Dev ratio fix channels

.editorconfig

@@ -28,10 +28,6 @@ indent_style = unset
 [/assets/email*]
 indent_size = unset
 
-# ignore Readme
-[README.md]
-indent_style = unset
-
-# ignore python
+# ignore python and markdown
 [*.{py,md}]
 indent_style = unset

.github/CONTRIBUTING.md

@@ -19,7 +19,7 @@ If you'd like to write some code for nf-core/differentialabundance, the standard
 1. Check that there isn't already an issue about your idea in the [nf-core/differentialabundance issues](https://github.com/nf-core/differentialabundance/issues) to avoid duplicating work. If there isn't one already, please create one so that others know you're working on this
 2. [Fork](https://help.github.com/en/github/getting-started-with-github/fork-a-repo) the [nf-core/differentialabundance repository](https://github.com/nf-core/differentialabundance) to your GitHub account
 3. Make the necessary changes / additions within your forked repository following [Pipeline conventions](#pipeline-contribution-conventions)
-4. Use `nf-core schema build` and add any new parameters to the pipeline JSON schema (requires [nf-core tools](https://github.com/nf-core/tools) >= 1.10).
+4. Use `nf-core pipelines schema build` and add any new parameters to the pipeline JSON schema (requires [nf-core tools](https://github.com/nf-core/tools) >= 1.10).
 5. Submit a Pull Request against the `dev` branch and wait for the code to be reviewed and merged
 
 If you're not used to this workflow with git, you can start with some [docs from GitHub](https://help.github.com/en/github/collaborating-with-issues-and-pull-requests) or even their [excellent `git` resources](https://try.github.io/).
@@ -40,7 +40,7 @@ There are typically two types of tests that run:
 ### Lint tests
 
 `nf-core` has a [set of guidelines](https://nf-co.re/developers/guidelines) which all pipelines must adhere to.
-To enforce these and ensure that all pipelines stay in sync, we have developed a helper tool which runs checks on the pipeline code. This is in the [nf-core/tools repository](https://github.com/nf-core/tools) and once installed can be run locally with the `nf-core lint <pipeline-directory>` command.
+To enforce these and ensure that all pipelines stay in sync, we have developed a helper tool which runs checks on the pipeline code. This is in the [nf-core/tools repository](https://github.com/nf-core/tools) and once installed can be run locally with the `nf-core pipelines lint <pipeline-directory>` command.
 
 If any failures or warnings are encountered, please follow the listed URL for more documentation.
 
@@ -75,7 +75,7 @@ If you wish to contribute a new step, please use the following coding standards:
 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 schema build` tool).
+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`.
@@ -86,11 +86,11 @@ If you wish to contribute a new step, please use the following coding standards:
 
 Parameters should be initialised / defined with default values in `nextflow.config` under the `params` scope.
 
-Once there, use `nf-core schema build` to add to `nextflow_schema.json`.
+Once there, use `nf-core pipelines schema build` to add to `nextflow_schema.json`.
 
 ### Default processes resource requirements
 
-Sensible defaults for process resource requirements (CPUs / memory / time) for a process should be defined in `conf/base.config`. These should generally be specified generic with `withLabel:` selectors so they can be shared across multiple processes/steps of the pipeline. A nf-core standard set of labels that should be followed where possible can be seen in the [nf-core pipeline template](https://github.com/nf-core/tools/blob/master/nf_core/pipeline-template/conf/base.config), which has the default process as a single core-process, and then different levels of multi-core configurations for increasingly large memory requirements defined with standardised labels.
+Sensible defaults for process resource requirements (CPUs / memory / time) for a process should be defined in `conf/base.config`. These should generally be specified generic with `withLabel:` selectors so they can be shared across multiple processes/steps of the pipeline. A nf-core standard set of labels that should be followed where possible can be seen in the [nf-core pipeline template](https://github.com/nf-core/tools/blob/main/nf_core/pipeline-template/conf/base.config), which has the default process as a single core-process, and then different levels of multi-core configurations for increasingly large memory requirements defined with standardised labels.
 
