Add python layer for LGPU_MPI (#518)

* add LGPU cpp layer * update measurement * add openmp to adjgpu * Auto update version * Add support for building multiple backend simulators (#497) * Add PL_BACKEND_LIST * Update the support * Exclude Python bindings * Update HermitianObs name scope conflicts * Auto update version * Cleanup * Update CI to build and check C++ tests of multiple backends (Linux) * Update changelog * Update .github/workflows/tests_linux.yml Co-authored-by: Vincent Michaud-Rioux <[email protected]> * Apply code review suggestions * Update .github/workflows/tests_linux.yml Co-authored-by: Amintor Dusko <[email protected]> --------- Co-authored-by: Dev version update bot <github-actions[bot]@users.noreply.github.com> Co-authored-by: Vincent Michaud-Rioux <[email protected]> Co-authored-by: Amintor Dusko <[email protected]> * add python layer & isingxy gate in the cpp layer * add batched adjoint method * Update DefaultQubit to DefaultQubitLegacy (#500) * Update DefaultQubit to DefaultQubitLegacy * Update changelog * update pylint disable on fallback * Auto update version * add batch support for adjoint method * add gitignore * tidy up code * Auto update version * make format * revert complexT delete in LKokkosBingds * make format * update based on tidy * fix tidy format * add_gpu_runners_tests * add cuquantum_sdk path to ci workflow * debug * add path to cuquantum sdk * add python layer tests in ci workflow * ci tests * quick fix * skip pr ci for some workflows * quick fix * quick fix * update python ci tests * remove dependency on lightning_qubit in ci * fix directory * fix directory * quick fix * quick fix * test for cuda-12 * update measurement * updata cu12 workflows * add getDataVector support to LQubitRaw * install lightning.qubit before lightning.gpu in ci * update test_obs * activate all CI checks * quick fix * tidy up code * tidy up code * make format * update ci for more tests * tidy up code * tidy up code * tidy up code * make format * fix for codecov * codecov fix * quick fix * quick fix * quick fix * quick test * fix test * fix tests * another quick fix * coverage fix * update ci tests * update ci for no binary * codecov fix * update adj tests for no binary case * update python layer tests * fix codecov * make format * initial commit for MPI * revert to cu11 * enable more py tests * update CI * upload codecov ci * add more tests for statevectorcudamanaged * add more unit tests * add more tests * make format * add more cpp tests * skip cpp tests pauli param gates * make format * add more files to gitignore * Auto update version * init commit * Trigger CI * update gpu runner * quick fix * update fix * add cpp layer for LGPU-MPI backend * add py layer * quick fix * make format * fix for fp32 support in expval calculation * quick fix * fix for cray_mpich_serialize_py * copy to move for hamiltonian operation * add unit tests for adjoint method * add more tests * resolve comments py layer * remove omp support in LGPU * update version * Auto update version * fix based on comments * Add L-GPU and L-Kokkos as package extras (#515) * Add L-GPU and L-Kokkos as package extras * Auto update version * Update changelog * Temp enable the x86 wheel cache * Return wheel storage functionality to normal * Update readme * Auto update version * Trigger CI * Update README.rst Co-authored-by: Amintor Dusko <[email protected]> --------- Co-authored-by: Dev version update bot <github-actions[bot]@users.noreply.github.com> Co-authored-by: Amintor Dusko <[email protected]> * Auto update version * make format * remove sparseH * remove applyHostMatrixGate * Add wheel_linux_x86_64_cu11.yml (#517) * Add wheel_linux_x86_64_cu11.yml * echo COMPILER=g++ >> * python3.9 => python * reinstall g++11 * Try that * Use env vars for versions. * Fix var syntax. * Hardcode versions * Fix custatevec-cu11 * Revert triggers. * Update changelog [skip ci] * resolve more comments * add more tests to non_param gates * resolve cpp tests comments * remove unused methods in measurement class * remove unused methods * resolve more comments * add changelog and matrixhasher * quick update * add more tests and merge base branch * add mpi unit tests for algorithm base class * add more unit tests for utils * ctor test for MPIManager * Add mpi tests to LGPU (#519) * Initial commit mpi tests * Remove label guards * Fix PL_DEVICE * Install lightning_qubit. * Fix ENABLE_MPI * print cuquantum * export cu_sdk * revert define * Debug cpp tests. * Debug cpp tests. * Fix cmake options. * Compile with mpicxx * Specify backend. * Specify backend. * Remove obsolete line. * Specify cov backend * Merge test/cov & try simplifying python * if-no-files-found: error and fix python tests. * Fix mpi find * Install real lightning. * Revert python tests. * Hardcode backend values in python tests * Install lightning_qubit with gpu in python tests * Remove explicit mpich mentions. * Parametrize mpilib name. * Add openmpi tests. * Build only openmpi python tests. * Add timeouts * test/test_apply.py * Revert pull triggers. * Clean gpu-mpi test workflows. * Revert to 804ed24. * Revert back. * Update tests_linux_x86_mpi.yml [ci skip] * Add jobs dep. * Remove module unload * Simplify mpi-gpu tests. * trigger CI * unset CFLAGS. * set CFLAGS * Revert triggers. * Fix pull_request: [skip ci] * trigger CI * Rename test_gpu_cu11.yml -> tests_gpu_cu11.yml [skip ci] * add CI checks for cpp unit tests * add cpp layer ci check for mpi backend * Auto update version * remove redundant blank lines * tidy up code * Trigger CI * remove single GPU backend tests in mpi ci * upload codecov results * add more unit tests * add tests for pauli word based expval * add more docs * add more tests * skip lcov for native gates * add mpi_helpers * add more docstrings * add change log * Auto update version * Auto update version * fix failures caused by merging * add changelog * Trigger multi-GPU runner * add more fp32 tests to the measurement class * add number of devices and mpi procs check * Add coverage for py-mpitests. (#522) * Initial commit mpi tests * Remove label guards * Fix PL_DEVICE * Install lightning_qubit. * Fix ENABLE_MPI * print cuquantum * export cu_sdk * revert define * Debug cpp tests. * Debug cpp tests. * Fix cmake options. * Compile with mpicxx * Specify backend. * Specify backend. * Remove obsolete line. * Specify cov backend * Merge test/cov & try simplifying python * if-no-files-found: error and fix python tests. * Fix mpi find * Install real lightning. * Revert python tests. * Hardcode backend values in python tests * Install lightning_qubit with gpu in python tests * Remove explicit mpich mentions. * Parametrize mpilib name. * Add openmpi tests. * Build only openmpi python tests. * Add timeouts * test/test_apply.py * Revert pull triggers. * Clean gpu-mpi test workflows. * Revert to 804ed24. * Revert back. * Update tests_linux_x86_mpi.yml [ci skip] * Add jobs dep. * Remove module unload * Simplify mpi-gpu tests. * trigger CI * unset CFLAGS. * set CFLAGS * Revert triggers. * Fix pull_request: [skip ci] * trigger CI * Rename test_gpu_cu11.yml -> tests_gpu_cu11.yml [skip ci] * Add coverage for py-mpitests. * Upload mpi-gpu test coverage. * Try other paths. * trigger CI * Add mpi tests. * Fix couple tests. * Fixx test_apply tests? * Add MPI sparse measurements. * Fix format. * Add MPI_Init checks in MPIManager constructors. * Reformat mpitests and add cov for proc > dev error. * Refactor makefile. * Revert to full mpirun path. * Fix couple tests. * Name coverage after matrix.mpilib. * Remove oversubscribe MPI test. * Update changelog [skip ci]. --------- Co-authored-by: Shuli <[email protected]> * add more tests in obs base class * Revert "Merge branch 'add_LGPUMPI' into add_py_LGPUMPI" This reverts commit d3af819, reversing changes made to 6ad1c7c. * Fix pylint [skip ci] * resolve comments on source codes and tidy up code * Use CRTP to