IlyasMoutawwakil
HF staff
Upload cpu_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
e5ef348
verified
{ | |
"config": { | |
"name": "cpu_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+cpu", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"model_type": "gpt2", | |
"model": "openai-community/gpt2", | |
"processor": "openai-community/gpt2", | |
"device": "cpu", | |
"device_ids": null, | |
"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": false, | |
"device_isolation_action": "error", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7763 64-Core Processor", | |
"cpu_count": 4, | |
"cpu_ram_mb": 16757.342208, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-6.5.0-1025-azure-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.14", | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": "7bf21f8f337be20576044baf0fee5e705e4928fa", | |
"transformers_version": "4.44.0", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.0", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.8", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1120.673792, | |
"max_global_vram": null, | |
"max_process_vram": null, | |
"max_reserved": null, | |
"max_allocated": null | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 4.951380179000012, | |
"mean": 4.951380179000012, | |
"stdev": 0.0, | |
"p50": 4.951380179000012, | |
"p90": 4.951380179000012, | |
"p95": 4.951380179000012, | |
"p99": 4.951380179000012, | |
"values": [ | |
4.951380179000012 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 6.907910442222216e-05, | |
"ram": 2.887335711031522e-06, | |
"gpu": 0, | |
"total": 7.196644013325369e-05 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 974.143488, | |
"max_global_vram": null, | |
"max_process_vram": null, | |
"max_reserved": null, | |
"max_allocated": null | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 14, | |
"total": 0.6282671150000283, | |
"mean": 0.04487622250000202, | |
"stdev": 0.0025580467398338947, | |
"p50": 0.044886641000005056, | |
"p90": 0.04818485429999555, | |
"p95": 0.048596968749970416, | |
"p99": 0.048922168949958975, | |
"values": [ | |
0.046761202000027424, | |
0.04900346899995611, | |
0.04773398500003623, | |
0.04547815300003322, | |
0.048378083999978116, | |
0.04544010199998638, | |
0.04199639799998067, | |
0.04263835299997254, | |
0.04359836200001155, | |
0.04433318000002373, | |
0.04246567200004847, | |
0.047377950999987206, | |
0.04118855399997301, | |
0.04187365000001364 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 44.56703101514193 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.6872348629629256e-06, | |
"ram": 7.051244712126714e-08, | |
"gpu": 0.0, | |
"total": 1.7577473100841928e-06 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 1137819.9747631552 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 974.798848, | |
"max_global_vram": null, | |
"max_process_vram": null, | |
"max_reserved": null, | |
"max_allocated": null | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 14, | |
"total": 0.38019824100007327, | |
"mean": 0.027157017214290948, | |
"stdev": 0.0016913367913499366, | |
"p50": 0.02652138150003225, | |
"p90": 0.02990361449997181, | |
"p95": 0.030082794199989847, | |
"p99": 0.030326243640025723, | |
"values": [ | |
0.029867868999986058, | |
0.03038710600003469, | |
0.028403250999986085, | |
0.029918933999965702, | |
0.026827366000020447, | |
0.026010444999997162, | |
0.02583866500003751, | |
0.026505006000036246, | |
0.02681026400000519, | |
0.026332734999982677, | |
0.02635287199996128, | |
0.02653775700002825, | |
0.02533035800001926, | |
0.02507561300001271 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 36.82289524321419 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.006280074074063e-06, | |
"ram": 4.2054794630134116e-08, | |
"gpu": 0.0, | |
"total": 1.0483348687041972e-06 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 953893.674485957 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 14, | |
"total": 0.374511580999922, | |
"mean": 0.026750827214280144, | |
"stdev": 0.0016268243078416131, | |
"p50": 0.026178117000029033, | |
"p90": 0.029391921999967964, | |
"p95": 0.029568790299981627, | |
"p99": 0.029802955660006774, | |
"values": [ | |
0.029346988999975565, | |
0.02986149700001306, | |
0.027940238999974554, | |
0.029411178999964704, | |
0.0264470380000148, | |
0.025657186999978876, | |
0.025496748000023217, | |
0.0261564770000291, | |
0.026443320999987918, | |
0.02597231400000055, | |
0.025830508999945323, | |
0.026199757000028967, | |
0.02500447099998837, | |
0.024743854999996984 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 37.38202157225925 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |