




import unittest

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




class 			UpperCAmelCase_      (   unittest.TestCase       ):




							'''simple docstring'''



							def    _UpperCAmelCase     (					self       :	Any			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3]			)
										self.assertEqual(x.component(0			)       ,     1			)
										self.assertEqual(x.component(2			)       ,     3			)
										SCREAMING_SNAKE_CASE           =					Vector()





							def    _UpperCAmelCase     (					self       :	List[Any]			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([0, 0, 0, 0, 0, 1]			)
										self.assertEqual(str(a			)       ,     """(0,0,0,0,0,1)"""			)





							def    _UpperCAmelCase     (					self       :	List[Any]			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3, 4]			)
										self.assertEqual(len(a			)       ,     4			)





							def    _UpperCAmelCase     (					self       :	Tuple			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2]			)
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3, 4, 5]			)
										SCREAMING_SNAKE_CASE           =					Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]			)
										SCREAMING_SNAKE_CASE           =					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       :	List[str]			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3]			)
										SCREAMING_SNAKE_CASE           =					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       :	Any			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3]			)
										SCREAMING_SNAKE_CASE           =					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       :	List[str]			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3]			)
										SCREAMING_SNAKE_CASE           =					Vector([2, -1, 4]			)  # for test of dot product
										SCREAMING_SNAKE_CASE           =					Vector([1, -2, -1]			)
										self.assertEqual(str(x * 3.0			)       ,     """(3.0,6.0,9.0)"""			)
										self.assertEqual((a * b)       ,     0			)





							def    _UpperCAmelCase     (					self       :	List[str]			)			->					None:
										self.assertEqual(str(zero_vector(10			)			).count("""0"""			)       ,     10			)





							def    _UpperCAmelCase     (					self       :	Tuple			)			->					None:
										self.assertEqual(str(unit_basis_vector(3       ,     1			)			)       ,     """(0,1,0)"""			)





							def    _UpperCAmelCase     (					self       :	int			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 2, 3]			)
										SCREAMING_SNAKE_CASE           =					Vector([1, 0, 1]			)
										self.assertEqual(str(axpy(2       ,     a       ,     a			)			)       ,     """(3,4,7)"""			)





							def    _UpperCAmelCase     (					self       :	Dict			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 0, 0, 0, 0, 0]			)
										SCREAMING_SNAKE_CASE           =					x.copy()
										self.assertEqual(str(a			)       ,     str(a			)			)





							def    _UpperCAmelCase     (					self       :	Dict			)			->					None:
										SCREAMING_SNAKE_CASE           =					Vector([1, 0, 0]			)
										x.change_component(0       ,     0			)
										x.change_component(1       ,     1			)
										self.assertEqual(str(a			)       ,     """(0,1,0)"""			)





							def    _UpperCAmelCase     (					self       :	List[Any]			)			->					None:
										SCREAMING_SNAKE_CASE           =					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       :	Tuple			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3			)
										SCREAMING_SNAKE_CASE           =					[[-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       :	int			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3			)
										SCREAMING_SNAKE_CASE           =					[[-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       :	str			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3			)
										self.assertEqual(-5       ,     a.determinant()			)





							def    _UpperCAmelCase     (					self       :	str			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]       ,     3       ,     3			)
										SCREAMING_SNAKE_CASE           =					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       :	Union[str, Any]			)			->					None:
										SCREAMING_SNAKE_CASE           =					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       :	List[Any]			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3			)
										self.assertEqual(7       ,     a.component(2       ,     1			)       ,     0.01			)





							def    _UpperCAmelCase     (					self       :	str			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3			)
										SCREAMING_SNAKE_CASE           =					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       :	Any			)			->					None:
										SCREAMING_SNAKE_CASE           =					Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3			)
										SCREAMING_SNAKE_CASE           =					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       :	Any			)			->					None:
										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()












import os
import shutil
from pathlib import Path
from typing import Optional, Union

import numpy as np
from huggingface_hub import hf_hub_download

from ..utils import ONNX_EXTERNAL_WEIGHTS_NAME, ONNX_WEIGHTS_NAME, is_onnx_available, logging


if is_onnx_available():
		import onnxruntime as ort


__A						:							str							=  logging.get_logger(__name__)

__A						:							str							=  {
    """tensor(bool)""": np.bool_,
    """tensor(int8)""": np.inta,
    """tensor(uint8)""": np.uinta,
    """tensor(int16)""": np.intaa,
    """tensor(uint16)""": np.uintaa,
    """tensor(int32)""": np.intaa,
    """tensor(uint32)""": np.uintaa,
    """tensor(int64)""": np.intaa,
    """tensor(uint64)""": np.uintaa,
    """tensor(float16)""": np.floataa,
    """tensor(float)""": np.floataa,
    """tensor(double)""": np.floataa,
}




class 			UpperCAmelCase_      :




