Add environment description

Author: gjbex

source-code/pinns/README.md

@@ -9,3 +9,4 @@ equations in the loss function.
 
 1. `logistic_de.ipynb`: Jupyter notebook solving the logistic differential
    equation using a PINN.
+1. `environment.yml`: conda environment specification file.

source-code/pinns/environment.yml

@@ -0,0 +1,288 @@
+name: pytorch
+channels:
+  - conda-forge
+dependencies:
+  - _libgcc_mutex=0.1=conda_forge
+  - _openmp_mutex=4.5=2_kmp_llvm
+  - alsa-lib=1.2.10=hd590300_0
+  - anyio=4.2.0=pyhd8ed1ab_0
+  - argon2-cffi=23.1.0=pyhd8ed1ab_0
+  - argon2-cffi-bindings=21.2.0=py312h98912ed_4
+  - arrow=1.3.0=pyhd8ed1ab_0
+  - asttokens=2.4.1=pyhd8ed1ab_0
+  - async-lru=2.0.4=pyhd8ed1ab_0
+  - attr=2.5.1=h166bdaf_1
+  - attrs=23.2.0=pyh71513ae_0
+  - babel=2.14.0=pyhd8ed1ab_0
+  - beautifulsoup4=4.12.3=pyha770c72_0
+  - bleach=6.1.0=pyhd8ed1ab_0
+  - brotli=1.1.0=hd590300_1
+  - brotli-bin=1.1.0=hd590300_1
+  - brotli-python=1.1.0=py312h30efb56_1
+  - bzip2=1.0.8=hd590300_5
+  - ca-certificates=2024.2.2=hbcca054_0
+  - cached-property=1.5.2=hd8ed1ab_1
+  - cached_property=1.5.2=pyha770c72_1
+  - cairo=1.18.0=h3faef2a_0
+  - certifi=2024.2.2=pyhd8ed1ab_0
+  - cffi=1.16.0=py312hf06ca03_0
+  - charset-normalizer=3.3.2=pyhd8ed1ab_0
+  - comm=0.2.1=pyhd8ed1ab_0
+  - contourpy=1.2.0=py312h8572e83_0
+  - cuda-cudart=12.3.101=hd3aeb46_0
+  - cuda-cudart_linux-64=12.3.101=h59595ed_0
+  - cuda-nvrtc=12.3.107=hd3aeb46_0
+  - cuda-nvtx=12.3.101=h59595ed_0
+  - cuda-version=12.3=h32bc705_2
+  - cudnn=8.8.0.121=h264754d_4
+  - cycler=0.12.1=pyhd8ed1ab_0
+  - dbus=1.13.6=h5008d03_3
+  - debugpy=1.8.1=py312h30efb56_0
+  - decorator=5.1.1=pyhd8ed1ab_0
+  - defusedxml=0.7.1=pyhd8ed1ab_0
+  - entrypoints=0.4=pyhd8ed1ab_0
+  - exceptiongroup=1.2.0=pyhd8ed1ab_2
+  - executing=2.0.1=pyhd8ed1ab_0
+  - expat=2.5.0=hcb278e6_1
+  - filelock=3.13.1=pyhd8ed1ab_0
+  - font-ttf-dejavu-sans-mono=2.37=hab24e00_0
+  - font-ttf-inconsolata=3.000=h77eed37_0
+  - font-ttf-source-code-pro=2.038=h77eed37_0
+  - font-ttf-ubuntu=0.83=h77eed37_1
+  - fontconfig=2.14.2=h14ed4e7_0
+  - fonts-conda-ecosystem=1=0
+  - fonts-conda-forge=1=0
+  - fonttools=4.48.1=py312h98912ed_0
+  - fqdn=1.5.1=pyhd8ed1ab_0
+  - freetype=2.12.1=h267a509_2
+  - fsspec=2024.2.0=pyhca7485f_0
+  - gettext=0.21.1=h27087fc_0
+  - glib=2.78.3=hfc55251_0
+  - glib-tools=2.78.3=hfc55251_0
+  - graphite2=1.3.13=h58526e2_1001
+  - gst-plugins-base=1.22.9=h8e1006c_0
+  - gstreamer=1.22.9=h98fc4e7_0
+  - h11=0.14.0=pyhd8ed1ab_0
+  - h2=4.1.0=pyhd8ed1ab_0
+  - harfbuzz=8.3.0=h3d44ed6_0
+  - hpack=4.0.0=pyh9f0ad1d_0
+  - httpcore=1.0.2=pyhd8ed1ab_0
+  - httpx=0.26.0=pyhd8ed1ab_0
+  - hyperframe=6.0.1=pyhd8ed1ab_0
+  - icu=73.2=h59595ed_0
+  - idna=3.6=pyhd8ed1ab_0
+  - importlib-metadata=7.0.1=pyha770c72_0
+  - importlib_metadata=7.0.1=hd8ed1ab_0
+  - importlib_resources=6.1.1=pyhd8ed1ab_0
+  - ipykernel=6.29.2=pyhd33586a_0
+  - ipython=8.21.0=pyh707e725_0
+  - isoduration=20.11.0=pyhd8ed1ab_0
+  - jedi=0.19.1=pyhd8ed1ab_0
+  - jinja2=3.1.3=pyhd8ed1ab_0
+  - json5=0.9.14=pyhd8ed1ab_0
+  - jsonpointer=2.4=py312h7900ff3_3
+  - jsonschema=4.21.1=pyhd8ed1ab_0
+  - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
+  - jsonschema-with-format-nongpl=4.21.1=pyhd8ed1ab_0
+  - jupyter-lsp=2.2.2=pyhd8ed1ab_0
+  - jupyter_client=8.6.0=pyhd8ed1ab_0
+  - jupyter_core=5.7.1=py312h7900ff3_0
+  - jupyter_events=0.9.0=pyhd8ed1ab_0
+  - jupyter_server=2.12.5=pyhd8ed1ab_0
+  - jupyter_server_terminals=0.5.2=pyhd8ed1ab_0
+  - jupyterlab=4.1.0=pyhd8ed1ab_0
+  - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
+  - jupyterlab_server=2.25.2=pyhd8ed1ab_0
+  - keyutils=1.6.1=h166bdaf_0
+  - kiwisolver=1.4.5=py312h8572e83_1
+  - krb5=1.21.2=h659d440_0
+  - lame=3.100=h166bdaf_1003
+  - lcms2=2.16=hb7c19ff_0
+  - ld_impl_linux-64=2.40=h41732ed_0
+  - lerc=4.0.0=h27087fc_0
+  - libabseil=20230802.1=cxx17_h59595ed_0
+  - libblas=3.9.0=21_linux64_openblas
+  - libbrotlicommon=1.1.0=hd590300_1
+  - libbrotlidec=1.1.0=hd590300_1
+  - libbrotlienc=1.1.0=hd590300_1
+  - libcap=2.69=h0f662aa_0
+  - libcblas=3.9.0=21_linux64_openblas
+  - libclang=15.0.7=default_hb11cfb5_4
+  - libclang13=15.0.7=default_ha2b6cf4_4
+  - libcublas=12.3.4.1=hd3aeb46_0
+  - libcufft=11.0.12.1=hd3aeb46_0
+  - libcups=2.3.3=h4637d8d_4
+  - libcurand=10.3.4.107=hd3aeb46_0
+  - libcusolver=11.5.4.101=hd3aeb46_0
+  - libcusparse=12.2.0.103=hd3aeb46_0
+  - libdeflate=1.19=hd590300_0
+  - libedit=3.1.20191231=he28a2e2_2
+  - libevent=2.1.12=hf998b51_1
+  - libexpat=2.5.0=hcb278e6_1
+  - libffi=3.4.2=h7f98852_5
+  - libflac=1.4.3=h59595ed_0
+  - libgcc-ng=13.2.0=h807b86a_5
+  - libgcrypt=1.10.3=hd590300_0
+  - libgfortran-ng=13.2.0=h69a702a_5
+  - libgfortran5=13.2.0=ha4646dd_5
+  - libglib=2.78.3=h783c2da_0
+  - libgpg-error=1.47=h71f35ed_0
+  - libhwloc=2.9.3=default_h554bfaf_1009
+  - libiconv=1.17=hd590300_2
+  - libjpeg-turbo=3.0.0=hd590300_1
+  - liblapack=3.9.0=21_linux64_openblas
+  - libllvm15=15.0.7=hb3ce162_4
+  - libmagma=2.7.2=h173bb3b_2
+  - libmagma_sparse=2.7.2=h173bb3b_2
+  - libnsl=2.0.1=hd590300_0
+  - libnvjitlink=12.3.101=hd3aeb46_0
