diff --git a/.github/workflows/clone.yml b/.github/workflows/clone.yml
new file mode 100644
index 0000000..074054b
--- /dev/null
+++ b/.github/workflows/clone.yml
@@ -0,0 +1,90 @@
+name: GitHub Clone Count Update Everyday
+
+on:
+ schedule:
+ - cron: "0 */24 * * *"
+ workflow_dispatch:
+
+jobs:
+ build:
+ runs-on: ubuntu-latest
+
+ steps:
+ - uses: actions/checkout@v2
+
+ - name: gh login
+ run: echo "${{ secrets.SECRET_TOKEN }}" | gh auth login --with-token
+
+ - name: parse latest clone count
+ run: |
+ curl --user "${{ github.actor }}:${{ secrets.SECRET_TOKEN }}" \
+ -H "Accept: application/vnd.github.v3+json" \
+ https://api.github.com/repos/${{ github.repository }}/traffic/clones \
+ > clone.json
+
+ - name: create gist and download previous count
+ id: set_id
+ run: |
+ if gh secret list | grep -q "GIST_ID"
+ then
+ echo "GIST_ID found"
+ echo "GIST=${{ secrets.GIST_ID }}" >> $GITHUB_OUTPUT
+ curl https://gist.githubusercontent.com/${{ github.actor }}/${{ secrets.GIST_ID }}/raw/clone.json > clone_before.json
+ if cat clone_before.json | grep '404: Not Found'; then
+ echo "GIST_ID not valid anymore. Creating another gist..."
+ gist_id=$(gh gist create clone.json | awk -F / '{print $NF}')
+ echo $gist_id | gh secret set GIST_ID
+ echo "GIST=$gist_id" >> $GITHUB_OUTPUT
+ cp clone.json clone_before.json
+ git rm --ignore-unmatch CLONE.md
+ fi
+ else
+ echo "GIST_ID not found. Creating a gist..."
+ gist_id=$(gh gist create clone.json | awk -F / '{print $NF}')
+ echo $gist_id | gh secret set GIST_ID
+ echo "GIST=$gist_id" >> $GITHUB_OUTPUT
+ cp clone.json clone_before.json
+ fi
+
+ - name: update clone.json
+ run: |
+ curl https://raw.githubusercontent.com/MShawon/github-clone-count-badge/master/main.py > main.py
+ python3 main.py
+
+ - name: Update gist with latest count
+ run: |
+ content=$(sed -e 's/\\/\\\\/g' -e 's/\t/\\t/g' -e 's/\"/\\"/g' -e 's/\r//g' "clone.json" | sed -E ':a;N;$!ba;s/\r{0,1}\n/\\n/g')
+ echo '{"description": "${{ github.repository }} clone statistics", "files": {"clone.json": {"content": "'"$content"'"}}}' > post_clone.json
+ curl -s -X PATCH \
+ --user "${{ github.actor }}:${{ secrets.SECRET_TOKEN }}" \
+ -H "Content-Type: application/json" \
+ -d @post_clone.json https://api.github.com/gists/${{ steps.set_id.outputs.GIST }} > /dev/null 2>&1
+
+ if [ ! -f CLONE.md ]; then
+ shields="https://img.shields.io/badge/dynamic/json?color=success&label=Clone&query=count&url="
+ url="https://gist.githubusercontent.com/${{ github.actor }}/${{ steps.set_id.outputs.GIST }}/raw/clone.json"
+ repo="https://github.com/MShawon/github-clone-count-badge"
+ echo ''> CLONE.md
+ echo '
+ **Markdown**
+
+ ```markdown' >> CLONE.md
+ echo "[![GitHub Clones]($shields$url&logo=github)]($repo)" >> CLONE.md
+ echo '
+ ```
+
+ **HTML**
+ ```html' >> CLONE.md
+ echo "
" >> CLONE.md
+ echo '```' >> CLONE.md
+
+ git add CLONE.md
+ git config --global user.name "GitHub Action"
+ git config --global user.email "action@github.com"
+ git commit -m "create clone count badge"
+ fi
+
+ - name: Push
+ uses: ad-m/github-push-action@master
+ with:
+ github_token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
new file mode 100644
index 0000000..82f8dbd
--- /dev/null
+++ b/.github/workflows/python-publish.yml
@@ -0,0 +1,70 @@
+# This workflow will upload a Python Package to PyPI when a release is created
+# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python#publishing-to-package-registries
+
+# This workflow uses actions that are not certified by GitHub.
