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.flake8
View file @ c7d65a7d
[flake8]
max-line-length=120
exclude=lbmpy/plot.py
lbmpy/session.py
ignore = W293 W503 W291 E741
exclude=src/lbmpy/plot.py
src/lbmpy/session.py
ignore = W293 W503 W291 C901 E741
.gitattributes
View file @ c7d65a7d
lbmpy/_version.py export-subst
src/lbmpy/_version.py export-subst
.gitignore
View file @ c7d65a7d
__pycache__
.ipynb_checkpoints
.coverage
.coverage*
*.pyc
*.vti
/build
/html_doc
/dist
/*.egg-info
*.egg-info
.cache
_build
/.idea
_local_tmp
**/.vscode
/lbmpy_tests/db
**/pylintrc
*.bak
*.tmp
/tests/db
doc/bibtex.json
/db
/lbmpy/phasefield/simplex_projection.*.so
/lbmpy/phasefield/simplex_projection.c
\ No newline at end of file
/src/lbmpy/phasefield/simplex_projection.*.so
/src/lbmpy/phasefield/simplex_projection.c
# macOS
**/.DS_Store
*.uuid
# benchmark database
/tests/benchmark/db
\ No newline at end of file
.gitlab-ci.yml
View file @ c7d65a7d
stages:
- pretest
- test
- nightly
- docs
- deploy
# -------------------------- Templates ------------------------------------------------------------------------------------
# -------------------------- Tests ------------------------------------------------------------------------------------
# Base configuration for jobs meant to run at every commit
.every-commit:
rules:
- if: $CI_PIPELINE_SOURCE != "schedule"
# Configuration for jobs meant to run on each commit to pycodegen/pystencils/master
.every-commit-master:
rules:
- if: '$CI_PIPELINE_SOURCE != "schedule" && $CI_PROJECT_PATH == "pycodegen/lbmpy" && $CI_COMMIT_BRANCH == "master"'
# Base configuration for jobs meant to run at a schedule
.scheduled:
rules:
- if: $CI_PIPELINE_SOURCE == "schedule"
# -------------------------- Pre Tests --------------------------------------------------------------------------------
# Normal test - runs on every commit all but "long run" tests
tests-and-coverage:
stage: test
except:
variables:
- $ENABLE_NIGHTLY_BUILDS
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
stage: pretest
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full:cupy12.3
script:
- env
- pip list
# - pip install sympy --upgrade
- export NUM_CORES=$(nproc --all)
- mkdir -p ~/.config/matplotlib
- echo "backend:template" > ~/.config/matplotlib/matplotlibrc
......@@ -22,100 +39,133 @@ tests-and-coverage:
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- env
- pip list
- py.test -v -n $NUM_CORES --cov-report html --cov-report term --cov=. -m "not longrun" --junitxml=report.xml
- py.test -v -n $NUM_CORES --cov-report html --cov-report xml --cov-report term --cov=. -m "not longrun" --junitxml=report.xml
- python3 -m coverage xml
tags:
- docker
- cuda11
- AVX
coverage: /Total coverage:\s\d+.\d+\%/
artifacts:
when: always
paths:
- coverage_report
reports:
cobertura: coverage.xml
coverage_report:
coverage_format: cobertura
path: coverage.xml
junit: report.xml
# pipeline with latest python version
latest-python:
# Normal test with longruns
tests-and-coverage-with-longrun:
stage: test
except:
variables:
- $ENABLE_NIGHTLY_BUILDS
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/latest_python
before_script:
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
when: manual
allow_failure: true
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
script:
- env
- pip list
# - pip install sympy --upgrade
- export NUM_CORES=$(nproc --all)
- mkdir -p ~/.config/matplotlib
- echo "backend:template" > ~/.config/matplotlib/matplotlibrc
- mkdir public
- py.test -v -n $NUM_CORES -m "not longrun" --junitxml=report.xml
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- env
- pip list
- py.test -v -n $NUM_CORES
tags:
- docker
- cuda11
- AVX
artifacts:
when: always
reports:
junit: report.xml
# Nightly test - runs "long run" jobs only
test-longrun:
stage: test
only:
variables:
- $ENABLE_NIGHTLY_BUILDS
minimal-conda:
stage: pretest
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/minimal_conda
script:
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- pip install -e .