+  - libogg=1.3.4=h7f98852_1
+  - libopenblas=0.3.26=pthreads_h413a1c8_0
+  - libopus=1.3.1=h7f98852_1
+  - libpng=1.6.42=h2797004_0
+  - libpq=16.2=h33b98f1_0
+  - libprotobuf=4.25.1=hf27288f_1
+  - libsndfile=1.2.2=hc60ed4a_1
+  - libsodium=1.0.18=h36c2ea0_1
+  - libsqlite=3.45.1=h2797004_0
+  - libstdcxx-ng=13.2.0=h7e041cc_5
+  - libsystemd0=255=h3516f8a_0
+  - libtiff=4.6.0=ha9c0a0a_2
+  - libtorch=2.1.2=cuda120_h2aa5df7_301
+  - libuuid=2.38.1=h0b41bf4_0
+  - libuv=1.47.0=hd590300_0
+  - libvorbis=1.3.7=h9c3ff4c_0
+  - libwebp-base=1.3.2=hd590300_0
+  - libxcb=1.15=h0b41bf4_0
+  - libxcrypt=4.4.36=hd590300_1
+  - libxkbcommon=1.6.0=hd429924_1
+  - libxml2=2.12.5=h232c23b_0
+  - libzlib=1.2.13=hd590300_5
+  - llvm-openmp=17.0.6=h4dfa4b3_0
+  - lz4-c=1.9.4=hcb278e6_0
+  - magma=2.7.2=h51420fd_2
+  - markupsafe=2.1.5=py312h98912ed_0
+  - matplotlib=3.8.2=py312h7900ff3_0
+  - matplotlib-base=3.8.2=py312he5832f3_0
+  - matplotlib-inline=0.1.6=pyhd8ed1ab_0
+  - mistune=3.0.2=pyhd8ed1ab_0
+  - mkl=2023.2.0=h84fe81f_50496
+  - mpg123=1.32.4=h59595ed_0
+  - mpmath=1.3.0=pyhd8ed1ab_0
+  - munkres=1.1.4=pyh9f0ad1d_0
+  - mysql-common=8.0.33=hf1915f5_6
+  - mysql-libs=8.0.33=hca2cd23_6
+  - nbclient=0.8.0=pyhd8ed1ab_0
+  - nbconvert-core=7.16.0=pyhd8ed1ab_0
+  - nbformat=5.9.2=pyhd8ed1ab_0
+  - nccl=2.19.4.1=h3a97aeb_0
+  - ncurses=6.4=h59595ed_2
+  - nest-asyncio=1.6.0=pyhd8ed1ab_0
+  - networkx=3.2.1=pyhd8ed1ab_0
+  - notebook-shim=0.2.3=pyhd8ed1ab_0
+  - nspr=4.35=h27087fc_0
+  - nss=3.97=h1d7d5a4_0
+  - numpy=1.26.4=py312heda63a1_0
+  - openjpeg=2.5.0=h488ebb8_3
+  - openssl=3.2.1=hd590300_0
+  - overrides=7.7.0=pyhd8ed1ab_0
+  - packaging=23.2=pyhd8ed1ab_0
+  - pandocfilters=1.5.0=pyhd8ed1ab_0
+  - parso=0.8.3=pyhd8ed1ab_0
+  - pcre2=10.42=hcad00b1_0
+  - pexpect=4.9.0=pyhd8ed1ab_0
+  - pickleshare=0.7.5=py_1003
+  - pillow=10.2.0=py312hf3581a9_0
+  - pip=24.0=pyhd8ed1ab_0
+  - pixman=0.43.2=h59595ed_0
+  - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
+  - platformdirs=4.2.0=pyhd8ed1ab_0
+  - ply=3.11=py_1
+  - prometheus_client=0.19.0=pyhd8ed1ab_0
+  - prompt-toolkit=3.0.42=pyha770c72_0
+  - psutil=5.9.8=py312h98912ed_0
+  - pthread-stubs=0.4=h36c2ea0_1001
+  - ptyprocess=0.7.0=pyhd3deb0d_0
+  - pulseaudio-client=16.1=hb77b528_5
+  - pure_eval=0.2.2=pyhd8ed1ab_0
+  - pycparser=2.21=pyhd8ed1ab_0
+  - pygments=2.17.2=pyhd8ed1ab_0
+  - pyparsing=3.1.1=pyhd8ed1ab_0
+  - pyqt=5.15.9=py312h949fe66_5
+  - pyqt5-sip=12.12.2=py312h30efb56_5
+  - pysocks=1.7.1=pyha2e5f31_6
+  - python=3.12.1=hab00c5b_1_cpython
