IlyasMoutawwakil's picture
Upload cpu_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
e8f8713 verified
raw
history blame
9.43 kB
{
"config": {
"name": "cpu_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.3.1+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": {},
"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,
"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-6.5.0-1023-azure-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.14",
"optimum_benchmark_version": "0.3.1",
"optimum_benchmark_commit": "701e27ceb63d18a62041650e250fe65f56ad5904",
"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": 1100.894208,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 1,
"total": 4.780214838999996,
"mean": 4.780214838999996,
"stdev": 0.0,
"p50": 4.780214838999996,
"p90": 4.780214838999996,
"p95": 4.780214838999996,
"p99": 4.780214838999996,
"values": [
4.780214838999996
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 6.719004842970107e-05,
"ram": 2.8083748754738735e-06,
"gpu": 0,
"total": 6.999842330517495e-05
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 954.617856,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 13,
"total": 0.6210275410000463,
"mean": 0.04777134930769587,
"stdev": 0.0009193228560687074,
"p50": 0.04778399599999261,
"p90": 0.048928459800009705,
"p95": 0.04905860220000591,
"p99": 0.04913323403999925,
"values": [
0.046934160000006386,
0.048996409000011454,
0.04865666300000271,
0.04644031399999449,
0.04915189199999759,
0.04778399599999261,
0.04638372900001286,
0.04696660100000827,
0.04861415299998839,
0.047880627000012055,
0.04846331000001669,
0.04772424300000466,
0.047031443999998146
]
},
"throughput": {
"unit": "tokens/s",
"value": 41.86609817357208
},
"energy": {
"unit": "kWh",
"cpu": 1.6613422168625727e-06,
"ram": 6.942955414174889e-08,
"gpu": 0.0,
"total": 1.7307717710043216e-06
},
"efficiency": {
"unit": "tokens/kWh",
"value": 1155553.8595591101
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 955.142144,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 13,
"total": 0.3904060739999977,
"mean": 0.030031236461538286,
"stdev": 0.0013511350541828351,
"p50": 0.030393991000011056,
"p90": 0.030839727000005722,
"p95": 0.03114112640000144,
"p99": 0.031457420479995335,
"values": [
0.03064129500000945,
0.030629632999989553,
0.030877548000006527,
0.030530687000009493,
0.030393991000011056,
0.029912327000005234,
0.030688443000002508,
0.030184567999981482,
0.030314922000002298,
0.028842239999988806,
0.03153649399999381,
0.030026883000005,
0.0258270429999925
]
},
"throughput": {
"unit": "tokens/s",
"value": 33.29866225390765
},
"energy": {
"unit": "kWh",
"cpu": 9.93105868498485e-07,
"ram": 4.150323855341754e-08,
"gpu": 0.0,
"total": 1.034609107051902e-06
},
"efficiency": {
"unit": "tokens/kWh",
"value": 966548.6154954502
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 13,
"total": 0.3842157409999629,
"mean": 0.029555056999997147,
"stdev": 0.0013057223390617963,
"p50": 0.029879836000020532,
"p90": 0.030366949999989856,
"p95": 0.030661538399994016,
"p99": 0.030966545279997034,
"values": [
0.03012916399998744,
0.030111852000004546,
0.030407365999991498,
0.03005145800000264,
0.029879836000020532,
0.029448957999989034,
0.03020528599998329,
0.029668710999999348,
0.02982945200000131,
0.028376034999979538,
0.03104279699999779,
0.029549588000008953,
0.025515237999996998
]
},
"throughput": {
"unit": "tokens/s",
"value": 33.83515721184691
},
"energy": null,
"efficiency": null
}
}
}