"""simple docstring"""




from __future__ import annotations

import math
import random
from collections.abc import Collection
from typing import overload





class UpperCAmelCase						:


				'''simple docstring'''






				def __init__(						self		,     lowercase = None ):



						"""simple docstring"""





						if components is None:
								A_		:    Tuple         =				[]
						A_		:    Optional[int]         =				list(lowercase )
				def __len__(						self ):



						"""simple docstring"""





						return len(self.__components )
				def __str__(						self ):



						"""simple docstring"""





						return "(" + ",".join(map(lowercase		,     self.__components ) ) + ")"
				def __add__(						self		,     lowercase ):



						"""simple docstring"""





						A_		:    Any         =				len(self )
						if size == len(lowercase ):
								A_		:    Union[str, Any]         =				[self.__components[i] + other.component(lowercase ) for i in range(lowercase )]
								return Vector(lowercase )
						else:
								raise Exception('must have the same size' )
				def __sub__(						self		,     lowercase ):



						"""simple docstring"""





						A_		:    List[str]         =				len(self )
						if size == len(lowercase ):
								A_		:    Optional[Any]         =				[self.__components[i] - other.component(lowercase ) for i in range(lowercase )]
								return Vector(lowercase )
						else:  # error case
								raise Exception('must have the same size' )
				@overload
				def __mul__(						self		,     lowercase ):



						"""simple docstring"""





						...
				@overload
				def __mul__(						self		,     lowercase ):



						"""simple docstring"""





						...
				def __mul__(						self		,     lowercase ):



						"""simple docstring"""





						if isinstance(lowercase		,     (float, int) ):
								A_		:    str         =				[c * other for c in self.__components]
								return Vector(lowercase )
						elif isinstance(lowercase		,     lowercase ) and len(self ) == len(lowercase ):
								A_		:    int         =				len(self )
								A_		:    Union[str, Any]         =				[self.__components[i] * other.component(lowercase ) for i in range(lowercase )]
								return sum(lowercase )
						else:  # error case
								raise Exception('invalid operand!' )
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						return Vector(self.__components )
				def   lowerCAmelCase_       (						self		,     lowercase ):



						"""simple docstring"""





						if isinstance(lowercase		,     lowercase ) and -len(self.__components ) <= i < len(self.__components ):
								return self.__components[i]
						else:
								raise Exception('index out of range' )
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase ):



						"""simple docstring"""





						assert -len(self.__components ) <= pos < len(self.__components )
						A_		:    Tuple         =				value
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						if len(self.__components ) == 0:
								raise Exception('Vector is empty' )
						A_		:    Any         =				[c**2 for c in self.__components]
						return math.sqrt(sum(lowercase ) )







				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase = False ):



						"""simple docstring"""





						A_		:    Optional[int]         =				self * other
						A_		:    Union[str, Any]         =				self.euclidean_length() * other.euclidean_length()
						if deg:
								return math.degrees(math.acos(num / den ) )
						else:
								return math.acos(num / den )




def     UpperCamelCase						(	__lowercase						:			int     ):
		'''simple docstring'''




		assert isinstance(__lowercase						,__lowercase     )
		return Vector([0] * dimension     )




def     UpperCamelCase						(	__lowercase						:			int						,__lowercase						:			int     ):
		'''simple docstring'''




		assert isinstance(__lowercase						,__lowercase     ) and (isinstance(__lowercase						,__lowercase     ))
		A_		:    List[str]         =				[0] * dimension
		A_		:    Optional[int]         =				1
		return Vector(__lowercase     )




def     UpperCamelCase						(	__lowercase						:			float						,__lowercase						:			Vector						,__lowercase						:			Vector     ):
		'''simple docstring'''




		assert (
		    isinstance(__lowercase						,__lowercase     )
		    and isinstance(__lowercase						,__lowercase     )
		    and (isinstance(__lowercase						,(int, float)     ))
		)
		return x * scalar + y




def     UpperCamelCase						(	__lowercase						:			int						,__lowercase						:			int						,__lowercase						:			int     ):
		'''simple docstring'''




		random.seed(__lowercase     )
		A_		:    int         =				[random.randint(__lowercase						,__lowercase     ) for _ in range(__lowercase     )]
		return Vector(__lowercase     )





class UpperCAmelCase						:


				'''simple docstring'''






				def __init__(						self		,     lowercase		,     lowercase		,     lowercase ):



						"""simple docstring"""





						A_		:    Union[str, Any]         =				matrix
						A_		:    int         =				w
						A_		:    List[Any]         =				h
				def __str__(						self ):



						"""simple docstring"""





						A_		:    Optional[Any]         =				''
						for i in range(self.__height ):
								ans += "|"
								for j in range(self.__width ):
										if j < self.__width - 1:
												ans += str(self.__matrix[i][j] ) + ","
										else:
												ans += str(self.__matrix[i][j] ) + "|\n"
						return ans
				def __add__(						self		,     lowercase ):



						"""simple docstring"""





						if self.__width == other.width() and self.__height == other.height():
								A_		:    Union[str, Any]         =				[]
								for i in range(self.__height ):
										A_		:    Dict         =				[
										    self.__matrix[i][j] + other.component(lowercase		,     lowercase )
										    for j in range(self.__width )
										]
										matrix.append(lowercase )
								return Matrix(lowercase		,     self.__width		,     self.__height )
						else:
								raise Exception('matrix must have the same dimension!' )
				def __sub__(						self		,     lowercase ):



						"""simple docstring"""





						if self.__width == other.width() and self.__height == other.height():
								A_		:    Optional[int]         =				[]
								for i in range(self.__height ):
										A_		:    Any         =				[
										    self.__matrix[i][j] - other.component(lowercase		,     lowercase )
										    for j in range(self.__width )
										]
										matrix.append(lowercase )
								return Matrix(lowercase		,     self.__width		,     self.__height )
						else:
								raise Exception('matrices must have the same dimension!' )
				@overload
				def __mul__(						self		,     lowercase ):



						"""simple docstring"""





						...
				@overload
				def __mul__(						self		,     lowercase ):



						"""simple docstring"""





						...
				def __mul__(						self		,     lowercase ):



						"""simple docstring"""





						if isinstance(lowercase		,     lowercase ):  # matrix-vector
								if len(lowercase ) == self.__width:
										A_		:    List[str]         =				zero_vector(self.__height )
										for i in range(self.__height ):
												A_		:    int         =				[
												    self.__matrix[i][j] * other.component(lowercase )
												    for j in range(self.__width )
												]
												ans.change_component(lowercase		,     sum(lowercase ) )
										return ans
								else:
										raise Exception(
										    'vector must have the same size as the '
										    'number of columns of the matrix!' )
						elif isinstance(lowercase		,     (int, float) ):  # matrix-scalar
								A_		:    List[Any]         =				[
								    [self.__matrix[i][j] * other for j in range(self.__width )]
								    for i in range(self.__height )
								]
								return Matrix(lowercase		,     self.__width		,     self.__height )
						return None
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						return self.__height
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						return self.__width
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase ):



						"""simple docstring"""





						if 0 <= x < self.__height and 0 <= y < self.__width:
								return self.__matrix[x][y]
						else:
								raise Exception('change_component: indices out of bounds' )
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase		,     lowercase ):



						"""simple docstring"""





						if 0 <= x < self.__height and 0 <= y < self.__width:
								A_		:    Optional[int]         =				value
						else:
								raise Exception('change_component: indices out of bounds' )
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase ):



						"""simple docstring"""





						if self.__height != self.__width:
								raise Exception('Matrix is not square' )
						A_		:    List[Any]         =				self.__matrix[:x] + self.__matrix[x + 1 :]
						for i in range(len(lowercase ) ):
								A_		:    Union[str, Any]         =				minor[i][:y] + minor[i][y + 1 :]
						return Matrix(lowercase		,     self.__width - 1		,     self.__height - 1 ).determinant()
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase ):



						"""simple docstring"""





						if self.__height != self.__width:
								raise Exception('Matrix is not square' )
						if 0 <= x < self.__height and 0 <= y < self.__width:
								return (-1) ** (x + y) * self.minor(lowercase		,     lowercase )
						else:
								raise Exception('Indices out of bounds' )







				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						if self.__height != self.__width:
								raise Exception('Matrix is not square' )
						if self.__height < 1:
								raise Exception('Matrix has no element' )
						elif self.__height == 1:
								return self.__matrix[0][0]
						elif self.__height == 2:
								return (
								    self.__matrix[0][0] * self.__matrix[1][1]
								    - self.__matrix[0][1] * self.__matrix[1][0]
								)
						else:
								A_		:    Any         =				[
								    self.__matrix[0][y] * self.cofactor(0		,     lowercase ) for y in range(self.__width )
								]
								return sum(lowercase )




def     UpperCamelCase						(	__lowercase						:			int     ):
		'''simple docstring'''




