|
| 1 | +.. _pylvarray: |
| 2 | + |
| 3 | +:mod:`pylvarray` --- LvArray in Python |
| 4 | +====================================== |
| 5 | + |
| 6 | +.. py:module:: pylvarray |
| 7 | + :synopsis: Manipulate LvArray objects in Python |
| 8 | + |
| 9 | +Many of the LvArray classes can be accessed and manipulated from Python. |
| 10 | +However, they cannot be created from Python. |
| 11 | + |
| 12 | +.. warning:: |
| 13 | + The ``pylvarray`` module provides plenty of opportunites to crash Python. |
| 14 | + See the Segmentation Faults section below. |
| 15 | + |
| 16 | +Only Python 3 is supported. |
| 17 | + |
| 18 | +Module Constants |
| 19 | +---------------- |
| 20 | + |
| 21 | +Space Constants |
| 22 | +^^^^^^^^^^^^^^^ |
| 23 | + |
| 24 | +The following constants are used to set the space in which an LvArray object lives. |
| 25 | +The object ``pylvarray.GPU`` will only be defined if it is a |
| 26 | +valid space for the current system. |
| 27 | + |
| 28 | +.. py:data:: pylvarray.CPU |
| 29 | +.. py:data:: pylvarray.GPU |
| 30 | +
|
| 31 | +Permissions Constants |
| 32 | +^^^^^^^^^^^^^^^^^^^^^ |
| 33 | + |
| 34 | +The following constants are used to set permissions for an array instance. |
| 35 | + |
| 36 | +.. py:data:: pylvarray.READ_ONLY |
| 37 | +
|
| 38 | + No modification of the underlying data is allowed. |
| 39 | + |
| 40 | +.. py:data:: pylvarray.MODIFIABLE |
| 41 | +
|
| 42 | + Allows Numpy views to be modified, but the object itself cannot be resized |
| 43 | + (or otherwise have its buffer reallocated, such as by inserting new elements). |
| 44 | + |
| 45 | +.. py:data:: pylvarray.RESIZEABLE |
| 46 | +
|
| 47 | + Allows Numpy views to be modified, and the object |
| 48 | + to be resized. |
| 49 | + |
| 50 | +Module Classes |
| 51 | +-------------- |
| 52 | + |
| 53 | +All of the objects documented below have an attribute, ``dtype``, |
| 54 | +which returns the ``numpy.dtype`` of the object's data, and therefore |
| 55 | +the datatype of any Numpy view of the object. |
| 56 | + |
| 57 | +Array and SortedArray |
| 58 | +^^^^^^^^^^^^^^^^^^^^^ |
| 59 | + |
| 60 | +.. py:class:: pylvarray.Array |
| 61 | +
|
| 62 | + Represents an LvArray::Array, a multidimensional array. |
| 63 | + |
| 64 | + .. py:method:: get_single_parameter_resize_index() |
| 65 | +
|
| 66 | + .. py:method:: set_single_parameter_resize_index(dim) |
| 67 | +
|
| 68 | + Set the dimension resized by a call to ``resize()``. |
| 69 | + |
| 70 | + .. py:method:: resize(new_size) |
| 71 | +
|
| 72 | + Resize the array in the default dimension to ``new_size``. |
| 73 | + |
| 74 | + .. py:method:: resize_all(new_dims) |
| 75 | +
|
| 76 | + Resize all the dimensions of the array in-place, discarding values. |
| 77 | + |
| 78 | + .. py:method:: to_numpy() |
| 79 | +
|
| 80 | + Return a Numpy view of the array. |
| 81 | + |
| 82 | + .. py:method:: set_access_level(new_level) |
| 83 | +
|
| 84 | + Set read/modify/resize permissions for the instance. |
| 85 | + |
| 86 | + .. py:method:: get_access_level() |
| 87 | +
|
| 88 | + Return the read/modify/resize permissions for the instance. |
| 89 | + |
| 90 | +.. py:class:: pylvarray.SortedArray |
| 91 | +
|
| 92 | + Represents an LvArray::SortedArray, a one-dimensional sorted array. |
| 93 | + |
| 94 | + .. py:method:: to_numpy() |
| 95 | +
|
| 96 | + Return a read-only Numpy view of the array. |
| 97 | + |
| 98 | + .. py:method:: set_access_level(new_level) |
| 99 | +
|
| 100 | + Set read/modify/resize permissions for the instance. |
| 101 | + |
| 102 | + .. py:method:: get_access_level() |
| 103 | +
|
| 104 | + Return the read/modify/resize permissions for the instance. |
| 105 | + |
| 106 | + .. py:method:: insert(values) |
| 107 | +
|
| 108 | + Insert one or more values into the array. |
| 109 | + The object passed in will be converted to a 1D numpy array of the same dtype |
| 110 | + as the underlying instance, raising an exception if the conversion cannot be made safely. |
| 111 | + |
| 112 | + .. py:method:: remove(values) |
| 113 | +
|
| 114 | + Remove one or more values from the array. |
| 115 | + The object passed in will be converted to a 1D numpy array of the same dtype |
| 116 | + as the underlying instance, raising an exception if the conversion cannot be made safely. |
| 117 | + |
| 118 | +ArrayOfArrays and ArrayOfSets |
| 119 | +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ |
| 120 | + |
| 121 | +.. py:class:: pylvarray.ArrayOfArrays |
| 122 | +
|
| 123 | + Represents an LvArray::ArrayOfArrays, a two-dimensional ragged array. |
| 124 | + |
| 125 | + Supports Python's `sequence protocol |
| 126 | + <https://docs.python.org/3/library/collections.abc.html#collections.abc.Sequence>`_, |
| 127 | + with the addition of deleting subarrays with ``del arr[i]`` syntax. |
| 128 | + An array fetched with ``[]`` is returned as a Numpy view. |
| 129 | + The built-in ``len()`` function will return the number of arrays in the instance. |
| 130 | + Iterating over an instance will yield a Numpy view of each array. |
| 131 | + |
| 132 | + .. py:method:: set_access_level(new_level) |
| 133 | +
|
| 134 | + Set read/modify/resize permissions for the instance. |
| 135 | + |
| 136 | + .. py:method:: get_access_level() |
| 137 | +
|
| 138 | + Return the read/modify/resize permissions for the instance. |
| 139 | + |
| 140 | + .. py:method:: insert(index, values) |
| 141 | +
|
| 142 | + Insert a new array consisting of ``values`` at the given index. |
| 143 | + |
| 144 | + .. py:method:: insert_into(index, subindex, values) |
| 145 | +
|
| 146 | + Insert ``values`` into the subarray given by ``index`` at position ``subindex``. |
| 147 | + ``values`` will be converted to a 1D numpy array of the same dtype |
| 148 | + as the underlying instance, raising an exception if the conversion cannot be made safely. |
| 149 | + |
| 150 | + .. py:method:: erase_from(index, subindex) |
| 151 | +
|
| 152 | + Remove the value at ``subindex`` in the subarray ``index``. |
| 153 | + |
| 154 | + *Conceptually* equivalent to ``del array_of_sets[index][subindex]``. |
| 155 | + |
| 156 | + |
| 157 | +.. py:class:: pylvarray.ArrayOfSets |
| 158 | +
|
| 159 | + Represents an LvArray::ArrayOfSets, a collection of sets. |
| 160 | + |
| 161 | + Behaves very similarly to the ``ArrayOfArrays``, with differences |
| 162 | + outlined below. |
| 163 | + |
| 164 | + .. py:method:: set_access_level(new_level) |
| 165 | +
|
| 166 | + Set read/modify/resize permissions for the instance. |
| 167 | + |
| 168 | + .. py:method:: get_access_level() |
| 169 | +
|
| 170 | + Return the read/modify/resize permissions for the instance. |
| 171 | + |
| 172 | + .. py:method:: insert(position, capacity=0) |
| 173 | +
|
| 174 | + Insert a new set with a given capacity at ``position``. |
| 175 | + |
| 176 | + .. py:method:: insert_into(set_index, values) |
| 177 | +
|
| 178 | + Insert values into a specific set. |
| 179 | + |
| 180 | + ``values`` will be converted to a 1D numpy array of the same dtype |
| 181 | + as the underlying instance, raising an exception if the conversion cannot be made safely. |
| 182 | + |
| 183 | + .. py:method:: erase_from(set_index, values) |
| 184 | +
|
| 185 | + Remove values from a specific set. |
| 186 | + |
| 187 | + ``values`` will be converted to a 1D numpy array of the same dtype |
| 188 | + as the underlying instance, raising an exception if the conversion cannot be made safely. |
| 189 | + |
| 190 | +CRSMatrix |
| 191 | +^^^^^^^^^ |
| 192 | + |
| 193 | +.. py:class:: pylvarray.CRSMatrix |
| 194 | +
|
| 195 | + Represents an LvArray::CRSMatrix, a sparse matrix. |
| 196 | + |
| 197 | + .. py:method:: to_scipy() |
| 198 | +
|
| 199 | + Return a scipy.sparse.csr_matrix representing the matrix. |
| 200 | + |
| 201 | + Note that many methods of ``scipy.sparse.csr_matrix`` will, |
| 202 | + without raising an exception, generate deep copies of the |
| 203 | + LvArray::CRSMatrix's data. For instance, assigning a new |
| 204 | + value to an element in the ``csr_matrix`` may or may not modify the |
| 205 | + ``CRSMatrix`` data. Other ``csr_matrix`` methods will raise |
| 206 | + exceptions---for instance, when resizing. It is therefore in your |
| 207 | + best interest to be very careful about what methods and operations |
| 208 | + you perform on the ``crs_matrix``. To be safe, do not attempt to modify |
| 209 | + the matrix at all. |
| 210 | + |
| 211 | + .. py:method:: set_access_level(new_level) |
| 212 | +
|
