Fix Dockerfile to ensure proper build

Dockerfile

@@ -1,35 +1,43 @@
-FROM pytorch/pytorch:2.1.2-cuda12.1-cudnn8-runtime
-ARG DEBIAN_FRONTEND=noninteractive
+FROM nvidia/cuda:11.3.1-devel-ubuntu20.04
 
-ENV CUDA_HOME=/usr/local/cuda \
-     TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0 7.5 8.0 8.6+PTX" \
-     SETUPTOOLS_USE_DISTUTILS=stdlib
+ENV CUDA_HOME=/usr/local/cuda-11.3/
 
-RUN conda update conda -y
+# Avoid interactive prompts during build
+ENV DEBIAN_FRONTEND=noninteractive
 
-# Install libraries in the brand new image. 
-RUN apt-get -y update && apt-get install -y --no-install-recommends \
-         wget \
+# System dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
     build-essential \
     git \
+    wget \
+    python3.8 \
+    python3-pip \
+    python3-venv \
     python3-opencv \
-         ca-certificates && \
-    rm -rf /var/lib/apt/lists/*
+    && rm -rf /var/lib/apt/lists/*
 
-# Set the working directory for all the subsequent Dockerfile instructions.
-WORKDIR /opt/program
+WORKDIR /app
 
+# Clone GroundingDINO repo
 RUN git clone https://github.com/IDEA-Research/GroundingDINO.git
 
-RUN mkdir weights ; cd weights ; wget -q https://github.com/IDEA-Research/GroundingDINO/releases/download/v0.1.0-alpha/groundingdino_swint_ogc.pth ; cd ..
+# Install Python dependencies
+RUN pip install --upgrade pip && \
+    pip install torch==1.12.1+cu113 torchvision==0.13.1+cu113 --extra-index-url https://download.pytorch.org/whl/cu113 && \
+    pip install networkx==2.6.3
 
-RUN conda install -c "nvidia/label/cuda-12.1.1" cuda -y
-ENV CUDA_HOME=$CONDA_PREFIX
+# Install GroundingDINO requirements
+RUN cd GroundingDINO && \
+    pip install -r requirements.txt && \
+    pip install -e .
 
-ENV PATH=/usr/local/cuda/bin:$PATH
+# Download pre-trained weights
+RUN mkdir -p /app/weights && \
+    wget -P /app/weights https://github.com/IDEA-Research/GroundingDINO/releases/download/v0.1.0-alpha/groundingdino_swint_ogc.pth
 
-RUN cd GroundingDINO/ && python -m pip install .
+# Environment variables
+ENV PYTHONPATH=/app/GroundingDINO
+ENV CUDA_VISIBLE_DEVICES=0
 
-COPY docker_test.py docker_test.py
-
-CMD [ "python", "docker_test.py" ]
+# Use JSON array format for CMD
+CMD ["bash", "-c", "cd GroundingDINO && python3 demo/gradio_app.py"]

README.md

@@ -248,6 +248,15 @@ cv2.imwrite("annotated_image.jpg", annotated_frame)
 
 We also provide a demo code to integrate Grounding DINO with Gradio Web UI. See the file `demo/gradio_app.py` for more details.
 
+**Running Web UI with Docker**
+
+To run the web UI using Docker, first build and run the container:
+
+```bash
+docker build -t grounding_dino .
+docker run --gpus all --network host -it grounding_dino
+```
+
 **Notebooks**
 
 - We release [demos](demo/image_editing_with_groundingdino_gligen.ipynb) to combine [Grounding DINO](https://arxiv.org/abs/2303.05499) with [GLIGEN](https://github.com/gligen/GLIGEN)  for more controllable image editings.