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FROM mcr.microsoft.com/devcontainers/cpp:1-ubuntu-24.04 | ||
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COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/ |
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# DeePMD-kit devcontainer environment | ||
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This [devcontainer](https://vscode.js.cn/docs/devcontainers/devcontainer-cli) environment setups Python and C++ environment to develop DeePMD-kit. | ||
One can setup locally or use [GitHub Codespaces](https://docs.github.com/en/codespaces) by clicking the Code button on the DeePMD-kit repository page. | ||
The whole setup process requires about 10 minutes, so one needs to be patient. | ||
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## Python environment | ||
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The following packages are installed into the Python environment `.venv`: | ||
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- DeePMD-kit (in edit mode) | ||
- Backends including TensorFlow, PyTorch, JAX | ||
- LAMMPS | ||
- MPICH | ||
- CMake | ||
- pre-commit (including hooks) | ||
- Test packages including pytest | ||
- Doc packages including sphinx | ||
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## C++ interface | ||
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The C++ interface with TensorFlow and PyTorch support is installed into `dp` directory. | ||
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When calling and debuging LAMMPS with DeePMD-kit, use the following scripts instead of the regular `lmp`: | ||
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- `.devcontainer/lmp` | ||
- `.devcontainer/gdb_lmp` | ||
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Use the following scripts for `pytest` with LAMMPS: | ||
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- `.devcontainer/pytest_lmp` | ||
- `.devcontainer/gdb_pytest_lmp` | ||
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## Rebuild | ||
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Usually the Python package does not need to reinstall. | ||
But when one wants to recompile the C++ code, the following scripts can be executed. | ||
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- `.devcontainer/build_cxx.sh` | ||
- `.devcontainer/build_py.sh` |
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#!/bin/bash | ||
set -ev | ||
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NPROC=$(nproc --all) | ||
SCRIPT_PATH=$(dirname $(realpath -s $0)) | ||
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export CMAKE_PREFIX_PATH=${SCRIPT_PATH}/../libtorch | ||
TENSORFLOW_ROOT=$(python -c 'import importlib,pathlib;print(pathlib.Path(importlib.util.find_spec("tensorflow").origin).parent)') | ||
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mkdir -p ${SCRIPT_PATH}/../buildcxx/ | ||
cd ${SCRIPT_PATH}/../buildcxx/ | ||
cmake -D ENABLE_TENSORFLOW=ON \ | ||
-D ENABLE_PYTORCH=ON \ | ||
-D CMAKE_INSTALL_PREFIX=${SCRIPT_PATH}/../dp/ \ | ||
-D LAMMPS_VERSION=stable_29Aug2024_update1 \ | ||
-D CMAKE_BUILD_TYPE=Debug \ | ||
-D BUILD_TESTING:BOOL=TRUE \ | ||
-D TENSORFLOW_ROOT=${TENSORFLOW_ROOT} \ | ||
${SCRIPT_PATH}/../source | ||
cmake --build . -j${NPROC} | ||
cmake --install . |
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#!/bin/bash | ||
set -ev | ||
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SCRIPT_PATH=$(dirname $(realpath -s $0)) | ||
cd ${SCRIPT_PATH}/.. | ||
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uv sync --dev --python 3.12 --extra cpu --extra torch --extra jax --extra lmp --extra test --extra docs | ||
pre-commit install |
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{ | ||
"name": "DeePMD-kit", | ||
"build": { | ||
"dockerfile": "Dockerfile" | ||
}, | ||
"features": { | ||
"ghcr.io/devcontainers/features/github-cli:1": {} | ||
}, | ||
"postCreateCommand": ".devcontainer/build_py.sh && .devcontainer/download_libtorch.sh && .devcontainer/build_cxx.sh && pre-commit install-hooks", | ||
"remoteEnv": { | ||
"PATH": "${containerEnv:PATH}:${containerWorkspaceFolder}/.venv/bin", | ||
"DP_ENABLE_PYTORCH": "1", | ||
"DP_VARIANT": "cpu", | ||
"LMP_CXX11_ABI_0": "1", | ||
"UV_EXTRA_INDEX_URL": "https://download.pytorch.org/whl/cpu" | ||
} | ||
} |
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#!/bin/bash | ||
set -ev | ||
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SCRIPT_PATH=$(dirname $(realpath -s $0)) | ||
cd ${SCRIPT_PATH}/.. | ||
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wget https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-2.5.0%2Bcpu.zip -O ~/libtorch.zip | ||
unzip ~/libtorch.zip |
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#!/bin/bash | ||