- python quicktest.py
tags:
- docker
# Linter for code formatting
flake8-lint:
stage: pretest
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
script:
- env
- flake8 src/lbmpy
tags:
- docker
- cuda11
# -------------------------- Tests -------------------------------------------------------------------------------------
# pipeline with latest python version
latest-python:
stage: test
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/latest_python
before_script:
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
script:
- env
- pip list
- export NUM_CORES=$(nproc --all)
- mkdir -p ~/.config/matplotlib
- echo "backend:template" > ~/.config/matplotlib/matplotlibrc
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- py.test -v -n $NUM_CORES --cov-report html --cov-report term --cov=. --junitxml=report.xml
- mkdir public
- py.test -v -n $NUM_CORES -m "not longrun" --junitxml=report.xml
tags:
- docker
- cuda11
- AVX
artifacts:
when: always
paths:
- coverage_report
reports:
junit: report.xml
# Minimal tests in windows environment
minimal-windows:
#minimal-windows:
# stage: test
# except:
# variables:
# - $ENABLE_NIGHTLY_BUILDS
# tags:
# - win
# script:
# - export NUM_CORES=$(nproc --all)
# - export MPLBACKEND=Agg
# - source /cygdrive/c/Users/build/Miniconda3/Scripts/activate
# - source activate pystencils
# - pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
# - python -c "import numpy"
# - pip install sympy==1.9
# - py.test -v -m "not (notebook or longrun)"
minimal-sympy-master:
stage: test
except:
variables:
- $ENABLE_NIGHTLY_BUILDS
tags:
- win
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/minimal_conda
before_script:
- pip install -e .
script:
- export NUM_CORES=$(nproc --all)
- export MPLBACKEND=Agg
- source /cygdrive/c/Users/build/Miniconda3/Scripts/activate
- source activate pystencils
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- env
- python -m pip install --upgrade git+https://github.com/sympy/sympy.git
- pip list
- python -c "import numpy"
- py.test -v -n $NUM_CORES -m "not (notebook or longrun)"
- python quicktest.py
allow_failure: true
tags:
- docker
- cuda
ubuntu:
stage: test
except:
variables:
- $ENABLE_NIGHTLY_BUILDS
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/ubuntu
before_script:
- apt-get -y remove python3-sympy
# - apt-get -y remove python3-sympy
- ln -s /usr/include/locale.h /usr/include/xlocale.h
- pip3 install `grep -Eo 'sympy[>=]+[0-9\.]+' setup.py | sed 's/>/=/g'`
# - pip3 install `grep -Eo 'sympy[>=]+[0-9\.]+' setup.py | sed 's/>/=/g'`
- pip3 install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
script:
- export NUM_CORES=$(nproc --all)
......@@ -123,7 +173,7 @@ ubuntu:
- echo "backend:template" > ~/.config/matplotlib/matplotlibrc
- env
- pip3 list
- pytest-3 -v -n $NUM_CORES -m "not longrun" --junitxml=report.xml
- pytest -v -n $NUM_CORES -m "not longrun" --junitxml=report.xml
tags:
- docker
- cuda11
......@@ -132,18 +182,6 @@ ubuntu:
reports:
junit: report.xml
minimal-conda:
stage: test
except:
variables:
- $ENABLE_NIGHTLY_BUILDS
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/minimal_conda
script:
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- python setup.py quicktest
tags:
- docker
pycodegen-integration:
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
stage: test
......@@ -171,7 +209,7 @@ pycodegen-integration:
- make -j $NUM_CORES MicroBenchmarkGpuLbm LbCodeGenerationExample
- cd apps/benchmarks/UniformGridGPU
- make -j $NUM_CORES
- cd ../UniformGridGenerated
- cd ../UniformGridCPU
- make -j $NUM_CORES
tags:
......@@ -179,25 +217,44 @@ pycodegen-integration:
- cuda11
- AVX
# -------------------- Linter & Documentation --------------------------------------------------------------------------
# -------------------- Scheduled Tasks --------------------------------------------------------------------------
flake8-lint:
stage: test
except:
variables:
- $ENABLE_NIGHTLY_BUILDS
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
nightly-sympy:
stage: nightly
extends: .scheduled
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/latest_python
before_script:
- pip install -e .
