


'''simple docstring'''


from argparse import ArgumentParser

from ..pipelines import Pipeline, PipelineDataFormat, get_supported_tasks, pipeline
from ..utils import logging
from . import BaseTransformersCLICommand


lowerCamelCase__					=   logging.get_logger(__name__)  # pylint: disable=invalid-name






def        __lowerCAmelCase       (__lowerCAmelCase      ):
		if not path:
				return "pipe"

		for ext in PipelineDataFormat.SUPPORTED_FORMATS:
				if path.endswith(lowercase__      ):
						return ext

		raise Exception(
		    F"""Unable to determine file format from file extension {path}. """
		    F"""Please provide the format through --format {PipelineDataFormat.SUPPORTED_FORMATS}"""      )






def        __lowerCAmelCase       (__lowerCAmelCase      ):
		_UpperCAmelCase						:				Any	    =					pipeline(
		    task=args.task					,       model=args.model if args.model else None					,       config=args.config					,       tokenizer=args.tokenizer					,       device=args.device					,       )
		_UpperCAmelCase						:				Dict	    =					try_infer_format_from_ext(args.input      ) if args.format == '''infer''' else args.format
		_UpperCAmelCase						:				Dict	    =					PipelineDataFormat.from_str(
		    format=lowercase__					,       output_path=args.output					,       input_path=args.input					,       column=args.column if args.column else nlp.default_input_names					,       overwrite=args.overwrite					,       )
		return RunCommand(lowercase__					,       lowercase__      )






class 		lowerCAmelCase__	(	_UpperCAmelCase		):




			def __init__(						self     :   Union[str, Any]		,     lowerCamelCase__     :   str		,     lowerCamelCase__     :   Any       )      ->Any:



					'''simple docstring'''







					_UpperCAmelCase						:				Optional[Any]	    =					nlp
					_UpperCAmelCase						:				Tuple	    =					reader




			@staticmethod
			def 							lowerCAmelCase__			(						lowerCamelCase__     :   Tuple       )      ->Dict:



					'''simple docstring'''







					_UpperCAmelCase						:				str	    =					parser.add_parser("run"		,     help="Run a pipeline through the CLI"       )
					run_parser.add_argument("--task"		,     choices=get_supported_tasks()		,     help="Task to run"       )
					run_parser.add_argument("--input"		,     type=A_		,     help="Path to the file to use for inference"       )
					run_parser.add_argument("--output"		,     type=A_		,     help="Path to the file that will be used post to write results."       )
					run_parser.add_argument("--model"		,     type=A_		,     help="Name or path to the model to instantiate."       )
					run_parser.add_argument("--config"		,     type=A_		,     help="Name or path to the model\'s config to instantiate."       )
					run_parser.add_argument(
					    "--tokenizer"		,     type=A_		,     help="Name of the tokenizer to use. (default: same as the model name)"       )
					run_parser.add_argument(
					    "--column"		,     type=A_		,     help="Name of the column to use as input. (For multi columns input as QA use column1,columns2)"		,     )
					run_parser.add_argument(
					    "--format"		,     type=A_		,     default="infer"		,     choices=PipelineDataFormat.SUPPORTED_FORMATS		,     help="Input format to read from"		,     )
					run_parser.add_argument(
					    "--device"		,     type=A_		,     default=-1		,     help="Indicate the device to run onto, -1 indicates CPU, >= 0 indicates GPU (default: -1)"		,     )
					run_parser.add_argument("--overwrite"		,     action="store_true"		,     help="Allow overwriting the output file."       )
					run_parser.set_defaults(func=A_       )






			def 							lowerCAmelCase__			(						self     :   List[Any]       )      ->Tuple:



					'''simple docstring'''







					_UpperCAmelCase						:				Any	    =					self._nlp, []

					for entry in self._reader:
							_UpperCAmelCase						:				Optional[int]	    =					nlp(**A_       ) if self._reader.is_multi_columns else nlp(A_       )
							if isinstance(A_		,     A_       ):
									outputs.append(A_       )
							else:
									outputs += output

        # Saving data
					if self._nlp.binary_output:
							_UpperCAmelCase						:				Union[str, Any]	    =					self._reader.save_binary(A_       )
							logger.warning(F"""Current pipeline requires output to be in binary format, saving at {binary_path}"""       )
					else:
							self._reader.save(A_       )






import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)