define initSV and remove initSV_MPI * resolve more typos * resolve more typoes * resolve adjoint class * remove py&pybind layer * resolve more comments * Remove redundant blank line * add num mpi & ngpudevice proc check * fix typo * remove unused lines * add more tests * remove initsv_mpi * add reset * make format * use_mpi as _use_mpi in QuantumScriptSerializer * resolve more comments * check->require * make format * rename mpi workflow * Add sparseH for LGPU (#526) * Init commit * Fix std::endl; * Use more generic indices in base std::size_t. * add pybind layer * add python layer * Quick and dirty spham bindings. * Add sparse_ham serialization. * Add sparse_ham tests in tests/test_adjoint_jacobian.py' * Bug fix sparse product. * add sparseH * Trigger CI * Fix python bindings LGPU idxT * Fix serial tests and update changelog. * add more unit tests for sparseH base class * Fix tidy & sparse adjoint test device name. * Fix tidy warning for sparse_ham. * Send backend-specific ops in respective modules. * Fix sparse_hamiltonianmpi_c and add getWires test. * Add sparseH diff capability in LQ. * Add sparse Hamiltonian support for Lightning-Kokkos (#527) * Use more generic indices in base std::size_t. * Quick and dirty spham bindings. * Add sparse_ham serialization. * Add sparse_ham tests in tests/test_adjoint_jacobian.py' * Bug fix sparse product. * Fix python bindings LGPU idxT * Fix serial tests and update changelog. * Fix tidy & sparse adjoint test device name. * Fix tidy warning for sparse_ham. * Send backend-specific ops in respective modules. * Fix sparse_hamiltonianmpi_c and add getWires test. * Fix clang tidy * Comment workflows but tidy. * Fix tidy warn * Add override to sp::getWires * Restore triggers * Update tests_linux_x86_mpi.yml * Add constructibility tests. * Move L-Kokkos-CUDA tests to workflow call, called from tests_gpu_cu11.yml. * Remove GPU deadlock. * Bug fix Python MPI. * Upload both outputs. * Update gcc version in format.yml. * Update .github/CHANGELOG.md [skip ci] Co-authored-by: Amintor Dusko <[email protected]> * Update .github/workflows/tests_gpu_kokkos.yml [skip ci] Co-authored-by: Amintor Dusko <[email protected]> * rename argn [skip ci] * Remove unused lines [skip ci] * Fix SparseHamiltonianBase::isEqual. [skip ci] * Trigger CI * Auto update version * Trigger CI * resolve comments * rename dev_kokkos to dev * Fix tidy. --------- Co-authored-by: Vincent Michaud-Rioux <[email protected]> Co-authored-by: Vincent Michaud-Rioux <[email protected]> Co-authored-by: Amintor Dusko <[email protected]> Co-authored-by: Dev version update bot <github-actions[bot]@users.noreply.github.com> * update work flow * resolve comments for unit tests * add more unit tests for sparseH * quick fix * add fp32 tests * tidy up code * remove redundant lines * add pylintrc to mpitests * add mpitests dir to commit-config * add mpitests to .coveragerc * add mpitests path to coveragerc * Fix mpitests/test_adjoint_jacobian.py * Fix pylint in mpitests/test_apply [skip ci]. * pylint fix for mpi py_d_e_m_p tets * tidy up cpp code * fix codefactor * revert skipp condition for openfermionpyscf * codefactor fix * add sparseH tests for mpi backend * Install openfermion in CI workflows and fix H2 QChem integration test. * update changelog --------- Co-authored-by: Dev version update bot <github-actions[bot]@users.noreply.github.com> Co-authored-by: Ali Asadi <[email protected]> Co-authored-by: Vincent Michaud-Rioux <[email protected]> Co-authored-by: Amintor Dusko <[email protected]> Co-authored-by: Lee James O'Riordan <[email protected]> Co-authored-by: Vincent Michaud-Rioux <[email protected]>
PennyLaneAI · Oct 25, 2023 · 1f973d0 · 1f973d0
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commit 1f973d0
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diff --git a/.coveragerc b/.coveragerc
@@ -2,7 +2,8 @@
 [run]
 source = pennylane_lightning
 omit =
-    tests*
+    tests/*
+    mpitests/*
 
