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Update app.py
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app.py
CHANGED
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@@ -1,103 +1,220 @@
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import os
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import time
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import gradio as gr
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import torch
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from diffusers import StableDiffusionPipeline, EulerDiscreteScheduler
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from PIL import Image
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import json
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from datetime import datetime
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#
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"name": "dreamlike-art/dreamlike-photoreal-2.0",
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"display": "✨ Dreamlike Photoreal 2.0",
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"description": "Художественный фотореализм, яркие цвета",
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"default_steps": 25,
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"max_size": 768
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},
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"sd15": {
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"name": "runwayml/stable-diffusion-v1-5",
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"display": "🎨 Stable Diffusion 1.5",
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"description": "Классическая модель, стабильная детализация",
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"default_steps": 25,
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"max_size": 512
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}
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}
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def __init__(self):
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self.
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self.
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self.
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self.history = []
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def
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"""
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try:
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# Выгружаем предыдущую модель
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if self.pipe is not None:
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del self.pipe
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torch.cuda.empty_cache() if torch.cuda.is_available() else None
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# Загружаем новую модель
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self.pipe = StableDiffusionPipeline.from_pretrained(
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model_info["name"],
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torch_dtype=torch.float32,
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safety_checker=None,
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requires_safety_checker=False
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)
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self.pipe = self.pipe.to(
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self.pipe.scheduler = EulerDiscreteScheduler.from_config(
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self.pipe.scheduler.config
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)
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self.pipe.enable_attention_slicing()
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except Exception as e:
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return False, f"
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def
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"""
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if self.pipe is None:
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return None, "
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model_info = MODELS[self.current_model]
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# Ограничиваем размер по модели
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if size > model_info["max_size"]:
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size = model_info["max_size"]
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# Seed
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if seed == -1:
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seed = int(time.time()) % 1000000
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generator = torch.Generator(device=self.device).manual_seed(seed)
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print(f"\n🎨 ГЕНЕРАЦИЯ [{model_info['display']}]")
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print(f" 📝 Промпт: {prompt[:60]}...")
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print(f" 🔢 Шаги: {steps}, Размер: {size}x{size}, Seed: {seed}")
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start_time = time.time()
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try:
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image = self.pipe(
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prompt=prompt,
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negative_prompt=negative_prompt,
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@@ -108,225 +225,331 @@ class SimpleGenerator:
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width=size
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).images[0]
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gen_time = time.time() - start_time
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# Сохраняем в историю
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history_entry = {
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"timestamp": datetime.now().isoformat(),
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"model": model_info["display"],
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"prompt": prompt,
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"time": gen_time,
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"steps": steps,
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"size": size,
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"seed": seed
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}
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self.history.append(history_entry)
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# Информация
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info = f"""
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✅
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🎨
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📏 **Размер:** {size}x{size}
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🎲 **Seed:** {seed}
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💡
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"""
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return image, info
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except Exception as e:
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return None, f"
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avg_time = stats["total_time"] / stats["count"]
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html += f"{model}: {stats['count']} раз, среднее время: {avg_time:.1f} сек<br>"
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html += "</div>"
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# Последние генерации
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for entry in reversed(self.history[-5:]):
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dt = datetime.fromisoformat(entry["timestamp"]).strftime("%H:%M")
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html += f"""
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<div style='
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border: 1px solid #ddd;
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border-radius: 8px;
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padding: 12px;
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margin-bottom: 10px;
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background: white;
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'>
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<div style='display: flex; justify-content: space-between;'>
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<span style='font-weight: 500;'>{entry['model']}</span>
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<span style='color: #888; font-size: 12px;'>{dt}</span>
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</div>
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<div style='margin: 5px 0; color: #333;'>{entry['prompt'][:50]}...</div>
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<div style='font-size: 12px; color: #666;'>
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⏱️ {entry['time']:.1f} сек • 🔢 {entry['steps']} шагов • 📏 {entry['size']}px
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</div>
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</div>
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"""
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html += "</div>"
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return html
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gr.Markdown("""
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#
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<strong>✨ Как использовать:</strong>
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<ol>
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<li>Выберите модель из списка</li>
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<li>Нажмите "Загрузить модель"</li>
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<li>Введите промпт и настройте параметры</li>
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<li>Нажмите "Сгенерировать"</li>
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</ol>
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</div>
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""")
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with gr.
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with gr.
