🚀 feat(post-processing): Add MEBin post processor from AnomalyNCD

.github/CODEOWNERS

@@ -3,81 +3,63 @@
 
 # These owners will be the default owners for everything in
 # the repo.
-* @samet-akcay
+* @samet-akcay @ashwinvaidya17 @rajeshgangireddy
 
 # CI/CD
-/.ci/                                                       @ashwinvaidya17
+/.ci/                                                       @ashwinvaidya17 @samet-akcay @AlexanderBarabanov
 /.devcontainer                                              @ashwinvaidya17
 /.github                                                    @ashwinvaidya17
 /.dockerignore                                              @ashwinvaidya17
 
 # Docs
 /docs                                                       @samet-akcay
+/examples                                                   @samet-akcay @ashwinvaidya17 @rajeshgangireddy
 
 # Notebooks
-/examples/notebooks/000_getting_started                              @samet-akcay
-/examples/notebooks/100_datamodules                                  @djdameln
-/examples/notebooks/200_models                                       @samet-akcay
-/examples/notebooks/300_benchmarking                                 @ashwinvaidya17
-/examples/notebooks/400_openvino                                     @samet-akcay
-/examples/notebooks/README.md                                        @samet-akcay
+/examples/notebooks/01_getting_started                     @samet-akcay
+/examples/notebooks/02_data                                @ashwinvaidya17 @rajeshgangireddy
+/examples/notebooks/03_models                              @samet-akcay
+/examples/notebooks/04_metrics                             @ashwinvaidya17 @rajeshgangireddy
+/examples/notebooks/05_loggers                             @samet-akcay @ashwinvaidya17
+/examples/notebooks/06_visualization                       @samet-akcay @ashwinvaidya17
+/examples/notebooks/07_deployment                          @ashwinvaidya17 @rajeshgangireddy
+/examples/notebooks/README.md                              @samet-akcay
 
 # Requirements
-/requirements/                                              @samet-akcay @ashwinvaidya17 @djdameln
+/requirements/                                              @samet-akcay @ashwinvaidya17  @rajeshgangireddy
 
 # Anomalib
-/src/anomalib/config                                        @ashwinvaidya17
-/src/anomalib/data                                          @djdameln
-/src/anomalib/deploy                                        @samet-akcay @ashwinvaidya17 @djdameln
-/src/anomalib/models/cfa                                    @samet-akcay
-/src/anomalib/models/cflow                                  @ashwinvaidya17
-/src/anomalib/models/csflow                                 @ashwinvaidya17
-/src/anomalib/models/dfkde                                  @djdameln
-/src/anomalib/models/dfm                                    @djdameln
-/src/anomalib/models/draem                                  @djdameln
-/src/anomalib/models/fastflow                               @samet-akcay
-/src/anomalib/models/ganomaly                               @ashwinvaidya17
-/src/anomalib/models/padim                                  @samet-akcay
-/src/anomalib/models/patchcore                              @djdameln
-/src/anomalib/models/reverse_distillation                   @ashwinvaidya17
-/src/anomalib/models/stfpm                                  @samet-akcay
-
-/src/anomalib/post_processing                               @ashwinvaidya17 @djdameln
-/src/anomalib/pre_processing/tiler.py                       @djdameln
-/src/anomalib/pre_processing/transforms                     @djdameln
-
-/src/anomalib/utils/callbacks                               @ashwinvaidya17
+/src/anomalib/callbacks                                     @ashwinvaidya17 @rajeshgangireddy
 /src/anomalib/cli                                           @ashwinvaidya17
-/src/anomalib/cv                                            @djdameln
-/src/anomalib/hpo                                           @ashwinvaidya17
+/src/anomalib/data                                          @ashwinvaidya17 @rajeshgangireddy
+/src/anomalib/deploy                                        @ashwinvaidya17  @rajeshgangireddy
+/src/anomalib/engine                                        @ashwinvaidya17  @rajeshgangireddy
 /src/anomalib/loggers                                       @ashwinvaidya17
-/src/anomalib/metrics                                       @djdameln
-/src/anomalib/sweep                                         @ashwinvaidya17
+/src/anomalib/metrics                                       @ashwinvaidya17 @rajeshgangireddy
+/src/anomalib/models                                        @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/src/anomalib/pipelines                                     @ashwinvaidya17
+/src/anomalib/post_processing                               @ashwinvaidya17 @rajeshgangireddy
+/src/anomalib/pre_processing                                @ashwinvaidya17 @rajeshgangireddy
+/src/anomalib/utils                                         @ashwinvaidya17 @rajeshgangireddy @samet-akcay
+/src/anomalib/visualization                                 @samet-akcay @ashwinvaidya17
+
 
