Global checkpoint dir

.editorconfig

@@ -31,3 +31,7 @@ indent_size = unset
 # ignore python and markdown
 [*.{py,md}]
 indent_style = unset
+
+# ignore ro-crate metadata files
+[**/ro-crate-metadata.json]
+insert_final_newline = unset

.github/CONTRIBUTING.md

@@ -1,4 +1,4 @@
-# nf-core/drugresponseeval: Contributing Guidelines
+# `nf-core/drugresponseeval`: Contributing Guidelines
 
 Hi there!
 Many thanks for taking an interest in improving nf-core/drugresponseeval.
@@ -55,36 +55,34 @@ These tests are run both with the latest available version of `Nextflow` and als
 
 :warning: Only in the unlikely and regretful event of a release happening with a bug.
 
-- On your own fork, make a new branch `patch` based on `upstream/master`.
+- On your own fork, make a new branch `patch` based on `upstream/main` or `upstream/master`.
 - Fix the bug, and bump version (X.Y.Z+1).
-- A PR should be made on `master` from patch to directly this particular bug.
+- Open a pull-request from `patch` to `main`/`master` with the changes.
 
 ## Getting help
 
 For further information/help, please consult the [nf-core/drugresponseeval documentation](https://nf-co.re/drugresponseeval/usage) and don't hesitate to get in touch on the nf-core Slack [#drugresponseeval](https://nfcore.slack.com/channels/drugresponseeval) channel ([join our Slack here](https://nf-co.re/join/slack)).
 
 ## Pipeline contribution conventions
 
-To make the nf-core/drugresponseeval code and processing logic more understandable for new contributors and to ensure quality, we semi-standardise the way the code and other contributions are written.
+To make the `nf-core/drugresponseeval` code and processing logic more understandable for new contributors and to ensure quality, we semi-standardise the way the code and other contributions are written.
 
 ### Adding a new step
 
 If you wish to contribute a new step, please use the following coding standards:
 
-1. Define the corresponding input channel into your new process from the expected previous process channel
+1. Define the corresponding input channel into your new process from the expected previous process channel.
 2. Write the process block (see below).
 3. Define the output channel if needed (see below).
 4. Add any new parameters to `nextflow.config` with a default (see below).
 5. Add any new parameters to `nextflow_schema.json` with help text (via the `nf-core pipelines schema build` tool).
 6. Add sanity checks and validation for all relevant parameters.
 7. Perform local tests to validate that the new code works as expected.
 8. If applicable, add a new test command in `.github/workflow/ci.yml`.
-9. Update MultiQC config `assets/multiqc_config.yml` so relevant suffixes, file name clean up and module plots are in the appropriate order. If applicable, add a [MultiQC](https://https://multiqc.info/) module.
-10. Add a description of the output files and if relevant any appropriate images from the MultiQC report to `docs/output.md`.
 
 ### Default values
 
-Parameters should be initialised / defined with default values in `nextflow.config` under the `params` scope.
+Parameters should be initialised / defined with default values within the `params` scope in `nextflow.config`.
 
 Once there, use `nf-core pipelines schema build` to add to `nextflow_schema.json`.
 

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -9,7 +9,6 @@ body:
 
         - [nf-core website: troubleshooting](https://nf-co.re/usage/troubleshooting)
         - [nf-core/drugresponseeval pipeline documentation](https://nf-co.re/drugresponseeval/usage)
-
   - type: textarea
     id: description
     attributes:

.github/workflows/awsfulltest.yml

@@ -1,11 +1,12 @@
 name: nf-core AWS full size tests
-# This workflow is triggered on PRs opened against the master branch.
+# This workflow is triggered on PRs opened against the main/master branch.
 # It can be additionally triggered manually with GitHub actions workflow dispatch button.
 # It runs the -profile 'test_full' on AWS batch
 
 on:
   pull_request:
     branches:
+      - main
       - master
   workflow_dispatch:
   pull_request_review:
@@ -18,18 +19,30 @@ jobs:
     if: github.repository == 'nf-core/drugresponseeval' && github.event.review.state == 'approved' && github.event.pull_request.base.ref == 'master' || github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     steps:
-      - uses: octokit/request-action@v2.x
+      - name: Get PR reviews
+        uses: octokit/request-action@v2.x
+        if: github.event_name != 'workflow_dispatch'
         id: check_approvals
+        continue-on-error: true
         with:
-          route: GET /repos/${{ github.repository }}/pulls/${{ github.event.pull_request.number }}/reviews
+          route: GET /repos/${{ github.repository }}/pulls/${{ github.event.pull_request.number }}/reviews?per_page=100
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      - id: test_variables
+
+      - name: Check for approvals
+        if: ${{ failure() && github.event_name != 'workflow_dispatch' }}
+        run: |
+          echo "No review approvals found. At least 2 approvals are required to run this action automatically."
+          exit 1
+
+      - name: Check for enough approvals (>=2)
+        id: test_variables
         if: github.event_name != 'workflow_dispatch'
         run: |
           JSON_RESPONSE='${{ steps.check_approvals.outputs.data }}'
           CURRENT_APPROVALS_COUNT=$(echo $JSON_RESPONSE | jq -c '[.[] | select(.state | contains("APPROVED")) ] | length')
           test $CURRENT_APPROVALS_COUNT -ge 2 || exit 1 # At least 2 approvals are required
+
       - name: Launch workflow via Seqera Platform
         uses: seqeralabs/action-tower-launch@v2
         # TODO nf-core: You can customise AWS full pipeline tests as required