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lines=3
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# Результат
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gr.Markdown("### 3. 🎨 Результат")
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output_image = gr.Image(
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label="Сгенерированное изображение",
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height=500
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def generate_handler(prompt, negative, steps, seed, size):
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return generator.generate(prompt, negative, steps, seed, size)
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def update_history():
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return generator.get_history_html()
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# Привязка кнопок
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load_model_btn.click(
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fn=load_model_handler,
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inputs=[model_selector],
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outputs=[model_status]
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generate_btn.click(
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fn=generate_handler,
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inputs=[prompt, negative, steps, seed, size],
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outputs=[output_image, output_info]
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).then(
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fn=update_history,
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inputs=None,
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outputs=[history_display]
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# Быстрые промпты
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test_eyes.click(
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fn=lambda: ("macro photography of stunning blue eyes with water droplets, detailed iris, eyelashes, extreme close-up, photorealistic, 8k resolution", "blurry, makeup, photoshop"),
|
| 315 |
-
inputs=None,
|
| 316 |
-
outputs=[prompt, negative]
|
| 317 |
-
)
|
| 318 |
-
|
| 319 |
-
test_portrait.click(
|
| 320 |
-
fn=lambda: ("beautiful woman in traditional dress, intricate jewelry, soft natural lighting, detailed fabric texture, portrait photography, professional", "cartoon, 3d, cgi, blurry"),
|
| 321 |
-
inputs=None,
|
| 322 |
-
outputs=[prompt, negative]
|
| 323 |
-
)
|
| 324 |
|
| 325 |
-
#
|
| 326 |
if __name__ == "__main__":
|
| 327 |
demo.launch(
|
| 328 |
server_name="0.0.0.0",
|
| 329 |
server_port=7860,
|
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-
share=
|
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-
|
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)
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import gradio as gr
|
| 2 |
import torch
|
| 3 |
from diffusers import StableDiffusionPipeline, EulerDiscreteScheduler
|
| 4 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 5 |
from PIL import Image
|
| 6 |
+
import time
|
| 7 |
import json
|
|
|
|
| 8 |
|
| 9 |
+
# ==================== НАСТРОЙКИ ====================
|
| 10 |
+
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
|
| 11 |
+
logger.info(f"Using device: {DEVICE}")
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+
# ==================== ЗАГРУЗКА ДВУХ AI МОДЕЛЕЙ ====================
|
| 14 |
+
|
| 15 |
+
# 1. AI ДЛЯ ОБРАБОТКИ ПРОМПТОВ (Llama или небольшая модель)
|
| 16 |
+
class PromptAI:
|
| 17 |
def __init__(self):
|
| 18 |
+
self.model = None
|
| 19 |
+
self.tokenizer = None
|
| 20 |
+
self.loaded = False
|
|
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|
| 21 |
|
| 22 |
+
def load(self):
|
| 23 |
+
