From d5a50696d42f5009c27e66a0e36fe1cfff9898e2 Mon Sep 17 00:00:00 2001
From: Philipp Millet <60098436+pppmlt@users.noreply.github.com>
Date: Fri, 4 Nov 2022 15:21:17 +0100
Subject: [PATCH 1/4] add cml action

---
 .github/workflows/cml.yaml | 24 ++++++++++++++++++++++++
 1 file changed, 24 insertions(+)
 create mode 100644 .github/workflows/cml.yaml

diff --git a/.github/workflows/cml.yaml b/.github/workflows/cml.yaml
new file mode 100644
index 000000000..041cce0d7
--- /dev/null
+++ b/.github/workflows/cml.yaml
@@ -0,0 +1,24 @@
+name: model-wine-quality
+on: push
+jobs:
+  run:
+    runs-on: ubuntu-latest
+    # optionally use a convenient Ubuntu LTS + DVC + CML image
+    # container: ghcr.io/iterative/cml:0-dvc2-base1
+    steps:
+      - uses: actions/checkout@v3
+      # may need to setup NodeJS & Python3 on e.g. self-hosted
+      # - uses: actions/setup-node@v3
+      #   with:
+      #     node-version: '16'
+      # - uses: actions/setup-python@v4
+      #   with:
+      #     python-version: '3.x'
+      - uses: iterative/setup-cml@v1
+      - name: Train model
+        run: |
+          # Your ML workflow goes here
+          pip install -r requirements.txt
+          python train.py
+          echo "MODEL METRICS"
+          cat metrics.txt

From 233cccd8727045421f2a773ee6154ba88f20414d Mon Sep 17 00:00:00 2001
From: Philipp Millet <60098436+pppmlt@users.noreply.github.com>
Date: Fri, 4 Nov 2022 15:25:23 +0100
Subject: [PATCH 2/4] Update cml.yaml

---
 .github/workflows/cml.yaml | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/cml.yaml b/.github/workflows/cml.yaml
index 041cce0d7..9ad1be66e 100644
--- a/.github/workflows/cml.yaml
+++ b/.github/workflows/cml.yaml
@@ -20,5 +20,12 @@ jobs:
           # Your ML workflow goes here
           pip install -r requirements.txt
           python train.py
-          echo "MODEL METRICS"
-          cat metrics.txt
+          
+          echo "## MODEL METRICS" > report.md
+          cat metrics.txt >> report.md
+          
+          echo "## Data viz" >> report.md
+          cml-publish feature_importance.png --md >> report.md
+          cml-publish residuals.png >> report.md
+
+          cml-send-comment report.md

From cfb797488ef8a432a2f4ae8b5f7d2937245e5063 Mon Sep 17 00:00:00 2001
From: Philipp Millet <60098436+pppmlt@users.noreply.github.com>
Date: Fri, 4 Nov 2022 15:28:10 +0100
Subject: [PATCH 3/4] Update cml.yaml

---
 .github/workflows/cml.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/cml.yaml b/.github/workflows/cml.yaml
index 9ad1be66e..84f8b3557 100644
--- a/.github/workflows/cml.yaml
+++ b/.github/workflows/cml.yaml
@@ -21,11 +21,11 @@ jobs:
           pip install -r requirements.txt
           python train.py
           
-          echo "## MODEL METRICS" > report.md
+          echo "## Model metrics" > report.md
           cat metrics.txt >> report.md
           
           echo "## Data viz" >> report.md
           cml-publish feature_importance.png --md >> report.md
-          cml-publish residuals.png >> report.md
-
+          cml-publish residuals.png --md >> report.md
+          
           cml-send-comment report.md

From 11ec15512ac628e82605004e721de33bbe0d4804 Mon Sep 17 00:00:00 2001
From: Philipp Millet <60098436+pppmlt@users.noreply.github.com>
Date: Fri, 4 Nov 2022 16:34:12 +0100
Subject: [PATCH 4/4] Update cml.yaml

---
 .github/workflows/cml.yaml | 17 +++++------------
 1 file changed, 5 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/cml.yaml b/.github/workflows/cml.yaml
index 84f8b3557..36b35bcc5 100644
--- a/.github/workflows/cml.yaml
+++ b/.github/workflows/cml.yaml
@@ -3,19 +3,12 @@ on: push
 jobs:
   run:
     runs-on: ubuntu-latest
-    # optionally use a convenient Ubuntu LTS + DVC + CML image
-    # container: ghcr.io/iterative/cml:0-dvc2-base1
+    container: docker://dvcorg/cml-py3:latest
     steps:
-      - uses: actions/checkout@v3
-      # may need to setup NodeJS & Python3 on e.g. self-hosted
-      # - uses: actions/setup-node@v3
-      #   with:
-      #     node-version: '16'
-      # - uses: actions/setup-python@v4
-      #   with:
-      #     python-version: '3.x'
-      - uses: iterative/setup-cml@v1
-      - name: Train model
+      - uses: actions/checkout@v2
+      - name: cml_run
+        env:
+          repo_token: ${{ secrets.GITHUB_TOKEN }}
         run: |
           # Your ML workflow goes here
           pip install -r requirements.txt