Updates for distribution

.github/workflows/python-publish.yml

@@ -59,19 +59,19 @@ jobs:
         with:
           path: ./dist/*.tar.gz
 
-  # upload_pypi:
-  #   needs: [build_wheels, build_sdist]
-  #   runs-on: ubuntu-latest
-  #   # upload to PyPI on every tag starting with 'v'
-  #   if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags/v')
-  #   steps:
-  #     - uses: actions/download-artifact@v2
-  #       with:
-  #         name: artifact
-  #         path: dist
+  upload_pypi:
+    needs: [build_wheels, build_sdist]
+    runs-on: ubuntu-latest
+    # upload to PyPI on every tag starting with 'v'
+    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags/v')
+    steps:
+      - uses: actions/download-artifact@v2
+        with:
+          name: artifact
+          path: dist
 
-  #     - uses: pypa/gh-action-pypi-publish@master
-  #       with:
-  #         user: __token__
-  #         password: ${{ secrets.PYPI_PASSWORD }}
-  #         # To test: repository_url: https://test.pypi.org/legacy/
+      - uses: pypa/gh-action-pypi-publish@master
+        with:
+          user: __token__
+          password: ${{ secrets.PYPI_PASSWORD }}
+          # To test: repository_url: https://test.pypi.org/legacy/

.github/workflows/testing.yml

@@ -51,3 +51,11 @@ jobs:
           coverage xml html
         env:
           LOG_WIDTH: 120
+
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v1.2.1
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          files: ./_coverage/coverage.xml
+          env_vars: OS,PYTHON
+          fail_ci_if_error: true

README.rst

@@ -2,7 +2,7 @@
 Wild Me ScoutBot
 ================
 
-|Tests| |Wheel| |Docker| |ReadTheDocs| |Huggingface|
+|Tests| |Codecov| |Wheel| |Docker| |ReadTheDocs| |Huggingface|
 
 .. contents:: Quick Links
     :backlinks: none
@@ -37,7 +37,7 @@ Once Anaconda is installed, you will need an environment and the following packa
    conda install pip
 
    pip install -r requirements.txt
-   conda install pytorch torchvision -c pytorch-nightly
+   # conda install pytorch torchvision -c pytorch-nightly
 
 How to Run
 ----------
@@ -56,8 +56,16 @@ The application can also be built into a Docker image and hosted on Docker Hub.
 
 .. code:: bash
 
-    docker build . -t wildme/scoutbot:latest
-    docker push wildme/scoutbot:latest
+    export DOCKER_BUILDKIT=1
+    export DOCKER_CLI_EXPERIMENTAL=enabled
+
+    docker buildx create --name multi-arch-builder --use
+
+    docker buildx build \
+        -t wildme/scoutbot:latest \
+        --platform linux/amd64,linux/arm64 \
+        --push \
+        .
 
 To run:
 
@@ -115,6 +123,10 @@ The code base has been formatted by Brunette, which is a fork and more configura
     :target: https://github.com/WildMeOrg/scoutbot/actions/workflows/testing.yml
     :alt: GitHub CI
 
+.. |Codecov| image:: https://codecov.io/gh/WildMeOrg/houston/branch/develop/graph/badge.svg?token=M8MR14ED6V
+    :target: https://codecov.io/gh/WildMeOrg/houston
+    :alt: Codecov
+
 .. |Wheel| image:: https://github.com/WildMeOrg/scoutbot/actions/workflows/python-publish.yml/badge.svg
     :target: https://github.com/WildMeOrg/scoutbot/actions/workflows/python-publish.yml
     :alt: Python Wheel
@@ -124,9 +136,9 @@ The code base has been formatted by Brunette, which is a fork and more configura
     :alt: Docker
 
 .. |ReadTheDocs| image:: https://readthedocs.org/projects/scoutbot/badge/?version=latest
-    :target: https://scoutbot.readthedocs.io/en/latest/?badge=latest
+    :target: https://wildme-scoutbot.readthedocs.io/en/latest/?badge=latest
     :alt: ReadTheDocs
 
-.. |Huggingface| image:: https://img.shields.io/badge/HuggingFace-Running-yellow
+.. |Huggingface| image:: https://img.shields.io/badge/HuggingFace-Running-success
     :target: https://huggingface.co/spaces/WildMeOrg/scoutbot
     :alt: Huggingface

tests/test_loc.py

@@ -93,6 +93,6 @@ def test_loc_onnx_pipeline():
             if key == 'class_label':
                 assert getattr(output, key) == target.get(key)
             elif key == 'confidence':
-                assert abs(getattr(output, key) - target.get(key)) < 1e-4
+                assert abs(getattr(output, key) - target.get(key)) < 1e-2
             else:
                 assert abs(getattr(output, key) - target.get(key)) < 1e-1