-# Anomalib Model Components
-/src/anomalib/models/components/base                        @samet-akcay @ashwinvaidya17 @djdameln
-/src/anomalib/models/components/classification              @djdameln
-/src/anomalib/models/components/dimensionality_reduction    @djdameln @samet-akcay
-/src/anomalib/models/components/feature_extractors          @ashwinvaidya17
-/src/anomalib/models/components/filters                     @samet-akcay
-/src/anomalib/models/components/flow                        @samet-akcay
-/src/anomalib/models/components/layers                      @djdameln
-/src/anomalib/models/components/sampling                    @samet-akcay
-/src/anomalib/models/components/stats                       @djdameln @samet-akcay
+# Geti Inspect
+/application/ui                                             @MarkRedeman
+/application/backend                                        @maxxgx
 
 # Tests
-/tests/                                                     @samet-akcay @ashwinvaidya17
+/tests/                                                     @samet-akcay @ashwinvaidya17 @rajeshgangireddy
 
 # Misc
-/pyproject.toml                                             @samet-akcay
-/README.md                                                  @samet-akcay @ashwinvaidya17 @djdameln
-/setup.py                                                   @samet-akcay
-/third-party-programs.txt                                   @samet-akcay @ashwinvaidya17 @djdameln
-/tox.ini                                                    @samet-akcay
+/CHANGELOG.md                                               @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/pyproject.toml                                             @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/README.md                                                  @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/setup.py                                                   @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/third-party-programs.txt                                   @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/tox.ini                                                    @samet-akcay @ashwinvaidya17 @rajeshgangireddy
 
 # Tools
-/tools/benchmarking                                         @ashwinvaidya17
-/tools/hpo                                                  @ashwinvaidya17
-/tools/inference                                            @samet-akcay @djdameln
-/tools/test.py                                              @samet-akcay @djdameln
-/tools/train.py                                             @samet-akcay @djdameln
+/tools/experimental                                         @ashwinvaidya17
+/tools/tiled_ensemble                                       @samet-akcay @ashwinvaidya17 @rajeshgangireddy
+/tools/inference                                            @samet-akcay @ashwinvaidya17 @rajeshgangireddy

.github/actions/code-quality/pre-commit/action.yaml

@@ -69,15 +69,15 @@ runs:
   steps:
     # Set up Python environment with caching
     - name: Set up Python
-      uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+      uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6
       with:
         python-version: ${{ inputs.python-version }}
         cache: pip # Enable pip caching
         cache-dependency-path: .pre-commit-config.yaml
 
     # Set up Node.js for JavaScript-related hooks
     - name: Set up Node.js
-      uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
+      uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5
       with:
         node-version: ${{ inputs.node-version }}
 
@@ -92,7 +92,7 @@ runs:
     - name: Cache pre-commit hooks
       if: inputs.cache == 'true'
       id: pre-commit-cache
-      uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4
+      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
       with:
         path: ~/.cache/pre-commit
         # Cache key includes Python and Node versions to ensure correct environment

.github/actions/pytest/action.yaml

@@ -94,24 +94,26 @@ runs:
   steps:
     # Set up Python with pip caching
     - name: Set up Python environment
-      uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+      uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6
       with:
         python-version: ${{ inputs.python-version }}
         cache: ${{ inputs.enable-cache == 'true' && 'pip' || '' }}
         cache-dependency-path: ${{ inputs.enable-cache == 'true' && 'pyproject.toml' || '' }}
 
+    - name: Set up uv
+      uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6.8.0
+
     # Create and configure virtual environment
     - name: Configure virtual environment
       id: setup-venv
       shell: bash
       run: |
-        # Create isolated test environment
-        python -m venv .venv
+        # Create isolated test environment with uv using the configured Python
+        uv venv --python "$(command -v python)" .venv
         source .venv/bin/activate
-        # Install dependencies with dev extras
-        python -m pip install --upgrade pip
-        pip install ".[dev]"
-        pip install codecov
+        # Install dependencies with dev extras into the uv-managed environment
+        uv pip install ".[dev]"
+        uv pip install codecov
 