 The process resources can be passed on to the tool dynamically within the process with the `${task.cpus}` and `${task.memory}` variables in the `script:` block.
 
@@ -103,7 +103,7 @@ Please use the following naming schemes, to make it easy to understand what is g
 
 ### Nextflow version bumping
 
-If you are using a new feature from core Nextflow, you may bump the minimum required version of nextflow in the pipeline with: `nf-core bump-version --nextflow . [min-nf-version]`
+If you are using a new feature from core Nextflow, you may bump the minimum required version of nextflow in the pipeline with: `nf-core pipelines bump-version --nextflow . [min-nf-version]`
 
 ### Images and figures
 

.github/PULL_REQUEST_TEMPLATE.md

@@ -17,8 +17,8 @@ Learn more about contributing: [CONTRIBUTING.md](https://github.com/nf-core/diff
 - [ ] If you've fixed a bug or added code that should be tested, add tests!
 - [ ] If you've added a new tool - have you followed the pipeline conventions in the [contribution docs](https://github.com/nf-core/differentialabundance/tree/master/.github/CONTRIBUTING.md)
 - [ ] If necessary, also make a PR on the nf-core/differentialabundance _branch_ on the [nf-core/test-datasets](https://github.com/nf-core/test-datasets) repository.
-- [ ] Make sure your code lints (`nf-core lint`).
-- [ ] Ensure the test suite passes (`nf-test test main.nf.test -profile test,docker`).
+- [ ] Make sure your code lints (`nf-core pipelines lint`).
+- [ ] Ensure the test suite passes (`nextflow run . -profile test,docker --outdir <OUTDIR>`).
 - [ ] Check for unexpected warnings in debug mode (`nextflow run . -profile debug,test,docker --outdir <OUTDIR>`).
 - [ ] Usage Documentation in `docs/usage.md` is updated.
 - [ ] Output Documentation in `docs/output.md` is updated.

.github/workflows/awsfulltest.yml

@@ -1,19 +1,36 @@
 name: nf-core AWS full size tests
-# This workflow is triggered on published releases.
+# This workflow is triggered on PRs opened against the master branch.
 # It can be additionally triggered manually with GitHub actions workflow dispatch button.
 # It runs the -profile 'test_full' on AWS batch
 
 on:
-  release:
-    types: [published]
+  pull_request:
+    branches:
+      - master
   workflow_dispatch:
+  pull_request_review:
+    types: [submitted]
+
 jobs:
-  run-tower:
+  run-platform:
     name: Run AWS full tests
-    if: github.repository == 'nf-core/differentialabundance'
+    # run only if the PR is approved by at least 2 reviewers and against the master branch or manually triggered
+    if: github.repository == 'nf-core/differentialabundance' && github.event.review.state == 'approved' && github.event.pull_request.base.ref == 'master' || github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     steps:
-      - name: Launch workflow via tower
+      - uses: octokit/[email protected]
+        id: check_approvals
+        with:
+          route: GET /repos/${{ github.repository }}/pulls/${{ github.event.pull_request.number }}/reviews
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      - id: test_variables
+        if: github.event_name != 'workflow_dispatch'
+        run: |
+          JSON_RESPONSE='${{ 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
         with:
           workspace_id: ${{ secrets.TOWER_WORKSPACE_ID }}
@@ -30,7 +47,7 @@ jobs:
 
       - uses: actions/upload-artifact@v4
         with:
-          name: Tower debug log file
+          name: Seqera Platform debug log file
           path: |
-            tower_action_*.log
-            tower_action_*.json
+            seqera_platform_action_*.log
+            seqera_platform_action_*.json

.github/workflows/awstest.yml

@@ -5,13 +5,13 @@ name: nf-core AWS test
 on:
   workflow_dispatch:
 jobs:
-  run-tower:
+  run-platform:
     name: Run AWS tests
     if: github.repository == 'nf-core/differentialabundance'
     runs-on: ubuntu-latest
     steps:
-      # Launch workflow using Tower CLI tool action
-      - name: Launch workflow via tower
+      # Launch workflow using Seqera Platform CLI tool action
+      - name: Launch workflow via Seqera Platform
         uses: seqeralabs/action-tower-launch@v2
         with:
           workspace_id: ${{ secrets.TOWER_WORKSPACE_ID }}
@@ -27,7 +27,7 @@ jobs:
 
