This is a collection of tools for Uncertainty Quantification
- Features:
Sampling methods (Monte Carlo, Latin Hypercube, Quasi Monte Carlo) with MPI support
Tools for Generalized Polynomial Chaos
Probabilistic Collocation Method
Multi-element Probabilistic Collocation Method
High Dimensional Model Representation
ANOVA
Global Sensitivity (Total Sensitivity Indices)
Model reduction (Karhunen–Loève expansion)
Status
PyPi:
Requirements
Some parts of the software require the SpectralToolbox. The package has automatically MPI support through mpi4py and mpi_map.
Installation
Make sure you have the latest version of pip:
$ pip install –upgrade pip
Install running:
$ pip install UQToolbox
Some users might want to install the toolbox without MPI support. This is possible, but not through the pip command:
$ pip download UQToolbox
$ cd /pth/to/downloaded/files
$ tar xzf UQToolbox-x.x.x.tar.gz
$ cd UQToolbox-x.x.x
$ python setup.py install –without-mpi4py
Test Installation
You can test whether all the functionalities work by running the unit tests.
>>> import UQToolbox >>> UQToolbox.RunUnitTests(maxprocs=None,PLOTTING=True)
where maxprocs defines the number of processors to be used if MPI support is activated. Be patient. The number of unit tests grows with the number of functionalities implemented in the software.
Metadata
Release files for UQToolbox 1.0.4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| UQToolbox-1.0.4.tar.gz | 66.6 kB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| UQToolbox-1.0.4-py2-none-any.whl | Python 2 | none | any | Details |
Total release size: 128.6 kB
Release files / UQToolbox-1.0.4.tar.gz
| Download URL | UQToolbox-1.0.4.tar.gz |
|---|---|
| Size | 66.6 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.13.0 pkginfo/1.5.0.1 requests/2.21.0 setuptools/40.8.0 requests-toolbelt/0.9.1 tqdm/4.31.1 CPython/2.7.15rc1
|
Release files / UQToolbox-1.0.4-py2-none-any.whl
| Download URL | UQToolbox-1.0.4-py2-none-any.whl |
|---|---|
| Size | 62.1 kB |
| Tags | Python 2 |
|
SHA-256 checksum How to use checksums |
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|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.13.0 pkginfo/1.5.0.1 requests/2.21.0 setuptools/40.8.0 requests-toolbelt/0.9.1 tqdm/4.31.1 CPython/2.7.15rc1
|
Security for UQToolbox 1.0.4
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No provenance found
None of the files in this release were uploaded with provenance metadata.
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