IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
0266906 verified
raw
history blame
13.7 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.3.0+cu121",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"model": "openai-community/gpt2",
"library": "transformers",
"device": "cuda",
"device_ids": "0",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"hub_kwargs": {
"revision": "main",
"force_download": false,
"local_files_only": false,
"trust_remote_code": false
},
"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,
"latency": true,
"memory": 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",
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.29792,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.215-203.850.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": "0.2.0",
"optimum_benchmark_commit": null,
"transformers_version": "4.40.2",
"transformers_commit": null,
"accelerate_version": "0.30.1",
"accelerate_commit": null,
"diffusers_version": "0.27.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "0.9.16",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1078.718464,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.007552
},
"latency": {
"unit": "s",
"count": 55,
"total": 0.49499529838561995,
"mean": 0.008999914516102185,
"stdev": 0.0006457302535126386,
"p50": 0.008968319892883301,
"p90": 0.009335501098632812,
"p95": 0.009751843166351318,
"p99": 0.011452113914489748,
"values": [
0.012809215545654297,
0.010296064376831055,
0.009237536430358887,
0.009098976135253907,
0.00898691177368164,
0.008866016387939452,
0.009027392387390136,
0.009088640213012695,
0.008975232124328613,
0.009015775680541993,
0.009266495704650879,
0.009187423706054687,
0.009132224082946777,
0.009003328323364259,
0.008918304443359375,
0.008903583526611329,
0.008970175743103027,
0.009099103927612305,
0.009200927734375,
0.008962047576904298,
0.009062368392944336,
0.008980192184448243,
0.008968319892883301,
0.009339584350585937,
0.008879136085510254,
0.00892262363433838,
0.008928768157958985,
0.009682271957397461,
0.009329376220703125,
0.009003392219543457,
0.008976767539978028,
0.008946816444396972,
0.008894368171691895,
0.00858137607574463,
0.009094240188598633,
0.009914175987243652,
0.009440671920776368,
0.008856448173522949,
0.008671232223510742,
0.008776415824890136,
0.008382783889770509,
0.008372447967529296,
0.008572352409362794,
0.008363648414611817,
0.008568767547607423,
0.008858240127563477,
0.009226112365722657,
0.008498271942138673,
0.008373344421386719,
0.008438559532165527,
0.008434176445007324,
0.008436896324157716,
0.00844166374206543,
0.0083571195602417,
0.008376992225646973
]
},
"throughput": {
"unit": "tokens/s",
"value": 222.2243329557967
},
"energy": {
"unit": "kWh",
"cpu": 1.0576523869993196e-07,
"ram": 5.7827943414525045e-08,
"gpu": 1.9023576726785883e-07,
"total": 3.538289493823158e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 5652448.742510832
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1078.718464,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.4576
},
"latency": {
"unit": "s",
"count": 55,
"total": 0.5093521614074707,
"mean": 0.009260948389226739,
"stdev": 0.0006055144868363972,
"p50": 0.00927171230316162,
"p90": 0.009626559829711914,
"p95": 0.009860931205749511,
"p99": 0.011373571777343753,
"values": [
0.01289027214050293,
0.010026399612426757,
0.009382880210876465,
0.009294976234436035,
0.009399968147277832,
0.009177599906921387,
0.009409088134765625,
0.009353759765625,
0.009265503883361816,
0.010081567764282227,
0.009333855628967285,
0.009193375587463378,
0.009469632148742677,
0.009197312355041504,
0.009278783798217774,
0.009223584175109864,
0.009445568084716797,
0.009575967788696288,
0.009282560348510742,
0.009341952323913574,
0.009243071556091309,
0.009199904441833497,
0.00933731174468994,
0.009413536071777345,
0.00927171230316162,
0.00934505558013916,
0.009511232376098633,
0.009790016174316405,
0.009667519569396973,
0.009234784126281738,
0.009315744400024414,
0.009004159927368164,
0.009045023918151856,
0.008713088035583495,
0.009517536163330079,
0.009660287857055664,
0.00933027172088623,
0.008989824295043945,
0.009282976150512696,
0.008900735855102539,
0.008757984161376953,
0.008726079940795899,
0.00871887969970703,
0.008610624313354492,
0.009483263969421387,
0.009241824150085448,
0.008845120429992677,
0.008582912445068359,
0.008747743606567384,
0.008660544395446777,
0.00874300765991211,
0.008633536338806152,
0.008690431594848632,
0.008712544441223144,
0.008799263954162598
]
},
"throughput": {
"unit": "tokens/s",
"value": 107.98030158156371
},
"energy": {
"unit": "kWh",
"cpu": 1.0086626612714353e-07,
"ram": 5.5152847031151376e-08,
"gpu": 1.7681912407696548e-07,
"total": 3.3283823723526045e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3004462.492971229
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 54,
"total": 0.9807800674438476,
"mean": 0.01816259384155274,
"stdev": 0.00071595331910921,
"p50": 0.018272288322448732,
"p90": 0.018909900665283204,
"p95": 0.01924879341125488,
"p99": 0.020035347614288327,
"values": [
0.02057318305969238,
0.018707456588745116,
0.018412544250488282,
0.018412544250488282,
0.018104320526123048,
0.018431999206542968,
0.018495616912841798,
0.018300800323486327,
0.019084287643432618,
0.018665632247924804,
0.018422719955444335,
0.01861008071899414,
0.01825484848022461,
0.018215936660766603,
0.018189311981201172,
0.01841459274291992,
0.01867366409301758,
0.018586624145507814,
0.018319360733032225,
0.018347007751464844,
0.018226175308227538,
0.018295808792114256,
0.018815999984741212,
0.018197504043579102,
0.01828972816467285,
0.01840121650695801,
0.019554304122924804,
0.01899622344970703,
0.018337791442871093,
0.018318336486816408,
0.018010112762451173,
0.018035711288452147,
0.017321983337402345,
0.018537471771240235,
0.019558399200439454,
0.018950143814086915,
0.017934335708618163,
0.017803264617919923,
0.01787596893310547,
0.017187839508056642,
0.017123327255249024,
0.017319936752319336,
0.01701375961303711,
0.01801523208618164,
0.018157567977905274,
0.018111488342285157,
0.017120256423950195,
0.01715814399719238,
0.017126399993896483,
0.01719705581665039,
0.017091583251953125,
0.017159168243408202,
0.017095680236816405,
0.017219615936279298
]
},
"throughput": {
"unit": "tokens/s",
"value": 55.05821518246917
},
"energy": null,
"efficiency": null
}
}
}