"p50": 7.20201416015625, | |
"p90": 7.20201416015625, | |
"p95": 7.20201416015625, | |
"p99": 7.20201416015625, | |
"values": [ | |
7.20201416015625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.968413247002497e-07, | |
"ram": 5.306388396726902e-07, | |
"gpu": 1.844723697999942e-06, | |
"total": 3.372203862372882e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1023.791104, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.4922013750076293, | |
"mean": 0.006742484589145608, | |
"stdev": 0.0003445168649278434, | |
"p50": 0.006824863910675049, | |
"p90": 0.007146739292144775, | |
"p95": 0.007264582347869872, | |
"p99": 0.007406882648468017, | |
"values": [ | |
0.007402304172515869, | |
0.007146048069000244, | |
0.007209440231323242, | |
0.0069868798255920414, | |
0.006847263813018799, | |
0.007016640186309814, | |
0.00700057601928711, | |
0.007081215858459473, | |
0.006851327896118164, | |
0.007054143905639648, | |
0.007146912097930908, | |
0.007014143943786621, | |
0.00698854398727417, | |
0.007044928073883057, | |
0.006824863910675049, | |
0.006952447891235352, | |
0.006797696113586426, | |
0.006927135944366455, | |
0.007418655872344971, | |
0.00736736011505127, | |
0.006947872161865235, | |
0.007324448108673096, | |
0.007135104179382324, | |
0.007224671840667725, | |
0.007162144184112549, | |
0.007050816059112549, | |
0.0069407038688659665, | |
0.00683955192565918, | |
0.006906720161437988, | |
0.006944223880767823, | |
0.007099264144897461, | |
0.007090720176696777, | |
0.006972896099090576, | |
0.00684764814376831, | |
0.006784992218017578, | |
0.006662015914916992, | |
0.006879839897155762, | |
0.006467999935150147, | |
0.006477119922637939, | |
0.006908736228942871, | |
0.0068707518577575686, | |
0.007120287895202636, | |
0.006779712200164795, | |
0.006687839984893799, | |
0.006738815784454346, | |
0.006388415813446045, | |
0.006309279918670654, | |
0.006367231845855713, | |
0.006363647937774658, | |
0.006333471775054932, | |
0.006313471794128418, | |
0.006344863891601563, | |
0.006331744194030761, | |
0.006720287799835205, | |
0.006620128154754639, | |
0.006429855823516846, | |
0.0062032961845397945, | |
0.006374847888946533, | |
0.006352384090423584, | |
0.006298624038696289, | |
0.006295807838439941, | |
0.006374271869659423, | |
0.006557759761810303, | |
0.0063348798751831055, | |
0.006357503890991211, | |
0.006351168155670166, | |
0.006326848030090332, | |
0.0063070721626281735, | |
0.006319295883178711, | |
0.006326687812805176, | |
0.006305408000946045, | |
0.006338367938995362, | |
0.006311327934265137 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 296.62655858638533 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.957730783978831e-08, | |
"ram": 4.350816392254718e-08, | |
"gpu": 1.5961795021476337e-07, | |
"total": 2.8270342197709886e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7074551.790045242 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1039.433728, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.5136707525253296, | |
"mean": 0.007036585651031912, | |
"stdev": 0.0003541739400431704, | |
"p50": 0.0071151361465454106, | |
"p90": 0.007447782516479492, | |
"p95": 0.007539808082580567, | |
"p99": 0.007652675876617432, | |
"values": [ | |
0.007541535854339599, | |
0.00748902416229248, | |
0.007341087818145752, | |
0.00741161584854126, | |
0.007089663982391357, | |
0.00730675220489502, | |
0.007419167995452881, | |
0.007389503955841065, | |
0.007219647884368897, | |
0.0074225921630859375, | |
0.007364607810974121, | |
0.0072418560981750485, | |
0.007356671810150146, | |
0.007307519912719726, | |
0.007245120048522949, | |
0.007235007762908936, | |
0.007278687953948974, | |
0.007388832092285157, | |
0.007634943962097168, | |
0.007698272228240967, | |
0.007402976036071777, | |
0.007538656234741211, | |
0.007570047855377197, | |
0.0074635519981384275, | |
0.007311744213104248, | |
0.007310783863067627, | |
0.007233151912689209, | |
0.0072626562118530275, | |
0.007236639976501465, | |
0.007397151947021484, | |
0.007364607810974121, | |
0.00725164794921875, | |
0.007454080104827881, | |
0.007301375865936279, | |
0.0071151361465454106, | |
0.006854112148284912, | |
0.007, | |
0.006610688209533692, | |
0.006802175998687744, | |
0.007175776004791259, | |
0.007285280227661133, | |
0.0072559361457824705, | |
0.006971104145050049, | |
0.007006591796875, | |
0.0069617919921875, | |
0.006640736103057861, | |
0.00663804817199707, | |
0.006581567764282227, | |
0.006617695808410645, | |
0.006604544162750244, | |
0.006687967777252197, | |
0.00658128023147583, | |
0.006713151931762695, | |
0.006841184139251709, | |
0.006800191879272461, | |
0.006596352100372314, | |
0.0066152639389038086, | |
0.006588223934173584, | |
0.006619872093200684, | |
0.006706560134887695, | |
0.006595615863800049, | |
0.007010496139526367, | |
0.006628799915313721, | |
0.006636735916137696, | |
0.006593823909759522, | |
0.006592864036560058, | |
0.006603903770446777, | |
0.006605023860931396, | |
0.006642464160919189, | |
0.00662390422821045, | |
0.006597311973571778, | |
0.006630144119262695, | |
0.006557248115539551 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 142.11437898909827 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.331786298401264e-08, | |
"ram": 4.0088047475996894e-08, | |
"gpu": 1.4971634283651874e-07, | |
"total": 2.6312225329652814e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3800514.73211215 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.47994876766204836, | |
"mean": 0.0065746406529047716, | |
"stdev": 0.0002993772191616413, | |
"p50": 0.0066344962120056155, | |
"p90": 0.006911795330047607, | |
"p95": 0.006999859237670898, | |
"p99": 0.007109626770019532, | |
"values": [ | |
0.0069847040176391605, | |
0.006958079814910889, | |
0.00683619213104248, | |
0.00690176010131836, | |
0.0066109437942504885, | |
0.00676966381072998, | |
0.006904831886291504, | |
0.00687718391418457, | |
0.0066979842185974124, | |
0.006910975933074951, | |
0.006815743923187256, | |
0.006738944053649902, | |
0.006845439910888672, | |
0.006789184093475341, | |
0.006743040084838867, | |
0.0067420158386230465, | |
0.006774784088134766, | |
0.006831103801727295, | |
0.007082943916320801, | |
0.007178239822387696, | |
0.006872064113616944, | |
0.0070225920677185055, | |
0.007045119762420654, | |
0.006964223861694336, | |
0.006809599876403808, | |
0.006804480075836182, | |
0.006707231998443603, | |
0.006750207901000976, | |
0.006730751991271973, | |
0.006872064113616944, | |
0.00683622407913208, | |
0.006747136116027832, | |
0.006912000179290771, | |
0.006755328178405762, | |
0.0066344962120056155, | |
0.006378496170043945, | |
0.006561791896820069, | |
0.006203392028808594, | |
0.0063508481979370115, | |
0.00672051191329956, | |
0.006789120197296142, | |
0.006822912216186523, | |
0.0065484800338745115, | |
0.006585343837738037, | |
0.006491136074066162, | |
0.006254591941833496, | |
0.006253568172454834, | |
0.006184959888458252, | |
0.006210559844970703, | |
0.006220799922943115, | |
0.006303743839263916, | |
0.006189055919647217, | |
0.006278143882751465, | |
0.006445055961608887, | |
0.006397952079772949, | |
0.006180863857269287, | |
0.006228991985321045, | |
0.006198272228240966, | |
0.00617574405670166, | |
0.006294528007507324, | |
0.006205440044403076, | |
0.006592512130737305, | |
0.006243328094482422, | |
0.006250495910644531, | |
0.00620851182937622, | |
0.00618393611907959, | |
0.006210559844970703, | |
0.006212607860565185, | |
0.006255616188049316, | |
0.006239232063293457, | |
0.006210559844970703, | |
0.00624128007888794, | |
0.006168543815612793 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 152.09956753426295 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |