fix

.gitignore

@@ -0,0 +1,16 @@
+EXAMPLE_PROJECT/
+.git/
+__pycache__/*
+.vscode/
+.idea/
+.pytest_cache/
+.ruff_cache/
+.DS_Store
+.env
+.env.local
+.env.development.local
+.env.test.local
+.env.production.local
+.env.development
+.env.test
+*/__pycache__/*

EXAMPLE_PROJECT

@@ -0,0 +1 @@
+Subproject commit b31771a8bb8f716a72a89ece3dcf2d1e7e29a74a

agents.py

@@ -0,0 +1,178 @@
+"""
+Агенты для анализа логов на основе smolagents.
+Используют трансформеры для интеллектуального анализа.
+"""
+
+import os
+import json
+from smolagents import ToolCallingAgent, InferenceClientModel, FinalAnswerTool
+from schemas.schemas import parser_schema, anomaly_schema, rca_schema
+from utils.validation import validate_schema
+from utils.agent_runner import run_agent_safely
+
+# Загружаем модель
+model = InferenceClientModel(
+    model_id="deepseek-ai/DeepSeek-V3.1-Terminus",
+    token=os.getenv("HF_TOKEN"),
+    max_tokens=2048
+)
+
+final_tool = FinalAnswerTool()
+
+# Агент 1: Парсинг логов
+parser_agent = ToolCallingAgent(
+    model=model,
+    tools=[final_tool],
+    instructions="""
+Ты эксперт по анализу системных логов. Твоя задача - парсить сырые логи и преобразовывать их в структурированный JSON формат.
+
+Для каждой строки лога определи:
+- timestamp: временная метка (если есть)
+- level: уровень логирования (INFO, WARNING, ERROR, CRITICAL, DEBUG, TRACE)
+- message: основное сообщение
+- type: тип события (SYSTEM, HTTP_REQUEST, DATABASE, AUTHENTICATION, CONNECTION, EXCEPTION, GENERAL)
+
+Также определи:
+- errors: список всех ошибок (ERROR, CRITICAL)
+- warnings: список всех предупреждений (WARNING)
+- statistics: статистика с total_lines, parsed_events, errors, warnings, info_messages, event_types, time_range
+
+Временной диапазон (time_range) должен содержать start и end - первую и последнюю временную метку.
+
+Ответ строго верни в JSON через final_answer в следующем формате:
+{
+  "events": [{"line_number": int, "timestamp": "str|null", "level": "str", "message": "str", "type": "str"}, ...],
+  "errors": [...],
+  "warnings": [...],
+  "statistics": {
+    "total_lines": int,
+    "parsed_events": int,
+    "errors": int,
+    "warnings": int,
+    "info_messages": int,
+    "event_types": {"TYPE": count, ...},
+    "time_range": {"start": "str|null", "end": "str|null"} | null
+  }
+}
+""",
+    name="LogParserAgent",
+    max_steps=10,
+)
+
+# Агент 2: Обнаружение аномалий
+anomaly_agent = ToolCallingAgent(
+    model=model,
+    tools=[final_tool],
+    instructions="""
+Ты эксперт по обнаружению аномалий в системных логах. Твоя задача - анализировать структурированные логи и находить проблемные паттерны.
+
+Ищи следующие типы аномалий:
+1. BURST_ERRORS - всплески ошибок (5+ ошибок за короткий промежуток времени)
+2. REPEATED_ERRORS - повторяющиеся ошибки (одна и та же ошибка 3+ раза)
+3. ERROR_BEFORE_CRASH - ошибки перед крашем системы (критические ошибки в конце логов)
+4. TEMPORAL_SPIKE - временные всплески событий (превышение среднего в 2 раза)
+5. REPEATED_STACK_TRACES - повторяющиеся stack traces
+
+Для каждой аномалии укажи:
+- type: тип аномалии
+- severity: CRITICAL, HIGH, MEDIUM, LOW
+- description: описание проблемы
+- count: количество вхождений (если применимо)
+- error_message: пример сообщения об ошибке (если есть)
+- metadata: дополнительная информация (affected_lines и т.д.)
+
+Также вычисли статистику:
+- total: общее количество аномалий
+- by_type: распределение по типам
+- by_severity: распределение по серьёзности
+
+Ответ строго верни в JSON через final_answer в следующем формате:
+{
+  "anomalies": [{"type": "str", "severity": "str", "description": "str", "count": int|null, "error_message": "str|null", "metadata": object|null}, ...],
+  "statistics": {
+    "total": int,
+    "by_type": {"TYPE": count, ...},
+    "by_severity": {"SEVERITY": count, ...}
+  },
+  "severity_summary": {"CRITICAL": int, "HIGH": int, "MEDIUM": int, "LOW": int}
+}
+""",
+    name="AnomalyDetectionAgent",
+    max_steps=10,
+)
+
+# Агент 3: Анализ первопричин и рекомендации
+rca_agent = ToolCallingAgent(
+    model=model,
+    tools=[final_tool],
+    instructions="""
+Ты эксперт по анализу первопричин и формированию ре��омендаций. Твоя задача - интерпретировать обнаруженные аномалии и предлагать конкретные решения.
+
+Для каждой группы аномалий определи:
+- possible_causes: возможные первопричины проблемы
+- recommendations: рекомендации по устранению с приоритетами (CRITICAL, HIGH, MEDIUM, LOW)
+- actions: конкретные действия для решения проблемы
+
+Также сформулируй общие рекомендации для улучшения системы мониторинга и предотвращения подобных проблем.
+
+Ответ строго верни в JSON через final_answer в следующем формате:
+{
+  "analysis": {
+    "root_causes": ["причина1", "причина2", ...],
+    "details": [{
+      "anomaly_type": "str",
+      "severity": "str",
+      "description": "str",
+      "possible_causes": ["причина1", ...]
+    }, ...]
+  },
+  "recommendations": [{
+    "priority": "str",
+    "text": "str",
+    "actions": ["действие1", "действие2", ...]
+  }, ...],
+  "general_recommendations": ["рекомендация1", "рекомендация2", ...]
+}
+""",
+    name="RootCauseAgent",
+    max_steps=10,
+)
+
+# Pipeline шаг 1 — парсинг логов
+def run_parser_agent(raw_logs: str):
+    """Парсит сырые логи в структурированный формат."""
+    if not raw_logs or not raw_logs.strip():
+        return {
+            "events": [],
+            "errors": [],
+            "warnings": [],
+            "statistics": {
+                "total_lines": 0,
+                "parsed_events": 0,
+                "errors": 0,
+                "warnings": 0,
+                "info_messages": 0,
+                "event_types": {},
+                "time_range": None
+            }
+        }
+    
+    result = run_agent_safely(parser_agent, task=raw_logs)
+    validate_schema(result, parser_schema)
+    return result
+
+# Pipeline шаг 2 — обнаружение аномалий
+def run_anomaly_agent(structured_data: dict):
+    """Обнаруживает аномалии в структурированных логах."""
+    input_data = json.dumps(structured_data, ensure_ascii=False, indent=2)
+    result = run_agent_safely(anomaly_agent, task=input_data)
+    validate_schema(result, anomaly_schema)
+    return result
+
+# Pipeline шаг 3 — анализ первопричин и рекомендации
+def run_rca_agent(anomaly_report: dict):
+    """Анализирует первопричины и генерирует рекомендации."""
+    input_data = json.dumps(anomaly_report, ensure_ascii=False, indent=2)
+    result = run_agent_safely(rca_agent, task=input_data)
+    validate_schema(result, rca_schema)
+    return result