       - uses: actions/upload-artifact@v4
         with:
-          name: Tower debug log file
+          name: Seqera Platform debug log file
           path: |
-            tower_action_*.log
-            tower_action_*.json
+            seqera_platform_action_*.log
+            seqera_platform_action_*.json

.github/workflows/ci.yml

@@ -7,46 +7,86 @@ on:
   pull_request:
   release:
     types: [published]
+  workflow_dispatch:
 
 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: Test Nextflow versions and profiles
+    name: "Run pipeline with test data (${{ matrix.NXF_VER }} | ${{ matrix.test_profile }} | ${{ matrix.compute_profile }})"
     # Only run on push if this is the nf-core dev branch (merged PRs)
     if: "${{ github.event_name != 'push' || (github.event_name == 'push' && github.repository == 'nf-core/differentialabundance') }}"
     runs-on: ubuntu-latest
     strategy:
       matrix:
         NXF_VER:
-          - "23.10.0"
+          - "24.04.2"
           - "latest-everything"
-        profile:
+        test_profile:
           - "test"
           - "test_nogtf"
           - "test_affy"
           - "test_maxquant"
           - "test_soft"
+          - "test_experimental"
+        compute_profile:
+          - "conda"
+          - "docker"
+          - "singularity"
+        test_name:
+          - "test"
+        isMaster:
+          - ${{ github.base_ref == 'master' }}
+        # Exclude conda and singularity on dev
+        exclude:
+          - isMaster: false
+            compute_profile: "conda"
+          - isMaster: false
+            compute_profile: "singularity"
     steps:
       - name: Check out pipeline code
-        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+        uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
 
-      - name: Install Nextflow
-        uses: nf-core/setup-nextflow@v1
+      - name: Set up Nextflow
+        uses: nf-core/setup-nextflow@v2
         with:
           version: "${{ matrix.NXF_VER }}"
 
-      - name: Disk space cleanup
+      - name: Set up Apptainer
+        if: matrix.compute_profile == 'singularity'
+        uses: eWaterCycle/setup-apptainer@main
+
+      - name: Set up Singularity
+        if: matrix.compute_profile == 'singularity'
+        run: |
+          mkdir -p $NXF_SINGULARITY_CACHEDIR
+          mkdir -p $NXF_SINGULARITY_LIBRARYDIR
+
+      - name: Set up Miniconda
+        if: matrix.compute_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: Set up Conda
+        if: matrix.compute_profile == 'conda'
+        run: |
+          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
-        # 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: "Run pipeline with test data ${{ matrix.NXF_VER }} | ${{ matrix.test_name }} | ${{ matrix.compute_profile }}"
         run: |
-          nextflow run ${GITHUB_WORKSPACE} -profile docker,${{ matrix.profile }} --outdir ./results
+          nextflow run ${GITHUB_WORKSPACE} -profile ${{ matrix.test_profile }},${{ matrix.compute_profile }} --outdir ./results

.github/workflows/download_pipeline.yml

@@ -1,4 +1,4 @@
-name: Test successful pipeline download with 'nf-core download'
+name: Test successful pipeline download with 'nf-core pipelines download'
 
 # Run the workflow when:
 #  - dispatched manually
@@ -8,12 +8,14 @@ on:
   workflow_dispatch:
     inputs:
       testbranch:
-        description: "The specific branch you wish to utilize for the test execution of nf-core download."
+        description: "The specific branch you wish to utilize for the test execution of nf-core pipelines download."
         required: true
         default: "dev"
   pull_request:
     types:
       - opened
+      - edited
+      - synchronize
     branches:
       - master
   pull_request_target:
@@ -28,15 +30,20 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Install Nextflow
-        uses: nf-core/setup-nextflow@v1
+        uses: nf-core/setup-nextflow@v2
 