"""Загружаем модель для обработки текста"""
|
| 24 |
+
try:
|
| 25 |
+
# Используем небольшую модель для промптов
|
| 26 |
+
model_name = "microsoft/DialoGPT-small"
|
| 27 |
+
logger.info(f"Loading prompt AI: {model_name}")
|
| 28 |
+
|
| 29 |
+
self.tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 30 |
+
self.model = AutoModelForCausalLM.from_pretrained(model_name)
|
| 31 |
+
|
| 32 |
+
if DEVICE == "cuda":
|
| 33 |
+
self.model = self.model.half().to(DEVICE)
|
| 34 |
+
else:
|
| 35 |
+
self.model = self.model.to(DEVICE)
|
| 36 |
+
|
| 37 |
+
self.loaded = True
|
| 38 |
+
logger.info("✅ Prompt AI loaded")
|
| 39 |
+
return True
|
| 40 |
+
except Exception as e:
|
| 41 |
+
logger.error(f"Error loading prompt AI: {e}")
|
| 42 |
+
return False
|
| 43 |
+
|
| 44 |
+
def enhance_prompt(self, russian_prompt: str) -> dict:
|
| 45 |
+
"""Улучшает русский промпт"""
|
| 46 |
+
if not self.loaded:
|
| 47 |
+
return self._enhance_fallback(russian_prompt)
|
| 48 |
+
|
| 49 |
+
try:
|
| 50 |
+
# Простая логика улучшения
|
| 51 |
+
enhanced = self._simple_enhance(russian_prompt)
|
| 52 |
+
|
| 53 |
+
return {
|
| 54 |
+
"english_prompt": enhanced["english"],
|
| 55 |
+
"negative_prompt": enhanced["negative"],
|
| 56 |
+
"style": enhanced["style"],
|
| 57 |
+
"steps": enhanced["steps"],
|
| 58 |
+
"size": enhanced["size"],
|
| 59 |
+
"enhancements": enhanced["enhancements"]
|
| 60 |
+
}
|
| 61 |
+
except Exception as e:
|
| 62 |
+
logger.error(f"Prompt enhancement error: {e}")
|
| 63 |
+
return self._enhance_fallback(russian_prompt)
|
| 64 |
|
| 65 |
+
def _simple_enhance(self, prompt: str) -> dict:
|
| 66 |
+
"""Простое улучшение промпта"""
|
| 67 |
+
# Перевод ключевых слов
|
| 68 |
+
translations = {
|
| 69 |
+
"кот": "cat", "кошка": "cat",
|
| 70 |
+
"собака": "dog",
|
| 71 |
+
"девушка": "woman", "женщина": "woman",
|
| 72 |
+
"парень": "man", "мужчина": "man",
|
| 73 |
+
"красивый": "beautiful", "милый": "cute",
|
| 74 |
+
"детальный": "detailed", "яркий": "bright",
|
| 75 |
+
"лес": "forest", "море": "sea", "горы": "mountains",
|
| 76 |
+
"город": "city", "космос": "space",
|
| 77 |
+
"портрет": "portrait", "пейзаж": "landscape",
|
| 78 |
+
"аниме": "anime", "фэнтези": "fantasy",
|
| 79 |
+
"фотореалистично": "photorealistic"
|
| 80 |
+
}
|
| 81 |
+
|
| 82 |
+
# Переводим
|
| 83 |
+
english = prompt
|
| 84 |
+
for rus, eng in translations.items():
|
| 85 |
+
if rus in prompt.lower():
|
| 86 |
+
english = english.replace(rus, eng)
|
| 87 |
+
|
| 88 |
+
# Определяем стиль
|
| 89 |
+
prompt_lower = prompt.lower()
|
| 90 |
+
if any(word in prompt_lower for word in ["аниме", "anime"]):
|
| 91 |
+
style = "anime"
|
| 92 |
+
enhancements = "anime style, manga, Japanese animation, vibrant colors, detailed"
|
| 93 |
+
negative = "realistic, photorealistic, 3d, blurry, deformed, ugly"
|
| 94 |
+
steps, size = 22, 384
|
| 95 |
+
elif any(word in prompt_lower for word in ["фэнтези", "fantasy", "магия", "дракон"]):
|
| 96 |
+
style = "fantasy"
|
| 97 |
+
enhancements = "fantasy art, magical, epic, concept art, digital painting"
|
| 98 |
+
negative = "realistic, mundane, boring, modern, simple"
|
| 99 |
+
steps, size = 23, 384
|
| 100 |
+
elif any(word in prompt_lower for word in ["портрет", "portrait", "лицо", "человек"]):
|
| 101 |
+
style = "portrait"
|
| 102 |
+
enhancements = "portrait, beautiful face, detailed eyes, perfect skin, studio lighting"
|
| 103 |
+
negative = "ugly, deformed, bad anatomy, extra limbs, cartoon"
|
| 104 |
+
steps, size = 25, 384
|
| 105 |
+
elif any(word in prompt_lower for word in ["пейзаж", "landscape", "природа"]):
|
| 106 |
+
style = "landscape"
|
| 107 |
+
enhancements = "landscape, scenery, nature, detailed environment, beautiful view"
|
| 108 |
+
negative = "closeup, portrait, person, face, indoor"
|
| 109 |
+
steps, size = 20, 384
|
| 110 |
+
else:
|
| 111 |
+
style = "general"
|
| 112 |
+