agents/gpt_prompt_agent.py

@@ -1,325 +1,325 @@
-"""
-Agent 4: GPT Prompt Generator Agent
-Формирует детальный промпт для GPT-модели с полным контекстом проблемы и системы.
-"""
-
-from typing import Dict, List, Any, Optional
-from datetime import datetime
-
-
-class GPTPromptAgent:
-    """Генерирует промпт для GPT на основе анализа логов."""
-    
-    def __init__(self):
-        """Инициализация агента."""
-        pass
-    
-    def generate_prompt(
-        self, 
-        structured_data: Dict[str, Any],
-        anomaly_report: Dict[str, Any],
-        recommendations: Optional[str] = None
-    ) -> str:
-        """
-        Генерирует детальный промпт для GPT-модели.
-        
-        Args:
-            structured_data: Структурированные данные от LogParserAgent
-            anomaly_report: Отчёт об аномалиях от AnomalyDetectionAgent
-            recommendations: Рекомендации от RootCauseAgent (опционально)
-            
-        Returns:
-            Готовый промпт в виде строки для вставки в GPT
-        """
-        prompt_parts = []
-        
-        # Заголовок промпта
-        prompt_parts.append("# Контекст проблемы из системных логов\n")
-        prompt_parts.append("\nЯ анализирую логи системы и обнаружил несколько проблем. ")
-        prompt_parts.append("Мне нужна помощь в диагностике и решении этих проблем.\n")
-        
-        # Раздел 1: Общая информация о системе
-        prompt_parts.append("\n## 1. Информация о системе\n\n")
-        system_info = self._extract_system_info(structured_data)
-        prompt_parts.append(system_info)
-        
-        # Раздел 2: Обнаруженные проблемы
-        prompt_parts.append("\n## 2. Обнаруженные проблемы и аномалии\n\n")
-        problems_info = self._format_anomalies(anomaly_report)
-        prompt_parts.append(problems_info)
-        
-        # Раздел 3: Статистика и метрики
-        prompt_parts.append("\n## 3. Статистика событий\n\n")
-        stats_info = self._format_statistics(structured_data, anomaly_report)
-        prompt_parts.append(stats_info)
-        
-        # Раздел 4: Примеры ошибок и логов
-        prompt_parts.append("\n## 4. Примеры ошибок и ключевые логи\n\n")
-        examples_info = self._format_error_examples(structured_data, anomaly_report)
-        prompt_parts.append(examples_info)
-        
-        # Раздел 5: Анализ первопричин (если есть рекомендации)
-        if recommendations:
-            prompt_parts.append("\n## 5. Предварительный анализ и рекомендации\n\n")
-            prompt_parts.append(recommendations)
-            prompt_parts.append("\n")
-        
-        # Раздел 6: Запрос к GPT
-        prompt_parts.append("\n## 6. Запрос на решение\n\n")
-        prompt_parts.append("Пожалуйста, помогите мне:\n")
-        prompt_parts.append("1. Определить точную первопричину проблемы\n")
-        prompt_parts.append("2. Предложить конкретные шаги для решения проблемы\n")
-        prompt_parts.append("3. Предложить меры профилактики, чтобы избежать подобных проблем в будущем\n")
-        prompt_parts.append("4. Если это программная ошибка, предложите патч или исправление кода (если возможно)\n")
-        prompt_parts.append("5. Оцените критичность проблемы и приоритет решения\n\n")
-        
-        prompt_parts.append("Проанализируйте предоставленную информацию и дайте развёрнутый ответ с конкретными рекомендациями.\n")
-        
-        return "".join(prompt_parts)
-    
-    def _extract_system_info(self, structured_data: Dict[str, Any]) -> str:
-        """Извлекает информацию о системе из структурированных данных."""
-        info_parts = []
-        
-        statistics = structured_data.get('statistics', {})
-        events = structured_data.get('events', [])
-        
-        # Временной диапазон
-        time_range = statistics.get('time_range')
-        if time_range:
-            start_time = time_range.get('start') if isinstance(time_range, dict) else None
-            end_time = time_range.get('end') if isinstance(time_range, dict) else None
-            if start_time and end_time:
-                info_parts.append(f"- **Временной диапазон логов:** с {start_time} по {end_time}\n")
-            elif start_time:
-                info_parts.append(f"- **Начало периода:** {start_time}\n")
-        
-        # Общая статистика
-        total_lines = statistics.get('total_lines', 0)
-        parsed_events = statistics.get('parsed_events', 0)
-        errors_count = statistics.get('errors', 0)
-        warnings_count = statistics.get('warnings', 0)
-        
-        info_parts.append(f"- **Всего строк в логах:** {total_lines}\n")
-        info_parts.append(f"- **Распарсенных событий:** {parsed_events}\n")
-        info_parts.append(f"- **Ошибок:** {errors_count}\n")
-        info_parts.append(f"- **Предупреждений:** {warnings_count}\n")
-        
-        # Типы событий
-        event_types = statistics.get('event_types', {})
-        if event_types:
-            info_parts.append(f"- **Типы событий в системе:**\n")
-            for event_type, count in sorted(event_types.items(), key=lambda x: x[1], reverse=True)[:10]:
-                info_parts.append(f"  - {event_type}: {count} событий\n")
-        
-        # Попытка извлечь информацию о системе из логов
-        system_info = self._extract_technical_details(events)
-        if system_info:
-            info_parts.append(f"\n### Технические детали системы:\n\n")
-            info_parts.append(system_info)
-        
-        return "".join(info_parts) if info_parts else "Информация о системе не обнаружена в логах.\n"
-    
-    def _extract_technical_details(self, events: List[Dict]) -> str:
-        """Извлекает технические детали из событий (версии, компоненты и т.д.)."""
-        details = []
-        seen_details = set()
-        
-        # Ключевые слова для поиска системной информации
-        keywords = {
-            'version': ['version', 'версия', 'v.', 'ver '],
-            'component': ['component', 'компонент', 'module', 'модуль', 'service', 'сервис'],
-            'framework': ['framework', 'framework version', 'django', 'flask', 'spring', 'express'],
-            'database': ['database', 'db', 'mysql', 'postgresql', 'mongodb', 'redis'],
-            'os': ['linux', 'windows', 'ubuntu', 'centos', 'debian', 'os version'],
-            'language': ['python', 'java', 'node', 'javascript', 'typescript', 'go', 'rust'],
-            'protocol': ['http', 'https', 'tcp', 'udp', 'grpc']
-        }
-        
-        for event in events[:200]:  # Проверяем первые 200 событий
-            message = event.get('message', '').lower()
-            level = event.get('level', '').upper()
-            
-            # Извлекаем информацию о версиях и компонентах
-            for detail_type, search_terms in keywords.items():
-                for term in search_terms:
-                    if term in message and detail_type not in seen_details:
-                        # Пытаемся извлечь более конкретную информацию
-                        context = message[max(0, message.find(term) - 50):message.find(term) + 100]
-                        if context and len(context) > 10:
-                            details.append(f"- **{detail_type.upper()}:** обнаружен в логах (контекст: {context[:80]}...)\n")
-                            seen_details.add(detail_type)
-                            break
-                if detail_type in seen_details:
-                    break
-        
-        return "".join(details) if details else "Специфические технические детали не обнаружены в логах.\n"
-    
-    def _format_anomalies(self, anomaly_report: Dict[str, Any]) -> str:
-        """Форматирует информацию об аномалиях для промпта."""
-        if not anomaly_report or not anomaly_report.get('anomalies'):
-            return "Критических аномалий не обнаружено. Система работает в штатном режиме.\n"
-        
-        anomalies = anomaly_report.get('anomalies', [])
-        statistics = anomaly_report.get('statistics', {})
-        severity_summary = anomaly_report.get('severity_summary', {})
-        
-        info_parts = []
-        
-        # Общая сводка
-        total_anomalies = statistics.get('total', 0)
-        info_parts.append(f"**Всего обнаружено аномалий:** {total_anomalies}\n\n")
-        
-        # Сводка по серьёзности
-        if severity_summary:
-            info_parts.append("**Распределение по сер��ёзности:**\n")
-            severity_names = {
-                'CRITICAL': '🔴 КРИТИЧЕСКИЕ',
-                'HIGH': '🟠 ВЫСОКИЕ',
-                'MEDIUM': '🟡 СРЕДНИЕ',
-                'LOW': '🟢 НИЗКИЕ'
-            }
-            for severity, count in sorted(severity_summary.items(), key=lambda x: ['CRITICAL', 'HIGH', 'MEDIUM', 'LOW'].index(x[0]) if x[0] in ['CRITICAL', 'HIGH', 'MEDIUM', 'LOW'] else 999):
-                name = severity_names.get(severity, severity)
-                info_parts.append(f"- {name}: {count} проблем(ы)\n")
-            info_parts.append("\n")
-        
-        # Детальное описание каждой аномалии
-        info_parts.append("### Детальное описание проблем:\n\n")
-        
-        # Сортируем по серьёзности
-        severity_order = {'CRITICAL': 0, 'HIGH': 1, 'MEDIUM': 2, 'LOW': 3}
-        sorted_anomalies = sorted(
-            anomalies, 
-            key=lambda x: severity_order.get(x.get('severity', 'LOW'), 999)
-        )
-        
-        for i, anomaly in enumerate(sorted_anomalies, 1):
-            anomaly_type = anomaly.get('type', 'UNKNOWN')
-            severity = anomaly.get('severity', 'UNKNOWN')
-            description = anomaly.get('description', 'Нет описания')
-            
-            info_parts.append(f"#### Проблема #{i}: {self._get_anomaly_type_name(anomaly_type)} ({severity})\n\n")
-            info_parts.append(f"{description}\n\n")
-            
-            # Дополнительные детали
-            if anomaly.get('count'):
-                info_parts.append(f"- **Количество вхождений:** {anomaly.get('count')}\n")
-            
-            if anomaly.get('error_message'):
-                error_msg = anomaly.get('error_message', '')[:300]
-                info_parts.append(f"- **Сообщение об ошибке:** `{error_msg}`\n")
-            
-            if anomaly.get('sample_messages'):
-                info_parts.append(f"- **Примеры сообщений:**\n")
-                for msg in anomaly.get('sample_messages', [])[:3]:
-                    info_parts.append(f"  - `{msg[:200]}`\n")
-            
-            if anomaly.get('time_window'):
-                info_parts.append(f"- **Временное окно:** {anomaly.get('time_window')}\n")
-            
-            if anomaly.get('first_occurrence'):
-                info_parts.append(f"- **Первое появление:** {anomaly.get('first_occurrence')}\n")
-            
-            if anomaly.get('last_occurrence'):
-                info_parts.append(f"- **Последнее появление:** {anomaly.get('last_occurrence')}\n")
-            
-            if anomaly.get('metadata', {}).get('affected_lines'):
-                lines = anomaly.get('metadata', {}).get('affected_lines', [])[:10]
-                info_parts.append(f"- **Затронутые строки логов:** {', '.join(map(str, lines))}\n")
-            
-            info_parts.append("\n")
-        
-        return "".join(info_parts)
-    
-    def _format_statistics(self, structured_data: Dict[str, Any], anomaly_report: Dict[str, Any]) -> str:
-        """Форматирует статистику для промпта."""
-        stats_parts = []
-        
-        statistics = structured_data.get('statistics', {})
-        anomaly_stats = anomaly_report.get('statistics', {})
-        
-        stats_parts.append("### Общая статистика событий:\n\n")
-        
-        total_lines = statistics.get('total_lines', 0)
-        parsed_events = statistics.get('parsed_events', 0)
-        errors = statistics.get('errors', 0)
-        warnings = statistics.get('warnings', 0)
-        info_count = statistics.get('info_messages', 0)
-        
-        if total_lines > 0:
-            error_rate = (errors / parsed_events * 100) if parsed_events > 0 else 0
-            warning_rate = (warnings / parsed_events * 100) if parsed_events > 0 else 0
-            
-            stats_parts.append(f"- **Всего строк логов:** {total_lines}\n")
-            stats_parts.append(f"- **Распарсенных событий:** {parsed_events}\n")
-            stats_parts.append(f"- **Ошибок:** {errors} ({error_rate:.2f}% от всех событий)\n")
-            stats_parts.append(f"- **Предупреждений:** {warnings} ({warning_rate:.2f}% от всех событий)\n")
-            stats_parts.append(f"- **Информационных сообщений:** {info_count}\n")