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - name: Disk space cleanup
+        uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
+
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
-          python-version: "3.11"
+          python-version: "3.12"
           architecture: "x64"
-      - uses: eWaterCycle/setup-singularity@931d4e31109e875b13309ae1d07c70ca8fbc8537 # v7
+
+      - name: Setup Apptainer
+        uses: eWaterCycle/setup-apptainer@4bb22c52d4f63406c49e94c804632975787312b3 # v2.0.0
         with:
-          singularity-version: 3.8.3
+          apptainer-version: 1.3.4
 
       - name: Install dependencies
         run: |
@@ -49,24 +56,64 @@ jobs:
           echo "REPOTITLE_LOWERCASE=$(basename ${GITHUB_REPOSITORY,,})" >> ${GITHUB_ENV}
           echo "REPO_BRANCH=${{ github.event.inputs.testbranch || 'dev' }}" >> ${GITHUB_ENV}
 
+      - name: Make a cache directory for the container images
+        run: |
+          mkdir -p ./singularity_container_images
+
       - name: Download the pipeline
         env:
-          NXF_SINGULARITY_CACHEDIR: ./
+          NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
         run: |
-          nf-core download ${{ env.REPO_LOWERCASE }} \
+          nf-core pipelines download ${{ env.REPO_LOWERCASE }} \
           --revision ${{ env.REPO_BRANCH }} \
           --outdir ./${{ env.REPOTITLE_LOWERCASE }} \
           --compress "none" \
           --container-system 'singularity' \
-          --container-library "quay.io" -l "docker.io" -l "ghcr.io" \
+          --container-library "quay.io" -l "docker.io" -l "community.wave.seqera.io" \
           --container-cache-utilisation 'amend' \
-          --download-configuration
+          --download-configuration 'yes'
 
       - name: Inspect download
         run: tree ./${{ env.REPOTITLE_LOWERCASE }}
 
-      - name: Run the downloaded pipeline
+      - 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" >> ${GITHUB_ENV}
+
+      - name: Run the downloaded pipeline (stub)
+        id: stub_run_pipeline
+        continue-on-error: true
         env:
-          NXF_SINGULARITY_CACHEDIR: ./
+          NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
           NXF_SINGULARITY_HOME_MOUNT: true
         run: nextflow run ./${{ env.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ env.REPO_BRANCH }}) -stub -profile test,singularity --outdir ./results
+      - name: Run the downloaded pipeline (stub run not supported)
+        id: run_pipeline
+        if: ${{ job.steps.stub_run_pipeline.status == failure() }}
+        env:
+          NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
+          NXF_SINGULARITY_HOME_MOUNT: true
+        run: nextflow run ./${{ env.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ env.REPO_BRANCH }}) -profile test,singularity --outdir ./results
+
+      - name: Count the downloaded number of container images
+        id: count_afterwards
+        run: |
+          image_count=$(ls -1 ./singularity_container_images | wc -l | xargs)
+          echo "Post-pipeline run container image count: $image_count"
+          echo "IMAGE_COUNT_AFTER=$image_count" >> ${GITHUB_ENV}
+
+      - name: Compare container image counts
+        run: |
+          if [ "${{ env.IMAGE_COUNT_INITIAL }}" -ne "${{ env.IMAGE_COUNT_AFTER }}" ]; then
+            initial_count=${{ env.IMAGE_COUNT_INITIAL }}
+            final_count=${{ env.IMAGE_COUNT_AFTER }}
+            difference=$((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
+            exit 1
+          else
+            echo "The pipeline can be downloaded successfully!"
+          fi

.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@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+      - uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
         with:
           token: ${{ secrets.nf_core_bot_auth_token }}
 
@@ -32,9 +32,9 @@ jobs:
           GITHUB_TOKEN: ${{ secrets.nf_core_bot_auth_token }}
 
       # Install and run pre-commit
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
-          python-version: 3.11
+          python-version: "3.12"
 
       - name: Install pre-commit
         run: pip install pre-commit