.github/workflows/branch.yml

@@ -1,15 +1,17 @@
 name: nf-core branch protection
-# This workflow is triggered on PRs to master branch on the repository
-# It fails when someone tries to make a PR against the nf-core `master` branch instead of `dev`
+# This workflow is triggered on PRs to `main`/`master` branch on the repository
+# It fails when someone tries to make a PR against the nf-core `main`/`master` branch instead of `dev`
 on:
   pull_request_target:
-    branches: [master]
+    branches:
+      - main
+      - master
 
 jobs:
   test:
     runs-on: ubuntu-latest
     steps:
-      # PRs to the nf-core repo master branch are only ok if coming from the nf-core repo `dev` or any `patch` branches
+      # PRs to the nf-core repo main/master branch are only ok if coming from the nf-core repo `dev` or any `patch` branches
       - name: Check PRs
         if: github.repository == 'nf-core/drugresponseeval'
         run: |
@@ -22,7 +24,7 @@ jobs:
         uses: mshick/add-pr-comment@b8f338c590a895d50bcbfa6c5859251edc8952fc # v2
         with:
           message: |
-            ## This PR is against the `master` branch :x:
+            ## This PR is against the `${{github.event.pull_request.base.ref}}` branch :x:
 
             * Do not close this PR
             * Click _Edit_ and change the `base` to `dev`
@@ -32,9 +34,9 @@ jobs:
 
             Hi @${{ github.event.pull_request.user.login }},
 
-            It looks like this pull-request is has been made against the [${{github.event.pull_request.head.repo.full_name }}](https://github.com/${{github.event.pull_request.head.repo.full_name }}) `master` branch.
-            The `master` branch on nf-core repositories should always contain code from the latest release.
-            Because of this, PRs to `master` are only allowed if they come from the [${{github.event.pull_request.head.repo.full_name }}](https://github.com/${{github.event.pull_request.head.repo.full_name }}) `dev` branch.
+            It looks like this pull-request is has been made against the [${{github.event.pull_request.head.repo.full_name }}](https://github.com/${{github.event.pull_request.head.repo.full_name }}) ${{github.event.pull_request.base.ref}} branch.
+            The ${{github.event.pull_request.base.ref}} branch on nf-core repositories should always contain code from the latest release.
+            Because of this, PRs to ${{github.event.pull_request.base.ref}} are only allowed if they come from the [${{github.event.pull_request.head.repo.full_name }}](https://github.com/${{github.event.pull_request.head.repo.full_name }}) `dev` branch.
 
             You do not need to close this PR, you can change the target branch to `dev` by clicking the _"Edit"_ button at the top of this page.
             Note that even after this, the test will continue to show as failing until you push a new commit.

.github/workflows/ci.yml

@@ -11,14 +11,16 @@ on:
 
 env:
   NXF_ANSI_LOG: false
+  NXF_SINGULARITY_CACHEDIR: ${{ github.workspace }}/.singularity
+  NXF_SINGULARITY_LIBRARYDIR: ${{ github.workspace }}/.singularity
 
 concurrency:
   group: "${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}"
   cancel-in-progress: true
 
 jobs:
   test:
-    name: Run pipeline with test data
+    name: "Run pipeline with test data (${{ matrix.NXF_VER }} | ${{ matrix.test_name }} | ${{ matrix.profile }})"
     # Only run on push if this is the nf-core dev branch (merged PRs)
     if: "${{ github.event_name != 'push' || (github.event_name == 'push' && github.repository == 'nf-core/drugresponseeval') }}"
     runs-on: ubuntu-latest
@@ -27,33 +29,57 @@ jobs:
         NXF_VER:
           - "24.04.2"
           - "latest-everything"
+        profile:
+          - "conda"
+          - "docker"
+          - "singularity"
+        test_name:
+          - "test"
+        isMaster:
+          - ${{ github.base_ref == 'master' }}
+        # Exclude conda and singularity on dev
+        exclude:
+          - isMaster: false
+            profile: "conda"
+          - isMaster: false
+            profile: "singularity"
     steps:
       - name: Check out pipeline code
-        uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
 
-      - name: Install Nextflow
+      - name: Set up Nextflow
         uses: nf-core/setup-nextflow@v2
         with:
           version: "${{ matrix.NXF_VER }}"
 
-      - name: Disk space cleanup
-        uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
+      - name: Set up Apptainer
+        if: matrix.profile == 'singularity'
+        uses: eWaterCycle/setup-apptainer@main
 
-      - name: Run pipeline with test data (docker)
-        # TODO nf-core: You can customise CI pipeline run tests as required
-        # For example: adding multiple test runs with different parameters
-        # Remember that you can parallelise this by using strategy.matrix
+      - name: Set up Singularity
+        if: matrix.profile == 'singularity'
         run: |
-          nextflow run ${GITHUB_WORKSPACE} -profile test,docker --outdir ./results
+          mkdir -p $NXF_SINGULARITY_CACHEDIR
+          mkdir -p $NXF_SINGULARITY_LIBRARYDIR
+
+      - name: Set up Miniconda
+        if: matrix.profile == 'conda'
+        uses: conda-incubator/setup-miniconda@a4260408e20b96e80095f42ff7f1a15b27dd94ca # v3
+        with:
+          miniconda-version: "latest"
+          auto-update-conda: true
+          conda-solver: libmamba
+          channels: conda-forge,bioconda
 
-      - name: Run pipeline with test data (singularity)
-        # TODO nf-core: You can customise CI pipeline run tests as required
+      - name: Set up Conda
+        if: matrix.profile == 'conda'
         run: |
-          nextflow run ${GITHUB_WORKSPACE} -profile test,singularity --outdir ./results
-        if: "${{ github.base_ref == 'master' }}"
+          echo $(realpath $CONDA)/condabin >> $GITHUB_PATH
+          echo $(realpath python) >> $GITHUB_PATH
+
+      - name: Clean up Disk space
+        uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
 
-      - name: Run pipeline with test data (conda)
-        # TODO nf-core: You can customise CI pipeline run tests as required
+      - name: "Run pipeline with test data ${{ matrix.NXF_VER }} | ${{ matrix.test_name }} | ${{ matrix.profile }}"
         run: |
-          nextflow run ${GITHUB_WORKSPACE} -profile test,conda --outdir ./results
-        if: "${{ github.base_ref == 'master' }}"
+          nextflow run ${GITHUB_WORKSPACE} -profile ${{ matrix.test_name }},${{ matrix.profile }} --outdir ./results

.github/workflows/download_pipeline.yml

@@ -2,7 +2,7 @@ name: Test successful pipeline download with 'nf-core pipelines download'
 
 # Run the workflow when:
 #  - dispatched manually
-#  - when a PR is opened or reopened to master branch
+#  - when a PR is opened or reopened to main/master branch
 #  - the head branch of the pull request is updated, i.e. if fixes for a release are pushed last minute to dev.
 on:
   workflow_dispatch:
@@ -17,25 +17,31 @@ on:
       - edited
       - synchronize
     branches:
+      - main
       - master
   pull_request_target:
     branches:
+      - main
       - master
 
 env:
   NXF_ANSI_LOG: false
 
 jobs:
-  download:
+  configure:
     runs-on: ubuntu-latest
+    outputs:
+      REPO_LOWERCASE: ${{ steps.get_repo_properties.outputs.REPO_LOWERCASE }}
+      REPOTITLE_LOWERCASE: ${{ steps.get_repo_properties.outputs.REPOTITLE_LOWERCASE }}
+      REPO_BRANCH: ${{ steps.get_repo_properties.outputs.REPO_BRANCH }}
     steps:
       - name: Install Nextflow
         uses: nf-core/setup-nextflow@v2
 
       - name: Disk space cleanup
         uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
 
-      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
+      - uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5
         with:
           python-version: "3.12"
           architecture: "x64"
@@ -51,65 +57,70 @@ jobs:
           pip install git+https://github.com/nf-core/tools.git@dev
 
       - name: Get the repository name and current branch set as environment variable
+        id: get_repo_properties
         run: |
-          echo "REPO_LOWERCASE=${GITHUB_REPOSITORY,,}" >> ${GITHUB_ENV}
-          echo "REPOTITLE_LOWERCASE=$(basename ${GITHUB_REPOSITORY,,})" >> ${GITHUB_ENV}
-          echo "REPO_BRANCH=${{ github.event.inputs.testbranch || 'dev' }}" >> ${GITHUB_ENV}
+          echo "REPO_LOWERCASE=${GITHUB_REPOSITORY,,}" >> "$GITHUB_OUTPUT"
+          echo "REPOTITLE_LOWERCASE=$(basename ${GITHUB_REPOSITORY,,})" >> "$GITHUB_OUTPUT"
+          echo "REPO_BRANCH=${{ github.event.inputs.testbranch || 'dev' }}" >> "$GITHUB_OUTPUT"
 