+  - python-dateutil=2.8.2=pyhd8ed1ab_0
+  - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
+  - python-json-logger=2.0.7=pyhd8ed1ab_0
+  - python_abi=3.12=4_cp312
+  - pytorch=2.1.2=cuda120_py312h6e1fc47_301
+  - pytz=2024.1=pyhd8ed1ab_0
+  - pyyaml=6.0.1=py312h98912ed_1
+  - pyzmq=25.1.2=py312h886d080_0
+  - qt-main=5.15.8=h450f30e_18
+  - readline=8.2=h8228510_1
+  - referencing=0.33.0=pyhd8ed1ab_0
+  - requests=2.31.0=pyhd8ed1ab_0
+  - rfc3339-validator=0.1.4=pyhd8ed1ab_0
+  - rfc3986-validator=0.1.1=pyh9f0ad1d_0
+  - rpds-py=0.17.1=py312h4b3b743_0
+  - scipy=1.12.0=py312heda63a1_2
+  - send2trash=1.8.2=pyh41d4057_0
+  - setuptools=69.0.3=pyhd8ed1ab_0
+  - sip=6.7.12=py312h30efb56_0
+  - six=1.16.0=pyh6c4a22f_0
+  - sleef=3.5.1=h9b69904_2
+  - sniffio=1.3.0=pyhd8ed1ab_0
+  - soupsieve=2.5=pyhd8ed1ab_1
+  - stack_data=0.6.2=pyhd8ed1ab_0
+  - sympy=1.12=pyh04b8f61_3
+  - tbb=2021.11.0=h00ab1b0_1
+  - terminado=0.18.0=pyh0d859eb_0
+  - tinycss2=1.2.1=pyhd8ed1ab_0
+  - tk=8.6.13=noxft_h4845f30_101
+  - toml=0.10.2=pyhd8ed1ab_0
+  - tomli=2.0.1=pyhd8ed1ab_0
+  - tornado=6.3.3=py312h98912ed_1
+  - traitlets=5.14.1=pyhd8ed1ab_0
+  - types-python-dateutil=2.8.19.20240106=pyhd8ed1ab_0
+  - typing-extensions=4.9.0=hd8ed1ab_0
+  - typing_extensions=4.9.0=pyha770c72_0
+  - typing_utils=0.1.0=pyhd8ed1ab_0
+  - tzdata=2024a=h0c530f3_0
+  - uri-template=1.3.0=pyhd8ed1ab_0
+  - urllib3=2.2.0=pyhd8ed1ab_0
+  - wcwidth=0.2.13=pyhd8ed1ab_0
+  - webcolors=1.13=pyhd8ed1ab_0
+  - webencodings=0.5.1=pyhd8ed1ab_2
+  - websocket-client=1.7.0=pyhd8ed1ab_0
+  - wheel=0.42.0=pyhd8ed1ab_0
+  - xcb-util=0.4.0=hd590300_1
+  - xcb-util-image=0.4.0=h8ee46fc_1
+  - xcb-util-keysyms=0.4.0=h8ee46fc_1
+  - xcb-util-renderutil=0.3.9=hd590300_1
+  - xcb-util-wm=0.4.1=h8ee46fc_1
+  - xkeyboard-config=2.41=hd590300_0
+  - xorg-kbproto=1.0.7=h7f98852_1002
+  - xorg-libice=1.1.1=hd590300_0
+  - xorg-libsm=1.2.4=h7391055_0
+  - xorg-libx11=1.8.7=h8ee46fc_0
+  - xorg-libxau=1.0.11=hd590300_0
+  - xorg-libxdmcp=1.1.3=h7f98852_0
+  - xorg-libxext=1.3.4=h0b41bf4_2
+  - xorg-libxrender=0.9.11=hd590300_0
+  - xorg-renderproto=0.11.1=h7f98852_1002
+  - xorg-xextproto=7.3.0=h0b41bf4_1003
+  - xorg-xf86vidmodeproto=2.3.1=h7f98852_1002
+  - xorg-xproto=7.0.31=h7f98852_1007
+  - xz=5.2.6=h166bdaf_0
+  - yaml=0.2.5=h7f98852_2
+  - zeromq=4.3.5=h59595ed_0
+  - zipp=3.17.0=pyhd8ed1ab_0
+  - zlib=1.2.13=hd590300_5
+  - zstd=1.5.5=hfc55251_0
+  - pip:
+    - optree==0.11.0
+    - python-graphviz==0.20.3
+    - torchopt==0.7.3
+prefix: /home/gjb/mambaforge/envs/pytorch