


"""simple docstring"""


import os
import time

import numpy as np
import onnxruntime as ort


__lowerCamelCase      :Dict	    =		'1'
__lowerCamelCase      :List[str]	    =		'0'
__lowerCamelCase      :List[str]	    =		'1'

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

__lowerCamelCase      :Optional[int]	    =		128
__lowerCamelCase      :List[str]	    =		1
__lowerCamelCase      :Optional[Any]	    =		np.ones((batch, sequence), dtype=np.intaa)
__lowerCamelCase      :List[str]	    =		np.ones((batch, sequence), dtype=np.intaa)
__lowerCamelCase      :Dict	    =		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...')
__lowerCamelCase      :int	    =		time.time()
__lowerCamelCase      :Tuple	    =		2_000
__lowerCamelCase      :int	    =		{}
for iter in range(max_iters):
    __lowerCamelCase      :Union[str, Any]	    =		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) * 1_000 / max_iters))








"""simple docstring"""


__lowerCamelCase      :List[Any]	    =		{0: [2, 3], 1: [0], 2: [1], 3: [4], 4: []}

__lowerCamelCase      :Union[str, Any]	    =		{0: [1, 2, 3], 1: [2], 2: [0], 3: [4], 4: [5], 5: [3]}




def   snake_case		(     UpperCamelCase__       :						dict[int, list[int]]			,				UpperCamelCase__       :						int			,				UpperCamelCase__       :						list[bool]    )   ->      list[int]:
      lowerCamelCase					:					Tuple        =	True
      lowerCamelCase					:					Any        =	[]

      for neighbour in graph[vert]:
            if not visited[neighbour]:
                  order += topology_sort(UpperCamelCase__			,				UpperCamelCase__			,				UpperCamelCase__    )

      order.append(UpperCamelCase__    )

      return order




def   snake_case		(     UpperCamelCase__       :						dict[int, list[int]]			,				UpperCamelCase__       :						int			,				UpperCamelCase__       :						list[bool]    )   ->      list[int]:
      lowerCamelCase					:					List[Any]        =	True
      lowerCamelCase					:					int        =	[vert]

      for neighbour in reversed_graph[vert]:
            if not visited[neighbour]:
                  component += find_components(UpperCamelCase__			,				UpperCamelCase__			,				UpperCamelCase__    )

      return component






def   snake_case		(     UpperCamelCase__       :						dict[int, list[int]]    )   ->      list[list[int]]:
      lowerCamelCase					:					int        =	len(UpperCamelCase__    ) * [False]
      lowerCamelCase					:					dict[int, list[int]]        =	{vert: [] for vert in range(len(UpperCamelCase__    )    )}

      for vert, neighbours in graph.items():
            for neighbour in neighbours:
                  reversed_graph[neighbour].append(UpperCamelCase__    )

      lowerCamelCase					:					int        =	[]
      for i, was_visited in enumerate(UpperCamelCase__    ):
            if not was_visited:
                  order += topology_sort(UpperCamelCase__			,				UpperCamelCase__			,				UpperCamelCase__    )

      lowerCamelCase					:					Tuple        =	[]
      lowerCamelCase					:					str        =	len(UpperCamelCase__    ) * [False]

      for i in range(len(UpperCamelCase__    )    ):
            lowerCamelCase					:					Any        =	order[len(UpperCamelCase__    ) - i - 1]
            if not visited[vert]:
                  lowerCamelCase					:					List[str]        =	find_components(UpperCamelCase__			,				UpperCamelCase__			,				UpperCamelCase__    )
                  components_list.append(UpperCamelCase__    )

      return components_list