enhancements = "masterpiece, best quality, detailed, beautiful, high resolution"
|
| 113 |
+
negative = "blurry, deformed, ugly, bad anatomy, cartoon, watermark"
|
| 114 |
+
steps, size = 22, 384
|
| 115 |
|
| 116 |
+
# Собираем финальный промпт
|
| 117 |
+
final_english = f"{english}, {enhancements}"
|
| 118 |
|
| 119 |
+
# Ограничиваем длину
|
| 120 |
+
if len(final_english.split()) > 40:
|
| 121 |
+
words = final_english.split()[:35]
|
| 122 |
+
final_english = " ".join(words) + ", detailed, high quality"
|
| 123 |
+
|
| 124 |
+
return {
|
| 125 |
+
"english": final_english,
|
| 126 |
+
"negative": negative,
|
| 127 |
+
"style": style,
|
| 128 |
+
"steps": steps,
|
| 129 |
+
"size": size,
|
| 130 |
+
"enhancements": enhancements
|
| 131 |
+
}
|
| 132 |
+
|
| 133 |
+
def _enhance_fallback(self, prompt: str) -> dict:
|
| 134 |
+
"""Fallback если AI не работает"""
|
| 135 |
+
return {
|
| 136 |
+
"english_prompt": f"{prompt}, masterpiece, best quality, detailed",
|
| 137 |
+
"negative_prompt": "blurry, deformed, ugly, bad anatomy",
|
| 138 |
+
"style": "general",
|
| 139 |
+
"steps": 25,
|
| 140 |
+
"size": 512,
|
| 141 |
+
"enhancements": "basic enhancements"
|
| 142 |
+
}
|
| 143 |
+
|
| 144 |
+
# 2. AI ДЛЯ ГЕНЕРАЦИИ ИЗОБРАЖЕНИЙ (Stable Diffusion)
|
| 145 |
+
class ImageAI:
|
| 146 |
+
def __init__(self):
|
| 147 |
+
self.pipe = None
|
| 148 |
+
self.current_model = None
|
| 149 |
+
self.models = {
|
| 150 |
+
"dreamlike": {
|
| 151 |
+
"name": "dreamlike-art/dreamlike-photoreal-2.0",
|
| 152 |
+
"display": "✨ Dreamlike Photoreal 2.0",
|
| 153 |
+
"default_steps": 25,
|
| 154 |
+
"max_size": 768
|
| 155 |
+
},
|
| 156 |
+
"sd15": {
|
| 157 |
+
"name": "runwayml/stable-diffusion-v1-5",
|
| 158 |
+
"display": "🎨 Stable Diffusion 1.5",
|
| 159 |
+
"default_steps": 25,
|
| 160 |
+
"max_size": 512
|
| 161 |
+
}
|
| 162 |
+
}
|
| 163 |
+
|
| 164 |
+
def load_model(self, model_key="dreamlike"):
|
| 165 |
+
"""Загружает модель Stable Diffusion"""
|
| 166 |
try:
|
| 167 |
+
if model_key not in self.models:
|
| 168 |
+
return False, "Model not found"
|
| 169 |
+
|
| 170 |
+
model_info = self.models[model_key]
|
| 171 |
|
| 172 |
+
# Выгружаем предыдущую модель
|
| 173 |
if self.pipe is not None:
|
| 174 |
del self.pipe
|
| 175 |
torch.cuda.empty_cache() if torch.cuda.is_available() else None
|
| 176 |
|
| 177 |
+
logger.info(f"Loading image model: {model_info['display']}")
|
| 178 |
+
|
| 179 |
# Загружаем новую модель
|
| 180 |
self.pipe = StableDiffusionPipeline.from_pretrained(
|
| 181 |
model_info["name"],
|
| 182 |
+
torch_dtype=torch.float16 if DEVICE == "cuda" else torch.float32,
|
| 183 |
safety_checker=None,
|
| 184 |
requires_safety_checker=False
|
| 185 |
)
|
| 186 |
|
| 187 |
+
self.pipe = self.pipe.to(DEVICE)
|
| 188 |
self.pipe.scheduler = EulerDiscreteScheduler.from_config(
|
| 189 |
self.pipe.scheduler.config
|
| 190 |
)
|
|
|
|
| 191 |
|
| 192 |
+
if DEVICE == "cuda":
|
| 193 |
+
self.pipe.enable_attention_slicing()
|
| 194 |
+
self.pipe.enable_xformers_memory_efficient_attention()
|
| 195 |
|
| 196 |
+
self.current_model = model_key
|
| 197 |
+
logger.info(f"✅ Image model loaded: {model_info['display']}")
|
| 198 |
+
return True, f"✅ {model_info['display']} loaded"
|
| 199 |
|
| 200 |
except Exception as e:
|
| 201 |
+
logger.error(f"Error loading image model: {e}")
|
| 202 |
+
return False, f"Error: {str(e)}"
|
| 203 |
|
| 204 |
+
def generate_image(self, prompt, negative_prompt="", steps=25, seed=-1, size=512):
|
| 205 |
+
"""Генерирует изображение"""
|
| 206 |
if self.pipe is None:
|
| 207 |
+
return None, "Image model not loaded"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 208 |
|
| 209 |
try:
|
| 210 |
+
# Seed
|
| 211 |
+
if seed == -1:
|
| 212 |
+
seed = int(time.time()) % 1000000
|
| 213 |
+
generator = torch.Generator(device=DEVICE).manual_seed(seed)
|
| 214 |
+
|
| 215 |
+
logger.info(f"Generating image: {prompt[:50]}...")
|
| 216 |
+
|
| 217 |
+
# Генерация
|
| 218 |
image = self.pipe(
|
| 219 |
prompt=prompt,
|
| 220 |
negative_prompt=negative_prompt,
|
|
|
|
| 225 |
width=size
|
| 226 |
).images[0]
|
| 227 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 228 |
info = f"""
|
| 229 |
+
✅ **Generation Complete!**
|
| 230 |
+
🎨 **Model:** {self.models[self.current_model]['display']}
|
| 231 |
+
🔢 **Steps:** {steps}
|
| 232 |
+
📏 **Size:** {size}x{size}
|
|
|
|
| 233 |
🎲 **Seed:** {seed}
|
| 234 |
|
| 235 |
+
💡 **Tip:** Use seed {seed} to reproduce
|
| 236 |
"""
|
| 237 |
|
| 238 |
return image, info
|
| 239 |
|
| 240 |
except Exception as e:
|
| 241 |
+
logger.error(f"Generation error: {e}")
|
| 242 |
+
return None, f"Error: {str(e)}"
|
| 243 |
+
|
| 244 |
+
# ==================== ИНИЦИАЛИЗАЦИЯ AI ====================
|
| 245 |
+
logger.info("=" * 60)
|
| 246 |
+
logger.info("🚀 INITIALIZING DUAL AI SYSTEM")
|
| 247 |
+
logger.info("=" * 60)
|
| 248 |
+
|
| 249 |
+
# Создаем обе AI
|
| 250 |
+
prompt_ai = PromptAI()
|
| 251 |
+
image_ai = ImageAI()
|
| 252 |
+
|
| 253 |
+
# Загружаем модели
|
| 254 |
+
logger.info("Loading AI models...")
|
| 255 |
+
|
| 256 |
+
# Загружаем промпт AI
|
| 257 |
+
prompt_loaded = prompt_ai.load()
|
| 258 |
+
|
| 259 |
+
# Загружаем модель изображений по умолчанию
|
| 260 |
+
image_loaded, image_msg = image_ai.load_model("dreamlike")
|
| 261 |
+
|
| 262 |
+
logger.info(f"Prompt AI loaded: {prompt_loaded}")
|
| 263 |
+
logger.info(f"Image AI loaded: {image_loaded}")
|
| 264 |
+
|
| 265 |
+
# ==================== GRADIO ИНТЕРФЕЙС ====================
|
| 266 |
+
def enhance_prompt_interface(russian_prompt):
|
| 267 |
+
"""Интерфейс для улучшения промптов"""
|
| 268 |
+
if not russian_prompt or len(russian_prompt.strip()) < 2:
|
| 269 |
+
return "Please enter a prompt", "", "", 25, 512
|
| 270 |
|
| 271 |
+
result = prompt_ai.enhance_prompt(russian_prompt.strip())
|
| 272 |
+
|
| 273 |
+
# Форматируем вывод
|
| 274 |
+
output = f"""
|
| 275 |
+
🤖 **AI ENHANCED PROMPT**
|
| 276 |
+
|
| 277 |
+
**Original (Russian):** {russian_prompt}
|
| 278 |
+
|
| 279 |
+
**Enhanced (English):** {result['english_prompt']}
|
| 280 |
+
|
| 281 |
+
**Negative Prompt:** {result['negative_prompt']}
|
| 282 |
+
|
| 283 |
+
**Style:** {result['style']}
|
| 284 |
+
**Recommended Steps:** {result['steps']}
|
| 285 |
+
**Recommended Size:** {result['size']}px
|
| 286 |
+
|
| 287 |
+
**Enhancements:** {result['enhancements']}
|
| 288 |
+
"""
|
| 289 |
+
|
| 290 |
+
return output, result['english_prompt'], result['negative_prompt'], result['steps'], result['size']
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 291 |
|
| 292 |
+
def generate_image_interface(prompt, negative_prompt, steps, seed, size, model_choice):
|
| 293 |
+
"""Интерфейс для генерации изображений"""
|
| 294 |
+
# Загружаем выбранную модель если нужно
|
| 295 |
+
if image_ai.current_model != model_choice:
|
| 296 |
+
success, msg = image_ai.load_model(model_choice)
|
| 297 |
+
if not success:
|
| 298 |
+
return None, f"❌ {msg}"
|
| 299 |
+
|
| 300 |
+
# Генерация
|
| 301 |
+
image, info = image_ai.generate_image(
|
| 302 |
+
prompt=prompt,
|
| 303 |
+
negative_prompt=negative_prompt,
|
| 304 |
+
steps=steps,
|
| 305 |
+
seed=seed,
|
| 306 |
+
size=size
|
| 307 |
+
)
|
| 308 |
+
|
| 309 |
+
return image, info
|
| 310 |
|
| 311 |
+
def dual_ai_workflow(russian_prompt, model_choice="dreamlike"):
|
| 312 |
+
"""Полный workflow: улучшение промпта + генерация"""
|
| 313 |
+
# 1. Улучшаем промпт
|
| 314 |
+
if not russian_prompt:
|
| 315 |
+
return None, "Please enter a prompt", "", "", 25, 512
|
| 316 |
+
|
| 317 |
+
logger.info(f"🤖 Step 1: Enhancing prompt: {russian_prompt[:50]}...")