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
- pip install --upgrade --pre sympy
script:
- flake8 lbmpy
- env
- pip list
- export NUM_CORES=$(nproc --all)
- mkdir -p ~/.config/matplotlib
- echo "backend:template" > ~/.config/matplotlib/matplotlibrc
- mkdir public
- pytest -v -n $NUM_CORES -m "not longrun" --junitxml=report.xml
tags:
- docker
- cuda11
- AVX
- cuda
artifacts:
when: always
reports:
junit: report.xml
# -------------------- Documentation and deploy ------------------------------------------------------------------------
build-documentation:
stage: test
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
stage: docs
needs: []
extends: .every-commit
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/documentation
before_script:
- pip install -e .
script:
- export PYTHONPATH=`pwd`
- pip install git+https://gitlab-ci-token:${CI_JOB_TOKEN}@i10git.cs.fau.de/pycodegen/pystencils.git@master#egg=pystencils
......@@ -213,7 +270,9 @@ build-documentation:
pages:
image: i10git.cs.fau.de:5005/pycodegen/pycodegen/full
extends: .every-commit-master
stage: deploy
needs: ["tests-and-coverage", "build-documentation"]
script:
- ls -l
- mv coverage_report html_doc
......@@ -223,5 +282,3 @@ pages:
- public
tags:
- docker
only:
- master@pycodegen/lbmpy
AUTHORS.txt 0 → 100644
View file @ c7d65a7d
Contributors:
-------------
- Martin Bauer <martin.bauer@fau.de>
- Markus Holzer <markus.holzer@fau.de>
- Michael Kuron <mkuron@icp.uni-stuttgart.de>
- Stephan Seitz <stephan.seitz@fau.de>
- Frederik Hennig <frederik.hennig@fau.de>
- Helen Schottenhamml <helen.schottenhamml@fau.de>
- Rudolf Weeber <weeber@icp.uni-stuttgart.de>
- Christian Godenschwager <christian.godenschwager@fau.de>
- Jan Hönig <jan.hoenig@fau.de>
CHANGELOG.md 0 → 100644
View file @ c7d65a7d
# Change Log
## Unreleased
### Removed
* Removing OpenCL support because it is not supported by pystencils anymore
CONTRIBUTING.md 0 → 100644
View file @ c7d65a7d
# Contributing
lbmpy is built on the open-source python framework [pystencils](https://pypi.org/project/pystencils/). Please consider the [contribution guideline](https://i10git.cs.fau.de/pycodegen/pystencils/-/blob/master/CONTRIBUTING.md) of pystencils for contributing to lbmpy.
\ No newline at end of file
MANIFEST.in
View file @ c7d65a7d
include README.md
include COPYING.txt
include RELEASE-VERSION
global-include *.pyx
include versioneer.py
include lbmpy/_version.py
include AUTHORS.txt
include CONTRIBUTING.md
include CHANGELOG.md
README.md
View file @ c7d65a7d
......@@ -16,11 +16,12 @@ It even comes with an integrated Chapman Enskog analysis based on sympy!
Common test scenarios can be set up quickly:
```python
from lbmpy.scenarios import create_channel
from pystencils import Target
from lbmpy.session import *
ch = create_channel(domain_size=(300,100, 100), force=1e-7, method="trt",
ch = create_channel(domain_size=(300, 100, 100), force=1e-7, method=Method.TRT,
equilibrium_order=2, compressible=True,
relaxation_rates=[1.97, 1.6], optimization={'target': 'gpu'})
relaxation_rates=[1.97, 1.6], optimization={'target': Target.GPU})
```
To find out more, check out the interactive [tutorial notebooks online with binder](https://mybinder.org/v2/gh/mabau/lbmpy/master?filepath=doc%2Fnotebooks).
......@@ -55,3 +56,28 @@ Documentation
Read the docs [here](http://pycodegen.pages.i10git.cs.fau.de/lbmpy) and
check out the Jupyter notebooks in `doc/notebooks`.
Contributing
-------
To see how to open issues, submit bug reports, create feature requests or submit your additions to lbmpy please refer to
[contribution documentation](https://i10git.cs.fau.de/pycodegen/pystencils/-/blob/master/CONTRIBUTING.md) of pystencils since lbmpy is heavily build on pystencils.
Many thanks go to the [contributors](https://i10git.cs.fau.de/pycodegen/lbmpy/-/blob/master/AUTHORS.txt) of lbmpy.