 [report]
 # Regexes for lines to exclude from consideration

diff --git a/.github/CHANGELOG.md b/.github/CHANGELOG.md
@@ -2,6 +2,15 @@
 
 ### New features since last release
 
+* Add `SparseHamiltonian` support for Lightning-Qubit and Lightning-GPU.
+  [(#526)] (https://github.com/PennyLaneAI/pennylane-lightning/pull/526)
+
+* Add `SparseHamiltonian` support for Lightning-Kokkos.
+  [(#527)] (https://github.com/PennyLaneAI/pennylane-lightning/pull/527)
+
+* Integrate python/pybind layer of distributed Lightning-GPU into the Lightning monorepo with python unit tests.
+  [(#518)] (https://github.com/PennyLaneAI/pennylane-lightning/pull/518)
+
 * Integrate the distributed C++ backend of Lightning-GPU into the Lightning monorepo.
   [(#514)] (https://github.com/PennyLaneAI/pennylane-lightning/pull/514)
 
@@ -46,6 +55,9 @@
 
 ### Improvements
 
+* Improve Python testing for Lightning-GPU (+MPI) by adding jobs in Actions files and adding Python tests to increase code coverage.   
+  [(#522)](https://github.com/PennyLaneAI/pennylane-lightning/pull/522)
+
 * Add support for `pip install pennylane-lightning[kokkos]` for the OpenMP backend.
   [(#515)](https://github.com/PennyLaneAI/pennylane-lightning/pull/515)
 

diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
@@ -84,7 +84,7 @@ jobs:
           cp -rf ${{ github.workspace}}/Kokkos_install/${{ matrix.exec_model }}/* Kokkos/
 
       - name: Install dependencies
-        run: sudo apt update && sudo apt -y install clang-tidy-14 cmake g++-10 ninja-build libomp-14-dev
+        run: sudo apt update && sudo apt -y install clang-tidy-14 cmake gcc-11 g++-11 ninja-build libomp-14-dev
         env:
           DEBIAN_FRONTEND: noninteractive
 
@@ -96,5 +96,6 @@ jobs:
             -DBUILD_TESTS=ON \
             -DENABLE_WARNINGS=ON \
             -DPL_BACKEND=${{ matrix.pl_backend }} \
-            -DCMAKE_CXX_COMPILER="$(which g++-10)"
+            -DCMAKE_CXX_COMPILER="$(which g++-11)" \
+            -DCMAKE_C_COMPILER="$(which gcc-11)"
           cmake --build ./Build
diff --git a/.github/workflows/tests_gpu_cu11.yml b/.github/workflows/tests_gpu_cu11.yml
@@ -212,7 +212,7 @@ jobs:
       - name: Install required packages
         run: |
           python -m pip install pip~=22.0
-          python -m pip install ninja cmake custatevec-cu11 pytest pytest-mock flaky pytest-cov
+          python -m pip install ninja cmake custatevec-cu11 pytest pytest-mock flaky pytest-cov openfermionpyscf
 
       - name: Build and install package
         env: 

diff --git a/.github/workflows/tests_gpu.yml → .github/workflows/tests_gpu_kokkos.yml b/.github/workflows/tests_gpu.yml → .github/workflows/tests_gpu_kokkos.yml
@@ -1,4 +1,4 @@
-name: Testing (GPU)
+name: Testing::LKokkos::GPU
 on:
   pull_request:
   push:
@@ -237,6 +237,7 @@ jobs:
         run: |
           cd main
           python -m pip install -r requirements-dev.txt
+          python -m pip install openfermionpyscf
 
       - name: Install ML libraries for interfaces
         run: |

diff --git a/.github/workflows/tests_linux.yml b/.github/workflows/tests_linux.yml
@@ -118,6 +118,7 @@ jobs:
         run: |
           cd main
           python -m pip install -r requirements-dev.txt
+          python -m pip install openfermionpyscf
 
       - name: Install Stable PennyLane
         if: inputs.pennylane-version == 'stable'
@@ -244,6 +245,7 @@ jobs:
         run: |
           cd main
           python -m pip install -r requirements-dev.txt
+          python -m pip install openfermionpyscf
 
       - name: Install Stable PennyLane
         if: inputs.pennylane-version == 'stable'
@@ -412,6 +414,7 @@ jobs:
         run: |
           cd main
           python -m pip install -r requirements-dev.txt
+          python -m pip install openfermionpyscf
 
       - name: Install Stable PennyLane
         if: inputs.pennylane-version == 'stable'

diff --git a/.github/workflows/tests_linux_x86_mpi.yml → ...hub/workflows/tests_linux_x86_mpi_gpu.yml b/.github/workflows/tests_linux_x86_mpi.yml → ...hub/workflows/tests_linux_x86_mpi_gpu.yml
@@ -157,6 +157,112 @@ jobs:
           rm -rf * .git .gitignore .github
           pip cache purge
 
+
+  python_tests:
+    if: contains(github.event.pull_request.labels.*.name, 'ci:use-multi-gpu-runner') || (inputs.lightning-version != '' && inputs.pennylane-version != '')
+    runs-on:
+      - self-hosted
+      - linux
+      - x64
+      - ubuntu-22.04
+      - multi-gpu
+    strategy:
+      max-parallel: 1
+      matrix:
+        mpilib: ["mpich", "openmpi"]
+    timeout-minutes: 30
+
+    steps:
+      - name: Checkout pennyLane-lightning
+        uses: actions/checkout@v3
+        with:
+          fetch-tags: true
+
+      - name: Switch to stable build of Lightning
+        if: inputs.lightning-version == 'stable'
+        run: |
+          git fetch tags --force
+          git checkout $(git tag | sort -V | tail -1)
+
+      - uses: actions/setup-python@v4
+        id: setup_python
+        name: Install Python
+        with:
+          python-version: '3.9'
+
+      # Since the self-hosted runner can be re-used. It is best to set up all package
+      # installations in a virtual environment that gets cleaned at the end of each workflow run
+      - name: Setup Python virtual environment
+        id: setup_venv
+        env:
+          VENV_NAME: ${{ github.workspace }}/venv_${{ steps.setup_python.outputs.python-version }}_${{ github.sha }}
+        run: |
+          # Clear any pre-existing venvs
+          rm -rf venv_*
+
+          # Create new venv for this workflow_run
+          python --version
+          python -m venv ${{ env.VENV_NAME }}
+
+          # Add the venv to PATH for subsequent steps
+          echo ${{ env.VENV_NAME }}/bin >> $GITHUB_PATH
+
+          # Adding venv name as an output for subsequent steps to reference if needed
+          source ${{ env.VENV_NAME }}/bin/activate
+          echo "venv_name=${{ env.VENV_NAME }}" >> $GITHUB_OUTPUT
+
+      - name: Display Python-Path
+        id: python_path
+        run: |
+          py_path=$(which python)
+          echo "Python Interpreter Path => $py_path"
+          echo "python=$py_path" >> $GITHUB_OUTPUT
+
+          pip_path=$(which python)
+          echo "PIP Path => $pip_path"
+          echo "pip=$pip_path" >> $GITHUB_OUTPUT
+
+      - name: Install Latest PennyLane
+        # We want to install the latest PL on non workflow_call events
+        if: inputs.pennylane-version == 'latest'  || inputs.pennylane-version == ''
+        run: python -m pip install git+https://github.com/PennyLaneAI/pennylane.git@master
+
+      - name: Install required packages
+        run: |
+          source /etc/profile.d/modules.sh && module use /opt/modules/ && module load ${{ matrix.mpilib }}
+          python -m pip install pip~=22.0
+          python -m pip install ninja cmake custatevec-cu11 pytest pytest-mock flaky pytest-cov mpi4py openfermionpyscf
+          SKIP_COMPILATION=True PL_BACKEND=lightning_qubit python -m pip install -e . -vv
+
+      - name: Build and install package
+        env:
+          CUQUANTUM_SDK: $(python -c "import site; print( f'{site.getsitepackages()[0]}/cuquantum/lib')")
+        run: |
+          source /etc/profile.d/modules.sh && module use /opt/modules/ && module load ${{ matrix.mpilib }}
+          CMAKE_ARGS="-DCMAKE_C_COMPILER=mpicc -DCMAKE_CXX_COMPILER=mpicxx -DENABLE_MPI=ON -DCMAKE_CUDA_COMPILER=/usr/local/cuda/bin/nvcc -DCMAKE_CUDA_ARCHITECTURES=${{ env.CI_CUDA_ARCH }} -DPython_EXECUTABLE=${{ steps.python_path.outputs.python }}" \
+          PL_BACKEND=lightning_gpu python -m pip install -e . --verbose
+
+      - name: Run unit tests for MPI-enabled lightning.gpu device
+        run: |
+          source /etc/profile.d/modules.sh && module use /opt/modules/ && module load ${{ matrix.mpilib }}
+          PL_DEVICE=lightning.gpu /opt/mpi/${{ matrix.mpilib }}/bin/mpirun -np 2 python -m pytest ./mpitests $COVERAGE_FLAGS
+          mv coverage.xml coverage-${{ github.job }}-lightning_gpu_${{ matrix.mpilib }}-main.xml
+          # PL_DEVICE=lightning.gpu /opt/mpi/${{ matrix.mpilib }}/bin/mpirun --oversubscribe -n 4 pytest -s -x mpitests/test_device.py -k test_create_device $COVERAGE_FLAGS
+
+      - name: Upload code coverage results
+        uses: actions/upload-artifact@v3
+        with:
+          name: ubuntu-codecov-results-python
+          path: coverage-${{ github.job }}-lightning_gpu_${{ matrix.mpilib }}-*.xml
+          if-no-files-found: error
+
+      - name: Cleanup
+        if: always()
+        run: |
+          rm -rf ${{ steps.setup_venv.outputs.venv_name }}
+          rm -rf * .git .gitignore .github
+          pip cache purge
+
   upload-to-codecov-linux-cpp:
     needs: ["cpp_tests"]
     name: Upload coverage data to codecov
@@ -182,4 +288,31 @@ jobs:
         run: |
           rm -rf ${{ steps.setup_venv.outputs.venv_name }}
           rm -rf * .git .gitignore .github
-          pip cache purge
+          pip cache purge
+
+  upload-to-codecov-linux-python:
+    needs: ["python_tests"]
+    name: Upload coverage data to codecov
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Download coverage reports
+        uses: actions/download-artifact@v3
+        with:
+          name: ubuntu-codecov-results-python
+
+      - name: Upload to Codecov
+        uses: codecov/codecov-action@v3
+        with:
+          fail_ci_if_error: true
+          verbose: true
+          token: ${{ secrets.CODECOV_TOKEN }}
+
+      - name: Cleanup
+        if: always()
+        run: |
+          rm -rf ${{ steps.setup_venv.outputs.venv_name }}
+          rm -rf * .git .gitignore .github
+          pip cache purge
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -18,4 +18,4 @@ repos:
           "-sn", # Don't display the score
           "--rcfile=.pylintrc", # Link to your config file
         ]
-      exclude: ^(bin/|doc/|scripts/|setup.py|tests/)
+      exclude: ^(bin/|doc/|scripts/|setup.py|tests/|mpitests/)
diff --git a/Makefile b/Makefile
@@ -110,7 +110,7 @@ format-cpp:
 	./bin/format $(CHECK) --cfversion $(if $(version:-=),$(version),0) ./pennylane_lightning
 
