`ultralytics 8.2.7` add Raspberry Pi Benchmarks CI (#10280)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

.github/workflows/ci.yaml

@@ -254,14 +254,27 @@ jobs:
       - name: Install requirements
         run: |
           python -m pip install --upgrade pip wheel
-          pip install -e . pytest mlflow pycocotools "ray[tune]<=2.9.3" --extra-index-url https://download.pytorch.org/whl/cpu
+          pip install -e ".[export]" pytest mlflow pycocotools "ray[tune]<=2.9.3"
       - name: Check environment
         run: |
           yolo checks
           pip list
       - name: Pytest tests
+        run: pytest --slow tests/
+      - name: Benchmark ClassificationModel
+        run: python -m ultralytics.cfg.__init__ benchmark model='yolov8n-cls.pt' imgsz=160 verbose=0.166
+      - name: Benchmark YOLOWorld DetectionModel
+        run: python -m ultralytics.cfg.__init__ benchmark model='yolov8s-worldv2.pt' imgsz=160 verbose=0.318
+      - name: Benchmark SegmentationModel
+        run: python -m ultralytics.cfg.__init__ benchmark model='yolov8n-seg.pt' imgsz=160 verbose=0.267
+      - name: Benchmark PoseModel
+        run: python -m ultralytics.cfg.__init__ benchmark model='yolov8n-pose.pt' imgsz=160 verbose=0.179
+      - name: Benchmark OBBModel
+        run: python -m ultralytics.cfg.__init__ benchmark model='yolov8n-obb.pt' imgsz=160 verbose=0.472
+      - name: Benchmark Summary
         run: |
-          pytest --slow tests/
+          cat benchmarks.log
+          echo "$(cat benchmarks.log)" >> $GITHUB_STEP_SUMMARY
       - name: Reboot # run a reboot command in the background to free resources for next run and not crash main thread
         run: sudo bash -c "sleep 10; reboot" &
 

pyproject.toml

@@ -102,7 +102,7 @@ export = [
     "openvino>=2024.0.0", # OpenVINO export
     "tensorflow<=2.13.1; python_version <= '3.11'", # TF bug https://github.com/ultralytics/ultralytics/issues/5161
     "tensorflowjs>=3.9.0; python_version <= '3.11'", # TF.js export, automatically installs tensorflow
-    # "flatbuffers>=23.5.26,<100", # update old 'flatbuffers' included inside tensorflow package: WARNING Dockerfile error https://github.com/ultralytics/ultralytics/actions/runs/8715942435/job/23908971614
+    "flatbuffers>=23.5.26,<100; platform_machine == 'aarch64'", # update old 'flatbuffers' included inside tensorflow package
     "numpy==1.23.5; platform_machine == 'aarch64'", # fix error: `np.bool` was a deprecated alias for the builtin `bool` when using TensorRT models on NVIDIA Jetson
     "h5py!=3.11.0; platform_machine == 'aarch64'", # fix h5py build issues due to missing aarch64 wheels in 3.11 release
 ]

ultralytics/__init__.py

@@ -1,6 +1,6 @@
 # Ultralytics YOLO 🚀, AGPL-3.0 license
 
-__version__ = "8.2.6"
+__version__ = "8.2.7"
 
 from ultralytics.data.explorer.explorer import Explorer
 from ultralytics.models import RTDETR, SAM, YOLO, YOLOWorld

ultralytics/engine/exporter.py

@@ -414,7 +414,7 @@ class Exporter:
     @try_export
     def export_openvino(self, prefix=colorstr("OpenVINO:")):
         """YOLOv8 OpenVINO export."""
-        check_requirements("openvino>=2024.0.0")  # requires openvino: https://pypi.org/project/openvino/
+        check_requirements(f'openvino{"<=2024.0.0" if ARM64 else ">=2024.0.0"}')  # fix OpenVINO issue on ARM64
         import openvino as ov
 
         LOGGER.info(f"\n{prefix} starting export with openvino {ov.__version__}...")