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README.md
deepstack-ui
UI for working with Deepstack. Allows uploading an image and performing object detection with Deepstack. The effect of various parameters can be explored, including filtering the classes of object detected, filtering by minimum confidence (%), and spatial filtering using a region of interest (ROI).
Run deepstack
Run deepstack object detection:
docker run -e VISION-DETECTION=True -p 5000:5000 -e API-KEY="" -e MODE=High deepquestai/deepstack:latest
You will need the ip address of the machine running deepstack, which is passed to the Streamlit app using an environment variable.
Run deepstack-ui with Docker
The deepstack-ui
is designed to be run in a docker container. The UI picks up the information about your deepstack instance from environment variables which are passed into the container using the -e VARIABLE=value
approach. All environment variables that can be passed are listed below:
- DEEPSTACK_IP : the IP address of your deepstack instance, default "localhost"
- DEEPSTACK_PORT : the PORT of your deepstack instance, default 80
- DEEPSTACK_API_KEY : the API key of your deepstack instance, if you have set one
- DEEPSTACK_TIMEOUT : the timeout to wait for deepstack, default 10 seconds
From the root dir, build the deepstack-ui container from source and then run the UI, passing the DEEPSTACK_IP
environment variable:
docker build -t deepstack-ui .
docker run -p 8501:8501 -e DEEPSTACK_IP='192.168.1.133' deepstack-ui:latest
The UI is now viewable at http://localhost:8501 (not whatever ip address is shown in the logs, this is the internal docker ip)
Alternatively if you are running deepstack with non default parameters, an example would be:
docker run -p 8501:8501 \
-e DEEPSTACK_IP='192.168.1.133' \
-e DEEPSTACK_PORT=5000 \
-e DEEPSTACK_API_KEY='my_key' \
-e DEEPSTACK_TIMEOUT=20 \
robmarkcole/deepstack-ui:latest`
FAQ
Q1: I get the error: TypeError: cannot unpack non-iterable DeepstackException object
A1: You probably didn't pass the required environment variables (DEEPSTACK_IP
etc.)
Development
- Create and activate a venv:
python3 -m venv venv
andsource venv/bin/activate
- Install requirements:
pip3 install -r requirements.txt
- Export required environment variables:
export DEEPSTACK_IP='192.168.1.133'
- Run streamlit from
app
folder:streamlit run deepstack-ui.py