IlyasMoutawwakil's picture
Upload cpu_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
f3a94b5 verified
raw
history blame
8.33 kB
{
"config": {
"name": "cpu_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.3.0+cpu",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"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": {},
"hub_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,
"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": false,
"device_isolation_action": "error",
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7763 64-Core Processor",
"cpu_count": 4,
"cpu_ram_mb": 16757.354496,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-6.5.0-1021-azure-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.14",
"optimum_benchmark_version": "0.2.1",
"optimum_benchmark_commit": "eee61510ab9c7b38bd9807712fa942e2f5ba255c",
"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": "1.0.3",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 946.23744,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 14,
"total": 0.6247380229999635,
"mean": 0.044624144499997395,
"stdev": 0.0016402672051428968,
"p50": 0.044231582000008984,
"p90": 0.04473934469998255,
"p95": 0.04679859764998895,
"p99": 0.04970904752999985,
"values": [
0.050436660000002576,
0.04414278500001956,
0.04450531999998475,
0.04446495199999845,
0.04399746100000357,
0.04426325200000747,
0.04483964099998161,
0.0441999120000105,
0.04391604599999255,
0.043811779999998635,
0.0443330939999953,
0.04395183399998359,
0.04360586100000319,
0.044269424999981766
]
},
"throughput": {
"unit": "tokens/s",
"value": 44.818786385924255
},
"energy": {
"unit": "kWh",
"cpu": 1.71949016875115e-06,
"ram": 7.18599193592942e-08,
"gpu": 0.0,
"total": 1.7913500881104441e-06
},
"efficiency": {
"unit": "tokens/kWh",
"value": 1116476.345564392
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 946.23744,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 14,
"total": 0.38339510600005156,
"mean": 0.027385364714289397,
"stdev": 0.0008429822368610816,
"p50": 0.027193816000007587,
"p90": 0.02856532549999713,
"p95": 0.029108513399997094,
"p99": 0.02933801227999453,
"values": [
0.02895404299999882,
0.026951100999980326,
0.027552197000005663,
0.027658317999993187,
0.027315552000004573,
0.02760267200000044,
0.027024159000006875,
0.0270720800000106,
0.027009413000001814,
0.027418234000009534,
0.02683309900001518,
0.02651868500001342,
0.02939538699999389,
0.026090166000017234
]
},
"throughput": {
"unit": "tokens/s",
"value": 36.51585474332611
},
"energy": {
"unit": "kWh",
"cpu": 1.0065921032486324e-06,
"ram": 4.2065653425551774e-08,
"gpu": 0.0,
"total": 1.048657756674185e-06
},
"efficiency": {
"unit": "tokens/kWh",
"value": 953599.9649413715
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 13,
"total": 0.9289998639999908,
"mean": 0.07146152799999929,
"stdev": 0.0006324581272485751,
"p50": 0.07132981199998767,
"p90": 0.07212279980000176,
"p95": 0.07241363499999239,
"p99": 0.07274163339998609,
"values": [
0.07113019599998438,
0.07205278700001827,
0.07214030299999763,
0.07134183599998778,
0.07182213300001195,
0.07189762400000177,
0.07132981199998767,
0.0709568180000133,
0.07120635799998354,
0.07121162999999342,
0.07049653800001465,
0.07282363299998451,
0.07059019600001193
]
},
"throughput": {
"unit": "tokens/s",
"value": 13.993543490981748
},
"energy": null,
"efficiency": null
}
}
}