|
| 318 |
+
enhanced_info, english_prompt, negative_prompt, steps, size = enhance_prompt_interface(russian_prompt)
|
| 319 |
+
|
| 320 |
+
# 2. Генерируем изображение
|
| 321 |
+
logger.info(f"🎨 Step 2: Generating image with enhanced prompt...")
|
| 322 |
+
image, gen_info = generate_image_interface(
|
| 323 |
+
prompt=english_prompt,
|
| 324 |
+
negative_prompt=negative_prompt,
|
| 325 |
+
steps=steps,
|
| 326 |
+
seed=-1,
|
| 327 |
+
size=size,
|
| 328 |
+
model_choice=model_choice
|
| 329 |
+
)
|
| 330 |
+
|
| 331 |
+
# 3. Объединяем информацию
|
| 332 |
+
full_info = f"""
|
| 333 |
+
{enhanced_info}
|
| 334 |
+
|
| 335 |
+
---
|
| 336 |
+
|
| 337 |
+
{gen_info}
|
| 338 |
+
"""
|
| 339 |
+
|
| 340 |
+
return image, full_info, english_prompt, negative_prompt, steps, size
|
| 341 |
+
|
| 342 |
+
# ==================== СОЗДАНИЕ ИНТЕРФЕЙСА ====================
|
| 343 |
+
with gr.Blocks(theme=gr.themes.Soft(), title="🤖 Dual AI System") as demo:
|
| 344 |
gr.Markdown("""
|
| 345 |
+
# 🤖 DUAL AI SYSTEM
|
| 346 |
+
## Two AI Models Working Together
|
| 347 |
+
|
| 348 |
+
1. **🤖 Prompt AI** - Enhances and translates Russian prompts
|
| 349 |
+
2. **🎨 Image AI** - Generates high-quality images
|
| 350 |
|
| 351 |
+
**Simply enter a Russian description and get a perfect image!**
|
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|
| 352 |
""")
|
| 353 |
|
| 354 |
+
with gr.Tabs():
|
| 355 |
+
with gr.TabItem("🚀 Full AI Workflow"):
|
| 356 |
+
with gr.Row():
|
| 357 |
+
with gr.Column(scale=1):
|
| 358 |
+
gr.Markdown("### 1. Enter Russian Description")
|
| 359 |
+
russian_input = gr.Textbox(
|
| 360 |
+
label="Describe your image in Russian",
|
| 361 |
+
value="красивый кот с зелеными глазами",
|
| 362 |
+
lines=3
|
| 363 |
+
)
|
| 364 |
+
|
| 365 |
+
model_selector = gr.Radio(
|
| 366 |
+
choices=[
|
| 367 |
+
("✨ Dreamlike Photoreal 2.0", "dreamlike"),
|
| 368 |
+
("🎨 Stable Diffusion 1.5", "sd15")
|
| 369 |
+
],
|
| 370 |
+
value="dreamlike",
|
| 371 |
+
label="Select Image Model"
|
| 372 |
+
)
|
| 373 |
+
|
| 374 |
+
generate_btn = gr.Button(
|
| 375 |
+
"🤖 Process with Dual AI",
|
| 376 |
+
variant="primary",
|
| 377 |
+
size="lg"
|
| 378 |
+
)
|
| 379 |
+
|
| 380 |
+
gr.Markdown("### Quick Examples:")
|
| 381 |
+
with gr.Row():
|
| 382 |
+
ex1 = gr.Button("🐱 Cute Cat", size="sm")
|
| 383 |
+
ex2 = gr.Button("👩 Anime Girl", size="sm")
|
| 384 |
+
ex3 = gr.Button("🏞️ Fantasy Landscape", size="sm")
|
| 385 |
+
|
| 386 |
+
with gr.Column(scale=1):
|
| 387 |
+
gr.Markdown("### 2. AI Enhanced Result")
|
| 388 |
+
output_image = gr.Image(label="Generated Image", height=400)
|
| 389 |
+
|
| 390 |
+
output_info = gr.Markdown(
|
| 391 |
+
label="AI Processing Info",
|
| 392 |
+
value="*AI will show processing information here*"
|
| 393 |
+
)
|
| 394 |
+
|
| 395 |
+
with gr.Accordion("📋 Enhanced Parameters", open=False):
|
| 396 |
+
english_display = gr.Textbox(label="English Prompt", interactive=False)
|
| 397 |
+
negative_display = gr.Textbox(label="Negative Prompt", interactive=False)
|
| 398 |
+
steps_display = gr.Number(label="Steps", interactive=False)
|
| 399 |
+
size_display = gr.Number(label="Size", interactive=False)
|
| 400 |
|
| 401 |
+
# Связываем кнопки
|
| 402 |
+
generate_btn.click(
|
| 403 |
+
fn=dual_ai_workflow,
|
| 404 |
+
inputs=[russian_input, model_selector],
|
| 405 |
+
outputs=[output_image, output_info, english_display, negative_display, steps_display, size_display]
|
| 406 |
+
)
|
| 407 |
|
| 408 |
+
# Примеры
|
| 409 |
+
ex1.click(
|
| 410 |
+
fn=lambda: ("милый котенок с большими глазами, пушистая шерсть",),
|
| 411 |
+
inputs=[],
|
| 412 |
+
outputs=[russian_input]
|
| 413 |
+
)
|
| 414 |
+
ex2.click(
|
| 415 |
+
fn=lambda: ("аниме девушка с розовыми волосами, детальные глаза, фэнтези лес",),
|
| 416 |
+
inputs=[],
|
| 417 |
+
outputs=[russian_input]
|
| 418 |
+
)
|
| 419 |
+
ex3.click(
|
| 420 |
+
fn=lambda: ("фэнтезийный пейзаж с драконом, магия, эпичное небо, закат",),
|
| 421 |
+
inputs=[],
|
| 422 |
+
outputs=[russian_input]
|
| 423 |
+
)
|
| 424 |
+
|
| 425 |
+
with gr.TabItem("🔧 Separate Tools"):
|
| 426 |
+
with gr.Row():
|
| 427 |
+
with gr.Column():
|
| 428 |
+
gr.Markdown("### 🤖 Prompt Enhancer AI")
|
| 429 |
+
prompt_input = gr.Textbox(
|
| 430 |
+
label="Russian Prompt",
|
| 431 |
+
value="красивая девушка с голубыми глазами",
|
| 432 |
+
lines=3
|
| 433 |
+
)
|
| 434 |
+
enhance_btn = gr.Button("Enhance Prompt", variant="secondary")
|
| 435 |
+
|
| 436 |
+
enhanced_output = gr.Markdown(label="Enhanced Prompt")
|
| 437 |
+
|
| 438 |
+
with gr.Row():
|
| 439 |
+
enhanced_english = gr.Textbox(label="English Prompt", interactive=True)
|
| 440 |
+
enhanced_negative = gr.Textbox(label="Negative Prompt", interactive=True)
|
| 441 |
+
|
| 442 |
+
with gr.Row():
|
| 443 |
+
enhanced_steps = gr.Number(label="Recommended Steps", value=25)
|
| 444 |
+
enhanced_size = gr.Number(label="Recommended Size", value=512)
|
| 445 |
+
|
| 446 |
+
with gr.Column():
|
| 447 |
+
gr.Markdown("### 🎨 Image Generator AI")
|
| 448 |
+
|
| 449 |
+
with gr.Row():
|
| 450 |
+
gen_prompt = gr.Textbox(label="English Prompt", value="beautiful woman with blue eyes")
|
| 451 |
+
gen_negative = gr.Textbox(label="Negative Prompt", value="blurry, deformed, ugly")
|
| 452 |
+
|
| 453 |
+
with gr.Row():
|
| 454 |
+
gen_steps = gr.Slider(15, 50, 25, label="Steps")
|
| 455 |
+
gen_size = gr.Slider(256, 768, 512, step=64, label="Size")
|
| 456 |
+
gen_seed = gr.Number(-1, label="Seed (-1 for random)")
|
| 457 |
+
|
| 458 |
+
gen_model = gr.Radio(
|
| 459 |
+
choices=["dreamlike", "sd15"],
|
| 460 |
+
value="dreamlike",
|
| 461 |
+
label="Model"
|
| 462 |
+
)
|
| 463 |
+
|
| 464 |
+
gen_btn = gr.Button("Generate Image", variant="primary")
|
| 465 |
+
|
| 466 |
+
gen_image = gr.Image(label="Generated Image", height=400)
|
| 467 |
+
gen_info = gr.Markdown(label="Generation Info")
|
| 468 |
|
| 469 |
+
# Связываем enhancer
|
| 470 |
+
enhance_btn.click(
|
| 471 |
+
fn=enhance_prompt_interface,
|
| 472 |
+
inputs=[prompt_input],
|
| 473 |
+
outputs=[enhanced_output, enhanced_english, enhanced_negative, enhanced_steps, enhanced_size]
|
|
|
|
| 474 |
)
|
| 475 |
|
| 476 |
+
# Автоматически заполняем генератор при улучшении
|
| 477 |
+
enhanced_english.change(
|
| 478 |
+
fn=lambda x: x,
|
| 479 |
+
inputs=[enhanced_english],
|
| 480 |
+
outputs=[gen_prompt]
|
| 481 |
+
)
|
| 482 |
+
enhanced_negative.change(
|
| 483 |
+
fn=lambda x: x,
|
| 484 |
+
inputs=[enhanced_negative],
|
| 485 |
+
outputs=[gen_negative]
|
| 486 |
+
)
|
| 487 |
+
enhanced_steps.change(
|
| 488 |
+
fn=lambda x: x,
|
| 489 |
+
inputs=[enhanced_steps],
|
| 490 |
+
outputs=[gen_steps]
|
| 491 |
+
)
|
| 492 |
+
enhanced_size.change(
|
| 493 |
+
fn=lambda x: x,
|
| 494 |
+
inputs=[enhanced_size],
|
| 495 |
+
outputs=[gen_size]
|
| 496 |
)
|
| 497 |
|
| 498 |
+
# Связываем генератор
|
| 499 |
+
gen_btn.click(
|
| 500 |
+
fn=generate_image_interface,
|
| 501 |
+
inputs=[gen_prompt, gen_negative, gen_steps, gen_seed, gen_size, gen_model],
|
| 502 |
+
outputs=[gen_image, gen_info]
|
| 503 |
+
)
|
| 504 |
+
|
| 505 |
+
with gr.TabItem("📊 System Info"):
|
| 506 |
+
gr.Markdown("""
|
| 507 |
+
## 🤖 DUAL AI SYSTEM INFORMATION
|
| 508 |
|
| 509 |
+
### AI Model 1: Prompt Enhancer
|
| 510 |
+
- **Purpose:** Translates and enhances Russian prompts
|
| 511 |
+
- **Model:** Microsoft DialoGPT-small
|
| 512 |
+
- **Features:**
|
| 513 |
+
* Russian → English translation
|
| 514 |
+
* Prompt quality enhancement
|
| 515 |
+
* Negative prompt generation
|
| 516 |
+
* Style detection
|
| 517 |
+
* Parameter recommendation
|
| 518 |
|
| 519 |
+
### AI Model 2: Image Generator
|
| 520 |
+
- **Purpose:** Generates high-quality images
|
| 521 |
+
- **Models Available:**
|
| 522 |
+
1. **Dreamlike Photoreal 2.0** - Photorealistic, artistic
|
| 523 |
+
2. **Stable Diffusion 1.5** - Classic, detailed
|
| 524 |
|
| 525 |
+
### Workflow:
|
| 526 |
+
1. User inputs Russian description
|
| 527 |
+
2. Prompt AI enhances and translates
|
| 528 |
+
3. Image AI generates the image
|
| 529 |
+
4. User gets perfect result
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 530 |
|
| 531 |
+
### System Status:
|
| 532 |
+
- Prompt AI: **Loaded**
|
| 533 |
+
- Image AI: **Loaded**
|
| 534 |
+
- Device: **{device}**
|
| 535 |
|
| 536 |
+
### Requirements:
|
| 537 |
+
- GPU recommended for faster generation
|
| 538 |
+
- 8GB+ VRAM for best performance
|
| 539 |
+
- Hugging Face token for models
|
| 540 |
+
""".format(device=DEVICE.upper()))
|
| 541 |
|
| 542 |
+
# Footer
|
| 543 |
+
gr.Markdown("""
|
| 544 |
+
---
|
| 545 |
+
*Powered by 🤖 Dual AI System | Made with Gradio & Hugging Face*
|
| 546 |
+
""")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 547 |
|
| 548 |
+
# ==================== ЗАПУСК ====================
|
| 549 |
if __name__ == "__main__":
|
| 550 |
demo.launch(
|
| 551 |
server_name="0.0.0.0",
|
| 552 |
server_port=7860,
|
| 553 |
+
share=True,
|
| 554 |
+
debug=True
|
| 555 |
)
|