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linalg.pyi

linalg.pyi 6.1 KB
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  1. from typing import Any
    2. 

  2. 

  3. import numpy as np
    4. 

  4. import numpy.typing as npt
    5. 

  5. from numpy.linalg._linalg import (
    6. 

  6.     QRResult, EigResult, EighResult, SVDResult, SlogdetResult
    7. 

  7. )
    8. 

  8. 

  9. from typing_extensions import assert_type
    10. 

  10. 

  11. AR_i8: npt.NDArray[np.int64]
    12. 

  12. AR_f8: npt.NDArray[np.float64]
    13. 

  13. AR_c16: npt.NDArray[np.complex128]
    14. 

  14. AR_O: npt.NDArray[np.object_]
    15. 

  15. AR_m: npt.NDArray[np.timedelta64]
    16. 

  16. AR_S: npt.NDArray[np.str_]
    17. 

  17. AR_b: npt.NDArray[np.bool]
    18. 

  18. 

  19. assert_type(np.linalg.tensorsolve(AR_i8, AR_i8), npt.NDArray[np.float64])
    20. 

  20. assert_type(np.linalg.tensorsolve(AR_i8, AR_f8), npt.NDArray[np.floating[Any]])
    21. 

  21. assert_type(np.linalg.tensorsolve(AR_c16, AR_f8), npt.NDArray[np.complexfloating[Any, Any]])
    22. 

  22. 

  23. assert_type(np.linalg.solve(AR_i8, AR_i8), npt.NDArray[np.float64])
    24. 

  24. assert_type(np.linalg.solve(AR_i8, AR_f8), npt.NDArray[np.floating[Any]])
    25. 

  25. assert_type(np.linalg.solve(AR_c16, AR_f8), npt.NDArray[np.complexfloating[Any, Any]])
    26. 

  26. 

  27. assert_type(np.linalg.tensorinv(AR_i8), npt.NDArray[np.float64])
    28. 

  28. assert_type(np.linalg.tensorinv(AR_f8), npt.NDArray[np.floating[Any]])
    29. 

  29. assert_type(np.linalg.tensorinv(AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    30. 

  30. 

  31. assert_type(np.linalg.inv(AR_i8), npt.NDArray[np.float64])
    32. 

  32. assert_type(np.linalg.inv(AR_f8), npt.NDArray[np.floating[Any]])
    33. 

  33. assert_type(np.linalg.inv(AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    34. 

  34. 

  35. assert_type(np.linalg.matrix_power(AR_i8, -1), npt.NDArray[Any])
    36. 

  36. assert_type(np.linalg.matrix_power(AR_f8, 0), npt.NDArray[Any])
    37. 

  37. assert_type(np.linalg.matrix_power(AR_c16, 1), npt.NDArray[Any])
    38. 

  38. assert_type(np.linalg.matrix_power(AR_O, 2), npt.NDArray[Any])
    39. 

  39. 

  40. assert_type(np.linalg.cholesky(AR_i8), npt.NDArray[np.float64])
    41. 

  41. assert_type(np.linalg.cholesky(AR_f8), npt.NDArray[np.floating[Any]])
    42. 

  42. assert_type(np.linalg.cholesky(AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    43. 

  43. 

  44. assert_type(np.linalg.outer(AR_i8, AR_i8), npt.NDArray[np.signedinteger[Any]])
    45. 

  45. assert_type(np.linalg.outer(AR_f8, AR_f8), npt.NDArray[np.floating[Any]])
    46. 

  46. assert_type(np.linalg.outer(AR_c16, AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    47. 

  47. assert_type(np.linalg.outer(AR_b, AR_b), npt.NDArray[np.bool])
    48. 

  48. assert_type(np.linalg.outer(AR_O, AR_O), npt.NDArray[np.object_])
    49. 

  49. assert_type(np.linalg.outer(AR_i8, AR_m), npt.NDArray[np.timedelta64])
    50. 

  50. 

  51. assert_type(np.linalg.qr(AR_i8), QRResult)
    52. 

  52. assert_type(np.linalg.qr(AR_f8), QRResult)
    53. 

  53. assert_type(np.linalg.qr(AR_c16), QRResult)
    54. 

  54. 

  55. assert_type(np.linalg.eigvals(AR_i8), npt.NDArray[np.float64] | npt.NDArray[np.complex128])
    56. 

  56. assert_type(np.linalg.eigvals(AR_f8), npt.NDArray[np.floating[Any]] | npt.NDArray[np.complexfloating[Any, Any]])
    57. 

  57. assert_type(np.linalg.eigvals(AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    58. 

  58. 

  59. assert_type(np.linalg.eigvalsh(AR_i8), npt.NDArray[np.float64])
    60. 

  60. assert_type(np.linalg.eigvalsh(AR_f8), npt.NDArray[np.floating[Any]])
    61. 

  61. assert_type(np.linalg.eigvalsh(AR_c16), npt.NDArray[np.floating[Any]])
    62. 

  62. 

  63. assert_type(np.linalg.eig(AR_i8), EigResult)
    64. 

  64. assert_type(np.linalg.eig(AR_f8), EigResult)
    65. 

  65. assert_type(np.linalg.eig(AR_c16), EigResult)
    66. 

  66. 

  67. assert_type(np.linalg.eigh(AR_i8), EighResult)
    68. 

  68. assert_type(np.linalg.eigh(AR_f8), EighResult)
    69. 

  69. assert_type(np.linalg.eigh(AR_c16), EighResult)
    70. 

