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TITLE = """<h1 align="center">Gemini Playground ✨</h1>""" | |
SUBTITLE = """<h2 align="center">Play with Gemini Pro and Gemini Pro Vision</h2>""" | |
import os | |
import time | |
import uuid | |
from typing import List, Tuple, Optional, Union | |
import google.generativeai as genai | |
import gradio as gr | |
from PIL import Image | |
from dotenv import load_dotenv | |
# Cargar las variables de entorno desde el archivo .env | |
load_dotenv() | |
print("google-generativeai:", genai.__version__) | |
# Obtener la clave de la API de las variables de entorno | |
GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY") | |
# Verificar que la clave de la API esté configurada | |
if not GOOGLE_API_KEY: | |
raise ValueError("GOOGLE_API_KEY is not set in environment variables.") | |
IMAGE_CACHE_DIRECTORY = "/tmp" | |
IMAGE_WIDTH = 512 | |
CHAT_HISTORY = List[Tuple[Optional[Union[Tuple[str], str]], Optional[str]]] | |
def preprocess_image(image: Image.Image) -> Optional[Image.Image]: | |
if image: | |
image_height = int(image.height * IMAGE_WIDTH / image.width) | |
return image.resize((IMAGE_WIDTH, image_height)) | |
def cache_pil_image(image: Image.Image) -> str: | |
image_filename = f"{uuid.uuid4()}.jpeg" | |
os.makedirs(IMAGE_CACHE_DIRECTORY, exist_ok=True) | |
image_path = os.path.join(IMAGE_CACHE_DIRECTORY, image_filename) | |
image.save(image_path, "JPEG") | |
return image_path | |
def upload(files: Optional[List[str]], chatbot: CHAT_HISTORY) -> CHAT_HISTORY: | |
for file in files: | |
image = Image.open(file).convert('RGB') | |
image_preview = preprocess_image(image) | |
if image_preview: | |
# Display a preview of the uploaded image | |
gr.Image(image_preview).render() | |
image_path = cache_pil_image(image) | |
chatbot.append(((image_path,), None)) | |
return chatbot | |
def user(text_prompt: str, chatbot: CHAT_HISTORY): | |
if text_prompt: | |
chatbot.append((text_prompt, None)) | |
return "", chatbot | |
def bot( | |
files: Optional[List[str]], | |
model_choice: str, | |
chatbot: CHAT_HISTORY | |
): | |
if not GOOGLE_API_KEY: | |
raise ValueError("GOOGLE_API_KEY is not set.") | |
# Configurar la API con la clave | |
genai.configure(api_key=GOOGLE_API_KEY) | |
generation_config = genai.types.GenerationConfig( | |
temperature=0.7, # Valor predeterminado | |
max_output_tokens=8192, # Fijar el límite de tokens a 8,192 | |
top_k=10, # Valor predeterminado | |
top_p=0.9 # Valor predeterminado | |
) | |
text_prompt = [chatbot[-1][0]] if chatbot and chatbot[-1][0] and isinstance(chatbot[-1][0], str) else [] | |
image_prompt = [preprocess_image(Image.open(file).convert('RGB')) for file in files] if files else [] | |
model = genai.GenerativeModel(model_choice) | |
response = model.generate_content(text_prompt + image_prompt, stream=True, generation_config=generation_config) | |
chatbot[-1][1] = "" | |
for chunk in response: | |
for i in range(0, len(chunk.text), 10): | |
section = chunk.text[i:i + 10] | |
chatbot[-1][1] += section | |
time.sleep(0.01) | |
yield chatbot | |
chatbot_component = gr.Chatbot( | |
label='Gemini', | |
bubble_full_width=False, | |
scale=2, | |
height=300 | |
) | |
text_prompt_component = gr.Textbox( | |
placeholder="Message...", show_label=False, autofocus=True, scale=8 | |
) | |
upload_button_component = gr.UploadButton( | |
label="Upload Images", file_count="multiple", file_types=["image"], scale=1 | |
) | |
run_button_component = gr.Button(value="Run", variant="primary", scale=1) | |
model_choice_component = gr.Dropdown( | |
choices=["gemini-1.5-flash", "gemini-2.0-flash-exp", "gemini-1.5-pro"], | |
value="gemini-1.5-flash", | |
label="Select Model", | |
scale=2 | |
) | |
user_inputs = [ | |
text_prompt_component, | |
chatbot_component | |
] | |
bot_inputs = [ | |
upload_button_component, | |
model_choice_component, | |
chatbot_component | |
] | |
with gr.Blocks() as demo: | |
gr.HTML(TITLE) | |
gr.HTML(SUBTITLE) | |
with gr.Column(): | |
chatbot_component.render() | |
with gr.Row(): | |
text_prompt_component.render() | |
upload_button_component.render() | |
run_button_component.render() | |
model_choice_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], | |
) | |
upload_button_component.upload( | |
fn=upload, | |
inputs=[upload_button_component, chatbot_component], | |
outputs=[chatbot_component], | |
queue=False | |
) | |
demo.queue(max_size=99).launch(debug=False, show_error=True) | |