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Create app.py
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app.py
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import base64
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import requests
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from io import BytesIO
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from PIL import Image
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import gradio as gr
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def encode_image(img):
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"""
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Encodes a PIL Image to a base64 string.
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"""
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buffered = BytesIO()
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img.save(buffered, format="PNG")
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encoded_string = base64.b64encode(buffered.getvalue()).decode("utf-8")
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return encoded_string
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def get_image_description(api_key, uploaded_image):
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"""
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Sends the uploaded image and API key to the Hyperbolic API and retrieves the response.
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"""
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if not api_key:
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return {"error": "API key is required."}
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if uploaded_image is None:
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return {"error": "No image uploaded."}
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try:
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# Open the uploaded image
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img = Image.open(uploaded_image)
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base64_img = encode_image(img)
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api_endpoint = "https://api.hyperbolic.xyz/v1/chat/completions"
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headers = {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {api_key}",
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}
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payload = {
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"messages": [
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{
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"role": "user",
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"content": [
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{"type": "text", "text": "What is this image?"},
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{
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"type": "image_url",
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"image_url": {"url": f"data:image/png;base64,{base64_img}"},
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},
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],
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}
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],
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"model": "Qwen/Qwen2-VL-72B-Instruct",
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"max_tokens": 2048,
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"temperature": 0.7,
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"top_p": 0.9,
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}
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response = requests.post(api_endpoint, headers=headers, json=payload)
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# Check if the request was successful
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if response.status_code == 200:
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return response.json()
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else:
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return {"error": f"API Error: {response.status_code} - {response.text}"}
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except Exception as e:
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return {"error": str(e)}
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# Define the Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown(
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"""
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# Image Description with Hyperbolic API
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Upload an image and enter your Hyperbolic API key to get a description of the image.
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"""
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)
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with gr.Row():
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api_key_input = gr.Textbox(
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label="Hyperbolic API Key",
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type="password",
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placeholder="Enter your API key here",
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interactive=True
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)
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with gr.Row():
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image_input = gr.Image(
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label="Upload Image",
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type="filepath",
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tool="editor"
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)
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with gr.Row():
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submit_button = gr.Button("Get Description")
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output = gr.JSON(label="API Response")
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# Define the button click event
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submit_button.click(
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fn=get_image_description,
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inputs=[api_key_input, image_input],
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outputs=output
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)
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gr.Markdown(
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"""
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---
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**Note:** Your API key is used only for this session and is not stored.
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"""
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)
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# Launch the Gradio app
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if __name__ == "__main__":
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demo.launch()
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