Add option for fixed (not learnable) random field parameters in BatchGaussianRandomFieldModule
. These parameters will often be (effectively) constant in space/time, which means there are initialized with huge (correlation) values. As such, keeping things stable also required using jnp.expm1
to implement (1 - self.phi**2)
in the GaussianRandomField
.
#292
Workflow file for this run
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name: CI | |
on: | |
# Triggers the workflow on push or pull request events but only for the main branch | |
push: | |
branches: [ main ] | |
pull_request: | |
branches: [ main ] | |
# Allows you to run this workflow manually from the Actions tab | |
workflow_dispatch: | |
jobs: | |
build: | |
name: "python ${{ matrix.python-version }}" | |
runs-on: ubuntu-latest | |
strategy: | |
fail-fast: false | |
matrix: | |
python-version: ["3.10", "3.11"] | |
steps: | |
- name: Cancel previous | |
uses: styfle/cancel-workflow-action@0.7.0 | |
with: | |
access_token: ${{ github.token }} | |
if: ${{github.ref != 'refs/head/main'}} | |
- uses: actions/checkout@v2 | |
- name: Set up Python ${{ matrix.python-version }} | |
uses: actions/setup-python@v2 | |
with: | |
python-version: ${{ matrix.python-version }} | |
- name: Get pip cache dir | |
id: pip-cache | |
run: | | |
python -m pip install --upgrade pip wheel | |
echo "::set-output name=dir::$(pip cache dir)" | |
- name: pip cache | |
uses: actions/cache@v2 | |
with: | |
path: ${{ steps.pip-cache.outputs.dir }} | |
key: ${{ runner.os }}-pip-${{ hashFiles('**/pyproject.toml') }} | |
- name: Install NeuralGCM | |
run: | | |
pip install -e .[tests] | |
- name: Run unit tests | |
run: | | |
pytest -v neuralgcm |