
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
8fbff08
verified
{ | |
"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": 1093.627904, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.007552 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.49832416057586665, | |
"mean": 0.009060439283197576, | |
"stdev": 0.00022582770508943817, | |
"p50": 0.009033632278442384, | |
"p90": 0.009173465538024903, | |
"p95": 0.00939774408340454, | |
"p99": 0.009857797222137452, | |
"values": [ | |
0.009907839775085449, | |
0.009815168380737305, | |
0.009747520446777343, | |
0.00874124813079834, | |
0.00866431999206543, | |
0.008595999717712402, | |
0.008612480163574219, | |
0.009007871627807617, | |
0.00904742431640625, | |
0.009093024253845216, | |
0.0090546236038208, | |
0.009029439926147461, | |
0.009117792129516602, | |
0.009020128250122071, | |
0.009023520469665527, | |
0.009096991539001465, | |
0.009017279624938965, | |
0.00865379238128662, | |
0.009044575691223144, | |
0.00904428768157959, | |
0.009031552314758301, | |
0.009226783752441407, | |
0.009029088020324707, | |
0.009150560379028321, | |
0.009024543762207031, | |
0.009021247863769531, | |
0.009178303718566894, | |
0.009025792121887206, | |
0.009056192398071289, | |
0.008947711944580078, | |
0.008885696411132812, | |
0.008951968193054199, | |
0.008995200157165527, | |
0.00904918384552002, | |
0.00924783992767334, | |
0.009047231674194335, | |
0.009138400077819825, | |
0.009103872299194337, | |
0.009033760070800782, | |
0.009166208267211914, | |
0.009019904136657715, | |
0.009031167984008789, | |
0.009079296112060547, | |
0.009075391769409179, | |
0.009043871879577637, | |
0.009014399528503417, | |
0.009029664039611817, | |
0.009033120155334473, | |
0.009057439804077149, | |
0.009033632278442384, | |
0.009101183891296386, | |
0.009027551651000977, | |
0.009017824172973633, | |
0.009115936279296875, | |
0.00899731159210205 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 220.73984908314154 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0898096693886651e-07, | |
"ram": 5.958143518484676e-08, | |
"gpu": 1.8615968001834607e-07, | |
"total": 3.5472208214205936e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 5638216.791925117 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1093.627904, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.4576 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.5169948167800902, | |
"mean": 0.009399905759638007, | |
"stdev": 0.00023180977835384614, | |
"p50": 0.009384063720703125, | |
"p90": 0.009469427299499511, | |
"p95": 0.009869657611846923, | |
"p99": 0.01021596420288086, | |
"values": [ | |
0.010131423950195312, | |
0.010144160270690919, | |
0.01030025577545166, | |
0.00887622356414795, | |
0.008886719703674316, | |
0.009004704475402832, | |
0.009174304008483887, | |
0.009324576377868652, | |
0.009316991806030274, | |
0.009399007797241211, | |
0.009304320335388184, | |
0.009337471961975099, | |
0.009420736312866211, | |
0.009369024276733398, | |
0.009384063720703125, | |
0.009407360076904297, | |
0.009430720329284667, | |
0.009428064346313476, | |
0.009321727752685548, | |
0.009408415794372559, | |
0.009474495887756347, | |
0.009402591705322266, | |
0.009404064178466797, | |
0.009371552467346191, | |
0.00937014389038086, | |
0.009326911926269532, | |
0.009446175575256347, | |
0.009415871620178222, | |
0.00941104030609131, | |
0.009236288070678712, | |
0.009198559761047363, | |
0.009316351890563965, | |
0.00939027214050293, | |
0.009389792442321777, | |
0.00938969612121582, | |
0.009331616401672363, | |
0.009502559661865235, | |
0.009442720413208008, | |
0.009363840103149414, | |
0.009399040222167969, | |
0.009461824417114257, | |
0.009383872032165527, | |
0.009397855758666992, | |
0.009365216255187988, | |
0.009442336082458496, | |
0.009352095603942871, | |
0.009367903709411622, | |
0.009438816070556641, | |
0.009350687980651855, | |
0.009757472038269042, | |
0.009325887680053711, | |
0.009302751541137695, | |
0.009326623916625977, | |
0.009334527969360351, | |
0.009433088302612304 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 106.38404528414233 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.069887990903373e-07, | |
"ram": 5.8499146120701805e-08, | |
"gpu": 1.82759807036212e-07, | |
"total": 3.482477522472511e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 2871518.8929346306 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 54, | |
"total": 0.9970012207031252, | |
"mean": 0.018462985568576385, | |
"stdev": 0.0003989507830060581, | |
"p50": 0.018462208747863768, | |
"p90": 0.018651648330688476, | |
"p95": 0.018715495109558104, | |
"p99": 0.020090879917144776, | |
"values": [ | |
0.019994623184204103, | |
0.020199424743652345, | |
0.017723392486572266, | |
0.017582080841064454, | |
0.017624063491821287, | |
0.017795072555541993, | |
0.018366464614868162, | |
0.018374656677246092, | |
0.018534400939941405, | |
0.018381824493408205, | |
0.01840332794189453, | |
0.018556928634643553, | |
0.01841152000427246, | |
0.018431999206542968, | |
0.018541568756103514, | |
0.01848422431945801, | |
0.018111488342285157, | |
0.018378751754760742, | |
0.018479103088378905, | |
0.018550783157348632, | |
0.018659328460693358, | |
0.01847091293334961, | |
0.018543615341186523, | |
0.01842790412902832, | |
0.018382848739624022, | |
0.01863372802734375, | |
0.0184586238861084, | |
0.018515968322753908, | |
0.018223104476928712, | |
0.018107391357421874, | |
0.018279455184936524, | |
0.018427871704101564, | |
0.01846272087097168, | |
0.01866854476928711, | |
0.018413568496704103, | |
0.018663423538208008, | |
0.018573312759399413, | |
0.01843302345275879, | |
0.018578432083129884, | |
0.018506752014160157, | |
0.0184586238861084, | |
0.018505727767944336, | |
0.01846272087097168, | |
0.018519039154052733, | |
0.01836953544616699, | |
0.01844223976135254, | |
0.018491392135620118, | |
0.018461696624755858, | |
0.01880268859863281, | |
0.018464767456054687, | |
0.01835212707519531, | |
0.018359296798706053, | |
0.018479103088378905, | |
0.01847603225708008 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 54.162421147204874 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |