Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,32 +1,240 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import time
|
| 3 |
+
import uuid
|
| 4 |
+
from typing import List, Tuple, Optional, Union
|
| 5 |
+
from PIL import Image
|
| 6 |
+
import google.generativeai as genai
|
| 7 |
+
import gradio as gr
|
| 8 |
+
from dotenv import load_dotenv
|
| 9 |
+
|
| 10 |
+
# Cargar las variables de entorno desde el archivo .env
|
| 11 |
+
load_dotenv()
|
| 12 |
+
|
| 13 |
+
print("google-generativeai:", genai.__version__)
|
| 14 |
+
|
| 15 |
+
# Obtener la clave de la API de las variables de entorno
|
| 16 |
+
GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
|
| 17 |
+
|
| 18 |
+
# Verificar que la clave de la API esté configurada
|
| 19 |
+
if not GOOGLE_API_KEY:
|
| 20 |
+
raise ValueError("GOOGLE_API_KEY is not set in environment variables.")
|
| 21 |
+
|
| 22 |
+
# Configuración del modelo Gemini
|
| 23 |
+
generation_config = {
|
| 24 |
+
"temperature": 1,
|
| 25 |
+
"top_p": 0.95,
|
| 26 |
+
"top_k": 40,
|
| 27 |
+
"max_output_tokens": 8192,
|
| 28 |
+
"response_mime_type": "text/plain",
|
| 29 |
+
}
|
| 30 |
+
|
| 31 |
+
genai.configure(api_key=GOOGLE_API_KEY)
|
| 32 |
+
|
| 33 |
+
# Inicializar los modelos para ambas pestañas
|
| 34 |
+
model_with_images = genai.GenerativeModel(
|
| 35 |
+
model_name="gemini-1.5-flash",
|
| 36 |
+
generation_config=generation_config
|
| 37 |
+
)
|
| 38 |
+
|
| 39 |
+
model_text_only = genai.GenerativeModel(
|
| 40 |
+
model_name="gemini-1.5-flash",
|
| 41 |
+
generation_config=generation_config
|
| 42 |
+
)
|
| 43 |
+
|
| 44 |
+
# Inicializar la sesión de chat para el chatbot sin imágenes
|
| 45 |
+
chat_text_only = model_text_only.start_chat(history=[])
|
| 46 |
+
|
| 47 |
+
# Función para transformar el historial de Gradio al formato de Gemini
|
| 48 |
+
def transform_history(history):
|
| 49 |
+
new_history = []
|
| 50 |
+
for chat_entry in history:
|
| 51 |
+
new_history.append({"parts": [{"text": chat_entry[0]}], "role": "user"})
|
| 52 |
+
new_history.append({"parts": [{"text": chat_entry[1]}], "role": "model"})
|
| 53 |
+
return new_history
|
| 54 |
+
|
| 55 |
+
# Función de respuesta que maneja el historial para el chatbot sin imágenes
|
| 56 |
+
def bot_response(
|
| 57 |
+
model_choice: str,
|
| 58 |
+
system_instruction: str,
|
| 59 |
+
text_prompt: str,
|
| 60 |
+
chatbot: list,
|
| 61 |
+
) -> Tuple[list, str]:
|
| 62 |
+
"""
|
| 63 |
+
Envía el mensaje al modelo, obtiene la respuesta y actualiza el historial.
|
| 64 |
+
"""
|
| 65 |
+
if not text_prompt.strip():
|
| 66 |
+
return chatbot, "Por favor, escribe un mensaje válido."
|
| 67 |
+
|
| 68 |
+
# Transformar el historial al formato que espera Gemini
|
| 69 |
+
transformed_history = transform_history(chatbot)
|
| 70 |
+
|
| 71 |
+
# Configurar el modelo
|
| 72 |
+
chat_text_only.history = transformed_history
|
| 73 |
+
|
| 74 |
+
# Enviar el mensaje y obtener la respuesta
|
| 75 |
+
response = chat_text_only.send_message(text_prompt)
|
| 76 |
+
response.resolve()
|
| 77 |
+
|
| 78 |
+
# Obtener el texto generado por el modelo
|
| 79 |
+
generated_text = response.text
|
| 80 |
+
|
| 81 |
+
# Actualizar el historial con la pregunta y la respuesta
|
| 82 |
+
chatbot.append((text_prompt, generated_text))
|
| 83 |
+
|
| 84 |
+
return chatbot, ""
|
| 85 |
+
|
| 86 |
+
# Funciones para manejar el chatbot con imágenes
|
| 87 |
+
def preprocess_image(image: Image.Image) -> Optional[Image.Image]:
|
| 88 |
+
if image:
|
| 89 |
+
image_height = int(image.height * 512 / image.width)
|
| 90 |
+
return image.resize((512, image_height))
|
| 91 |
+
|
| 92 |
+
def cache_pil_image(image: Image.Image) -> str:
|
| 93 |
+
image_filename = f"{uuid.uuid4()}.jpeg"
|
| 94 |
+
os.makedirs("/tmp", exist_ok=True)
|
| 95 |
+
image_path = os.path.join("/tmp", image_filename)
|
| 96 |
+
image.save(image_path, "JPEG")
|
| 97 |
+
return image_path
|
| 98 |
+
|
| 99 |
+
def upload(files: Optional[List[str]], chatbot: list) -> list:
|
| 100 |
+
for file in files:
|
| 101 |
+
image = Image.open(file).convert('RGB')
|
| 102 |
+
image_preview = preprocess_image(image)
|
| 103 |
+
if image_preview:
|
| 104 |
+
gr.Image(image_preview).render()
|
| 105 |
+
image_path = cache_pil_image(image)
|
| 106 |
+
chatbot.append(((image_path,), None))
|
| 107 |
+
return chatbot
|
| 108 |
+
|
| 109 |
+
def user(text_prompt: str, chatbot: list):
|
| 110 |
+
if text_prompt:
|
| 111 |
+
chatbot.append((text_prompt, None))
|
| 112 |
+
return "", chatbot
|
| 113 |
+
|
| 114 |
+
def bot(
|
| 115 |
+
files: Optional[List[str]],
|
| 116 |
+
model_choice: str,
|
| 117 |
+
system_instruction: Optional[str],
|
| 118 |
+
chatbot: list
|
| 119 |
+
):
|
| 120 |
+
if not GOOGLE_API_KEY:
|
| 121 |
+
raise ValueError("GOOGLE_API_KEY is not set.")
|
| 122 |
+
|
| 123 |
+
genai.configure(api_key=GOOGLE_API_KEY)
|
| 124 |
+
generation_config = genai.types.GenerationConfig(
|
| 125 |
+
temperature=0.7,
|
| 126 |
+
max_output_tokens=8192,
|
| 127 |
+
top_k=10,
|
| 128 |
+
top_p=0.9
|
| 129 |
+
)
|
| 130 |
+
|
| 131 |
+
if not system_instruction:
|
| 132 |
+
system_instruction = "1"
|
| 133 |
+
|
| 134 |
+
text_prompt = [chatbot[-1][0]] if chatbot and chatbot[-1][0] and isinstance(chatbot[-1][0], str) else []
|
| 135 |
+
image_prompt = [preprocess_image(Image.open(file).convert('RGB')) for file in files] if files else []
|
| 136 |
+
|
| 137 |
+
model_with_images = genai.GenerativeModel(
|
| 138 |
+
model_name=model_choice,
|
| 139 |
+
generation_config=generation_config,
|
| 140 |
+
system_instruction=system_instruction
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
response = model_with_images.generate_content(text_prompt + image_prompt, stream=True, generation_config=generation_config)
|
| 144 |
+
|
| 145 |
+
chatbot[-1][1] = ""
|
| 146 |
+
for chunk in response:
|
| 147 |
+
for i in range(0, len(chunk.text), 10):
|
| 148 |
+
section = chunk.text[i:i + 10]
|
| 149 |
+
chatbot[-1][1] += section
|
| 150 |
+
time.sleep(0.01)
|
| 151 |
+
yield chatbot
|
| 152 |
+
|
| 153 |
+
# Interfaces
|
| 154 |
+
TITLE = """<h1 align="center">Gemini Playground ✨</h1>"""
|
| 155 |
+
SUBTITLE = """<h2 align="center">Play with Gemini Pro and Gemini Pro Vision</h2>"""
|
| 156 |
+
|
| 157 |
+
# Componentes comunes
|
| 158 |
+
chatbot_component_with_images = gr.Chatbot(label='Gemini with Images', scale=2, height=300)
|
| 159 |
+
chatbot_component_text_only = gr.Chatbot(label='Gemini Text Only', scale=2, height=300)
|
| 160 |
+
text_prompt_component = gr.Textbox(placeholder="Message...", show_label=False, autofocus=True, scale=8)
|
| 161 |
+
run_button_component = gr.Button(value="Run", variant="primary", scale=1)
|
| 162 |
+
upload_button_component = gr.UploadButton(label="Upload Images", file_count="multiple", file_types=["image"], scale=1)
|
| 163 |
+
|
| 164 |
+
# Componentes separados para cada pestaña
|
| 165 |
+
model_choice_component_text_only = gr.Dropdown(
|
| 166 |
+
choices=["gemini-1.5-flash", "gemini-2.0-flash-exp", "gemini-1.5-pro"],
|
| 167 |
+
value="gemini-1.5-flash",
|
| 168 |
+
label="Select Model",
|
| 169 |
+
scale=2
|
| 170 |
+
)
|
| 171 |
+
|
| 172 |
+
model_choice_component_with_images = gr.Dropdown(
|
| 173 |
+
choices=["gemini-1.5-flash", "gemini-2.0-flash-exp", "gemini-1.5-pro"],
|
| 174 |
+
value="gemini-1.5-flash",
|
| 175 |
+
label="Select Model",
|
| 176 |
+
scale=2
|
| 177 |
+
)
|
| 178 |
+
|
| 179 |
+
system_instruction_component = gr.Textbox(
|
| 180 |
+
placeholder="Enter system instruction...",
|
| 181 |
+
show_label=True,
|
| 182 |
+
scale=8
|
| 183 |
+
)
|
| 184 |
+
|
| 185 |
+
with gr.Blocks() as demo:
|
| 186 |
+
gr.HTML(TITLE)
|
| 187 |
+
gr.HTML(SUBTITLE)
|
| 188 |
+
with gr.Tabs():
|
| 189 |
+
with gr.TabItem("Chatbot with Images"):
|
| 190 |
+
with gr.Column():
|
| 191 |
+
model_choice_component_with_images
|
| 192 |
+
chatbot_component_with_images
|
| 193 |
+
with gr.Row():
|
| 194 |
+
text_prompt_component
|
| 195 |
+
upload_button_component
|
| 196 |
+
run_button_component
|
| 197 |
+
with gr.Accordion("System Instruction", open=False):
|
| 198 |
+
system_instruction_component
|
| 199 |
+
|
| 200 |
+
run_button_component.click(
|
| 201 |
+
fn=user,
|
| 202 |
+
inputs=[text_prompt_component, chatbot_component_with_images],
|
| 203 |
+
outputs=[text_prompt_component, chatbot_component_with_images],
|
| 204 |
+
queue=False
|
| 205 |
+
).then(
|
| 206 |
+
fn=bot,
|
| 207 |
+
inputs=[upload_button_component, model_choice_component_with_images, system_instruction_component, chatbot_component_with_images],
|
| 208 |
+
outputs=[chatbot_component_with_images],
|
| 209 |
+
)
|
| 210 |
+
|
| 211 |
+
upload_button_component.upload(
|
| 212 |
+
fn=upload,
|
| 213 |
+
inputs=[upload_button_component, chatbot_component_with_images],
|
| 214 |
+
outputs=[chatbot_component_with_images],
|
| 215 |
+
queue=False
|
| 216 |
+
)
|
| 217 |
+
|
| 218 |
+
with gr.TabItem("Chatbot Text Only"):
|
| 219 |
+
with gr.Column():
|
| 220 |
+
model_choice_component_text_only
|
| 221 |
+
chatbot_component_text_only
|
| 222 |
+
with gr.Row():
|
| 223 |
+
text_prompt_component
|
| 224 |
+
run_button_component
|
| 225 |
+
with gr.Accordion("System Instruction", open=False):
|
| 226 |
+
system_instruction_component
|
| 227 |
+
|
| 228 |
+
run_button_component.click(
|
| 229 |
+
fn=bot_response,
|
| 230 |
+
inputs=[model_choice_component_text_only, system_instruction_component, text_prompt_component, chatbot_component_text_only],
|
| 231 |
+
outputs=[chatbot_component_text_only, text_prompt_component],
|
| 232 |
+
)
|
| 233 |
+
|
| 234 |
+
text_prompt_component.submit(
|
| 235 |
+
fn=bot_response,
|
| 236 |
+
inputs=[model_choice_component_text_only, system_instruction_component, text_prompt_component, chatbot_component_text_only],
|
| 237 |
+
outputs=[chatbot_component_text_only, text_prompt_component],
|
| 238 |
+
)
|
| 239 |
+
|
| 240 |
+
demo.queue(max_size=99).launch(debug=True, show_error=True)
|