class   __lowercase      (unittest.TestCase ):
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						List[str]					=					Vector([1, 2, 3]					)
       self.assertEqual(x.component(0					)      ,							1					)
       self.assertEqual(x.component(2					)      ,							3					)
       __lowerCAmelCase					:						Dict					=					Vector()
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Any					=					Vector([0, 0, 0, 0, 0, 1]					)
       self.assertEqual(str(A_					)      ,							'''(0,0,0,0,0,1)'''					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Union[str, Any]					=					Vector([1, 2, 3, 4]					)
       self.assertEqual(len(A_					)      ,							4					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Dict					=					Vector([1, 2]					)
       __lowerCAmelCase					:						Optional[int]					=					Vector([1, 2, 3, 4, 5]					)
       __lowerCAmelCase					:						Optional[Any]					=					Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]					)
       __lowerCAmelCase					:						str					=					Vector([1, -1, 1, -1, 2, -3, 4, -5]					)
       self.assertAlmostEqual(x.euclidean_length()      ,							2.236      ,							3					)
       self.assertAlmostEqual(y.euclidean_length()      ,							7.416      ,							3					)
       self.assertEqual(z.euclidean_length()      ,							0					)
       self.assertAlmostEqual(w.euclidean_length()      ,							7.616      ,							3					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Tuple					=					Vector([1, 2, 3]					)
       __lowerCAmelCase					:						List[str]					=					Vector([1, 1, 1]					)
       self.assertEqual((x + y).component(0					)      ,							2					)
       self.assertEqual((x + y).component(1					)      ,							3					)
       self.assertEqual((x + y).component(2					)      ,							4					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Any					=					Vector([1, 2, 3]					)
       __lowerCAmelCase					:						List[str]					=					Vector([1, 1, 1]					)
       self.assertEqual((x - y).component(0					)      ,							0					)
       self.assertEqual((x - y).component(1					)      ,							1					)
       self.assertEqual((x - y).component(2					)      ,							2					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						str					=					Vector([1, 2, 3]					)
       __lowerCAmelCase					:						List[Any]					=					Vector([2, -1, 4]					)  # for test of dot product
       __lowerCAmelCase					:						Optional[int]					=					Vector([1, -2, -1]					)
       self.assertEqual(str(x * 3.0					)      ,							'''(3.0,6.0,9.0)'''					)
       self.assertEqual((a * b)      ,							0					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       self.assertEqual(str(zero_vector(10					)					).count('''0'''					)      ,							10					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       self.assertEqual(str(unit_basis_vector(3      ,							1					)					)      ,							'''(0,1,0)'''					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						str					=					Vector([1, 2, 3]					)
       __lowerCAmelCase					:						Any					=					Vector([1, 0, 1]					)
       self.assertEqual(str(axpy(2      ,							A_      ,							A_					)					)      ,							'''(3,4,7)'''					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Tuple					=					Vector([1, 0, 0, 0, 0, 0]					)
       __lowerCAmelCase					:						Optional[Any]					=					x.copy()
       self.assertEqual(str(A_					)      ,							str(A_					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						List[str]					=					Vector([1, 0, 0]					)
       x.change_component(0      ,							0					)
       x.change_component(1      ,							1					)
       self.assertEqual(str(A_					)      ,							'''(0,1,0)'''					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Union[str, Any]					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       self.assertEqual('''|1,2,3|\n|2,4,5|\n|6,7,8|\n'''      ,							str(A_					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						List[Any]					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       __lowerCAmelCase					:						str					=					[[-3, -14, -10], [-5, -10, -5], [-2, -1, 0]]
       for x in range(a.height()					):
             for y in range(a.width()					):
                   self.assertEqual(minors[x][y]      ,							a.minor(A_      ,							A_					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Optional[int]					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       __lowerCAmelCase					:						Tuple					=					[[-3, 14, -10], [5, -10, 5], [-2, 1, 0]]
       for x in range(a.height()					):
             for y in range(a.width()					):
                   self.assertEqual(cofactors[x][y]      ,							a.cofactor(A_      ,							A_					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Dict					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       self.assertEqual(-5      ,							a.determinant()					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Tuple					=					Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]      ,							3      ,							3					)
       __lowerCAmelCase					:						Union[str, Any]					=					Vector([1, 2, 3]					)
       self.assertEqual('''(14,32,50)'''      ,							str(a * x					)					)
       self.assertEqual('''|2,4,6|\n|8,10,12|\n|14,16,18|\n'''      ,							str(a * 2					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Any					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       a.change_component(0      ,							2      ,							5					)
       self.assertEqual('''|1,2,5|\n|2,4,5|\n|6,7,8|\n'''      ,							str(A_					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Tuple					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       self.assertEqual(7      ,							a.component(2      ,							1					)      ,							0.01					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Any					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       __lowerCAmelCase					:						Dict					=					Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]      ,							3      ,							3					)
       self.assertEqual('''|2,4,10|\n|4,8,10|\n|12,14,18|\n'''      ,							str(a + b					)					)
 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       __lowerCAmelCase					:						Dict					=					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]      ,							3      ,							3					)
       __lowerCAmelCase					:						str					=					Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]      ,							3      ,							3					)
       self.assertEqual('''|0,0,-4|\n|0,0,0|\n|0,0,-2|\n'''      ,							str(a - b					)					)





 def 	UpperCamelCase__  (							self					)					->None:



       '''simple docstring'''





       self.assertEqual(
           '''|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n'''      ,							str(square_zero_matrix(5					)					)      ,							)


if __name__ == "__main__":
 unittest.main()


