.. ****************************************************************************** .. * Copyright 2020 Intel Corporation .. * .. * Licensed under the Apache License, Version 2.0 (the "License"); .. * you may not use this file except in compliance with the License. .. * You may obtain a copy of the License at .. * .. * http://www.apache.org/licenses/LICENSE-2.0 .. * .. * Unless required by applicable law or agreed to in writing, software .. * distributed under the License is distributed on an "AS IS" BASIS, .. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. .. * See the License for the specific language governing permissions and .. * limitations under the License. .. *******************************************************************************/ Uniform Distribution ==================== Generates random numbers uniformly distributed on the interval :math:`[a, b)`. Details ******* Uniform random number generator fills the input :math:`n \times p` numeric table with values that are uniformly distributed on the interval :math:`[a, b)`, where :math:`a, b \in \mathbb{r}` and :math:`a <> b`. The probability density is given by: .. math:: f_{a, b}(x) = \begin{cases} \frac {1}{b - a}, & x \in [a, b)\\ 0, & x \notin [a, b) \end{cases} The cumulative distribution function is as follows: .. math:: F_{a, b}(x) = \begin{cases} 0, & x < a \\ \frac {x - a}{b - a}, & a \leq x < b \\ 1, & x \geq b \end{cases} Batch Processing **************** .. rubric:: Algorithm Parameters Uniform distribution algorithm has the following parameters in addition to the common parameters specified in :ref:`distributions`: .. tabularcolumns:: |\Y{0.15}|\Y{0.15}|\Y{0.7}| .. list-table:: Algorithm Parameters for Uniform Distribution (Batch Processing) :header-rows: 1 :widths: 10 10 60 :align: left :class: longtable * - Parameter - Default Value - Description * - ``algorithmFPType`` - ``float`` - The floating-point type that the algorithm uses for intermediate computations. Can be ``float`` or ``double``. * - ``method`` - ``defaultDense`` - Performance-oriented computation method, the only method supported by the algorithm. * - ``a`` - :math:`0.0` - The left bound :math:`a`. * - ``b`` - :math:`1.0` - The right bound :math:`b`. Examples ******** .. tabs:: .. tab:: Python* Batch Processing: - :daal4py_example:`distributions_uniform.py`