SCRIPT_PATH=$(dirname $(realpath -s $0)) | ||
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export CMAKE_PREFIX_PATH=${SCRIPT_PATH}/../libtorch | ||
TENSORFLOW_ROOT=$(python -c 'import importlib,pathlib;print(pathlib.Path(importlib.util.find_spec("tensorflow").origin).parent)') | ||
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env LAMMPS_PLUGIN_PATH=${SCRIPT_PATH}/../dp/lib/deepmd_lmp \ | ||
LD_LIBRARY_PATH=${SCRIPT_PATH}/../dp/lib:${CMAKE_PREFIX_PATH}/lib:${TENSORFLOW_ROOT} \ | ||
gdb ${SCRIPT_PATH}/../.venv/lib/python3.12/site-packages/lammps/lmp "$@" |
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#!/bin/bash | ||
SCRIPT_PATH=$(dirname $(realpath -s $0))/../.. | ||
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export CMAKE_PREFIX_PATH=${SCRIPT_PATH}/../libtorch | ||
TENSORFLOW_ROOT=$(python -c 'import importlib,pathlib;print(pathlib.Path(importlib.util.find_spec("tensorflow").origin).parent)') | ||
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env LAMMPS_PLUGIN_PATH=${SCRIPT_PATH}/../dp/lib/deepmd_lmp \ | ||
LD_LIBRARY_PATH=${SCRIPT_PATH}/../dp/lib:${CMAKE_PREFIX_PATH}/lib:${TENSORFLOW_ROOT} \ | ||
gdb --args python -m pytest -s "$@" |
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#!/bin/bash | ||
SCRIPT_PATH=$(dirname $(realpath -s $0)) | ||
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export CMAKE_PREFIX_PATH=${SCRIPT_PATH}/../libtorch | ||
TENSORFLOW_ROOT=$(python -c 'import importlib,pathlib;print(pathlib.Path(importlib.util.find_spec("tensorflow").origin).parent)') | ||
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env LAMMPS_PLUGIN_PATH=${SCRIPT_PATH}/../dp/lib/deepmd_lmp \ | ||
LD_LIBRARY_PATH=${SCRIPT_PATH}/../dp/lib:${CMAKE_PREFIX_PATH}/lib:${TENSORFLOW_ROOT} \ | ||
${SCRIPT_PATH}/../.venv/bin/lmp "$@" |
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#!/bin/bash | ||
SCRIPT_PATH=$(dirname $(realpath -s $0))/../.. | ||
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export CMAKE_PREFIX_PATH=${SCRIPT_PATH}/../libtorch | ||
TENSORFLOW_ROOT=$(python -c 'import importlib,pathlib;print(pathlib.Path(importlib.util.find_spec("tensorflow").origin).parent)') | ||
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env LAMMPS_PLUGIN_PATH=${SCRIPT_PATH}/../dp/lib/deepmd_lmp \ | ||
LD_LIBRARY_PATH=${SCRIPT_PATH}/../dp/lib:${CMAKE_PREFIX_PATH}/lib:${TENSORFLOW_ROOT} \ | ||
python -m pytest "$@" |
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node: $Format:%H$ | ||
node-date: $Format:%cI$ | ||
describe-name: $Format:%(describe:tags=true,match=*[0-9]*)$ |
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# do not show up detailed difference on GitHub | ||
source/3rdparty/* linguist-generated=true | ||
source/3rdparty/README.md linguist-generated=false | ||
.git_archival.txt export-subst |
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Python: | ||
- changed-files: | ||
- any-glob-to-any-file: | ||
- deepmd/**/* | ||
- deepmd_utils/**/* | ||
- source/tests/**/* | ||
Docs: | ||
- changed-files: | ||
- any-glob-to-any-file: doc/**/* | ||
Examples: | ||
- changed-files: | ||
- any-glob-to-any-file: examples/**/* | ||
Core: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lib/**/* | ||
CUDA: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lib/src/gpu/**/* | ||
ROCM: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lib/src/gpu/**/* | ||
OP: | ||
- changed-files: | ||
- any-glob-to-any-file: source/op/**/* | ||
C++: | ||
- changed-files: | ||
- any-glob-to-any-file: source/api_cc/**/* | ||
C: | ||
- changed-files: | ||
- any-glob-to-any-file: source/api_c/**/* | ||
LAMMPS: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lmp/**/* | ||
Gromacs: | ||
- changed-files: | ||
- any-glob-to-any-file: source/gmx/**/* | ||
i-Pi: | ||
- changed-files: | ||
- any-glob-to-any-file: source/ipi/**/* | ||
Python: | ||
- changed-files: | ||
- any-glob-to-any-file: | ||
- deepmd/**/* | ||
- source/tests/**/* | ||
Docs: | ||
- changed-files: | ||
- any-glob-to-any-file: doc/**/* | ||
Examples: | ||
- changed-files: | ||
- any-glob-to-any-file: examples/**/* | ||
Core: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lib/**/* | ||
CUDA: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lib/src/gpu/**/* | ||
ROCM: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lib/src/gpu/**/* | ||
OP: | ||
- changed-files: | ||
- any-glob-to-any-file: source/op/**/* | ||
C++: | ||
- changed-files: | ||
- any-glob-to-any-file: source/api_cc/**/* | ||
C: | ||
- changed-files: | ||
- any-glob-to-any-file: source/api_c/**/* | ||
LAMMPS: | ||
- changed-files: | ||
- any-glob-to-any-file: source/lmp/**/* | ||
Gromacs: | ||
- changed-files: | ||
- any-glob-to-any-file: source/gmx/**/* | ||
i-PI: | ||
- changed-files: | ||
- any-glob-to-any-file: source/ipi/**/* |
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