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import gradio as gr | |
import google.generativeai as genai | |
import os | |
import io | |
import mimetypes | |
from PIL import Image | |
# Initialize Gemini API | |
try: | |
GOOGLE_API_KEY = os.environ["GOOGLE_API_KEY"] | |
genai.configure(api_key=GOOGLE_API_KEY) | |
model = genai.GenerativeModel("gemini-pro-vision") | |
except KeyError: | |
print("Error: GEMINI_API_KEY not found in environment variables. Please set it in Hugging Face Space secrets.") | |
exit() | |
except Exception as e: | |
print(f"Error initializing Gemini API: {e}") | |
exit() | |
def generate_response(text_input, file_input): | |
"""Generates a response using Gemini's multiprompt feature with various file types.""" | |
try: | |
contents = [] | |
if text_input: | |
contents.append(text_input) | |
if file_input: | |
file_path = file_input | |
mime_type, _ = mimetypes.guess_type(file_path) | |
if mime_type is None: | |
return "Unsupported file type. Please upload a valid image, video, audio, or PDF." | |
try: | |
with open(file_path, "rb") as f: | |
file_bytes = f.read() | |
except Exception as e: | |
return f"Error reading file: {e}" | |
if mime_type.startswith("image"): | |
try: | |
# Check if it's a valid image | |
Image.open(io.BytesIO(file_bytes)) | |
contents.append({ | |
"mime_type": mime_type, | |
"data": file_bytes | |
}) | |
except Exception as e: | |
return f"Error processing image: {e}" | |
elif mime_type.startswith("video") or mime_type.startswith("audio") or mime_type == "application/pdf": | |
contents.append({ | |
"mime_type": mime_type, | |
"data": file_bytes | |
}) | |
else: | |
return "Unsupported file type. Please upload a valid image, video, audio, or PDF." | |
if not contents: | |
return "Please provide either text or a file." | |
response = model.generate_content(contents) | |
response.resolve() | |
return response.text | |
except Exception as e: | |
return f"Error generating response: {e}" | |
# Gradio Interface | |
iface = gr.Interface( | |
fn=generate_response, | |
inputs=[ | |
gr.Textbox(lines=3, placeholder="Enter text prompt here..."), | |
gr.File(label="Upload a File (Image, Video, Audio, PDF)") | |
], | |
outputs=gr.Textbox(label="Gemini Response"), | |
title="Multimodal Gemini Chatbot", | |
description="Upload an image, video, audio, or PDF, or enter text to interact with Gemini. You can provide both text and a file for multiprompt." | |
) | |
if __name__ == "__main__": | |
iface.launch(share=False) |