
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
7953102
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": "4.42.4", | |
"transformers_commit": null, | |
"accelerate_version": "0.32.1", | |
"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": 720.723968, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.12043017578125, | |
"mean": 7.12043017578125, | |
"stdev": 0.0, | |
"p50": 7.12043017578125, | |
"p90": 7.12043017578125, | |
"p95": 7.12043017578125, | |
"p99": 7.12043017578125, | |
"values": [ | |
7.12043017578125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.917214512825013e-07, | |
"ram": 5.162810720677651e-07, | |
"gpu": 1.7511125120000734e-06, | |
"total": 3.25911503535034e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1036.783616, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 77, | |
"total": 0.48559372758865355, | |
"mean": 0.00630641204660589, | |
"stdev": 0.00024296539293338777, | |
"p50": 0.006177279949188232, | |
"p90": 0.006468710517883301, | |
"p95": 0.006622438335418702, | |
"p99": 0.007124086914062497, | |
"values": [ | |
0.0075959677696228025, | |
0.006975071907043457, | |
0.0069333758354187015, | |
0.006959968090057373, | |
0.006445727825164795, | |
0.006544703960418701, | |
0.006425024032592774, | |
0.006177279949188232, | |
0.006187327861785889, | |
0.006182528018951416, | |
0.006434400081634522, | |
0.006464320182800293, | |
0.0064328317642211915, | |
0.006439199924468994, | |
0.0061658558845520016, | |
0.006156735897064209, | |
0.00616707181930542, | |
0.006161503791809082, | |
0.006133408069610596, | |
0.006139200210571289, | |
0.006123583793640136, | |
0.006131519794464111, | |
0.006161600112915039, | |
0.006150496006011963, | |
0.006136447906494141, | |
0.006138368129730225, | |
0.006483839988708496, | |
0.0064345598220825195, | |
0.0064208321571350094, | |
0.006399936199188232, | |
0.006409311771392822, | |
0.006434304237365723, | |
0.006376287937164307, | |
0.006401792049407959, | |
0.006398047924041748, | |
0.006407711982727051, | |
0.006479743957519531, | |
0.006399040222167969, | |
0.006389664173126221, | |
0.006145279884338379, | |
0.006141759872436523, | |
0.006145088195800781, | |
0.006131743907928467, | |
0.006102687835693359, | |
0.006112256050109863, | |
0.006118080139160156, | |
0.006141983985900879, | |
0.006116799831390381, | |
0.006324480056762696, | |
0.0063137922286987305, | |
0.006438399791717529, | |
0.006458144187927246, | |
0.006417823791503906, | |
0.006475296020507813, | |
0.006423552036285401, | |
0.006380224227905273, | |
0.0064180798530578615, | |
0.006431104183197022, | |
0.006406816005706787, | |
0.006150784015655518, | |
0.00616048002243042, | |
0.0061890239715576174, | |
0.006156415939331055, | |
0.006146751880645752, | |
0.006131872177124024, | |
0.006146848201751709, | |
0.006177087783813476, | |
0.006136928081512451, | |
0.006155648231506348, | |
0.006132287979125977, | |
0.006106112003326416, | |
0.00612550401687622, | |
0.006130591869354248, | |
0.00611952018737793, | |
0.006147039890289307, | |
0.006116288185119629, | |
0.006122560024261475 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 317.1375395739325 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.652202814710612e-08, | |
"ram": 4.180761452011656e-08, | |
"gpu": 1.5966321016773858e-07, | |
"total": 2.7799285283496123e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7194429.567537694 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1052.42624, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 77, | |
"total": 0.5151694068908691, | |
"mean": 0.006690511777803495, | |
"stdev": 0.00027151196912031237, | |
"p50": 0.0065771198272705075, | |
"p90": 0.006870393562316894, | |
"p95": 0.0071308545112609865, | |
"p99": 0.007808044681549072, | |
"values": [ | |
0.0077849278450012206, | |
0.007344863891601563, | |
0.007264383792877197, | |
0.007881247997283935, | |
0.007097472190856933, | |
0.0068681278228759765, | |
0.006866591930389404, | |
0.0065136318206787105, | |
0.006634719848632812, | |
0.006565311908721924, | |
0.006841567993164063, | |
0.006840960025787353, | |
0.006836351871490479, | |
0.006850912094116211, | |
0.006528384208679199, | |
0.0064973440170288084, | |
0.006470208168029785, | |
0.0064973759651184085, | |
0.006489376068115235, | |
0.006486847877502442, | |
0.006511839866638183, | |
0.006592000007629394, | |
0.006482272148132324, | |
0.006485504150390625, | |
0.006484096050262451, | |
0.00648473596572876, | |
0.006778783798217773, | |
0.0068076481819152835, | |
0.006777376174926758, | |
0.006809663772583008, | |
0.006782112121582032, | |
0.006790431976318359, | |
0.006814655780792237, | |
0.006761216163635254, | |
0.006873792171478272, | |
0.007014336109161377, | |
0.0067586879730224605, | |
0.006771840095520019, | |
0.006817599773406982, | |
0.006496767997741699, | |
0.006463327884674072, | |
0.006472383975982666, | |
0.006472288131713867, | |
0.006482687950134278, | |
0.006487391948699951, | |
0.006486527919769287, | |
0.006458271980285644, | |
0.007000671863555908, | |
0.006711808204650879, | |
0.006751711845397949, | |
0.006790815830230713, | |
0.006807392120361328, | |
0.006848991870880127, | |
0.0067957439422607424, | |
0.006702655792236328, | |
0.006801023960113526, | |
0.0067710399627685545, | |
0.006814784049987793, | |
0.0067964158058166505, | |
0.006504096031188965, | |
0.0065771198272705075, | |
0.0064980478286743165, | |
0.006480576038360596, | |
0.006493696212768555, | |
0.006511648178100586, | |
0.006524576187133789, | |
0.006494592189788819, | |
0.006475008010864257, | |
0.006474527835845947, | |
0.006467328071594238, | |
0.006493631839752197, | |
0.006487199783325195, | |
0.006463232040405273, | |
0.006573503971099854, | |
0.006499807834625244, | |
0.006479296207427978, | |
0.006499616146087647 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 149.4653971490805 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.371310954420392e-08, | |
"ram": 4.032814727516484e-08, | |
"gpu": 1.2945797752845813e-07, | |
"total": 2.434992343478269e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 4106789.0939301616 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 77, | |
"total": 0.4839617595672607, | |
"mean": 0.006285217656717671, | |
"stdev": 0.00024238854891651975, | |
"p50": 0.0061931519508361815, | |
"p90": 0.006463488006591797, | |
"p95": 0.006692044639587402, | |
"p99": 0.007248838253021239, | |
"values": [ | |
0.007210015773773193, | |
0.006783999919891357, | |
0.006737919807434082, | |
0.007371776103973389, | |
0.006680575847625733, | |
0.006457344055175781, | |
0.006452223777770996, | |
0.006121471881866455, | |
0.006250495910644531, | |
0.006116352081298828, | |
0.006440959930419922, | |
0.006436927795410156, | |
0.0064133119583129885, | |
0.006449151992797852, | |
0.006141952037811279, | |
0.006108160018920898, | |
0.006086656093597412, | |
0.006087679862976075, | |
0.006104032039642334, | |
0.006104991912841797, | |
0.0061265921592712404, | |
0.006205440044403076, | |
0.0060999679565429685, | |
0.006078464031219482, | |
0.006100992202758789, | |
0.006100992202758789, | |
0.00637440013885498, | |
0.0063907837867736815, | |
0.006379519939422608, | |
0.006397952079772949, | |
0.006377471923828125, | |
0.00638259220123291, | |
0.006404096126556396, | |
0.0063539199829101565, | |
0.006472703933715821, | |
0.006583295822143555, | |
0.006362112045288086, | |
0.006364160060882569, | |
0.006395904064178467, | |
0.006115327835083008, | |
0.006082560062408447, | |
0.00608358383178711, | |
0.006086656093597412, | |
0.006103040218353272, | |
0.006096896171569824, | |
0.006106112003326416, | |
0.006077439785003662, | |
0.006574016094207763, | |
0.006318079948425293, | |
0.006354944229125976, | |
0.006392831802368164, | |
0.006408192157745361, | |
0.006446112155914307, | |
0.006398975849151611, | |
0.006306816101074219, | |
0.006391808032989502, | |
0.006372352123260498, | |
0.006392831802368164, | |
0.006397952079772949, | |
0.006120448112487793, | |
0.0061931519508361815, | |
0.006114304065704346, | |
0.00607539176940918, | |
0.006111231803894043, | |
0.00611737585067749, | |
0.006132736206054688, | |
0.0060999679565429685, | |
0.006079487800598145, | |
0.00606822395324707, | |
0.006085631847381592, | |
0.006109216213226318, | |
0.006103040218353272, | |
0.0060661759376525876, | |
0.006174719810485839, | |
0.006094848155975342, | |
0.006089663982391357, | |
0.006112256050109863 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 159.10347972296475 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |