tempestextremes
Extreme weather detection and characterization
Science Score: 49.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 12 DOI reference(s) in README -
○Academic publication links
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✓Committers with academic emails
4 of 10 committers (40.0%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (14.1%) to scientific vocabulary
Repository
Extreme weather detection and characterization
Basic Info
- Host: GitHub
- Owner: ClimateGlobalChange
- License: bsd-2-clause
- Language: HTML
- Default Branch: master
- Size: 96 MB
Statistics
- Stars: 109
- Watchers: 9
- Forks: 40
- Open Issues: 39
- Releases: 10
Metadata Files
README.md
TempestExtremes
Author: Paul Ullrich Email: paullrich@ucdavis.edu
Copyright 2025 Paul Ullrich
Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:
Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.
Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
Installation via conda
TempestExtremes can be found on conda-forge here:
https://anaconda.org/conda-forge/tempest-extremes
To install from conda use the command line:
conda install -c conda-forge tempest-extremes
Installation via CMake (Recommended)
TempestExtremes can be built and installed on various systems using CMake. Our new script, ./quick_make_unix.sh, automatically detects your platform(UNIX-based systems only) and loads any required modules before building.
General CMake Configuration
- Install Prefix: Set with
-DCMAKE_INSTALL_PREFIX=PATH_TO_INSTALL. By default, it installs to the project root, with executables placed inTEMPEST_EXTREMES_SOURCE_DIR/bin. - Build Type: Specify via
-DCMAKE_BUILD_TYPE=[Release/Debug]. - MPI Support: Enable or disable using
-DENABLE_MPI=ONor-DENABLE_MPI=OFF. - Out-of-Source Build: Build files are generated in
./build/bin(keeping the source directory clean). - Installation Locations: Final executables are installed to
./binand libraries/archives to./lib.
Quick-Make Scripts for generic Linux/Unix based systems
A ready-to-use ./quick_make_unix.sh script is available for end users to run on common UNIX-based platforms such as MacOS and Linux, as well as on command HPC systems like NERSC Perlmutter and NCAR Derecho.
System/Platforms Detection in quick_make_unix.sh
- MacOS/Linux (Generic): The script runs the default commands.
- NERSC Perlmutter: The script automatically loads
cray-hdf5andcray-netcdfmodules before building. - NCAR Derecho: The script loads required modules such as
ncarenv,ncarcompilers,intel,cray-mpich, andnetcdf. - Windows: This bash script is prepared for UNIX-like environments. If you're on Windows, please refer to the Windows instructions below. If you have a bash environment on Windows but the script fails to run automatically, simply run the commands manually starting from
./remove_depend.sh. - Unknown/Other: If your system isn’t recognized or errors occur (often due to non-standard dependency paths), don’t panic—simply run the commands manually starting from
./remove_depend.shand fix the related errors shown in the terminal.
Notes:
- For End Users:
If you only need the final deliverables, run the quick-make script. It will install executables to ./bin and (by default) remove the build directory for a clean structure.
- For Developers:
The./builddirectory is used for development and debugging. It contains all intermediate files, which helps speed up incremental builds. Developers should keep the build directory intact (by commenting out the cleanup step) for faster rebuilds.
To use ./quick_make_unix.sh , update the configuration options in the script:
```bash
Configuration Options
BUILDTYPE="Release" # "Debug" or "Release"
ENABLEMPI="ON" # "ON" or "OFF"
OPTIMIZATIONLEVEL="-O3" # Options: "-O0", "-O1", "-O2", "-O3", "-Ofast"
DEBUGSYMBOLS="OFF" # "ON" to include debug symbols (-g), "OFF" to exclude
INSTALLPREFIX="" # Specify the installation directory. If left blank, it defaults to
# the project root (TEMPESTEXTREMESSOURCEDIR) and final executables
# will be installed in TEMPESTEXTREMESSOURCEDIR/bin.
``
The run./quickmake_unix.sh`.
Unix/Linux-Based Systems (Manual Install)
If you are using Nersc Permultter, you will need to run this first:
module load cray-hdf5
module load cray-netcdf
If you are using NCAR Derecho, you will need to run this first:
module load cmake ncarenv gcc craype cray-mpich hdf5 netcdf
Use the following commands to compile on Unix- or Linux-based systems ):
cd TEMPEST_EXTREMES_SOURCE_DIR
mkdir build
cd build
cmake -DCMAKE_BUILD_TYPE=[Release/Debug] -DCMAKE_INSTALL_PREFIX=PATH_TO_INSTALL -DCMAKE_PREFIX_PATH=MPI_ROOT ..
make && make install
Windows (Experimental)
Follow these steps to compile on the Windows system (Visual Studio and CMake required):
1. Download and install netCDF and Microsoft MPI. Select "Add netCDF to the system PATH for the current user" when instaling netCDF.
2. Use the following PowerShell commands to generate a Visual Studio project.
$Env:MSMPI_LIB64="MSMPI_SDK_ROOT/Lib/x64"
$Env:MSMPI_INC="MSMPI_SDK_ROOT/Include"
cd TEMPEST_EXTREMES_SOURCE_DIR
mkdir build
cd build
cmake -G "Visual Studio 17" -DCMAKE_INSTALL_PREFIX=PATH_TO_INSTALL -DNetCDF_ROOT=YOUR_NETCDF_INSTALLATION_PATH ..
3. Open the tempestextremes.sln file in the ./build directory with Visual Studio and Build the software by clicking "Build" and "Build INSTALL" at the top menu bar. Learn more about building Visual Studio projects.
Developer Notes
Using the Quick Make Script:
If you are a developer using./quick_make_general.sh, remember to comment out or remove the cleanup step at the end (e.g.make clean). It's not efficient to rebuild the entire project every time you make changes—this script is mainly for a full rebuild or for end users who want a clean install. For faster incremental builds during development, build manually so that intermediate files are preserved.Adding New Executables:
To add a new executable to the project, refer to following examples:
Example: Adding a New Executable
For example, to add NewBlobsFeature:
1. Edit the CMakeLists.txt File:
Open the appropriate file (e.g., src/blobs/CMakeLists.txt) and add:
cmake
add_executable(NewBlobsFeature NewBlobsFeature.cpp)
target_link_libraries(NewBlobsFeature PUBLIC extremesbase netcdf_c++ ${MPI_CXX_LIBRARIES})
2. Update the Install Rule:
Modify the install command in the same CMakeLists.txt to include the new executable:
cmake
install(
TARGETS BlobStats DetectBlobs PersistentBlobs StitchBlobs NewBlobsFeature
RUNTIME DESTINATION bin
)
This ensures that NewBlobsFeature will be copied to ./bin when you run make install.
- Combining Multiple Files into One Executable:
If your new executable requires multiple source files, do the following:
Example: Combining Multiple Files into One Executable
For instance, to create an executable named BlockingUtilities from multiple files:
1. Edit the CMakeLists.txt File:
Open src/blocking/CMakeLists.txt and add:
```cmake
list(APPEND BLOCKINGUTILITIES
BlockingUtilities.h
BlockingUtilities.cpp
MoreBlockingUtilities.cpp
)
add_executable(BlockingUtilities ${BLOCKINGUTILITIES})
target_link_libraries(BlockingUtilities PUBLIC extremesbase netcdf_c++ ${MPI_CXX_LIBRARIES})
```
- Update the Install Rule:
Ensure that the new target is included in the install command:cmake install( TARGETS BlockingUtilities RUNTIME DESTINATION bin )
By following these guidelines, you can efficiently develop and extend TempestExtremes while keeping a clean separation between the build artifacts and the final deliverables.
Usage
Details of the various executables that are part of TempestExtremes can be found in the user guide: https://climate.ucdavis.edu/tempestextremes.php
Publications
If you use the TempestExtremes software please cite our publications:
[https://dx.doi.org/10.5194/gmd-14-5023-2021] Ullrich, P.A., C.M. Zarzycki, E.E. McClenny, M.C. Pinheiro, A.M. Stansfield and K.A. Reed (2021) "TempestExtremes v2.1: A community framework for feature detection, tracking and analysis in large datasets" Geosci. Model. Dev. 14, pp. 5023–5048, doi: 10.5194/gmd-14-5023-2021.
[http://dx.doi.org/10.5194/gmd-2016-217] Ullrich, P.A. and C.M. Zarzycki (2017) "TempestExtremes v1.0: A framework for scale-insensitive pointwise feature tracking on unstructured grids" Geosci. Model. Dev. 10, pp. 1069-1090, doi: 10.5194/gmd-10-1069-2017.