       - name: Make a cache directory for the container images
         run: |
           mkdir -p ./singularity_container_images
 
+  download:
+    runs-on: ubuntu-latest
+    needs: configure
+    steps:
       - name: Download the pipeline
         env:
           NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
         run: |
-          nf-core pipelines download ${{ env.REPO_LOWERCASE }} \
-          --revision ${{ env.REPO_BRANCH }} \
-          --outdir ./${{ env.REPOTITLE_LOWERCASE }} \
+          nf-core pipelines download ${{ needs.configure.outputs.REPO_LOWERCASE }} \
+          --revision ${{ needs.configure.outputs.REPO_BRANCH }} \
+          --outdir ./${{ needs.configure.outputs.REPOTITLE_LOWERCASE }} \
           --compress "none" \
           --container-system 'singularity' \
-          --container-library "quay.io" -l "docker.io" -l "community.wave.seqera.io" \
+          --container-library "quay.io" -l "docker.io" -l "community.wave.seqera.io/library/" \
           --container-cache-utilisation 'amend' \
           --download-configuration 'yes'
 
       - name: Inspect download
-        run: tree ./${{ env.REPOTITLE_LOWERCASE }}
+        run: tree ./${{ needs.configure.outputs.REPOTITLE_LOWERCASE }}
 
       - name: Count the downloaded number of container images
         id: count_initial
         run: |
           image_count=$(ls -1 ./singularity_container_images | wc -l | xargs)
           echo "Initial container image count: $image_count"
-          echo "IMAGE_COUNT_INITIAL=$image_count" >> ${GITHUB_ENV}
+          echo "IMAGE_COUNT_INITIAL=$image_count" >> "$GITHUB_OUTPUT"
 
       - name: Run the downloaded pipeline (stub)
         id: stub_run_pipeline
         continue-on-error: true
         env:
           NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
           NXF_SINGULARITY_HOME_MOUNT: true
-        run: nextflow run ./${{ env.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ env.REPO_BRANCH }}) -stub -profile test,singularity --outdir ./results
+        run: nextflow run ./${{needs.configure.outputs.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ needs.configure.outputs.REPO_BRANCH }}) -stub -profile test,singularity --outdir ./results
       - name: Run the downloaded pipeline (stub run not supported)
         id: run_pipeline
-        if: ${{ job.steps.stub_run_pipeline.status == failure() }}
+        if: ${{ steps.stub_run_pipeline.outcome == 'failure' }}
         env:
           NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
           NXF_SINGULARITY_HOME_MOUNT: true
-        run: nextflow run ./${{ env.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ env.REPO_BRANCH }}) -profile test,singularity --outdir ./results
+        run: nextflow run ./${{ needs.configure.outputs.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ needs.configure.outputs.REPO_BRANCH }}) -profile test,singularity --outdir ./results
 
       - name: Count the downloaded number of container images
         id: count_afterwards
         run: |
           image_count=$(ls -1 ./singularity_container_images | wc -l | xargs)
           echo "Post-pipeline run container image count: $image_count"
-          echo "IMAGE_COUNT_AFTER=$image_count" >> ${GITHUB_ENV}
+          echo "IMAGE_COUNT_AFTER=$image_count" >> "$GITHUB_OUTPUT"
 
       - name: Compare container image counts
         run: |
-          if [ "${{ env.IMAGE_COUNT_INITIAL }}" -ne "${{ env.IMAGE_COUNT_AFTER }}" ]; then
-            initial_count=${{ env.IMAGE_COUNT_INITIAL }}
-            final_count=${{ env.IMAGE_COUNT_AFTER }}
+          if [ "${{ steps.count_initial.outputs.IMAGE_COUNT_INITIAL }}" -ne "${{ steps.count_afterwards.outputs.IMAGE_COUNT_AFTER }}" ]; then
+            initial_count=${{ steps.count_initial.outputs.IMAGE_COUNT_INITIAL }}
+            final_count=${{ steps.count_afterwards.outputs.IMAGE_COUNT_AFTER }}
             difference=$((final_count - initial_count))
             echo "$difference additional container images were \n downloaded at runtime . The pipeline has no support for offline runs!"
             tree ./singularity_container_images

.github/workflows/fix-linting.yml

@@ -13,7 +13,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       # Use the @nf-core-bot token to check out so we can push later
-      - uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
         with:
           token: ${{ secrets.nf_core_bot_auth_token }}
 
@@ -32,7 +32,7 @@ jobs:
           GITHUB_TOKEN: ${{ secrets.nf_core_bot_auth_token }}
 
       # Install and run pre-commit
-      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
+      - uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5
         with:
           python-version: "3.12"