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import os | |
import time | |
from typing import List, Tuple, Optional | |
import google.generativeai as genai | |
import gradio as gr | |
from PIL import Image | |
print("google-generativeai:", genai.__version__) | |
GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY") | |
TITLE = """<h1 align="center">π Gemini Personal Stylist Chatbot ποΈ</h1>""" | |
SUBTITLE = """<h2 align="center">Chat with Your Personal Stylist using Gemini Vision Pro πΌοΈ</h2>""" | |
IMAGE_WIDTH = 512 | |
def preprocess_image(image: Image.Image) -> Image.Image: | |
image_height = int(image.height * IMAGE_WIDTH / image.width) | |
return image.resize((IMAGE_WIDTH, image_height)) | |
def user(text_prompt: str, chatbot: List[Tuple[str, str]]): | |
return "", chatbot + [[text_prompt, None]] | |
def bot( | |
google_key: str, | |
image_prompt: Optional[Image.Image], | |
text_prompt: str, | |
chatbot: List[Tuple[str, str]] | |
): | |
google_key = google_key or GOOGLE_API_KEY | |
if not google_key: | |
raise ValueError("GOOGLE_API_KEY is not set. Please set it up.") | |
genai.configure(api_key=google_key) | |
instructions = "Instructions: Consider the following image and provide styling advice:" | |
images_with_prompt = [text_prompt, instructions] + [preprocess_image(image_prompt)] | |
model = genai.GenerativeModel('gemini-pro-vision') | |
response = model.generate_content(images_with_prompt, stream=True) | |
response.resolve() | |
chatbot[-1][1] = "" | |
for chunk in response: | |
for i in range(0, len(chunk.text), 10): | |
chatbot[-1][1] += chunk.text[i:i + 10] | |
time.sleep(0.01) | |
yield chatbot | |
google_key_component = gr.Textbox( | |
label="GOOGLE API KEY", | |
type="password", | |
placeholder="Enter your Google API Key", | |
visible=GOOGLE_API_KEY is None | |
) | |
image_prompt_component = gr.Image(type="pil", label="Upload Image") | |
chatbot_component = gr.Chatbot(label='Gemini Personal Stylist') | |
text_prompt_component = gr.Textbox( | |
placeholder="Describe your style needs", | |
label="Enter your prompt and press Enter" | |
) | |
run_button_component = gr.Button("Ask Stylist") | |
user_inputs = [text_prompt_component, chatbot_component] | |
bot_inputs = [google_key_component, image_prompt_component, text_prompt_component, chatbot_component] | |
with gr.Blocks() as demo: | |
gr.HTML(TITLE) | |
gr.HTML(SUBTITLE) | |
with gr.Column(): | |
google_key_component.render() | |
image_prompt_component.render() | |
chatbot_component.render() | |
text_prompt_component.render() | |
run_button_component.render() | |
run_button_component.click( | |
fn=user, | |
inputs=user_inputs, | |
outputs=[text_prompt_component, chatbot_component], | |
queue=False | |
).then( | |
fn=bot, inputs=bot_inputs, outputs=[chatbot_component] | |
) | |
text_prompt_component.submit( | |
fn=user, | |
inputs=user_inputs, | |
outputs=[text_prompt_component, chatbot_component], | |
queue=False | |
).then( | |
fn=bot, inputs=bot_inputs, outputs=[chatbot_component] | |
) | |
demo.launch() | |