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import openai | |
import os | |
import gradio as gr | |
from dotenv import load_dotenv | |
import io | |
from PIL import Image | |
# Load environment variables (where your OpenAI key will be stored) | |
load_dotenv() | |
# Load the OpenAI API key from environment variables | |
openai.api_key = os.getenv("OPENAI_API_KEY").strip() | |
# Function to analyze the ad image (text analysis with GPT-4) | |
def analyze_ad(image): | |
# Convert the image to bytes (you can keep this for future multimodal capabilities) | |
image_bytes = io.BytesIO() | |
image.save(image_bytes, format='PNG') | |
image_bytes = image_bytes.getvalue() | |
# Placeholder: Using a simple prompt for text-based analysis (future multimodal support) | |
prompt = """ | |
This is an advertisement. Please generate a marketing persona based on this ad and provide scores (out of 10) on the following: | |
1. Relevance to Target Audience | |
2. Emotional Engagement | |
3. Brand Consistency | |
4. Creativity | |
5. Persuasiveness | |
Explain your reasoning for each score and provide a final persona description. | |
""" | |
# Send the prompt to GPT-4-turbo for analysis | |
response = openai.chat.completions.create( | |
model="gpt-4-turbo", | |
messages=[ | |
{"role": "system", "content": "You are a marketing expert analyzing an advertisement."}, | |
{"role": "user", "content": prompt} | |
], | |
temperature=0.7, | |
max_tokens=400 | |
) | |
# Extract the response text from the API output | |
result = response['choices'][0]['message']['content'] | |
# Return the result for display | |
return result | |
# Function to process the image and run the analysis | |
def upload_and_analyze(image): | |
# Call the analyze_ad function to generate marketing insights | |
result = analyze_ad(image) | |
return result | |
# Gradio interface for Hugging Face deployment | |
iface = gr.Interface( | |
fn=upload_and_analyze, | |
inputs=gr.Image(type="pil", label="Upload Advertisement Image"), # Upload the ad image | |
outputs=gr.Textbox(label="Marketing Persona and Ad Analysis"), | |
title="Advertisement Persona and Scoring Analyzer", | |
description="Upload an advertisement image and get a marketing persona along with scores for Relevance, Emotional Engagement, Brand Consistency, Creativity, and Persuasiveness." | |
) | |
# Launch the app | |
if __name__ == "__main__": | |
iface.launch() | |