### Please cite us
If you use lbmpy in a publication, please cite the following articles:
Overview:
- F. Hennig et al, Advanced Automatic Code Generation for Multiple Relaxation-Time Lattice Boltzmann Methods. SIAM Journal on Scientific Computing, 2023. https://doi.org/10.1137/22M1531348 ([Preprint](https://arxiv.org/abs/2211.02435))
- M. Bauer et al, lbmpy: Automatic code generation for efficient parallel lattice Boltzmann methods. Journal of Computational Science, 2021. https://doi.org/10.1016/j.jocs.2020.101269 ([Preprint](https://arxiv.org/abs/2001.11806))
Multiphase:
- M. Holzer et al, Highly efficient lattice Boltzmann multiphase simulations of immiscible fluids at high-density ratios on CPUs and GPUs through code generation. The International Journal of High Performance Computing Applications, 2021. https://doi.org/10.1177/10943420211016525
### Further Reading
- F. Hennig et al, Automatic Code Generation for the Cumulant Lattice Boltzmann Method. ICMMES, 2021. [Poster Link](https://www.researchgate.net/publication/353224406_Automatic_Code_Generation_for_the_Cumulant_Lattice_Boltzmann_Method)
binder/environment.yml
View file @ c7d65a7d
......@@ -7,7 +7,7 @@
# conda env create -f conda_environment_user.yml
# . activate pystencils
#
# If you have CUDA installed and want to use your GPU, uncomment the last line to install pycuda
# If you have CUDA or ROCm installed and want to use your GPU, uncomment the last line to install cupy
#
# ----------------------------------------------------------------------------------------------------------------------
......@@ -33,4 +33,4 @@ dependencies:
- pyevtk # VTK output for serial simulations
- blitzdb # file-based No-SQL database to store simulation results
- pystencils
#- pycuda # add this if you have CUDA installed
#- cupy # add this if you have CUDA or ROCm installed
conftest.py
View file @ c7d65a7d
......@@ -4,6 +4,11 @@ import tempfile
import runpy
import sys
import warnings
import platform
import nbformat
from nbconvert import PythonExporter
import sympy
# Trigger config file reading / creation once - to avoid race conditions when multiple instances are creating it
# at the same time
from pystencils.cpu import cpujit
......@@ -12,11 +17,12 @@ from pystencils.cpu import cpujit
# at the same time
try:
import pyximport
pyximport.install(language_level=3)
from lbmpy.phasefield.simplex_projection import simplex_projection_2d # NOQA
except ImportError:
pass
from lbmpy.phasefield.simplex_projection import simplex_projection_2d # NOQA
SCRIPT_FOLDER = os.path.dirname(os.path.realpath(__file__))
sys.path.insert(0, os.path.abspath('lbmpy'))
......@@ -37,32 +43,35 @@ def add_path_to_ignore(path):
collect_ignore = [os.path.join(SCRIPT_FOLDER, "doc", "conf.py"),
os.path.join(SCRIPT_FOLDER, "doc", "img", "mb_discretization", "maxwell_boltzmann_stencil_plot.py")]
add_path_to_ignore('pystencils_tests/benchmark')
add_path_to_ignore('_local_tmp')
try:
import pycuda
import cupy
except ImportError:
collect_ignore += [os.path.join(SCRIPT_FOLDER, "lbmpy_tests/test_cpu_gpu_equivalence.py")]
collect_ignore += [os.path.join(SCRIPT_FOLDER, "tests/test_cpu_gpu_equivalence.py")]
try:
import waLBerla
except ImportError:
collect_ignore += [os.path.join(SCRIPT_FOLDER, "lbmpy_tests/test_serial_scenarios.py")]
collect_ignore += [os.path.join(SCRIPT_FOLDER, "lbmpy_tests/test_datahandling_parallel.py")]
collect_ignore += [os.path.join(SCRIPT_FOLDER, "tests/test_datahandling_parallel.py")]
try:
import blitzdb
except ImportError:
collect_ignore += [os.path.join(SCRIPT_FOLDER, "lbmpy_tests/benchmark"),
os.path.join(SCRIPT_FOLDER, "lbmpy_tests/full_scenarios/kida_vortex_flow/scenario_kida_vortex_flow.py")]
collect_ignore += [os.path.join(SCRIPT_FOLDER, "tests/benchmark"),
os.path.join(SCRIPT_FOLDER,
"tests/full_scenarios/kida_vortex_flow/scenario_kida_vortex_flow.py"),
os.path.join(SCRIPT_FOLDER, "tests/full_scenarios/shear_wave/scenario_shear_wave.py"),
os.path.join(SCRIPT_FOLDER, "tests/test_json_serializer.py"),
os.path.join(SCRIPT_FOLDER, "src/lbmpy/db.py")]
if platform.system().lower() == 'windows':
collect_ignore += [os.path.join(SCRIPT_FOLDER, "tests/test_quicktests.py")]
import sympy
sver = sympy.__version__.split(".")
