unitcellengine


Nameunitcellengine JSON
Version 0.0.10 PyPI version JSON
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home_pageNone
SummaryLattice unitcell geometry and analysis framework
upload_time2024-12-05 01:56:43
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authorNone
requires_python<3.12,>=3.10
licenseApache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. 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For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. 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Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. 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            # UnitcellEngine

> [!WARNING]
> This is alpha software that is in active development and is likely to experience breaking changes.

*UnitcellEngine* is part of the *UnitcellHub* software ecosystem, providing functionality to generate and simulate lattice unitcell geometries.
Written fully in Python, it brings together state-of-the-art technology like implicit geometry representation, meshless finite element analysis, and homogenization theory, to provide an automated yet robust pipeline.

![](docs/source/images/overview.png)
 
## Installation

UnitcellEngine only supports Python 3. 
If running on a Windows machine, you may sometimes need to first install Microsoft Visual C++ for some of the dependencies to install correctly (such as number and scikit-learn). See https://visualstudio.microsoft.com/visual-cpp-build-tools/ for details on how to install the Windows C++ Build Tools; 
additionally, due to performance limitations of the openblas-based installation of numpy via pip, it is recommended that conda be used to setup the base numpy/scipy environment.

For the current stable release

```
pip install unitcellengine

```

## Examples

*UnitcellEngine* has a range of built-in lattice geometry forms, including graph-style (such as beam and plate) and thin walled Triply Periodic Minimal Surface (TPMS) lattices.
The general workflow is to define the unitcell, generate the geometry, generate the mesh, and solve the relevant homogenization problems.
Each step of the process calculates relevant quantities and stores them in output files that feed into subsequent calculations (for example, a mesh file is required before a homogenization can be run).

```python
from unitcellengine.design import UnitcellDesign, UnitcellDesigns
import numpy as np

# Set numpy precision to allow for better printout of homogenized matrices
np.set_printoptions(precision=4)

# Define unitcell
design = UnitcellDesign('Octet', 1, 1, 1, thickness=0.1)

# The default behavior is to reuse existing date. Set to False to force regeneration.
reuse = True

# Generate geometry (which calculated propertes like relative denstiy and relative surface area)
design.generateGeometry(reuse=reuse)

# Generate mesh
design.generateMesh(reuse=reuse)

# Calculate homogenized elastic properties
design.homogenizationElastic.run(reuse)

# Post process homogenization results
design.homogenizationElastic.process()

# Calculate homogenized conductance properties
design.homogenizationConductance.run(reuse)

# Post process conductance results
design.homogenizationConductance.process()

# Print the homogenizated stiffness matrix
print(design.homogenizationElastic)
print(design.homogenizationConductance)
```
The results are by default stored in the folder structure "Database/<unitcell form>/<unitcell type>/<LX_XXX_WY_YYY_HZ_ZZZ_TU_UUU>", where <unitcell form> is either "graph" or "walledtpms", "unicell type" is the unitcell type, and "<LX_XXX_WY_YYY_HZ_ZZZ_TU_UUU>" is a folder with the Length, Width, Height, and Thickness properties of the lattice.
For example, in the case above, it will store the results in "Database/graph/Octet/L1_000_W1_000_H1_000_T0_100".

For more usage examples, see [examples/examples.ipynb](examples/examples.ipynb).

## High Performance Computing and remote Linux servers
When running on remote systems, there are a few features that don't work straight out of the box. 
If geometry rendering is required (which relies on VTK), additional utitilies will likely need to be installed.

### CENTOS and RH systems without root privileges
Xvfb is an X server that can run on machines with no display hardware and no physical input devices. 
It emulates a dumb frame buffer using virtual memory. 
Install xvfb following the steps defined here: https://stackoverflow.com/questions/36651091/how-to-install-packages-in-linux-centos-without-root-user-with-automatic-depen. 
Note, on most HPC systems, these files should be installed on a high performance file system rather than a network drive. 

In addition to xvfb, you will need to install the OpenGL libraries "mesa-libGL" and "mesa-libGL-devel" using the same steps as for xvfb. 
In some cases, you might still get an "GLSL 1.50 is not supported. 
Supported versions are: 1.10, 1.20, 1.30, 1.00 ES, and 3.00 ES" error. 
In this case, add the following environmental variable

```
export MESA_GL_VERSION_OVERRIDE=3.2
```

            

