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

docker --version
docker compose version

Repository Structure#

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#

# 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#

docker compose build order-accuracy
docker compose build frame-selector
docker compose build gradio-ui
docker compose build rtsp-streamer

Rebuild Without Cache#

docker compose build --no-cache

Model Preparation#

Before starting services, download and export models:

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#

make up

Verify services are running:

make status
make test-api

Troubleshooting#

Build Fails (network / pip)#

docker compose build --no-cache

Model File Not Found#

# Verify models were correctly set up
ls ../ovms-service/models/
ls models/easyocr/
ls models/yolo11n_int8_openvino_model/

GPU Not Detected#

sudo usermod -aG render $USER
# Log out and back in, then restart services
make down && make up