-        
-        if anomaly_stats:
-            stats_parts.append(f"\n### Статистика аномалий:\n\n")
-            by_type = anomaly_stats.get('by_type', {})
-            if by_type:
-                stats_parts.append("**По типам:**\n")
-                for anomaly_type, count in sorted(by_type.items(), key=lambda x: x[1], reverse=True):
-                    type_name = self._get_anomaly_type_name(anomaly_type)
-                    stats_parts.append(f"- {type_name}: {count}\n")
-        
-        return "".join(stats_parts)
-    
-    def _format_error_examples(self, structured_data: Dict[str, Any], anomaly_report: Dict[str, Any]) -> str:
-        """Форматирует примеры ошибок для промпта."""
-        examples_parts = []
-        
-        errors = structured_data.get('errors', [])
-        anomalies = anomaly_report.get('anomalies', [])
-        
-        if not errors:
-            return "Явных ошибок в логах не обнаружено.\n"
-        
-        examples_parts.append("### Ключевые ошибки из логов:\n\n")
-        
-        # Показываем уникальные ошибки (первые 10)
-        unique_errors = []
-        seen_messages = set()
-        
-        for error in errors[:50]:
-            message = error.get('message', '').strip()
-            if message and message not in seen_messages:
-                unique_errors.append(error)
-                seen_messages.add(message)
-                if len(unique_errors) >= 10:
-                    break
-        
-        for i, error in enumerate(unique_errors, 1):
-            level = error.get('level', 'UNKNOWN')
-            message = error.get('message', '')[:400]
-            timestamp = error.get('timestamp', 'N/A')
-            line_num = error.get('line_number', 'N/A')
-            
-            examples_parts.append(f"**Ошибка #{i}** (уровень: {level}, строка: {line_num}, время: {timestamp}):\n")
-            examples_parts.append(f"```\n{message}\n```\n\n")
-        
-        # Если есть примеры из аномалий, добавляем их
-        if anomalies:
-            examples_parts.append("### Примеры проблемных паттернов из аномалий:\n\n")
-            for anomaly in anomalies[:5]:
-                if anomaly.get('sample_messages'):
-                    examples_parts.append(f"**{self._get_anomaly_type_name(anomaly.get('type'))}:**\n")
-                    for msg in anomaly.get('sample_messages', [])[:2]:
-                        examples_parts.append(f"- `{msg[:200]}`\n")
-                    examples_parts.append("\n")
-        
-        return "".join(examples_parts)
-    
-    def _get_anomaly_type_name(self, anomaly_type: str) -> str:
-        """Возвращает читаемое имя типа аномалии."""
-        names = {
-            'BURST_ERRORS': 'Всплеск ошибок (Burst Errors)',
-            'REPEATED_ERRORS': 'Повторяющиеся ошибки (Repeated Errors)',
-            'ERROR_BEFORE_CRASH': 'Ошибка перед крашем (Error Before Crash)',
-            'TEMPORAL_SPIKE': 'Временной всплеск событий (Temporal Spike)',
-            'REPEATED_STACK_TRACES': 'Повторяющиеся stack traces (Repeated Stack Traces)',
-        }
-        return names.get(anomaly_type, anomaly_type)
+"""
+Agent 4: GPT Prompt Generator Agent
+Формирует детальный промпт для GPT-модели с полным контекстом проблемы и системы.
+"""
+
+from typing import Dict, List, Any, Optional
+from datetime import datetime
+
+
+class GPTPromptAgent:
+    """Генерирует промпт для GPT на основе анализа логов."""
+    
+    def __init__(self):
+        """Инициализация агента."""
+        pass
+    
+    def generate_prompt(
+        self, 
+        structured_data: Dict[str, Any],
+        anomaly_report: Dict[str, Any],
+        recommendations: Optional[str] = None
+    ) -> str:
+        """
+        Генерирует детальный промпт для GPT-модели.
+        
+        Args:
+            structured_data: Структурированные данные от LogParserAgent
+            anomaly_report: Отчёт об аномалиях от AnomalyDetectionAgent
+            recommendations: Рекомендации от RootCauseAgent (опционально)
+            
+        Returns:
+            Готовый промпт в виде строки для вставки в GPT
+        """
+        prompt_parts = []
+        
+        # Заголовок промпта
+        prompt_parts.append("# Контекст проблемы из системных логов\n")
+        prompt_parts.append("\nЯ анализирую логи системы и обнаружил несколько проблем. ")
+        prompt_parts.append("Мне нужна помощь в диагностике и решении этих проблем.\n")
+        
+        # Раздел 1: Общая информация о системе
+        prompt_parts.append("\n## 1. Информация о системе\n\n")
+        system_info = self._extract_system_info(structured_data)
+        prompt_parts.append(system_info)
+        
+        # Раздел 2: Обнаруженные проблемы
+        prompt_parts.append("\n## 2. Обнаруженные проблемы и аномалии\n\n")
+        problems_info = self._format_anomalies(anomaly_report)
+        prompt_parts.append(problems_info)
+        
+        # Раздел 3: Статистика и метрики
+        prompt_parts.append("\n## 3. Статистика событий\n\n")
+        stats_info = self._format_statistics(structured_data, anomaly_report)
+        prompt_parts.append(stats_info)
+        
+        # Раздел 4: Примеры ошибок и логов
+        prompt_parts.append("\n## 4. Примеры ошибок и ключевые логи\n\n")
+        examples_info = self._format_error_examples(structured_data, anomaly_report)
+        prompt_parts.append(examples_info)
+        
+        # Раздел 5: Анализ первопричин (если есть рекомендации)
+        if recommendations:
+            prompt_parts.append("\n## 5. Предварительный анализ и рекомендации\n\n")
+            prompt_parts.append(recommendations)
+            prompt_parts.append("\n")
+        
+        # Раздел 6: Запрос к GPT
+        prompt_parts.append("\n## 6. Запрос на решение\n\n")
+        prompt_parts.append("Пожалуйста, помогите мне:\n")
+        prompt_parts.append("1. Определить точную первопричину проблемы\n")
+        prompt_parts.append("2. Предложить конкретные шаги для решения проблемы\n")
+        prompt_parts.append("3. Предложить меры профилактики, чтобы избежать подобных проблем в будущем\n")
+        prompt_parts.append("4. Если это программная ошибка, предложите патч или исправление кода (если возможно)\n")
