Changed to have an attempt of build TRT10.3

.dockerignore

@@ -15,4 +15,6 @@ __pycache__
 .pytest_cache
 .git
 *.md
-scripts
+scripts/*
+!scripts/jetson/
+!scripts/jetson/generate_int8_cache.py

.woodpecker/build-push-jetson-trt104.yml

@@ -0,0 +1,31 @@
+when:
+  - event: [manual]
+    evaluate: 'BUILD_JETSON_TRT104 == "1"'
+
+labels:
+  platform: arm64
+
+steps:
+  - name: build-push-jetson-trt104
+    image: docker
+    environment:
+      REGISTRY_HOST:
+        from_secret: registry_host
+      REGISTRY_USER:
+        from_secret: registry_user
+      REGISTRY_TOKEN:
+        from_secret: registry_token
+    commands:
+      - echo "$REGISTRY_TOKEN" | docker login "$REGISTRY_HOST" -u "$REGISTRY_USER" --password-stdin
+      - export TAG=${CI_COMMIT_BRANCH}-arm-trt104
+      - export BUILD_DATE=$(date -u +%Y-%m-%dT%H:%M:%SZ)
+      - |
+        docker build -f Dockerfile.jetson.trt104 \
+          --build-arg CI_COMMIT_SHA=$CI_COMMIT_SHA \
+          --label org.opencontainers.image.revision=$CI_COMMIT_SHA \
+          --label org.opencontainers.image.created=$BUILD_DATE \
+          --label org.opencontainers.image.source=$CI_REPO_URL \
+          -t $REGISTRY_HOST/azaion/detections:$TAG .
+      - docker push $REGISTRY_HOST/azaion/detections:$TAG
+    volumes:
+      - /var/run/docker.sock:/var/run/docker.sock

Dockerfile.jetson.trt104

@@ -0,0 +1,21 @@
+FROM nvcr.io/nvidia/tensorrt:24.09-py3-igpu
+ARG CI_COMMIT_SHA=unknown
+ENV AZAION_REVISION=$CI_COMMIT_SHA
+
+RUN apt-get update && apt-get install -y \
+    python3 python3-pip python3-dev gcc \
+    libgl1 libglib2.0-0 \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+COPY requirements.txt requirements-jetson.txt ./
+RUN pip3 install --no-cache-dir -r requirements-jetson.txt
+COPY . .
+RUN BUILD_TENSORRT_EXTENSIONS=1 python3 setup.py build_ext --inplace
+ENV PYTHONPATH=/app/src
+RUN adduser --disabled-password --no-create-home --gecos "" appuser \
+    && mkdir -p /app/Logs \
+    && chown -R appuser /app
+USER appuser
+EXPOSE 8080
+CMD ["python3", "-m", "uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8080"]

_docs/04_deploy/containerization.md

@@ -139,6 +139,21 @@ Already exists: `e2e/docker-compose.test.yml`. No changes needed — supports bo
 docker compose -f docker-compose.jetson.yml up
 ```
 
+### detections-jetson-trt104 (Dockerfile.jetson.trt104)
+
+Experimental INT8 calibration image for Jetson Orin devices. It uses NVIDIA's TensorRT iGPU container:
+
+| Aspect | Specification |
+|--------|--------------|
+| Base image | `nvcr.io/nvidia/tensorrt:24.09-py3-igpu` |
+| TensorRT | TensorRT 10.4.0.26 |
+| Purpose | Work around TensorRT 10.3 INT8 calibration failures such as `checkSanity.cpp::checkLinks` / `Graph::regions` internal errors |
+
+Build/tag example:
+```bash
+docker build -f Dockerfile.jetson.trt104 -t <registry>/azaion/detections:dev-arm-trt104 .
+```
+
 ## Image Tagging Strategy
 
 | Context | Tag Format | Example |