     # Determine which tests to run based on input
     - name: Determine test scope
@@ -142,8 +144,8 @@ runs:
         INPUTS_MAX_TEST_TIME: ${{ inputs.max-test-time }}
         STEPS_TEST_SCOPE_OUTPUTS_PATH: ${{ steps.test-scope.outputs.path }}
       run: |
-        source .venv/bin/activate
         start_time=$(date +%s)
+        set -o pipefail
 
         # Set device-specific pytest arguments
         if [ "$INPUTS_DEVICE" = "cpu" ]; then
@@ -153,7 +155,7 @@ runs:
         fi
 
         # Run pytest
-        PYTHONPATH=src pytest "$STEPS_TEST_SCOPE_OUTPUTS_PATH" \
+        PYTHONPATH=src uv run pytest "$STEPS_TEST_SCOPE_OUTPUTS_PATH" \
           --numprocesses=0 \
           --durations=10 \
           --durations-min=1.0 \
@@ -162,7 +164,7 @@ runs:
           --cov=src \
           --cov-report=xml \
           --cov-report=term-missing \
-          ${marker}
+          ${marker} | tee pytest_output.log
 
         test_exit_code=${PIPESTATUS[0]}
 
@@ -223,8 +225,7 @@ runs:
         INPUTS_PYTHON_VERSION: ${{ inputs.python-version }}
 
       run: |
-        source .venv/bin/activate
-        codecov --token "$INPUTS_CODECOV_TOKEN" \
+        uv run codecov --token "$INPUTS_CODECOV_TOKEN" \
                 --file coverage.xml \
                 --flags "$INPUTS_TEST_TYPE_py$INPUTS_PYTHON_VERSION" \
                 --name "$INPUTS_TEST_TYPE tests (Python $INPUTS_PYTHON_VERSION)"

.github/actions/security/bandit/action.yaml

@@ -88,7 +88,7 @@ runs:
   using: composite
   steps:
     - name: Set up Python
-      uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+      uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
       with:
         python-version: "3.10"
 
@@ -101,7 +101,7 @@ runs:
     - name: Get changed files
       if: inputs.scan-scope == 'changed'
       id: changed-files
-      uses: tj-actions/changed-files@ed68ef82c095e0d48ec87eccea555d944a631a4c # v46.0.5
+      uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
       with:
         files: |
           **/*.py
@@ -170,6 +170,6 @@ runs:
         retention-days: 7
     - name: Upload sarif
       if: hashFiles('bandit-report.sarif') != '' # if SARIF is available, upload it
-      uses: github/codeql-action/upload-sarif@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/upload-sarif@64d10c13136e1c5bce3e5fbde8d4906eeaafc885 # v3.30.6
       with:
         sarif_file: bandit-report.sarif

.github/actions/security/clamav/action.yaml

@@ -91,7 +91,7 @@ runs:
     - name: Get changed files
       if: inputs.scan-scope == 'changed'
       id: changed-files
-      uses: tj-actions/changed-files@ed68ef82c095e0d48ec87eccea555d944a631a4c # v46.0.5
+      uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
 
     - name: Run ClamAV scan
       id: run-clamav

.github/actions/security/semgrep/action.yaml

@@ -91,7 +91,7 @@ runs:
     - name: Get changed files
       if: inputs.scan-scope == 'changed'
       id: changed-files
-      uses: tj-actions/changed-files@ed68ef82c095e0d48ec87eccea555d944a631a4c # v46.0.5
+      uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
       with:
         files: |
           **/*.*
@@ -141,6 +141,7 @@ runs:
           --error \
           --timeout "$INPUTS_TIMEOUT" \
           --metrics=off \
+          --exclude "uv.lock" \
           ${FILES}
         exit_code="$?"
         echo "exit_code=$exit_code" >> $GITHUB_OUTPUT
@@ -151,6 +152,7 @@ runs:
           ${SEMGREP_SEVERITY} \
           --error \
           --metrics=off \
+          --exclude "uv.lock" \
           --timeout "$INPUTS_TIMEOUT" \
           --"$INPUTS_OUTPUT_FORMAT" \
           -o "${REPORT_FILE}" \
@@ -177,6 +179,6 @@ runs:
         retention-days: 7
     - name: Upload sarif
       if: hashFiles('security-results/semgrep/semgrep-results.sarif') != '' # if SARIF is available, upload it
-      uses: github/codeql-action/upload-sarif@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/upload-sarif@64d10c13136e1c5bce3e5fbde8d4906eeaafc885 # v3.30.6
       with:
         sarif_file: security-results/semgrep/semgrep-results.sarif