+# They are provided by a third-party and are governed by
+# separate terms of service, privacy policy, and support
+# documentation.
+
+name: Upload Python Package
+
+on:
+ release:
+ types: [published]
+
+permissions:
+ contents: read
+
+jobs:
+ release-build:
+ runs-on: ubuntu-latest
+
+ steps:
+ - uses: actions/checkout@v4
+
+ - uses: actions/setup-python@v5
+ with:
+ python-version: "3.x"
+
+ - name: Build release distributions
+ run: |
+ # NOTE: put your own distribution build steps here.
+ python -m pip install build
+ python -m build
+
+ - name: Upload distributions
+ uses: actions/upload-artifact@v4
+ with:
+ name: release-dists
+ path: dist/
+
+ pypi-publish:
+ runs-on: ubuntu-latest
+ needs:
+ - release-build
+ permissions:
+ # IMPORTANT: this permission is mandatory for trusted publishing
+ id-token: write
+
+ # Dedicated environments with protections for publishing are strongly recommended.
+ # For more information, see: https://docs.github.com/en/actions/deployment/targeting-different-environments/using-environments-for-deployment#deployment-protection-rules
+ environment:
+ name: pypi
+ # OPTIONAL: uncomment and update to include your PyPI project URL in the deployment status:
+ # url: https://pypi.org/p/YOURPROJECT
+ #
+ # ALTERNATIVE: if your GitHub Release name is the PyPI project version string
+ # ALTERNATIVE: exactly, uncomment the following line instead:
+ # url: https://pypi.org/project/YOURPROJECT/${{ github.event.release.name }}
+
+ steps:
+ - name: Retrieve release distributions
+ uses: actions/download-artifact@v4
+ with:
+ name: release-dists
+ path: dist/
+
+ - name: Publish release distributions to PyPI
+ uses: pypa/gh-action-pypi-publish@release/v1
+ with:
+ packages-dir: dist/
diff --git a/CLONE.md b/CLONE.md
new file mode 100644
index 0000000..365f6c6
--- /dev/null
+++ b/CLONE.md
@@ -0,0 +1,13 @@
+
+
+ **Markdown**
+
+ ```markdown
+[![GitHub Clones](https://img.shields.io/badge/dynamic/json?color=success&label=Clone&query=count&url=https://gist.githubusercontent.com/mosheraboh/519a49d9073e04d2cc98dc7bb5805677/raw/clone.json&logo=github)](https://github.com/MShawon/github-clone-count-badge)
+
+ ```
+
+ **HTML**
+ ```html
+
+```
diff --git a/README.md b/README.md
index 5ff3f46..cd0dc96 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,7 @@
+[![PyPI Downloads](https://static.pepy.tech/badge/biomed-multi-view)](https://pepy.tech/projects/biomed-multi-view)
+[![GitHub Clones](https://img.shields.io/badge/dynamic/json?color=success&label=Clone&query=count&url=https://gist.githubusercontent.com/mosheraboh/519a49d9073e04d2cc98dc7bb5805677/raw/clone.json&logo=github)](https://github.com/MShawon/github-clone-count-badge)
+
+
# Introduction
This repository contains the implementation of the Multi-view Molecular Embedding with Late Fusion (MMELON) architecture presented in our preprint [Multi-view biomedical foundation models for molecule-target and property prediction](https://arxiv.org/abs/2410.19704). MMELON is a flexible approach to aggregate multiple views (sequence, image, graph) of molecules in a foundation model setting. While models based on single view representation typically performs well on some downstream tasks and not others, the multi-view model performs robustly across a wide range of property prediction tasks encompassing ligand-protein binding, molecular solubility, metabolism and toxicity. It has been applied to screen compounds against a large (> 100 targets) set of G Protein-Coupled receptors (GPCRs) to identify strong binders for 33 targets related to Alzheimer’s disease, which are validated through structure-based modeling and identification of key binding motifs.