
'''simple docstring'''







import os
import time

import numpy as np
import onnxruntime as ort


lowercase					:							List[str]   =      "1"
lowercase					:							Tuple   =      "0"
lowercase					:							Optional[Any]   =      "1"

lowercase					:							List[Any]   =      ort.SessionOptions()
lowercase					:							Union[str, Any]   =      ort.GraphOptimizationLevel.ORT_DISABLE_ALL
print("Create inference session...")
lowercase					:							Any   =      ["TensorrtExecutionProvider", "CUDAExecutionProvider"]
lowercase					:							Union[str, Any]   =      ort.InferenceSession("model.onnx", sess_options=sess_opt, providers=execution_provider)
lowercase					:							List[Any]   =      ort.RunOptions()

lowercase					:							List[Any]   =      128
lowercase					:							Union[str, Any]   =      1
lowercase					:							str   =      np.ones((batch, sequence), dtype=np.intaa)
lowercase					:							Any   =      np.ones((batch, sequence), dtype=np.intaa)
lowercase					:							Optional[int]   =      np.ones((batch, sequence), dtype=np.intaa)

print("Warm up phase...")
sess.run(
    None,
    {
        sess.get_inputs()[0].name: input_ids,
        sess.get_inputs()[1].name: attention_mask,
        sess.get_inputs()[2].name: token_type_ids,
    },
    run_options=run_opt,
)

print("Start inference...")
lowercase					:							Optional[Any]   =      time.time()
lowercase					:							Optional[Any]   =      2000
lowercase					:							List[str]   =      {}
for iter in range(max_iters):
					lowercase					:							int   =      sess.run(
					    None,
					    {
					        sess.get_inputs()[0].name: input_ids,
					        sess.get_inputs()[1].name: attention_mask,
					        sess.get_inputs()[2].name: token_type_ids,
					    },
					    run_options=run_opt,
					)
print("Average Inference Time = {:.3f} ms".format((time.time() - start_time) * 1000 / max_iters))



'''simple docstring'''







from abc import ABC, abstractmethod
from argparse import ArgumentParser


class 		__UpperCAmelCase   (      _lowerCamelCase		):


							@staticmethod
							@abstractmethod
							def 				lowerCamelCase       ( lowerCAmelCase_						):





								"""simple docstring"""






								raise NotImplementedError()




							@abstractmethod
							def 				lowerCamelCase       ( self						):





								"""simple docstring"""






								raise NotImplementedError()