[http://dx.doi.org/10.1002/2016GL071606] Zarzycki, C.M. and P.A. Ullrich (2017) "Assessing sensitivities in algorithmic detection of tropical cyclones in climate data" Geophys. Res. Lett. 44 (2), pp. 1141-1149, doi: 10.1002/2016GL071606.
Owner
- Name: ClimateGlobalChange
- Login: ClimateGlobalChange
- Kind: organization
- Repositories: 8
- Profile: https://github.com/ClimateGlobalChange
GitHub Events
Total
- Create event: 4
- Release event: 2
- Issues event: 19
- Watch event: 28
- Member event: 1
- Issue comment event: 41
- Push event: 81
- Pull request review event: 3
- Pull request review comment event: 2
- Pull request event: 10
- Fork event: 7
Last Year
- Create event: 4
- Release event: 2
- Issues event: 19
- Watch event: 28
- Member event: 1
- Issue comment event: 41
- Push event: 81
- Pull request review event: 3
- Pull request review comment event: 2
- Pull request event: 10
- Fork event: 7
Committers
Last synced: 8 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Paul Ullrich | p****h@u****u | 629 |
| mariellep | m****o@g****m | 322 |
| Hongyu Chen | h****0@g****m | 20 |
| Hongyu Chen | h****n@u****u | 10 |
| huskychan | h****n | 9 |
| Colin Zarzycki | z****i@u****u | 3 |
| Kyle Stachowicz | k****9@g****m | 3 |
| Stephan Hoyer | s****r@g****m | 1 |
| Kian Huang | k****g@k****m | 1 |
| Marielle Cristine Pinheiro | m****i@f****u | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 7 months ago
All Time
- Total issues: 89
- Total pull requests: 21
- Average time to close issues: 2 months
- Average time to close pull requests: 2 months
- Total issue authors: 28
- Total pull request authors: 6
- Average comments per issue: 1.85
- Average comments per pull request: 0.57
- Merged pull requests: 14
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 13
- Pull requests: 14
- Average time to close issues: 5 days
- Average time to close pull requests: 11 days
- Issue authors: 10
- Pull request authors: 4
- Average comments per issue: 0.46
- Average comments per pull request: 0.71
- Merged pull requests: 7
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- zarzycki (29)
- krober10nd (8)
- yepkids (8)
- wreckdump (6)
- stella-bourdin (5)
- paullric (5)
- mariellep (3)
- ncubukcu (3)
- onnyyonn (2)
- alyssa-stansfield (2)
- Xiaoning-Wu (2)
- beekill95 (1)
- KianHuangKimeow (1)
- weathermanbarnes (1)
- xiaohumengdie (1)
Pull Request Authors
- hongyuchen1030 (10)
- paullric (8)
- zarzycki (2)
- KianHuangKimeow (2)
- yepkids (2)
- shoyer (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 2
- Total downloads: unknown
-
Total dependent packages: 0
(may contain duplicates) -
Total dependent repositories: 0
(may contain duplicates) - Total versions: 6
- Total maintainers: 3
spack.io: tempestextremes
TempestExtremes is a growing collection of detection and characterization algorithms for large climate datasets, leveraging C++ for rapid throughput and a command line interface that maximizes flexibility of each kernel. The tracking kernels in this package have been already used for tracking and characterizing tropical cyclones (TCs), extratropical cyclones (ETCs), monsoonal depressions, atmospheric blocks, atmospheric rivers, and mesoscale convective systems (MCSs). By considering multiple extremes within the same framework, we can study the joint characteristics of extremes while minimizing the total data burden.
- Homepage: https://github.com/ClimateGlobalChange/tempestextremes
- License: []
-
Latest release: 2.3.1
published 8 months ago
Rankings
Maintainers (3)
conda-forge.org: tempest-extremes
TempestExtremes is a growing collection of detection and characterization algorithms for large climate datasets, leveraging C++ for rapid throughput and a command line interface that maximizes flexibility of each kernel. The tracking kernels in this package have been already used for tracking and characterizing tropical cyclones (TCs), extratropical cyclones (ETCs), monsoonal depressions, atmospheric blocks, atmospheric rivers, and mesoscale convective systems (MCSs). By considering multiple extremes within the same framework, we can study the joint characteristics of extremes while minimizing the total data burden.
- Homepage: https://github.com/ClimateGlobalChange/tempestextremes
- License: BSD-2-Clause
-
Latest release: 2.2.1
published about 4 years ago