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Update CI test matrix and support numpy 2.0. #1797

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merged 7 commits into from
Jun 4, 2024
Merged

Update CI test matrix and support numpy 2.0. #1797

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d829923
Update CI test matrix.
joaander Jun 3, 2024
311374b
Temporarily disable warnings as errors.
joaander Jun 3, 2024
9695618
Build without llvm on clang18.
joaander Jun 3, 2024
c39148c
Fix numpy 2.0 errors in test_custom_force.py.
joaander Jun 3, 2024
cd9ddd4
Require pybind 2.12
joaander Jun 4, 2024
51b2bcb
Run with images that have pybind11 2.12
joaander Jun 4, 2024
9be61ba
Make workflow files.
joaander Jun 4, 2024
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2 changes: 1 addition & 1 deletion .github/workflows/release.yml
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Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -36,7 +36,7 @@ jobs:
name: Build release tarball
runs-on: ubuntu-latest
container:
image: glotzerlab/ci:2024.03.01-ubuntu20.04
image: glotzerlab/ci:2024.06.04-ubuntu20.04

steps:
- name: Checkout
Expand Down
16 changes: 6 additions & 10 deletions .github/workflows/templates/configurations.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -24,20 +24,16 @@ validate_configurations:
# Configurations to build and test only rarely, such as just before a release.
# There should be no overlap between this list and `unit_test_configurations`
release_test_configurations:
- config: "[gcc12_py311]"
- config: "[clang16_py311, mpi, llvm]"
- config: "[clang15_py311, mpi, llvm]"
- config: "[clang18_py312, mpi]"
- config: "[clang17_py312, mpi]"
- config: "[clang16_py312, mpi, llvm]"
- config: "[clang15_py312, mpi, llvm]"
- config: "[clang13_py310, llvm]"
- config: "[clang12_py310, llvm]"
- config: "[clang11_py310, llvm]"
- config: "[gcc14_py312]"
- config: "[gcc12_py311]"
- config: "[gcc11_py310]"
- config: "[gcc10_py310]"
- config: "[cuda118_gcc11_py310, mpi, llvm]"
- config: "[cuda117_gcc11_py310, mpi, llvm]"
- config: "[cuda116_gcc9_py38, mpi, llvm]"
- config: "[cuda115_gcc9_py38, mpi, llvm]"
- config: "[cuda114_gcc9_py38, mpi, llvm]"
- config: "[cuda113_gcc9_py38, mpi, llvm]"
- config: "[cuda112_gcc9_py38, mpi, llvm]"
- config: "[cuda111_gcc9_py38, mpi, llvm]"
- config: "[clang10_py38, llvm]"
2 changes: 1 addition & 1 deletion .github/workflows/templates/workflow.yml
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Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
<% block name %><% endblock %>
<% set container_prefix="glotzerlab/ci:2024.03.01" %>
<% set container_prefix="glotzerlab/ci:2024.06.04" %>

<% block concurrency %>
concurrency:
Expand Down
62 changes: 25 additions & 37 deletions .github/workflows/test.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -61,7 +61,7 @@ jobs:
name: Build [${{ join(matrix.config, '_') }}]
runs-on: ${{ matrix.build_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
strategy:
matrix:
include:
Expand Down Expand Up @@ -170,7 +170,7 @@ jobs:
needs: build
runs-on: ${{ matrix.test_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
options: ${{ matrix.test_docker_options }} -e CUDA_VISIBLE_DEVICES
strategy:
matrix:
Expand Down Expand Up @@ -231,7 +231,7 @@ jobs:
needs: build
runs-on: ${{ matrix.test_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
options: ${{ matrix.test_docker_options }} -e CUDA_VISIBLE_DEVICES
strategy:
matrix:
Expand Down Expand Up @@ -285,7 +285,7 @@ jobs:
needs: build
runs-on: ${{ matrix.test_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
options: ${{ matrix.test_docker_options }} -e CUDA_VISIBLE_DEVICES
strategy:
matrix:
Expand Down Expand Up @@ -336,27 +336,23 @@ jobs:
name: Build [${{ join(matrix.config, '_') }}]
runs-on: ${{ matrix.build_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
strategy:
matrix:
include:
- {config: [gcc12_py311], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang16_py311, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang15_py311, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang18_py312, mpi], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang17_py312, mpi], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang16_py312, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang15_py312, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang13_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang12_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang11_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc14_py312], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc12_py311], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc11_py310], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc10_py310], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [cuda118_gcc11_py310, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda117_gcc11_py310, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda116_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda115_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda114_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda113_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda112_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda111_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [clang10_py38, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }

if: ${{ contains(github.event.pull_request.labels.*.name, 'release') }}
steps:
Expand Down Expand Up @@ -450,28 +446,24 @@ jobs:
needs: build_release
runs-on: ${{ matrix.test_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
options: ${{ matrix.test_docker_options }} -e CUDA_VISIBLE_DEVICES
strategy:
matrix:
include:
- {config: [gcc12_py311], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang16_py311, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang15_py311, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang18_py312, mpi], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang17_py312, mpi], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang16_py312, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang15_py312, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang13_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang12_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang11_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc14_py312], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc12_py311], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc11_py310], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc10_py310], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [cuda118_gcc11_py310, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda117_gcc11_py310, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda116_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda115_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda114_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda113_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda112_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda111_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [clang10_py38, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }

if: ${{ contains(github.event.pull_request.labels.*.name, 'release') }}
steps:
Expand Down Expand Up @@ -520,28 +512,24 @@ jobs:
needs: build_release
runs-on: ${{ matrix.test_runner }}
container:
image: glotzerlab/ci:2024.03.01-${{ matrix.config[0] }}
image: glotzerlab/ci:2024.06.04-${{ matrix.config[0] }}
options: ${{ matrix.test_docker_options }} -e CUDA_VISIBLE_DEVICES
strategy:
matrix:
include:
- {config: [gcc12_py311], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang16_py311, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang15_py311, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang18_py312, mpi], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang17_py312, mpi], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang16_py312, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang15_py312, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang13_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang12_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [clang11_py310, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc14_py312], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc12_py311], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc11_py310], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [gcc10_py310], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }
- {config: [cuda118_gcc11_py310, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda117_gcc11_py310, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda116_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda115_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda114_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda113_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda112_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [cuda111_gcc9_py38, mpi, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: [self-hosted,GPU], test_docker_options: '--gpus=all --device /dev/nvidia0 --device /dev/nvidia1 --device /dev/nvidia-uvm --device /dev/nvidia-uvm-tools --device /dev/nvidiactl' }
- {config: [clang10_py38, llvm], build_runner: [self-hosted,jetstream2,CPU], test_runner: ubuntu-latest, test_docker_options: '' }

if: ${{ contains(github.event.pull_request.labels.*.name, 'release') }}
steps:
Expand Down
6 changes: 3 additions & 3 deletions BUILDING.rst
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Original file line number Diff line number Diff line change
Expand Up @@ -78,9 +78,9 @@ Install prerequisites
**General requirements:**

- C++17 capable compiler (tested with ``gcc`` 9 - 13 and ``clang`` 10 - 16)
- Python >= 3.8
- NumPy >= 1.17.3
- pybind11 >= 2.6
- Python >= 3.9
- NumPy >= 1.19
- pybind11 >= 2.12
- Eigen >= 3.2
- CMake >= 3.15

Expand Down
2 changes: 1 addition & 1 deletion CMake/hoomd/HOOMDPythonSetup.cmake
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Expand Up @@ -12,7 +12,7 @@ if (Python_FOUND)
endif()
endif()

find_package(pybind11 2.2 CONFIG REQUIRED)
find_package(pybind11 2.12 CONFIG REQUIRED)

if (pybind11_FOUND)
find_package_message(pybind11 "Found pybind11: ${pybind11_DIR} ${pybind11_INCLUDE_DIR} (version ${pybind11_VERSION})" "[${pybind11_DIR}][${pybind11_INCLUDE_DIR}]")
Expand Down
2 changes: 1 addition & 1 deletion hoomd-config.cmake.in
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Original file line number Diff line number Diff line change
Expand Up @@ -39,7 +39,7 @@ set(PYTHON_SITE_INSTALL_DIR "@PYTHON_SITE_INSTALL_DIR@")
# configure python
set(Python_FIND_UNVERSIONED_NAMES "FIRST")
find_package(Python REQUIRED COMPONENTS Interpreter Development)
find_package(pybind11 2.2 CONFIG REQUIRED)
find_package(pybind11 2.12 CONFIG REQUIRED)
find_package_message(pybind11 "Found pybind11: ${pybind11_DIR} ${pybind11_INCLUDE_DIR} (version ${pybind11_VERSION})" "[${pybind11_DIR}][${pybind11_INCLUDE_DIR}]")

find_package(Eigen3 3.2 CONFIG REQUIRED)
Expand Down
19 changes: 13 additions & 6 deletions hoomd/md/pytest/test_custom_force.py
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Original file line number Diff line number Diff line change
Expand Up @@ -126,15 +126,22 @@ def set_forces(self, timestep):
tags = local_snapshot.particles.tag
force_arrays.force[:] = np.stack((tags * 1, tags * 2, tags * 3),
axis=-1)
energy = local_snapshot.particles.tag * -10
energy = local_snapshot.particles.tag.astype(np.float64) * -10.0
force_arrays.potential_energy[:] = energy
tags_float = tags.astype(np.float64)
force_arrays.torque[:] = np.stack(
(tags * -3, tags * -2, tags * -1), axis=-1)
(tags_float * -3.0, tags_float * -2.0, tags_float * -1.0),
axis=-1)
if force_arrays.virial.shape[0] != 0:
force_arrays.virial[:] = np.stack(
(tags * 1, tags * -2, tags * -3, tags * 4, tags * -5,
tags * 6),
axis=-1)
force_arrays.virial[:] = np.stack((
tags_float * 1.0,
tags_float * -2.0,
tags_float * -3.0,
tags_float * 4.0,
tags_float * -5.0,
tags_float * 6.0,
),
axis=-1)


@pytest.mark.cpu
Expand Down