From 25a876c7fc7eff73c30aa435fe4e36349c7df81d Mon Sep 17 00:00:00 2001
From: Aaron Saxton <saxton@illinois.edu>
Date: Mon, 20 May 2024 10:30:26 -0500
Subject: [PATCH 1/3] Unrolling brocast

---
 src/grading.py | 17 ++++++++++++-----
 1 file changed, 12 insertions(+), 5 deletions(-)

diff --git a/src/grading.py b/src/grading.py
index 987211d..a482f40 100644
--- a/src/grading.py
+++ b/src/grading.py
@@ -26,10 +26,17 @@ def grade_poly_raster(pred_image, true_image, feedback_image=None):
         return (0, 0, 0, 0, feedback_image)
 
     if feedback_image is not None:
-        feedback_image[(true_image>=1).all(-1)] = MISS_COLOR
-        feedback_image[(pred_image>=1).all(-1)] = FAIL_COLOR
-        feedback_image[(intersection==1).all(-1)] = CORRECT_COLOR
-
+        feedback_image[0][(true_image>=1)[0]] = MISS_COLOR[0]
+        feedback_image[1][(true_image>=1)[0]] = MISS_COLOR[1]
+        feedback_image[2][(true_image>=1)[0]] = MISS_COLOR[2]
+        feedback_image[0][(pred_image>=1)[0]] = FAIL_COLOR[0]
+        feedback_image[1][(pred_image>=1)[0]] = FAIL_COLOR[1]
+        feedback_image[2][(pred_image>=1)[0]] = FAIL_COLOR[2]
+        feedback_image[0][(intersection==1)[0]] = CORRECT_COLOR[0]
+        feedback_image[1][(intersection==1)[0]] = CORRECT_COLOR[1]
+        feedback_image[2][(intersection==1)[0]] = CORRECT_COLOR[2]
+
+        #raise Exception(f"feedback Dim {type((true_image>=1))}\n{(true_image>=1).shape}\n {type(feedback_image)} \n{feedback_image[0].shape}")
     recall = true_positive / np.count_nonzero(true_image)
     precision = true_positive / np.count_nonzero(pred_image)
     
@@ -230,4 +237,4 @@ def detect_difficult_pixels(map_image, true_image, lgd_pts, set_false_as='hard')
         # the outside pixels will be deemed easy!
         hard_pixel_mask=pred_by_color
 
-    return hard_pixel_mask
\ No newline at end of file
+    return hard_pixel_mask

From 35ac205f39a9a4ac13d651ab90874468e121445f Mon Sep 17 00:00:00 2001
From: Aaron Saxton <saxton@illinois.edu>
Date: Wed, 22 May 2024 16:51:03 -0500
Subject: [PATCH 2/3] testing submodule commit

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 540ae4b..054984c 100644
--- a/README.md
+++ b/README.md
@@ -69,4 +69,4 @@ Example of a validation image from a UIUC model run on AR_StJoe_Mbs_poly
     Flag to enable the saving of debugging feedback images.
 
 ## Authors and acknowledgment
-This repo was created by and is maintained by the UIUC team.
+This repo was created by and is maintained by the amazing UIUC team.

From 3bb8baf1e41193c2636fd063c21e0ab8309d158c Mon Sep 17 00:00:00 2001
From: abodeuis <54557445+abodeuis@users.noreply.github.com>
Date: Wed, 5 Jun 2024 22:45:47 -0500
Subject: [PATCH 3/3] Created pytest.yml

---
 .github/workflows/pytest.yml | 34 ++++++++++++++++++++++++++++++++++
 1 file changed, 34 insertions(+)
 create mode 100644 .github/workflows/pytest.yml

diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml
new file mode 100644
index 0000000..efa70a1
--- /dev/null
+++ b/.github/workflows/pytest.yml
@@ -0,0 +1,34 @@
+# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
+# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
+
+name: Pytest
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    branches: [ "main" ]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.10.14", "3.11.7"]
+
+    steps:
+    - uses: actions/checkout@v4
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v3
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        python -m pip install pytest pytest-cov
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+    - name: Test with pytest
+      run: |
+        pytest tests