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Update app.py
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app.py
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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 pandas as pd
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import matplotlib.pyplot as plt
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import base64
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from io import BytesIO
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import
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from core.dashboard import ErohaDashboard
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from core.intelligence import update_memory, summarize_context
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@@ -13,66 +15,154 @@ from core.selfcheck import evaluate_answer, improve_answer
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from core.learning import analyze_user_input, adapt_answer
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from core.model_selector import choose_model
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# ==============================
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# 🔐
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# ==============================
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HF_TOKEN = os.getenv("HF_TOKEN", "")
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LOG_FILE = "logs/history.csv"
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os.makedirs("logs", exist_ok=True)
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dashboard = ErohaDashboard()
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# ==============================
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#
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# ==============================
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except Exception as e:
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print("⚠️ Router недоступен, выполняется fallback:", str(e))
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# 2️⃣ Fallback: прямое обращение к конкретной модели
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fallback_url = f"https://huggingface.co/api/models/{model_id}"
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try:
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response = requests.post(
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if response.status_code == 200:
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else:
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raise RuntimeError(f"
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# ==============================
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# 🧠 Основная
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# ==============================
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def generate_response(user_input):
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try:
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start = time.time()
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prefs = analyze_user_input(user_input)
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model_id = choose_model(user_input)
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result =
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check = evaluate_answer(result)
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improved = improve_answer(result)
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personalized = adapt_answer(improved)
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@@ -105,8 +195,9 @@ def generate_response(user_input):
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except Exception as e:
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return f"❌ Ошибка выполнения: {str(e)}"
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# ==============================
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# 📈
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# ==============================
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def generate_chart():
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if not os.path.exists(LOG_FILE):
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@@ -130,20 +221,22 @@ def generate_chart():
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plt.close()
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return f"<img src='data:image/png;base64,{img_base64}'/>"
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def show_dashboard():
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metrics_text, df = dashboard.dashboard_ui()
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chart_html = generate_chart()
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return metrics_text, df, chart_html
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# ==============================
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# 🎨
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# ==============================
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with gr.Blocks(title="Eroha AgentAPI v5.
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gr.Markdown("# 🤖 Eroha AgentAPI v5.
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gr.Markdown("
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with gr.Tab("💬 Agent Chat"):
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user_input = gr.Textbox(label="Введите запрос", placeholder="Например: придумай
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output_box = gr.Textbox(label="Ответ", lines=15)
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submit_btn = gr.Button("🚀 Отправить")
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submit_btn.click(fn=generate_response, inputs=user_input, outputs=output_box)
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@@ -155,4 +248,7 @@ with gr.Blocks(title="Eroha AgentAPI v5.6 — AutoRouter Failover Core", theme="
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refresh = gr.Button("🔄 Обновить дашборд")
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refresh.click(show_dashboard, outputs=[metrics, log_table, chart_box])
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app.launch(server_name="0.0.0.0", server_port=7860)
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import os
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import time
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import threading
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import requests
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import gradio as gr
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import pandas as pd
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import matplotlib.pyplot as plt
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import base64
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from io import BytesIO
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from datetime import datetime
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from core.dashboard import ErohaDashboard
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from core.intelligence import update_memory, summarize_context
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from core.learning import analyze_user_input, adapt_answer
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from core.model_selector import choose_model
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# ==============================
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# 🔐 ENVIRONMENT CONFIG
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# ==============================
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HF_TOKEN = os.getenv("HF_TOKEN", "")
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LOG_FILE = "logs/history.csv"
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os.makedirs("logs", exist_ok=True)
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dashboard = ErohaDashboard()
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# ==============================
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# 🧠 Router Manager
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# ==============================
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class RouterManager:
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def __init__(self, token: str):
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self.token = token
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self.router_url = "https://router.huggingface.co"
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self.headers = {"Authorization": f"Bearer {self.token}"}
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self.is_router_healthy = True
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self.last_check = None
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self.reconnect_attempts = 0
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self.last_token_validation = 0
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def validate_token(self):
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"""Проверяет, действителен ли токен"""
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try:
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r = requests.get(self.router_url + "/status", headers=self.headers, timeout=10)
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if r.status_code == 200:
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return True
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elif r.status_code == 401:
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print("🔒 Ошибка: недействительный токен Hugging Face!")
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self.is_router_healthy = False
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return False
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return False
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except Exception:
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return False
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def check_router_health(self):
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"""Проверяет доступность Router API"""
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try:
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start = time.time()
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r = requests.post(self.router_url, headers=self.headers, json={"inputs": "ping"})
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latency = round(time.time() - start, 2)
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if r.status_code == 200:
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self.is_router_healthy = True
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self.last_check = datetime.now()
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self.reconnect_attempts = 0
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print(f"✅ Router API активен ({latency}s)")
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else:
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self.is_router_healthy = False
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print(f"⚠️ Router API ответил {r.status_code}")
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except Exception as e:
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self.is_router_healthy = False
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print("❌ Router недоступен:", str(e))
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def auto_reconnect(self):
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"""Автоматическое восстановление при потере связи"""
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self.reconnect_attempts += 1
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delay = min(30, 2 ** self.reconnect_attempts)
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print(f"🔁 Попытка переподключения через {delay}s...")
