diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..1d66aaf
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,18 @@
+FROM tensorflow/tensorflow:latest-gpu
+
+ENV DEBIAN_FRONTEND noninteractive
+
+WORKDIR /app
+
+COPY requirements.txt /app
+
+RUN pip install --prefer-binary --no-cache-dir -q -r requirements.txt && \
+    rm -rf ~/.cache
+
+COPY . /app/
+
+VOLUME /root/.keras
+
+EXPOSE 7860
+
+CMD ["python", "webui.py"]
diff --git a/README.md b/README.md
index 31af1c6..d791c10 100644
--- a/README.md
+++ b/README.md
@@ -139,6 +139,12 @@ If you want to use a different name, use the `--output` flag.
 
 Check out the `img2img.py` file for more options, including the number of steps.
 
+### Using the WebUI :
+
+```bash
+python webui.py
+```
+
 ## Example outputs 
 
 The following outputs have been generated using this implementation:
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..1ce8dcb
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,22 @@
+version: '3'
+
+services:
+  stable-diffusion-tf:
+    image: stable-diffusion-tf
+    build: .
+    volumes:
+      - keras:/root/.keras
+    ports:
+      - "7860:7860"
+    command: python3 webui.py
+    restart: unless-stopped
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              device_ids: ['0']
+              capabilities: [gpu]
+
+volumes:
+  keras:
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 1590124..891e542 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,4 +4,5 @@ Pillow==9.2.0
 tqdm==4.64.1
 ftfy==6.1.1
 regex==2022.9.13
+gradio==3.3.1
 tensorflow-addons==0.17.1
diff --git a/webui.py b/webui.py
new file mode 100644
index 0000000..b496d6e
--- /dev/null
+++ b/webui.py
@@ -0,0 +1,60 @@
+import gradio as gr
+from stable_diffusion_tf.stable_diffusion import StableDiffusion
+
+
+generator = StableDiffusion(img_height=512, img_width=512, jit_compile=False)
+
+
+def infer(prompt, samples, steps, scale, seed):
+    return generator.generate(
+        prompt,
+        num_steps=steps,
+        unconditional_guidance_scale=scale,
+        temperature=1,
+        batch_size=samples,
+        seed=seed,
+    )
+
+
+block = gr.Blocks()
+
+with block:
+    with gr.Group():
+        with gr.Box():
+            with gr.Row().style(equal_height=True):
+                text = gr.Textbox(
+                    label="Enter your prompt",
+                    show_label=False,
+                    max_lines=1,
+                    placeholder="Enter your prompt",
+                ).style(
+                    border=(True, False, True, True),
+                    rounded=(True, False, False, True),
+                    container=False,
+                )
+                btn = gr.Button("Generate image").style(
+                    margin=False,
+                    rounded=(False, True, True, False),
+                )
+        gallery = gr.Gallery(
+            label="Generated images", show_label=False, elem_id="gallery"
+        ).style(grid=[2], height="auto")
+
+        advanced_button = gr.Button("Advanced options", elem_id="advanced-btn")
+
+        with gr.Row(elem_id="advanced-options"):
+            samples = gr.Slider(label="Images", minimum=1, maximum=4, value=1, step=1)
+            steps = gr.Slider(label="Steps", minimum=1, maximum=200, value=50, step=1)
+            scale = gr.Slider(label="Guidance Scale", minimum=0, maximum=50, value=7.5, step=0.1)
+            seed = gr.Slider(
+                label="Seed",
+                minimum=0,
+                maximum=2147483647,
+                step=1,
+                randomize=True
+            )
+        text.submit(infer, inputs=[text, samples, steps, scale, seed], outputs=gallery)
+        btn.click(infer, inputs=[text, samples, steps, scale, seed], outputs=gallery)
+        advanced_button.click(None, [], text)
+
+block.launch(server_name='0.0.0.0')