if (int(sver[0]) == 1 and int(sver[1]) < 2):
add_path_to_ignore('lbmpy_tests/phasefield')
collect_ignore += [os.path.join(SCRIPT_FOLDER, "lbmpy_tests/test_n_phase_boyer_noncoupled.ipynb")]
if int(sver[0]) == 1 and int(sver[1]) < 2:
add_path_to_ignore('tests/phasefield')
collect_ignore += [os.path.join(SCRIPT_FOLDER, "tests/test_n_phase_boyer_noncoupled.ipynb")]
collect_ignore += [os.path.join(SCRIPT_FOLDER, 'setup.py')]
......@@ -72,10 +81,6 @@ for root, sub_dirs, files in os.walk('.'):
collect_ignore.append(f)
import nbformat
from nbconvert import PythonExporter
class IPythonMockup:
def run_line_magic(self, *args, **kwargs):
pass
......@@ -102,18 +107,25 @@ class IPyNbTest(pytest.Item):
# disable matplotlib output
exec("import matplotlib.pyplot as p; "
"p.close('all'); "
"p.switch_backend('Template')", global_dict)
# in notebooks there is an implicit plt.show() - if this is not called a warning is shown when the next
# plot is created. This warning is suppressed here
# Also animations cannot be shown, which also leads to a warning.
exec("import warnings;"
"warnings.filterwarnings('ignore', 'Adding an axes using the same arguments as a previous.*');",
"warnings.filterwarnings('ignore', 'Adding an axes using the same arguments as a previous.*');"
"warnings.filterwarnings('ignore', 'Animation was deleted without rendering anything.*');",
global_dict)
with tempfile.NamedTemporaryFile() as f:
f.write(self.code.encode())
f.flush()
runpy.run_path(f.name, init_globals=global_dict, run_name=self.name)
# Close any open figures
exec("import matplotlib.pyplot as p; "
"p.close('all')", global_dict)
class IPyNbFile(pytest.File):
def collect(self):
......@@ -136,10 +148,19 @@ class IPyNbFile(pytest.File):
pass
def pytest_collect_file(path, parent):
glob_exprs = ["*demo*.ipynb", "*tutorial*.ipynb", "test_*.ipynb"]
if any(path.fnmatch(g) for g in glob_exprs):
if pytest_version >= 50403:
return IPyNbFile.from_parent(fspath=path, parent=parent)
else:
return IPyNbFile(path, parent)
if pytest_version >= 70000:
# Since pytest 7.0, usage of `py.path.local` is deprecated and `pathlib.Path` should be used instead
import pathlib
def pytest_collect_file(file_path: pathlib.Path, parent):
glob_exprs = ["*demo*.ipynb", "*tutorial*.ipynb", "test_*.ipynb"]
if any(file_path.match(g) for g in glob_exprs):
return IPyNbFile.from_parent(path=file_path, parent=parent)
else:
def pytest_collect_file(path, parent):
glob_exprs = ["*demo*.ipynb", "*tutorial*.ipynb", "test_*.ipynb"]
if any(path.fnmatch(g) for g in glob_exprs):
if pytest_version >= 50403:
return IPyNbFile.from_parent(fspath=path, parent=parent)
else:
return IPyNbFile(path, parent)
doc/conf.py
View file @ c7d65a7d
......@@ -26,14 +26,14 @@ templates_path = ['_templates']
source_suffix = '.rst'
master_doc = 'index'
copyright = f'{datetime.datetime.now().year}, Martin Bauer'
author = 'Martin Bauer'
copyright = f'{datetime.datetime.now().year}, Martin Bauer, Markus Holzer, Frederik Hennig'
author = 'Martin Bauer, Markus Holzer, Frederik Hennig'
# The short X.Y version (including .devXXXX, rcX, b1 suffixes if present)
version = re.sub(r'(\d+\.\d+)\.\d+(.*)', r'\1\2', lbmpy.__version__)
version = re.sub(r'(\.dev\d+).*?$', r'\1', version)
# The full version, including alpha/beta/rc tags.
release = lbmpy.__version__
language = None
language = 'en'
exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', '**.ipynb_checkpoints']
default_role = 'any'
pygments_style = 'sphinx'
......
doc/img/Boundary.pdf 0 → 100644
View file @ c7d65a7d
File added
doc/img/Boundary.svg 0 → 100644
View file @ c7d65a7d
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doc/index.rst
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:maxdepth: 2
sphinx/tutorials.rst
sphinx/methods.rst
sphinx/boundary_conditions.rst
sphinx/forcemodels.rst
sphinx/api.rst
......
doc/notebooks/00_tutorial_lbmpy_walberla_overview.ipynb
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doc/notebooks/01_tutorial_predefinedScenarios.ipynb
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doc/notebooks/03_tutorial_lbm_formulation.ipynb
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doc/notebooks/04_tutorial_cumulant_LBM.ipynb
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