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time.sleep(delay)
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self.check_router_health()
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def request(self, model_id: str, prompt: str):
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"""Отправляет запрос с failover и auto-heal"""
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payload = {
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"model": model_id,
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"inputs": prompt,
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"parameters": {"max_new_tokens": 600, "temperature": 0.7},
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}
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try:
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response = requests.post(
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self.router_url,
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headers=self.headers,
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json=payload,
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timeout=60,
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)
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if response.status_code == 200:
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data = response.json()
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if isinstance(data, list) and "generated_text" in data[0]:
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return data[0]["generated_text"]
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elif isinstance(data, dict) and "generated_text" in data:
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return data["generated_text"]
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else:
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raise RuntimeError("Неверный формат ответа")
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elif response.status_code >= 500:
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print("⚠️ Ошибка Router 5xx. Переподключение...")
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self.auto_reconnect()
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return self.request(model_id, prompt)
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else:
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raise RuntimeError(f"Router ошибка: {response.status_code}")
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except Exception as e:
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print(f"❌ Router ошибка: {e}, активируем fallback...")
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return self.fallback_request(prompt)
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def fallback_request(self, prompt):
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"""Fallback на стабильную модель"""
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fallback_model = "mistralai/Mixtral-8x7B-Instruct-v0.1"
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try:
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response = requests.post(
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self.router_url,
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headers=self.headers,
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json={"model": fallback_model, "inputs": prompt},
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timeout=60,
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)
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if response.status_code == 200:
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data = response.json()
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if isinstance(data, list) and "generated_text" in data[0]:
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return f"[⚠️ Fallback {fallback_model}] {data[0]['generated_text']}"
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raise RuntimeError(f"Fallback ошибка: {response.status_code}")
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except Exception as e:
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return f"❌ Ошибка fallback: {e}"
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# ==============================
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# 🐕 Watchdog Thread
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# ==============================
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def watchdog_loop(router_manager: RouterManager):
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"""Поток, который следит за Router API и токеном"""
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while True:
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try:
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router_manager.check_router_health()
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now = time.time()
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# Проверка токена каждые 10 минут
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if now - router_manager.last_token_validation > 600:
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router_manager.validate_token()
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router_manager.last_token_validation = now
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time.sleep(60)
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except Exception as e:
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print("⚠️ Watchdog ошибка:", str(e))
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time.sleep(30)
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# ==============================
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# 🧠 Основная генерация
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# ==============================
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router_manager = RouterManager(HF_TOKEN)
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def generate_response(user_input):
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try:
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start = time.time()
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prefs = analyze_user_input(user_input)
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model_id = choose_model(user_input)
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result = router_manager.request(model_id, user_input)
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check = evaluate_answer(result)
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improved = improve_answer(result)
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personalized = adapt_answer(improved)
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except Exception as e:
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return f"❌ Ошибка выполнения: {str(e)}"
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# ==============================
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# 📈 Аналитика
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# ==============================
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def generate_chart():
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if not os.path.exists(LOG_FILE):
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plt.close()
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return f"<img src='data:image/png;base64,{img_base64}'/>"
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def show_dashboard():
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metrics_text, df = dashboard.dashboard_ui()
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chart_html = generate_chart()
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return metrics_text, df, chart_html
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# ==============================
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# 🎨 Gradio UI
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# ==============================
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with gr.Blocks(title="Eroha AgentAPI v5.8 — Production-Cluster Core", theme="soft") as app:
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gr.Markdown("# 🤖 Eroha AgentAPI v5.8 — Production-Cluster Core 🚀")
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gr.Markdown("**Полный контроль: Router-watchdog + auto-heal + token-validation + fallback.**")
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with gr.Tab("💬 Agent Chat"):
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user_input = gr.Textbox(label="Введите запрос", placeholder="Например: придумай легенду о ИИ, который нашёл сознание.")
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output_box = gr.Textbox(label="Ответ", lines=15)
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submit_btn = gr.Button("🚀 Отправить")
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submit_btn.click(fn=generate_response, inputs=user_input, outputs=output_box)
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refresh = gr.Button("🔄 Обновить дашборд")
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refresh.click(show_dashboard, outputs=[metrics, log_table, chart_box])
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# 🔥 Запуск watchdog-потока
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threading.Thread(target=watchdog_loop, args=(router_manager,), daemon=True).start()
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app.launch(server_name="0.0.0.0", server_port=7860)
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