 format-python:
-	black -l 100 ./pennylane_lightning/ ./tests $(CHECK)
+	black -l 100 ./pennylane_lightning/ ./mpitests ./tests $(CHECK)
 
 .PHONY: check-tidy
 check-tidy:

diff --git a/mpitests/.pylintrc b/mpitests/.pylintrc
@@ -0,0 +1,52 @@
+[MASTER]
+# A comma-separated list of package or module names from where C extensions may
+# be loaded. Extensions are loading into the active Python interpreter and may
+# run arbitrary code
+extension-pkg-whitelist=numpy,scipy,autograd,toml,appdir,autograd.numpy,autograd.numpy.linalg,autograd.numpy.builtins,semantic_version,torch,tensorflow,tensorflow.contrib,tensorflow.contrib.eager,LazyLoader,networkx,networkx.dag
+ignore-patterns=test_legacy*
+
+[TYPECHECK]
+
+# List of module names for which member attributes should not be checked
+# (useful for modules/projects where namespaces are manipulated during runtime
+# and thus existing member attributes cannot be deduced by static analysis. It
+# supports qualified module names, as well as Unix pattern matching.
+ignored-modules=numpy,scipy,autograd,toml,appdir,autograd.numpy,autograd.numpy.linalg,autograd.numpy.builtins,semantic_version,torch,tensorflow,tensorflow.contrib,tensorflow.contrib.eager,LazyLoader,networkx,networkx.dag,math,pennylane.numpy
+
+# List of classes names for which member attributes should not be checked
+# (useful for classes with attributes dynamically set). This supports can work
+# with qualified names.
+ignored-classes=numpy,scipy,autograd,toml,appdir,autograd.numpy,autograd.numpy.linalg,autograd.numpy.builtins,semantic_version,torch,tensorflow,tensorflow.contrib,tensorflow.contrib.eager,LazyLoader,networkx,networkx.dag,math,pennylane.numpy,pennylane.numpy.random,pennylane.numpy.linalg,pennylane.numpy.builtins,pennylane.operation,rustworkx,kahypar
+
+[MESSAGES CONTROL]
+
+# Enable the message, report, category or checker with the given id(s). You can
+# either give multiple identifier separated by comma (,) or put this option
+# multiple time.
+#enable=
+
+# Disable the message, report, category or checker with the given id(s). You
+# can either give multiple identifier separated by comma (,) or put this option
+# multiple time (only on the command line, not in the configuration file where
+# it should appear only once).
+# Cyclical import checks are disabled for now as they are frequently used in
+# the code base, but this can be removed in the future once cycles are resolved.
+disable=
+  line-too-long,
+  invalid-name,
+  too-many-lines,
+  redefined-builtin,
+  too-many-locals,
+  duplicate-code,
+  cyclic-import,
+  import-error,
+  bad-option-value,
+  import-outside-toplevel,
+  missing-class-docstring,
+  missing-function-docstring,
+  no-self-use
+
+[MISCELLANEOUS]
+
+# List of note tags to take in consideration, separated by a comma.
+notes=