| 213 | + Set read/modify/resize permissions for the instance. |
| 214 | + |
| 215 | + .. py:method:: get_access_level() |
| 216 | +
|
| 217 | + Return the read/modify/resize permissions for the instance. |
| 218 | + |
| 219 | + .. py:method:: num_rows() |
| 220 | +
|
| 221 | + Return the number of rows in the matrix. |
| 222 | + |
| 223 | + .. py:method:: num_columns() |
| 224 | +
|
| 225 | + Return the number of columns in the matrix. |
| 226 | + |
| 227 | + .. py:method:: get_entries(row) |
| 228 | +
|
| 229 | + Return a Numpy array representing the entries in the given row. |
| 230 | + |
| 231 | + .. py:method:: resize(num_rows, num_cols, initial_row_capacity=0) |
| 232 | +
|
| 233 | + Set the dimensions of the matrix, and the row capacity for |
| 234 | + any newly-created rows. |
| 235 | + |
| 236 | + .. py:method:: compress() |
| 237 | +
|
| 238 | + Compress the matrix. |
| 239 | + |
| 240 | + .. py:method:: insert_nonzeros(row, columns, entries) |
| 241 | +
|
| 242 | + Insert new nonzero entries to the matrix. |
| 243 | + |
| 244 | + ``columns`` and ``entries`` should be iterables of equal length; both |
| 245 | + will be converted to Numpy arrays and a ``TypeError`` will be raised |
| 246 | + if the conversion cannot be made safely. |
| 247 | + |
| 248 | + .. py:method:: remove_nonzeros(row, columns) |
| 249 | +
|
| 250 | + Remove nonzero entries from the matrix. |
| 251 | + |
| 252 | + ``columns`` should be an iterable identifying the columns of |
| 253 | + the given row to remove nonzero entries from. It will be |
| 254 | + converted to a Numpy array and a ``TypeError`` will be raised |
| 255 | + if the conversion cannot be made safely. |
| 256 | + |
| 257 | + .. py:method:: add_to_row(row, columns, values) |
| 258 | +
|
| 259 | + Add values to already-existing entries in a row. |
| 260 | + |
| 261 | + ``columns`` and ``values`` should be iterables of equal length; both |
| 262 | + will be converted to Numpy arrays and a ``TypeError`` will be raised |
| 263 | + if the conversion cannot be made safely. |
| 264 | + |
| 265 | +Segmentation Faults |
| 266 | +------------------- |
| 267 | +Improper use of this module and associated programs can easily cause Python to crash. |
| 268 | +There are two main causes of crashes. |
| 269 | + |
| 270 | +Stale Numpy Views |
| 271 | +^^^^^^^^^^^^^^^^^ |
| 272 | +The ``pylvarray`` classes provide various ways to get Numpy views of |
| 273 | +their data. However, those views are only valid as long as the |
| 274 | +LvArray object's buffer is not reallocated. The buffer may be reallocated |
| 275 | +by invoking methods (the ones that require |
| 276 | +the ``RESIZEABLE`` permission) or by calls into a C++ program with access |
| 277 | +to the underlying C++ LvArray object. |
| 278 | + |
| 279 | +.. code:: python |
| 280 | +
|
| 281 | + view = my_array.to_numpy() |
| 282 | + my_array.resize(1000) |
| 283 | + print(view) # segfault |
| 284 | +
|
| 285 | +Destroyed LvArray C++ objects |
| 286 | +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ |
| 287 | +As mentioned earlier, the classes defined in this |
| 288 | +module cannot be created in Python; some external C++ |
| 289 | +program/library must create an LvArray object in C++, then create a |
| 290 | +``pylvarray`` view of it. However, the Python view will only be |
| 291 | +valid as long as the underlying LvArray C++ object is kept around. If |
| 292 | +that is destroyed, the Python object will be left holding an invalid |
| 293 | +pointer and subsequent attempts to use the Python object will cause |
| 294 | +undefined behavior. The only way to avoid this is to know under what |
| 295 | +circumstances the external C++ program/library will destroy |
| 296 | +LvArray objects. To be safe, however, do not hold onto ``pylvarray`` |
| 297 | +object references after calling functions that have access to the underlying |
| 298 | +``LvArray`` objects. |
| 299 | + |
| 300 | +.. toctree:: |
| 301 | + :maxdepth: 2 |
| 302 | + :caption: Contents: |
| 303 | + |
| 304 | +Indices and tables |
| 305 | +================== |
| 306 | + |
| 307 | +* :ref:`genindex` |
| 308 | +* :ref:`modindex` |
| 309 | +* :ref:`search` |
| 310 | + |
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