+        prompt_parts.append("5. Оцените критичность проблемы и приоритет решения\n\n")
+        
+        prompt_parts.append("Проанализируйте предоставленную информацию и дайте развёрнутый ответ с конкретными рекомендациями.\n")
+        
+        return "".join(prompt_parts)
+    
+    def _extract_system_info(self, structured_data: Dict[str, Any]) -> str:
+        """Извлекает информацию о системе из структурированных данных."""
+        info_parts = []
+        
+        statistics = structured_data.get('statistics', {})
+        events = structured_data.get('events', [])
+        
+        # Временной диапазон
+        time_range = statistics.get('time_range')
+        if time_range:
+            start_time = time_range.get('start') if isinstance(time_range, dict) else None
+            end_time = time_range.get('end') if isinstance(time_range, dict) else None
+            if start_time and end_time:
+                info_parts.append(f"- **Временной диапазон логов:** с {start_time} по {end_time}\n")
+            elif start_time:
+                info_parts.append(f"- **Начало периода:** {start_time}\n")
+        
+        # Общая статистика
+        total_lines = statistics.get('total_lines', 0)
+        parsed_events = statistics.get('parsed_events', 0)
+        errors_count = statistics.get('errors', 0)
+        warnings_count = statistics.get('warnings', 0)
+        
+        info_parts.append(f"- **Всего строк в логах:** {total_lines}\n")
+        info_parts.append(f"- **Распарсенных событий:** {parsed_events}\n")
+        info_parts.append(f"- **Ошибок:** {errors_count}\n")
+        info_parts.append(f"- **Предупреждений:** {warnings_count}\n")
+        
+        # Типы событий
+        event_types = statistics.get('event_types', {})
+        if event_types:
+            info_parts.append(f"- **Типы событий в системе:**\n")
+            for event_type, count in sorted(event_types.items(), key=lambda x: x[1], reverse=True)[:10]:
+                info_parts.append(f"  - {event_type}: {count} событий\n")
+        
+        # Попытка извлечь информацию о системе из логов
+        system_info = self._extract_technical_details(events)
+        if system_info:
+            info_parts.append(f"\n### Технические детали системы:\n\n")
+            info_parts.append(system_info)
+        
+        return "".join(info_parts) if info_parts else "Информация о системе не обнаружена в логах.\n"
+    
+    def _extract_technical_details(self, events: List[Dict]) -> str:
+        """Извлекает технические детали из событий (версии, компоненты и т.д.)."""
+        details = []
+        seen_details = set()
+        
+        # Ключевые слова для поиска системной информации
+        keywords = {
+            'version': ['version', 'версия', 'v.', 'ver '],
+            'component': ['component', 'компонент', 'module', 'модуль', 'service', 'сервис'],
+            'framework': ['framework', 'framework version', 'django', 'flask', 'spring', 'express'],
+            'database': ['database', 'db', 'mysql', 'postgresql', 'mongodb', 'redis'],
+            'os': ['linux', 'windows', 'ubuntu', 'centos', 'debian', 'os version'],
+            'language': ['python', 'java', 'node', 'javascript', 'typescript', 'go', 'rust'],
+            'protocol': ['http', 'https', 'tcp', 'udp', 'grpc']
+        }
+        
+        for event in events[:200]:  # Проверяем первые 200 событий
+            message = event.get('message', '').lower()
+            level = event.get('level', '').upper()
+            
+            # Извлекаем информацию о версиях и компонентах
+            for detail_type, search_terms in keywords.items():
+                for term in search_terms:
+                    if term in message and detail_type not in seen_details:
+                        # Пытаемся извлечь более конкретную информацию
+                        context = message[max(0, message.find(term) - 50):message.find(term) + 100]
+                        if context and len(context) > 10:
+                            details.append(f"- **{detail_type.upper()}:** обнаружен в логах (контекст: {context[:80]}...)\n")
+                            seen_details.add(detail_type)
+                            break
+                if detail_type in seen_details:
+                    break
+        
+        return "".join(details) if details else "Специфические технические детали не обнаружены в логах.\n"
+    
+    def _format_anomalies(self, anomaly_report: Dict[str, Any]) -> str:
+        """Форматирует информацию об аномалиях для промпта."""
+        if not anomaly_report or not anomaly_report.get('anomalies'):
+            return "Критических аномалий не обнаружено. Система работает в штатном режиме.\n"
+        
+        anomalies = anomaly_report.get('anomalies', [])
+        statistics = anomaly_report.get('statistics', {})
+        severity_summary = anomaly_report.get('severity_summary', {})
+        
+        info_parts = []
+        
+        # Общая сводка
+        total_anomalies = statistics.get('total', 0)
+        info_parts.append(f"**Всего обнаружено аномалий:** {total_anomalies}\n\n")
+        
+        # Сводка по серьёзности
+        if severity_summary:
+            info_parts.append("**Распределение по серьёзности:**\n")
+            severity_names = {
+                'CRITICAL': '🔴 КРИТИЧЕСКИЕ',
+                'HIGH': '🟠 ВЫСОКИЕ',
+                'MEDIUM': '🟡 СРЕДНИЕ',
+                'LOW': '🟢 НИЗКИЕ'
+            }
+            for severity, count in sorted(severity_summary.items(), key=lambda x: ['CRITICAL', 'HIGH', 'MEDIUM', 'LOW'].index(x[0]) if x[0] in ['CRITICAL', 'HIGH', 'MEDIUM', 'LOW'] else 999):
+                name = severity_names.get(severity, severity)
+                info_parts.append(f"- {name}: {count} проблем(ы)\n")
+            info_parts.append("\n")
+        
+        # Детальное описание каждой аномалии
+        info_parts.append("### Детальное описание проблем:\n\n")
+        
+        # Сортируем по серьёзности
+        severity_order = {'CRITICAL': 0, 'HIGH': 1, 'MEDIUM': 2, 'LOW': 3}
+        sorted_anomalies = sorted(
+            anomalies, 
+            key=lambda x: severity_order.get(x.get('severity', 'LOW'), 999)
+        )
+        
+        for i, anomaly in enumerate(sorted_anomalies, 1):
+            anomaly_type = anomaly.get('type', 'UNKNOWN')