		A_		:    Optional[int]         =				[[0] * n for _ in range(__lowercase     )]
		return Matrix(__lowercase						,__lowercase						,__lowercase     )




def     UpperCamelCase						(	__lowercase						:			int						,__lowercase						:			int						,__lowercase						:			int						,__lowercase						:			int     ):
		'''simple docstring'''




		random.seed(__lowercase     )
		A_		:    Dict         =				[
		    [random.randint(__lowercase						,__lowercase     ) for _ in range(__lowercase     )] for _ in range(__lowercase     )
		]
		return Matrix(__lowercase						,__lowercase						,__lowercase     )







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


_UpperCAmelCase            =		logging.get_logger(__name__)

_UpperCAmelCase            =		{
    """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		,     lowercase=None		,     **lowercase ):



						"""simple docstring"""





						logger.info('`diffusers.OnnxRuntimeModel` is experimental and might change in the future.' )
						A_		:    List[Any]         =				model
						A_		:    Dict         =				kwargs.get('model_save_dir'		,     lowercase )
						A_		:    List[str]         =				kwargs.get('latest_model_name'		,     lowercase )
				def __call__(						self		,     **lowercase ):



						"""simple docstring"""





						A_		:    str         =				{k: np.array(lowercase ) for k, v in kwargs.items()}
						return self.model.run(lowercase		,     lowercase )
				@staticmethod
				def   lowerCAmelCase_       (						lowercase		,     lowercase=None		,     lowercase=None ):



						"""simple docstring"""





						if provider is None:
								logger.info('No onnxruntime provider specified, using CPUExecutionProvider' )
								A_		:    List[Any]         =				'CPUExecutionProvider'

						return ort.InferenceSession(lowercase		,     providers=[provider]		,     sess_options=lowercase )
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase = None		,     **lowercase ):



						"""simple docstring"""





						A_		:    str         =				file_name if file_name is not None else ONNX_WEIGHTS_NAME

						A_		:    Optional[int]         =				self.model_save_dir.joinpath(self.latest_model_name )
						A_		:    int         =				Path(lowercase ).joinpath(lowercase )
						try:
								shutil.copyfile(lowercase		,     lowercase )
						except shutil.SameFileError:
								pass

						# copy external weights (for models >2GB)
						A_		:    Optional[Any]         =				self.model_save_dir.joinpath(lowercase )
						if src_path.exists():
								A_		:    int         =				Path(lowercase ).joinpath(lowercase )
								try:
										shutil.copyfile(lowercase		,     lowercase )
								except shutil.SameFileError:
										pass
				def   lowerCAmelCase_       (						self		,     lowercase		,     **lowercase		,     ):



						"""simple docstring"""





						if os.path.isfile(lowercase ):
								logger.error(F'''Provided path ({save_directory}) should be a directory, not a file''' )
								return

						os.makedirs(lowercase		,     exist_ok=lowercase )

						# saving model weights/files
						self._save_pretrained(lowercase		,     **lowercase )
				@classmethod
				def   lowerCAmelCase_       (						cls		,     lowercase		,     lowercase = None		,     lowercase = None		,     lowercase = False		,     lowercase = None		,     lowercase = None		,     lowercase = None		,     lowercase = None		,     **lowercase		,     ):



						"""simple docstring"""





						A_		:    Any         =				file_name if file_name is not None else ONNX_WEIGHTS_NAME
						# load model from local directory
						if os.path.isdir(lowercase ):
								A_		:    Optional[int]         =				OnnxRuntimeModel.load_model(
								    os.path.join(lowercase		,     lowercase )		,     provider=lowercase		,     sess_options=lowercase )
								A_		:    Dict         =				Path(lowercase )
						# load model from hub
						else:
								# download model
								A_		:    List[str]         =				hf_hub_download(
								    repo_id=lowercase		,     filename=lowercase		,     use_auth_token=lowercase		,     revision=lowercase		,     cache_dir=lowercase		,     force_download=lowercase		,     )
								A_		:    int         =				Path(lowercase ).parent
								A_		:    Optional[Any]         =				Path(lowercase ).name
								A_		:    Any         =				OnnxRuntimeModel.load_model(lowercase		,     provider=lowercase		,     sess_options=lowercase )
						return cls(model=lowercase		,     **lowercase )







				@classmethod
				def   lowerCAmelCase_       (						cls		,     lowercase		,     lowercase = True		,     lowercase = None		,     lowercase = None		,     **lowercase		,     ):



						"""simple docstring"""





						A_		:    List[Any]         =				None
						if len(str(lowercase ).split('@' ) ) == 2:
								A_       ,      A_		:    int         =				model_id.split('@' )

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