							'''simple docstring'''



							def __init__(					self       :	List[str]       ,     a       :	Tuple=None       ,     **a       :	Any			)			->					List[str]:
										logger.info("""`diffusers.OnnxRuntimeModel` is experimental and might change in the future."""			)
										SCREAMING_SNAKE_CASE           =					model
										SCREAMING_SNAKE_CASE           =					kwargs.get("""model_save_dir"""       ,     a			)
										SCREAMING_SNAKE_CASE           =					kwargs.get("""latest_model_name"""       ,     a			)





							def __call__(					self       :	List[str]       ,     **a       :	Any			)			->					List[Any]:
										SCREAMING_SNAKE_CASE           =					{k: np.array(a			) for k, v in kwargs.items()}
										return self.model.run(a       ,     a			)





							@staticmethod
							def    _UpperCAmelCase     (					a       :	Union[str, Path]       ,     a       :	Any=None       ,     a       :	Optional[int]=None			)			->					Optional[Any]:
										if provider is None:
													logger.info("""No onnxruntime provider specified, using CPUExecutionProvider"""			)
													SCREAMING_SNAKE_CASE           =					"""CPUExecutionProvider"""

										return ort.InferenceSession(a       ,     providers=[provider]       ,     sess_options=a			)





							def    _UpperCAmelCase     (					self       :	str       ,     a       :	Union[str, Path]       ,     a       :	Optional[str] = None       ,     **a       :	str			)			->					Tuple:
										SCREAMING_SNAKE_CASE           =					file_name if file_name is not None else ONNX_WEIGHTS_NAME

										SCREAMING_SNAKE_CASE           =					self.model_save_dir.joinpath(self.latest_model_name			)
										SCREAMING_SNAKE_CASE           =					Path(a			).joinpath(a			)
										try:
													shutil.copyfile(a       ,     a			)
										except shutil.SameFileError:
													pass

										# copy external weights (for models >2GB)
										SCREAMING_SNAKE_CASE           =					self.model_save_dir.joinpath(a			)
										if src_path.exists():
													SCREAMING_SNAKE_CASE           =					Path(a			).joinpath(a			)
													try:
																shutil.copyfile(a       ,     a			)
													except shutil.SameFileError:
																pass





							def    _UpperCAmelCase     (					self       :	Dict       ,     a       :	Union[str, os.PathLike]       ,     **a       :	Tuple       ,     )			->					str:
										if os.path.isfile(a			):
													logger.error(f"""Provided path ({save_directory}) should be a directory, not a file"""			)
													return

										os.makedirs(a       ,     exist_ok=a			)

										# saving model weights/files
										self._save_pretrained(a       ,     **a			)





							@classmethod
							def    _UpperCAmelCase     (					cls       :	List[Any]       ,     a       :	Union[str, Path]       ,     a       :	Optional[Union[bool, str, None]] = None       ,     a       :	Optional[Union[str, None]] = None       ,     a       :	bool = False       ,     a       :	Optional[str] = None       ,     a       :	Optional[str] = None       ,     a       :	Optional[str] = None       ,     a       :	Optional["ort.SessionOptions"] = None       ,     **a       :	Union[str, Any]       ,     )			->					List[str]:
										SCREAMING_SNAKE_CASE           =					file_name if file_name is not None else ONNX_WEIGHTS_NAME
										# load model from local directory
										if os.path.isdir(a			):
													SCREAMING_SNAKE_CASE           =					OnnxRuntimeModel.load_model(
													    os.path.join(a       ,     a			)       ,     provider=a       ,     sess_options=a			)
													SCREAMING_SNAKE_CASE           =					Path(a			)
										# load model from hub
										else:
													# download model
													SCREAMING_SNAKE_CASE           =					hf_hub_download(
													    repo_id=a       ,     filename=a       ,     use_auth_token=a       ,     revision=a       ,     cache_dir=a       ,     force_download=a       ,     )
													SCREAMING_SNAKE_CASE           =					Path(a			).parent
													SCREAMING_SNAKE_CASE           =					Path(a			).name
													SCREAMING_SNAKE_CASE           =					OnnxRuntimeModel.load_model(a       ,     provider=a       ,     sess_options=a			)
										return cls(model=a       ,     **a			)







							@classmethod
							def    _UpperCAmelCase     (					cls       :	List[Any]       ,     a       :	Union[str, Path]       ,     a       :	bool = True       ,     a       :	Optional[str] = None       ,     a       :	Optional[str] = None       ,     **a       :	Union[str, Any]       ,     )			->					Any:
										SCREAMING_SNAKE_CASE           =					None
										if len(str(a			).split("""@"""			)			) == 2:
													SCREAMING_SNAKE_CASE     ,  SCREAMING_SNAKE_CASE           =					model_id.split("""@"""			)

										return cls._from_pretrained(
										    model_id=a       ,     revision=a       ,     cache_dir=a       ,     force_download=a       ,     use_auth_token=a       ,     **a       ,     )






