# Build from Source This guide covers building Docker images locally instead of pulling them from the registry. --- ## Prerequisites - Docker 24.0+ and Docker Compose V2+ - Git ```bash docker --version docker compose version ``` --- ## Repository Structure ```text take-away/ ├── src/ # Main order-accuracy service source ├── frame-selector-service/ # YOLO frame selection service ├── gradio-ui/ # Web UI ├── rtsp-streamer/ # RTSP video streamer ├── config/ # Configuration files ├── models/ # YOLO + EasyOCR models (from setup_models.sh) ├── docker-compose.yaml ├── Dockerfile # order-accuracy service ├── Makefile └── requirements.txt ``` --- ## Building Images ### Build All Services ```bash # Pull images from registry (default) make build # Build all images locally from source make build REGISTRY=false ``` This builds: | Service | Image | | -------------- | ---------------------------------------------- | | order-accuracy | `intel/order-accuracy-take-away:2026.0.0` | | frame-selector | `intel/order-accuracy-frame-selector:2026.0.0` | | gradio-ui | `intel/order-accuracy-take-away-ui:2026.0.0` | | rtsp-streamer | `intel/order-accuracy-take-away-rtsp:2026.0.0` | > `semantic-service` and OVMS (`openvino/model_server`) are always pulled — they have no local build context. ### Build a Single Service ```bash docker compose build order-accuracy docker compose build frame-selector docker compose build gradio-ui docker compose build rtsp-streamer ``` ### Rebuild Without Cache ```bash docker compose build --no-cache ``` --- ## Model Preparation Before starting services, download and export models: ```bash cd ../ovms-service ./setup_models.sh cd ../take-away ``` This downloads and exports: - **Qwen2.5-VL-7B-Instruct** (OpenVINO INT8) → `ovms-service/models/` - **EasyOCR** models → `take-away/models/easyocr/` - **YOLO11n** (FP32 + INT8 OpenVINO) → `take-away/models/` --- ## Start Services ```bash make up ``` Verify services are running: ```bash make status make test-api ``` --- ## Troubleshooting ### Build Fails (network / pip) ```bash docker compose build --no-cache ``` ### Model File Not Found ```bash # Verify models were correctly set up ls ../ovms-service/models/ ls models/easyocr/ ls models/yolo11n_int8_openvino_model/ ``` ### GPU Not Detected ```bash sudo usermod -aG render $USER # Log out and back in, then restart services make down && make up ```