Raw data

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    "description": "# UnitcellEngine\n\n> [!WARNING]\n> This is alpha software that is in active development and is likely to experience breaking changes.\n\n*UnitcellEngine* is part of the *UnitcellHub* software ecosystem, providing functionality to generate and simulate lattice unitcell geometries.\nWritten fully in Python, it brings together state-of-the-art technology like implicit geometry representation, meshless finite element analysis, and homogenization theory, to provide an automated yet robust pipeline.\n\n![](docs/source/images/overview.png)\n \n## Installation\n\nUnitcellEngine only supports Python 3. \nIf running on a Windows machine, you may sometimes need to first install Microsoft Visual C++ for some of the dependencies to install correctly (such as number and scikit-learn). See https://visualstudio.microsoft.com/visual-cpp-build-tools/ for details on how to install the Windows C++ Build Tools; \nadditionally, due to performance limitations of the openblas-based installation of numpy via pip, it is recommended that conda be used to setup the base numpy/scipy environment.\n\nFor the current stable release\n\n```\npip install unitcellengine\n\n```\n\n## Examples\n\n*UnitcellEngine* has a range of built-in lattice geometry forms, including graph-style (such as beam and plate) and thin walled Triply Periodic Minimal Surface (TPMS) lattices.\nThe general workflow is to define the unitcell, generate the geometry, generate the mesh, and solve the relevant homogenization problems.\nEach step of the process calculates relevant quantities and stores them in output files that feed into subsequent calculations (for example, a mesh file is required before a homogenization can be run).\n\n```python\nfrom unitcellengine.design import UnitcellDesign, UnitcellDesigns\nimport numpy as np\n\n# Set numpy precision to allow for better printout of homogenized matrices\nnp.set_printoptions(precision=4)\n\n# Define unitcell\ndesign = UnitcellDesign('Octet', 1, 1, 1, thickness=0.1)\n\n# The default behavior is to reuse existing date. Set to False to force regeneration.\nreuse = True\n\n# Generate geometry (which calculated propertes like relative denstiy and relative surface area)\ndesign.generateGeometry(reuse=reuse)\n\n# Generate mesh\ndesign.generateMesh(reuse=reuse)\n\n# Calculate homogenized elastic properties\ndesign.homogenizationElastic.run(reuse)\n\n# Post process homogenization results\ndesign.homogenizationElastic.process()\n\n# Calculate homogenized conductance properties\ndesign.homogenizationConductance.run(reuse)\n\n# Post process conductance results\ndesign.homogenizationConductance.process()\n\n# Print the homogenizated stiffness matrix\nprint(design.homogenizationElastic)\nprint(design.homogenizationConductance)\n```\nThe results are by default stored in the folder structure \"Database/<unitcell form>/<unitcell type>/<LX_XXX_WY_YYY_HZ_ZZZ_TU_UUU>\", where <unitcell form> is either \"graph\" or \"walledtpms\", \"unicell type\" is the unitcell type, and \"<LX_XXX_WY_YYY_HZ_ZZZ_TU_UUU>\" is a folder with the Length, Width, Height, and Thickness properties of the lattice.\nFor example, in the case above, it will store the results in \"Database/graph/Octet/L1_000_W1_000_H1_000_T0_100\".\n\nFor more usage examples, see [examples/examples.ipynb](examples/examples.ipynb).\n\n## High Performance Computing and remote Linux servers\nWhen running on remote systems, there are a few features that don't work straight out of the box. \nIf geometry rendering is required (which relies on VTK), additional utitilies will likely need to be installed.\n\n### CENTOS and RH systems without root privileges\nXvfb is an X server that can run on machines with no display hardware and no physical input devices. \nIt emulates a dumb frame buffer using virtual memory. \nInstall xvfb following the steps defined here: https://stackoverflow.com/questions/36651091/how-to-install-packages-in-linux-centos-without-root-user-with-automatic-depen. \nNote, on most HPC systems, these files should be installed on a high performance file system rather than a network drive. \n\nIn addition to xvfb, you will need to install the OpenGL libraries \"mesa-libGL\" and \"mesa-libGL-devel\" using the same steps as for xvfb. \nIn some cases, you might still get an \"GLSL 1.50 is not supported. \nSupported versions are: 1.10, 1.20, 1.30, 1.00 ES, and 3.00 ES\" error. \nIn this case, add the following environmental variable\n\n```\nexport MESA_GL_VERSION_OVERRIDE=3.2\n```\n",
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    "license": "Apache License Version 2.0, January 2004 http://www.apache.org/licenses/  TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION  1. Definitions.  \"License\" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document.  \"Licensor\" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License.  \"Legal Entity\" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, \"control\" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity.  \"You\" (or \"Your\") shall mean an individual or Legal Entity exercising permissions granted by this License.  \"Source\" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files.  \"Object\" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types.  \"Work\" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below).  \"Derivative Works\" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof.  \"Contribution\" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, \"submitted\" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as \"Not a Contribution.\"  \"Contributor\" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work.  2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form.  3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed.  4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions:  (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and  (b) You must cause any modified files to carry prominent notices stating that You changed the files; and  (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and  (d) If the Work includes a \"NOTICE\" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License.  You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License.  5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions.  6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file.  7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License.  8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages.  9. Accepting Warranty or Additional Liability. 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We also recommend that a file or class name and description of purpose be included on the same \"printed page\" as the copyright notice for easier identification within third-party archives.  Copyright [yyyy] [name of copyright owner]  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.",
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