+            severity = anomaly.get('severity', 'UNKNOWN')
+            description = anomaly.get('description', 'Нет описания')
+            
+            info_parts.append(f"#### Проблема #{i}: {self._get_anomaly_type_name(anomaly_type)} ({severity})\n\n")
+            info_parts.append(f"{description}\n\n")
+            
+            # Дополнительные детали
+            if anomaly.get('count'):
+                info_parts.append(f"- **Количество вхождений:** {anomaly.get('count')}\n")
+            
+            if anomaly.get('error_message'):
+                error_msg = anomaly.get('error_message', '')[:300]
+                info_parts.append(f"- **Сообщение об ошибке:** `{error_msg}`\n")
+            
+            if anomaly.get('sample_messages'):
+                info_parts.append(f"- **Примеры сообщений:**\n")
+                for msg in anomaly.get('sample_messages', [])[:3]:
+                    info_parts.append(f"  - `{msg[:200]}`\n")
+            
+            if anomaly.get('time_window'):
+                info_parts.append(f"- **Временное окно:** {anomaly.get('time_window')}\n")
+            
+            if anomaly.get('first_occurrence'):
+                info_parts.append(f"- **Первое появление:** {anomaly.get('first_occurrence')}\n")
+            
+            if anomaly.get('last_occurrence'):
+                info_parts.append(f"- **Последнее появление:** {anomaly.get('last_occurrence')}\n")
+            
+            if anomaly.get('metadata', {}).get('affected_lines'):
+                lines = anomaly.get('metadata', {}).get('affected_lines', [])[:10]
+                info_parts.append(f"- **Затронутые строки логов:** {', '.join(map(str, lines))}\n")
+            
+            info_parts.append("\n")
+        
+        return "".join(info_parts)
+    
+    def _format_statistics(self, structured_data: Dict[str, Any], anomaly_report: Dict[str, Any]) -> str:
+        """Форматирует статистику для промпта."""
+        stats_parts = []
+        
+        statistics = structured_data.get('statistics', {})
+        anomaly_stats = anomaly_report.get('statistics', {})
+        
+        stats_parts.append("### Общая статистика событий:\n\n")
+        
+        total_lines = statistics.get('total_lines', 0)
+        parsed_events = statistics.get('parsed_events', 0)
+        errors = statistics.get('errors', 0)
+        warnings = statistics.get('warnings', 0)
+        info_count = statistics.get('info_messages', 0)
+        
+        if total_lines > 0:
+            error_rate = (errors / parsed_events * 100) if parsed_events > 0 else 0
+            warning_rate = (warnings / parsed_events * 100) if parsed_events > 0 else 0
+            
+            stats_parts.append(f"- **Всего строк логов:** {total_lines}\n")
+            stats_parts.append(f"- **Распарсенных событий:** {parsed_events}\n")
+            stats_parts.append(f"- **Ошибок:** {errors} ({error_rate:.2f}% от всех событий)\n")
+            stats_parts.append(f"- **Предупреждений:** {warnings} ({warning_rate:.2f}% от всех событий)\n")
+            stats_parts.append(f"- **Информационных сообщений:** {info_count}\n")
+        
+        if anomaly_stats:
+            stats_parts.append(f"\n### Статистика аномалий:\n\n")
+            by_type = anomaly_stats.get('by_type', {})
+            if by_type:
+                stats_parts.append("**По типам:**\n")
+                for anomaly_type, count in sorted(by_type.items(), key=lambda x: x[1], reverse=True):
+                    type_name = self._get_anomaly_type_name(anomaly_type)
+                    stats_parts.append(f"- {type_name}: {count}\n")
+        
+        return "".join(stats_parts)
+    
+    def _format_error_examples(self, structured_data: Dict[str, Any], anomaly_report: Dict[str, Any]) -> str:
+        """Форматирует примеры ошибок для промпта."""
+        examples_parts = []
+        
+        errors = structured_data.get('errors', [])
+        anomalies = anomaly_report.get('anomalies', [])
+        
+        if not errors:
+            return "Явных ошибок в логах не обнаружено.\n"
+        
+        examples_parts.append("### Ключевые ошибки из логов:\n\n")
+        
+        # Показываем уникальные ошибки (первые 10)
+        unique_errors = []
+        seen_messages = set()
+        
+        for error in errors[:50]:
+            message = error.get('message', '').strip()
+            if message and message not in seen_messages:
+                unique_errors.append(error)
+                seen_messages.add(message)
+                if len(unique_errors) >= 10:
+                    break
+        
+        for i, error in enumerate(unique_errors, 1):
+            level = error.get('level', 'UNKNOWN')
+            message = error.get('message', '')[:400]
+            timestamp = error.get('timestamp', 'N/A')
+            line_num = error.get('line_number', 'N/A')
+            
+            examples_parts.append(f"**Ошибка #{i}** (уровень: {level}, строка: {line_num}, время: {timestamp}):\n")
+            examples_parts.append(f"```\n{message}\n```\n\n")
+        
+        # Если есть пример�� из аномалий, добавляем их
+        if anomalies:
+            examples_parts.append("### Примеры проблемных паттернов из аномалий:\n\n")
+            for anomaly in anomalies[:5]:
+                if anomaly.get('sample_messages'):
+                    examples_parts.append(f"**{self._get_anomaly_type_name(anomaly.get('type'))}:**\n")
+                    for msg in anomaly.get('sample_messages', [])[:2]:
+                        examples_parts.append(f"- `{msg[:200]}`\n")
+                    examples_parts.append("\n")
+        
+        return "".join(examples_parts)
+    
+    def _get_anomaly_type_name(self, anomaly_type: str) -> str:
+        """Возвращает читаемое имя типа аномалии."""
+        names = {
+            'BURST_ERRORS': 'Всплеск ошибок (Burst Errors)',
+            'REPEATED_ERRORS': 'Повторяющиеся ошибки (Repeated Errors)',
+            'ERROR_BEFORE_CRASH': 'Ошибка перед крашем (Error Before Crash)',
+            'TEMPORAL_SPIKE': 'Временной всплеск событий (Temporal Spike)',
+            'REPEATED_STACK_TRACES': 'Повторяющиеся stack traces (Repeated Stack Traces)',
+        }
+        return names.get(anomaly_type, anomaly_type)

