feat: Relase package on PyPI (#126)

* build: Update anomalib and smp to point to pypi releases, update torch to avoid using urls

* docs: Fix broken links for public images, update installation to mention pypi

* build: Bump version

* build: Update anomalib version

* build: Upgrade version

* build: Update pipeline to publish on pypi

* build: Revert correct version

.github/workflows/release.yml

@@ -0,0 +1,33 @@
+name: PyPI release
+
+on:
+  push:
+    branches: [main]
+
+defaults:
+  run:
+    shell: bash
+
+jobs:
+  publish-to-pypi:
+    name: Publish to PyPI
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ubuntu-latest]
+        python-version: ["3.10"]
+    timeout-minutes: 60
+    environment:
+      name: pypi
+      url: https://pypi.org/p/quadra
+    permissions:
+      id-token: write # IMPORTANT: mandatory for trusted publishing
+    steps:
+      - uses: actions/checkout@v3
+      - name: Build distribution 📦
+        run: |
+          curl -sSL https://install.python-poetry.org | python3 -
+          poetry build
+      - name: Publish distribution 📦 to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1

CHANGELOG.md

@@ -2,8 +2,22 @@
 # Changelog
 All notable changes to this project will be documented in this file.
 
+### [2.2.1]
+
+#### Updated
+
+- Update anomalib version, improve release workflow
+
+### [2.2.0]
+
+#### Updated
+
+- Update dependencies to support publishing Quadra to PyPI
+
 ### [2.1.13]
 
+#### Updated
+
 - Improve safe batch size computation for sklearn based classification tasks
 
 ### [2.1.12]

README.md

@@ -1,6 +1,6 @@
 <h1></h1>
 <p align="center">
-  <img src="docs/images/quadra_text_logo.png" alt="Quadra Logo" width="100%">
+  <img src="https://github.com/orobix/quadra/raw/main/docs/images/quadra_text_logo.png" alt="Quadra Logo" width="100%">
 </p>
 
 <p align="center">
@@ -20,7 +20,7 @@
     alt="pre-commit"
   /></a>
   <a href="https://github.com/econchick/interrogate"><img
-    src="docs/images/interrogate_badge.svg"
+    src="https://github.com/orobix/quadra/raw/main/docs/images/interrogate_badge.svg"
     alt="interrogate"
   /></a>
   <a href="https://github.com/PyCQA/pylint"><img
@@ -42,16 +42,14 @@ ______________________________________________________________________
 
 ## Quick Start Guide
 
-Currently we support installing from source since the library is not yet available on `PyPI` and currently supported Python versions are `3.9` and `3.10`.
-
-If you use pip to manage your packages, you can install `quadra` from source by running the following command:
+If you use pip to manage your packages, you can install `quadra` from PyPi by running the following command:
 ```shell
-pip install git+https://github.com/orobix/quadra.git
+pip install quadra
 ```
 
-If instead you prefer to use poetry, you can install `quadra` from source by running the following command:
+If instead you prefer to use poetry, you can install `quadra` from PyPi by running the following command:
 ```shell
-poetry add git+https://github.com/orobix/quadra.git
+poetry add quadra
 ```
 
 If you don't have virtual environment ready, Let's set up our environment for using the `quadra` library. We have two parts in this guide: Common setup and Environment-specific setup.
@@ -92,13 +90,13 @@ source myenv/bin/activate
 
     * **Install the `quadra` package** with pip:
       ```shell
-      pip install git+https://github.com/orobix/quadra.git
+      pip install quadra
       ```
 
     * **Install the `quadra` package** with poetry:
       ```shell
       curl -sSL https://install.python-poetry.org | python3 -
-      poetry add git+https://github.com/orobix/quadra.git
+      poetry add quadra
       ```
 
 4. **Run from CLI**: