utils.html 9.4 KB

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  15. </head>
  16. <body>
  17. <main>
  18. <article id="content">
  19. <header>
  20. <h1 class="title"><code>utils</code> module</h1>
  21. </header>
  22. <section id="section-intro">
  23. <p>Short utility functions for use elsewhere</p>
  24. <details class="source">
  25. <summary>Source code</summary>
  26. <pre><code class="python">&#34;&#34;&#34;Short utility functions for use elsewhere&#34;&#34;&#34;
  27. import numpy as np
  28. def update_config(default, update):
  29. &#34;&#34;&#34;Recursively updates a Python (configuration) dictionary&#34;&#34;&#34;
  30. for key in update:
  31. if isinstance(default[key], dict): #Recurse if it is a dictionary
  32. update_config(default[key], update[key])
  33. else: default[key] = update[key] #Simply copy the value otherwise
  34. def random_unit_vectors(size, mode=&#39;3D&#39;):
  35. &#34;&#34;&#34;Draws an array of size size corresponding to isotropically distributed
  36. random unit vectors (number of vectors, dimension). If mode is 2D, the
  37. vectors are instead distributed isotropically on the xy plane.&#34;&#34;&#34;
  38. direction = np.random.normal(size=(size, 3))
  39. if mode == &#39;2D&#39;: direction[:, -1] = 0
  40. return direction / np.linalg.norm(direction, axis=-1, keepdims=True)
  41. def cascade_round(arr):
  42. &#34;&#34;&#34;Rounds the floats in an array to integers while preserving their total
  43. sum (as closely as possible). Follows the cascade rounding algorithm.&#34;&#34;&#34;
  44. runningSurplus = 0
  45. for i in range(len(arr)):
  46. f = arr[i] + runningSurplus
  47. arr[i] = int(np.round(f))
  48. runningSurplus = f - arr[i]
  49. return arr</code></pre>
  50. </details>
  51. </section>
  52. <section>
  53. </section>
  54. <section>
  55. </section>
  56. <section>
  57. <h2 class="section-title" id="header-functions">Functions</h2>
  58. <dl>
  59. <dt id="utils.cascade_round"><code class="name flex">
  60. <span>def <span class="ident">cascade_round</span></span>(<span>arr)</span>
  61. </code></dt>
  62. <dd>
  63. <section class="desc"><p>Rounds the floats in an array to integers while preserving their total
  64. sum (as closely as possible). Follows the cascade rounding algorithm.</p></section>
  65. <details class="source">
  66. <summary>Source code</summary>
  67. <pre><code class="python">def cascade_round(arr):
  68. &#34;&#34;&#34;Rounds the floats in an array to integers while preserving their total
  69. sum (as closely as possible). Follows the cascade rounding algorithm.&#34;&#34;&#34;
  70. runningSurplus = 0
  71. for i in range(len(arr)):
  72. f = arr[i] + runningSurplus
  73. arr[i] = int(np.round(f))
  74. runningSurplus = f - arr[i]
  75. return arr</code></pre>
  76. </details>
  77. </dd>
  78. <dt id="utils.random_unit_vectors"><code class="name flex">
  79. <span>def <span class="ident">random_unit_vectors</span></span>(<span>size, mode=&#39;3D&#39;)</span>
  80. </code></dt>
  81. <dd>
  82. <section class="desc"><p>Draws an array of size size corresponding to isotropically distributed
  83. random unit vectors (number of vectors, dimension). If mode is 2D, the
  84. vectors are instead distributed isotropically on the xy plane.</p></section>
  85. <details class="source">
  86. <summary>Source code</summary>
  87. <pre><code class="python">def random_unit_vectors(size, mode=&#39;3D&#39;):
  88. &#34;&#34;&#34;Draws an array of size size corresponding to isotropically distributed
  89. random unit vectors (number of vectors, dimension). If mode is 2D, the
  90. vectors are instead distributed isotropically on the xy plane.&#34;&#34;&#34;
  91. direction = np.random.normal(size=(size, 3))
  92. if mode == &#39;2D&#39;: direction[:, -1] = 0
  93. return direction / np.linalg.norm(direction, axis=-1, keepdims=True)</code></pre>
  94. </details>
  95. </dd>
  96. <dt id="utils.update_config"><code class="name flex">
  97. <span>def <span class="ident">update_config</span></span>(<span>default, update)</span>
  98. </code></dt>
  99. <dd>
  100. <section class="desc"><p>Recursively updates a Python (configuration) dictionary</p></section>
  101. <details class="source">
  102. <summary>Source code</summary>
  103. <pre><code class="python">def update_config(default, update):
  104. &#34;&#34;&#34;Recursively updates a Python (configuration) dictionary&#34;&#34;&#34;
  105. for key in update:
  106. if isinstance(default[key], dict): #Recurse if it is a dictionary
  107. update_config(default[key], update[key])
  108. else: default[key] = update[key] #Simply copy the value otherwise</code></pre>
  109. </details>
  110. </dd>
  111. </dl>
  112. </section>
  113. <section>
  114. </section>
  115. </article>
  116. <nav id="sidebar">
  117. <h1>Index</h1>
  118. <div class="toc">
  119. <ul></ul>
  120. </div>
  121. <ul id="index">
  122. <li><h3><a href="#header-functions">Functions</a></h3>
  123. <ul class="">
  124. <li><code><a title="utils.cascade_round" href="#utils.cascade_round">cascade_round</a></code></li>
  125. <li><code><a title="utils.random_unit_vectors" href="#utils.random_unit_vectors">random_unit_vectors</a></code></li>
  126. <li><code><a title="utils.update_config" href="#utils.update_config">update_config</a></code></li>
  127. </ul>
  128. </li>
  129. </ul>
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