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1. LATIN HYPERCUBE SAMPLING SCRIPT INSTALL
2. LATIN HYPERCUBE SAMPLING SCRIPT DRIVER
3. LATIN HYPERCUBE SAMPLING SCRIPT MANUAL
4. LATIN HYPERCUBE SAMPLING SCRIPT CODE

To be installed on the computer and will operate through text-based input

The compiled version will not require Python For more details, see the following link:Ī compiled version of UQpy is currently under development and is expected toīe included with release 2.0.0. In the site-packages that directs UQpy calls to the user’s local, editable copy of Instead, developer installation creates an ‘egg-link’ (UQpy.egg-link)

LATIN HYPERCUBE SAMPLING SCRIPT INSTALL

Install the software directly to site-packages as in the installation proceduresĪbove. (located in a directory of the user’s choosing) that can be edited – with changesīeing recognized by the UQpy “installation”. Installing as a developer allows the user to maintain a local copy of UQpy This is achieved by typing the following commands in the terminal: Users interested in developing new capabilities in UQpy may install it as aĭeveloper. UQpy can be uninstalled in a similar manner using pip:Īlternatively, UQpy can be installed from GitHub directly by typing the following commands in the terminal:ĭirect installation from GitHub is equivalent to pip installation. User’s Python (version 3.6) installation, the installed modules can be found at: Upon installation, the UQpy software modules are installed in the sitepackages directory of the user’s Python installation. Python Package Index, PyPI, and can be installed using a simple pip command Interpreter 3.6+ installed on your computer. UQpy is written in the Python 3 programming language and requires a Python Iterative Translation Approximation Method Variance-based Simplex Stochastic Collocation Gradient Enhance Refined Stratified Sampling Table 2: Future UQpy capabilities organized by Module and Class structure. Model (either through user-defined shell scripts or a Python script) or directly The RunModel module, detailed in Sectionĥ.8, is designed to interface with any user-defined third-party computational

LATIN HYPERCUBE SAMPLING SCRIPT DRIVER

Module allows UQpy to serve not just as a useful tool for performing UQ operations, but also as the driver for a complete uncertainty study - including preprocessing operations, submission and execution of computational model evaluations, and monitoring and post-processing of results. RunModel module shown in the center of the chart in Figure 1. With computational models of physical or mathematical systems through the The various classes and modules interface in a straightforward manner MCMC class from the SampleMethods module. Is that the SubsetSimulation class in the Reliability module invokes the Its module-class structure, the various classes can easily invoke one-anotherĪnd can be combined in any way the user desires. Table 1: Current UQpy capabilities organized by Module and Class structure. In input/output naming and data type conventions). To add a new capability to UQpy by simply writing a new class into the appropriate module (although some care should be taken to ensure consistency Modules and Classes in UQpy are invoked using standard Python conventions.īecause each module is organized into a set of classes, it is straightforward A list of expanded capabilities that are currently in development is provided in Table 2. A list of theĬurrent capabilities for each module is provided in Table 1. Each module, as illustrated in Figure 1,Ĭontains a set of classes that perform various operations in UQ.

Modules are distinct, but are designed to be easily extensible (new capabilitiesĬan be easily added and integrated into the code, see Section 6) and to easilyįigure 1: UQpy modules and their basic architecture.

LATIN HYPERCUBE SAMPLING SCRIPT CODE

The code is organized as a set of modules centered around coreĬapabilities in Uncertainty Quantification (UQ) as illustrated in Figure 1. Toolbox for modeling uncertainty in the simulation of physical and mathematical systems. UQpy (Uncertainty Quantification with python) is a general purpose Python ĥ.9 Supporting Modules, Functions, and Files. ĥ.8.4 Template scripts for common software applications. ĥ.8.3 Files and scripts used by RunModel. ĥ.8.2 RunModel with file passing communications (model type ĥ.8.1 RunModel with direct Python communications (model type

LATIN HYPERCUBE SAMPLING SCRIPT MANUAL

Shields Uncertainty Research Group (SURG)Ģ.1 Manual Installation. Giovanis†Īakash Bangalore-Satish, Mohit Chauhan, Lohit Vandanapu, UQpy - Uncertainty Quantification with Python