  70. 

  71. assert_type(np.linalg.svd(AR_i8), SVDResult)
    72. 

  72. assert_type(np.linalg.svd(AR_f8), SVDResult)
    73. 

  73. assert_type(np.linalg.svd(AR_c16), SVDResult)
    74. 

  74. assert_type(np.linalg.svd(AR_i8, compute_uv=False), npt.NDArray[np.float64])
    75. 

  75. assert_type(np.linalg.svd(AR_f8, compute_uv=False), npt.NDArray[np.floating[Any]])
    76. 

  76. assert_type(np.linalg.svd(AR_c16, compute_uv=False), npt.NDArray[np.floating[Any]])
    77. 

  77. 

  78. assert_type(np.linalg.cond(AR_i8), Any)
    79. 

  79. assert_type(np.linalg.cond(AR_f8), Any)
    80. 

  80. assert_type(np.linalg.cond(AR_c16), Any)
    81. 

  81. 

  82. assert_type(np.linalg.matrix_rank(AR_i8), Any)
    83. 

  83. assert_type(np.linalg.matrix_rank(AR_f8), Any)
    84. 

  84. assert_type(np.linalg.matrix_rank(AR_c16), Any)
    85. 

  85. 

  86. assert_type(np.linalg.pinv(AR_i8), npt.NDArray[np.float64])
    87. 

  87. assert_type(np.linalg.pinv(AR_f8), npt.NDArray[np.floating[Any]])
    88. 

  88. assert_type(np.linalg.pinv(AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    89. 

  89. 

  90. assert_type(np.linalg.slogdet(AR_i8), SlogdetResult)
    91. 

  91. assert_type(np.linalg.slogdet(AR_f8), SlogdetResult)
    92. 

  92. assert_type(np.linalg.slogdet(AR_c16), SlogdetResult)
    93. 

  93. 

  94. assert_type(np.linalg.det(AR_i8), Any)
    95. 

  95. assert_type(np.linalg.det(AR_f8), Any)
    96. 

  96. assert_type(np.linalg.det(AR_c16), Any)
    97. 

  97. 

  98. assert_type(np.linalg.lstsq(AR_i8, AR_i8), tuple[npt.NDArray[np.float64], npt.NDArray[np.float64], np.int32, npt.NDArray[np.float64]])
    99. 

  99. assert_type(np.linalg.lstsq(AR_i8, AR_f8), tuple[npt.NDArray[np.floating[Any]], npt.NDArray[np.floating[Any]], np.int32, npt.NDArray[np.floating[Any]]])
    100. 

  100. assert_type(np.linalg.lstsq(AR_f8, AR_c16), tuple[npt.NDArray[np.complexfloating[Any, Any]], npt.NDArray[np.floating[Any]], np.int32, npt.NDArray[np.floating[Any]]])
    101. 

  101. 

  102. assert_type(np.linalg.norm(AR_i8), np.floating[Any])
    103. 

  103. assert_type(np.linalg.norm(AR_f8), np.floating[Any])
    104. 

  104. assert_type(np.linalg.norm(AR_c16), np.floating[Any])
    105. 

  105. assert_type(np.linalg.norm(AR_S), np.floating[Any])
    106. 

  106. assert_type(np.linalg.norm(AR_f8, axis=0), Any)
    107. 

  107. 

  108. assert_type(np.linalg.matrix_norm(AR_i8), np.floating[Any])
    109. 

  109. assert_type(np.linalg.matrix_norm(AR_f8), np.floating[Any])
    110. 

  110. assert_type(np.linalg.matrix_norm(AR_c16), np.floating[Any])
    111. 

  111. assert_type(np.linalg.matrix_norm(AR_S), np.floating[Any])
    112. 

  112. 

  113. assert_type(np.linalg.vector_norm(AR_i8), np.floating[Any])
    114. 

  114. assert_type(np.linalg.vector_norm(AR_f8), np.floating[Any])
    115. 

  115. assert_type(np.linalg.vector_norm(AR_c16), np.floating[Any])
    116. 

  116. assert_type(np.linalg.vector_norm(AR_S), np.floating[Any])
    117. 

  117. 

  118. assert_type(np.linalg.multi_dot([AR_i8, AR_i8]), Any)
    119. 

  119. assert_type(np.linalg.multi_dot([AR_i8, AR_f8]), Any)
    120. 

  120. assert_type(np.linalg.multi_dot([AR_f8, AR_c16]), Any)
    121. 

  121. assert_type(np.linalg.multi_dot([AR_O, AR_O]), Any)
    122. 

  122. assert_type(np.linalg.multi_dot([AR_m, AR_m]), Any)
    123. 

  123. 

  124. assert_type(np.linalg.cross(AR_i8, AR_i8), npt.NDArray[np.signedinteger[Any]])
    125. 

  125. assert_type(np.linalg.cross(AR_f8, AR_f8), npt.NDArray[np.floating[Any]])
    126. 

  126. assert_type(np.linalg.cross(AR_c16, AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    127. 

  127. 

  128. assert_type(np.linalg.matmul(AR_i8, AR_i8), npt.NDArray[np.signedinteger[Any]])
    129. 

  129. assert_type(np.linalg.matmul(AR_f8, AR_f8), npt.NDArray[np.floating[Any]])
    130. 

  130. assert_type(np.linalg.matmul(AR_c16, AR_c16), npt.NDArray[np.complexfloating[Any, Any]])
    131.