.github/actions/security/trivy/action.yaml

@@ -108,10 +108,10 @@ runs:
     - name: Get changed files
       if: inputs.scan-scope == 'changed'
       id: changed-files
-      uses: tj-actions/changed-files@ed68ef82c095e0d48ec87eccea555d944a631a4c # v46.0.5
+      uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
 
     - name: Cache Trivy vulnerability database
-      uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4
+      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
       with:
         path: ~/.cache/trivy
         key: trivy-db-${{ runner.os }}-${{ hashFiles('**/trivy-db/**') }}
@@ -227,6 +227,6 @@ runs:
         retention-days: 7
     - name: Upload sarif
       if: hashFiles('security-results/trivy/trivy-results.sarif') != '' # if SARIF is available, upload it
-      uses: github/codeql-action/upload-sarif@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/upload-sarif@64d10c13136e1c5bce3e5fbde8d4906eeaafc885 # v3.30.6
       with:
         sarif_file: security-results/trivy/trivy-results.sarif

.github/actions/security/zizmor/action.yaml

@@ -66,7 +66,7 @@ runs:
   using: composite
   steps:
     - name: Install uv
-      uses: astral-sh/setup-uv@e92bafb6253dcd438e0484186d7669ea7a8ca1cc # v6.4.3
+      uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6.8.0
       with:
         enable-cache: true
         activate-environment: true
@@ -76,7 +76,7 @@ runs:
     - name: Get changed files
       if: inputs.scan-scope == 'changed'
       id: changed-files
-      uses: tj-actions/changed-files@ed68ef82c095e0d48ec87eccea555d944a631a4c # v46.0.5
+      uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
       with:
         files: .github/**
 
@@ -144,6 +144,6 @@ runs:
         retention-days: 7
     - name: Upload sarif
       if: hashFiles('zizmor-report.sarif') != '' # if SARIF is available, upload it
-      uses: github/codeql-action/upload-sarif@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/upload-sarif@64d10c13136e1c5bce3e5fbde8d4906eeaafc885 # v3.30.6
       with:
         sarif_file: zizmor-report.sarif

.github/workflows/_reusable-artifact-builder.yaml

@@ -78,10 +78,10 @@ jobs:
     outputs:
       artifact-name: ${{ steps.set-artifact-name.outputs.name }}
     steps:
-      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
           persist-credentials: false
-      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+      - uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6
         with:
           python-version: ${{ inputs.python-version }}
       - name: Build package
@@ -102,7 +102,7 @@ jobs:
           path: dist/
           retention-days: 5
       - name: Cache pip dependencies
-        uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
         with:
           path: |
             ~/.cache/pip
@@ -111,7 +111,7 @@ jobs:
           restore-keys: |
             ${{ runner.os }}-pip-
       - name: Cache build artifacts
-        uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
         with:
           path: |
             dist/

.github/workflows/_reusable-code-quality.yaml

@@ -62,7 +62,7 @@ jobs:
     runs-on: ubuntu-latest
     timeout-minutes: 5
     steps:
-      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
           fetch-depth: 0
           lfs: true

.github/workflows/_reusable-pr-title-check.yaml

@@ -60,12 +60,12 @@ jobs:
     timeout-minutes: 5
     steps:
       - name: Checkout repository
-        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
           persist-credentials: false
 
       - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6
         with:
           python-version: ${{ inputs.python-version }}
           cache: pip

.github/workflows/_reusable-production-release-process.yaml

@@ -90,7 +90,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Download artifacts
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4
+        uses: actions/download-artifact@634f93cb2916e3fdff6788551b99b062d0335ce0 # v5
         with:
           name: ${{ inputs.artifact-name }}
           path: dist