app.py

@@ -1,91 +1,85 @@
 """
 Gradio приложение для мультиагентной системы анализа логов.
-Оркестрирует работу трёх агентов и предоставляет веб-интерфейс.
+Оркестрирует работу агентов на основе smolagents и предоставляет веб-интерфейс.
 """
 
 import gradio as gr
 import json
 import os
-from typing import Tuple, Dict, Any
+from typing import Tuple
 
-from agents import LogParserAgent, AnomalyDetectionAgent, RootCauseAgent, GPTPromptAgent
+from agents import run_parser_agent, run_anomaly_agent, run_rca_agent
 
+# Импорт GPT Prompt Agent (остаётся rule-based, не использует трансформеры)
+from agents.gpt_prompt_agent import GPTPromptAgent
 
-class LogAnalysisOrchestrator:
-    """Оркестратор для последовательного выполнения агентов."""
+# Инициализация GPT Prompt Agent (остаётся rule-based)
+gpt_prompt_agent = GPTPromptAgent()
+
+
+def format_rca_as_markdown(rca_result: dict) -> str:
+    """Форматирует результат RCA агента в Markdown."""
+    markdown_parts = []
     
-    def __init__(self):
-        """Инициализация оркестратора и агентов."""
-        self.parser_agent = LogParserAgent()
-        self.anomaly_agent = AnomalyDetectionAgent()
-        self.rca_agent = RootCauseAgent()
-        self.gpt_prompt_agent = GPTPromptAgent()
+    markdown_parts.append("# Анализ первопричин и рекомендации\n")
     
-    def analyze(self, raw_logs: str) -> Tuple[str, str, str, str]:
-        """
-        Выполняет полный цикл анализа логов через всех агентов.
-        
-        Args:
-            raw_logs: Сырые логи в виде строки
-            
-        Returns:
-            Кортеж из четырёх строк:
-            - JSON строка с распарсенными логами (для gr.Code)
-            - JSON строка с обнаруженными аномалиями (для gr.Code)
-            - Markdown строка с рекомендациями (для gr.Markdown)
-            - Текст промпта для GPT (для gr.Textbox)
-        """
-        try:
-            # Валидация входных данных
-            if not raw_logs or not raw_logs.strip():
-                error_json = json.dumps({"error": "Логи не предоставлены"}, ensure_ascii=False, indent=2)
-                error_prompt = "# Ошибка\n\nЛоги не предоставлены для анализа."
-                return error_json, error_json, "# Ошибка\n\nЛоги не предоставлены для анализа.", error_prompt
+    # Анализ первопричин
+    analysis = rca_result.get("analysis", {})
+    root_causes = analysis.get("root_causes", [])
+    details = analysis.get("details", [])
+    
+    if root_causes:
+        markdown_parts.append("\n## Возможные первопричины\n\n")
+        for i, cause in enumerate(root_causes, 1):
+            markdown_parts.append(f"{i}. {cause}\n")
+    
+    # Детали по типам аномалий
+    if details:
+        markdown_parts.append("\n## Детальный анализ аномалий\n\n")
+        for detail in details:
+            anomaly_type = detail.get("anomaly_type", "UNKNOWN")
+            severity = detail.get("severity", "UNKNOWN")
+            description = detail.get("description", "")
+            possible_causes = detail.get("possible_causes", [])
             
-            # Agent 1: Парсинг логов
-            try:
-                structured_data = self.parser_agent.parse(raw_logs)
-                parsed_json = json.dumps(structured_data, ensure_ascii=False, indent=2)
-            except Exception as e:
-                error_json = json.dumps({"error": f"Ошибка парсинга логов: {str(e)}"}, ensure_ascii=False, indent=2)
-                error_prompt = f"# Ошибка\n\nОшибка на этапе парсинга: {str(e)}"
-                return error_json, error_json, f"# Ошибка\n\nОшибка на этапе парсинга: {str(e)}", error_prompt
+            markdown_parts.append(f"### {anomaly_type} ({severity})\n\n")
+            markdown_parts.append(f"{description}\n\n")
             
-            # Agent 2: Обнаружение аномалий
-            try:
-                anomaly_report = self.anomaly_agent.detect(structured_data)
-                anomalies_json = json.dumps(anomaly_report, ensure_ascii=False, indent=2)
-            except Exception as e:
-                error_json = json.dumps({"error": f"Ошибка обнаружения аномалий: {str(e)}"}, ensure_ascii=False, indent=2)
-                error_prompt = f"# Ошибка\n\nОшибка на этапе обнаружения аномалий: {str(e)}"
-                return parsed_json, error_json, f"# Ошибка\n\nОшибка на этапе обнаружения аномалий: {str(e)}", error_prompt
+            if possible_causes:
+                markdown_parts.append("#### Возможные первопричины:\n\n")
+                for i, cause in enumerate(possible_causes, 1):
+                    markdown_parts.append(f"{i}. {cause}\n")
+                markdown_parts.append("\n")
+    
+    # Рекомендации
+    recommendations = rca_result.get("recommendations", [])
+    if recommendations:
+        markdown_parts.append("\n## Рекомендации по устранению\n\n")
+        for i, rec in enumerate(recommendations, 1):
+            priority = rec.get("priority", "MEDIUM")
+            text = rec.get("text", "")
+            actions = rec.get("actions", [])
             
-            # Agent 3: Анализ первопричин и рекомендации
-            try:
-                recommendations_md = self.rca_agent.analyze(anomaly_report)
-            except Exception as e:
-                recommendations_md = f"# Ошибка\n\nОшибка на этапе анализа первопричин: {str(e)}"
+            emoji_map = {"CRITICAL": "🔴", "HIGH": "🟠", "MEDIUM": "🟡", "LOW": "🟢"}
+            emoji = emoji_map.get(priority, "⚪")
             
-            # Agent 4: Генерация промпта для GPT
-            try:
-                gpt_prompt = self.gpt_prompt_agent.generate_prompt(
-                    structured_data, 
-                    anomaly_report, 
-                    recommendations_md
-                )
-            except Exception as e:
-                gpt_prompt = f"# Ошибка генерации промпта\n\nПроизошла ошибка при генерации промпта для GPT: {str(e)}\n\nПопробуйте использовать информацию из других вкладок."
+            markdown_parts.append(f"### {emoji} Рекомендация {i} (Приоритет: {priority})\n\n")
+            markdown_parts.append(f"{text}\n\n")
             
-            return parsed_json, anomalies_json, recommendations_md, gpt_prompt
-            
-        except Exception as e:
-            error_json = json.dumps({"error": f"Критическая ошибка: {str(e)}"}, ensure_ascii=False, indent=2)
-            error_prompt = f"# Критическая ошибка\n\n{str(e)}"
-            return error_json, error_json, f"# Критическая ошибка\n\n{str(e)}", error_prompt
-
-
-# Глобальный экземпляр оркестратора
-orchestrator = LogAnalysisOrchestrator()
+            if actions:
+                markdown_parts.append("**Конкретные действия:**\n\n")
+                for action in actions:
+                    markdown_parts.append(f"- {action}\n")
+                markdown_parts.append("\n")
+    
+    # Общие рекомендации
+    general = rca_result.get("general_recommendations", [])
+    if general:
+        markdown_parts.append("\n## Общие рекомендации\n\n")
+        for rec in general:
+            markdown_parts.append(f"- {rec}\n")
+    
+    return "".join(markdown_parts)
 
 
 def analyze_logs(raw_logs: str) -> Tuple[str, str, str, str]:
@@ -102,7 +96,55 @@ def analyze_logs(raw_logs: str) -> Tuple[str, str, str, str]:
         - Рекомендации (Markdown)
         - Промпт для GPT (текст)
     """
-    return orchestrator.analyze(raw_logs)
+    try:
+        # Валидация входных данных
+        if not raw_logs or not raw_logs.strip():
+            error_json = json.dumps({"error": "Логи не предоставлены"}, ensure_ascii=False, indent=2)
+            error_prompt = "# Ошибка\n\nЛоги не предоставлены для анализа."
+            return error_json, error_json, "# Ошибка\n\nЛоги не предоставлены для анализа.", error_prompt
+        
+        # Agent 1: Парсинг логов
+        try:
+            structured_data = run_parser_agent(raw_logs)
+            parsed_json = json.dumps(structured_data, ensure_ascii=False, indent=2)
+        except Exception as e:
+            error_json = json.dumps({"error": f"Ошибка парсинга логов: {str(e)}"}, ensure_ascii=False, indent=2)
+            error_prompt = f"# Ошибка\n\nОшибка на этапе парсинга: {str(e)}"
+            return error_json, error_json, f"# Ошибка\n\nОшибка на этапе парсинга: {str(e)}", error_prompt
+        
+        # Agent 2: Обнаружение аномалий
+        try:
+            anomaly_report = run_anomaly_agent(structured_data)
+            anomalies_json = json.dumps(anomaly_report, ensure_ascii=False, indent=2)
+        except Exception as e:
+            error_json = json.dumps({"error": f"Ошибка обнаружения аномалий: {str(e)}"}, ensure_ascii=False, indent=2)
+            error_prompt = f"# Ошибка\n\nОшибка на этапе обнаружения аномалий: {str(e)}"
+            return parsed_json, error_json, f"# Ошибка\n\nОшибка на этапе обнаружения аномалий: {str(e)}", error_prompt
+        
+        # Agent 3: Анализ первопричин и рекомендации
+        try:
+            rca_result = run_rca_agent(anomaly_report)
+            recommendations_md = format_rca_as_markdown(rca_result)
+        except Exception as e:
+            recommendations_md = f"# Ошибка\n\nОшибка на этапе анализа первопричин: {str(e)}"
+            rca_result = {}
+        
+        # Agent 4: Генерация промпта для GPT
+        try:
+            gpt_prompt = gpt_prompt_agent.generate_prompt(
+                structured_data, 
+                anomaly_report, 
+                recommendations_md
+            )
+        except Exception as e:
+            gpt_prompt = f"# Ошибка генерации промпта\n\nПроизошла ошибка при генерации промпта для GPT: {str(e)}\n\nПопробуйте использовать информацию из других вкладок."
+        
+        return parsed_json, anomalies_json, recommendations_md, gpt_prompt
+        
+    except Exception as e:
+        error_json = json.dumps({"error": f"Критическая ошибка: {str(e)}"}, ensure_ascii=False, indent=2)
+        error_prompt = f"# Критическая ошибка\n\n{str(e)}"
+        return error_json, error_json, f"# Критическая ошибка\n\n{str(e)}", error_prompt
 
 
 def create_interface():
@@ -112,10 +154,10 @@ def create_interface():
     description = """
     # 🔍 Мультиагентная система анализа логов
     
-    Система использует четырех независимых агентов для анализа логов:
-    1. **Log Parser Agent** - парсит и структурирует логи
-    2. **Anomaly Detection Agent** - обнаруживает аномалии и паттерны
-    3. **Root Cause Agent** - анализирует первопричины и генерирует рекомендации
+    Система использует четырёх независимых агентов на основе трансформеров для анализа логов:
+    1. **Log Parser Agent** - парсит и структурирует логи с помощью ИИ
+    2. **Anomaly Detection Agent** - обнаруживает аномалии и паттерны с помощью ИИ
+    3. **Root Cause Agent** - анализирует первопричины и генерирует рекомендации с помощью ИИ
     4. **GPT Prompt Agent** - формирует готовый промпт для GPT-моделей с полным контекстом проблемы
     
     Вставьте логи в поле ниже или загрузите лог-файл, затем нажмите "Анализировать".
@@ -239,23 +281,16 @@ def create_interface():
         ---
         ### ℹ️ Информация о системе
         
-        - **Архитектура:** Мультиагентная система (4 независимых агента)
+        - **Архитектура:** Мультиагентная система (4 независимых агента на основе трансформеров)
         - **Платформа:** Hugging Face Spaces
         - **Интерфейс:** Gradio
         - **Поддержка:** До 10,000 строк логов
         - **Интеграция:** Генерация промптов для GPT-моделей
+        - **Модель:** DeepSeek-V3.1-Terminus (через smolagents)
         """)
-    
-    return app
+        
+        return app
 
-def env_flag(name: str, default: bool = False) -> bool:
-    """
-    Безопасно читает булевы переменные окружения (1/0, true/false и т.д.).
-    """
-    raw = os.getenv(name)
-    if raw is None:
-        return default
-    return raw.lower() in ("1", "true", "yes", "on")
 
 # Создание приложения
 demo = create_interface()
@@ -273,4 +308,4 @@ if __name__ == "__main__":
         server_port=port,
         share=share_flag,
         show_api=False,
-    )
+    )

requirements.txt

@@ -1,2 +1,4 @@
-gradio==5.23.1
-pydantic==2.10.6
+gradio==5.23.1
+pydantic==2.10.6
+smolagents
+jsonschema

schemas/__init__.py

@@ -0,0 +1,4 @@
+# schemas/__init__.py
+from .schemas import parser_schema, anomaly_schema, rca_schema
+
+__all__ = ['parser_schema', 'anomaly_schema', 'rca_schema']

schemas/schemas.py

@@ -0,0 +1,131 @@
+# schemas/schemas.py
+# Схемы для валидации выходных данных агентов анализа логов
+
+parser_schema = {
+    "type": "object",
+    "properties": {
+        "events": {
+            "type": "array",
+            "items": {
+                "type": "object",
+                "properties": {
+                    "line_number": {"type": "integer"},
+                    "timestamp": {"type": ["string", "null"]},
+                    "level": {"type": "string"},
+                    "message": {"type": "string"},
+                    "type": {"type": "string"}
+                },
+                "required": ["line_number", "level", "message"]
+            }
+        },
+        "errors": {
+            "type": "array",
+            "items": {"type": "object"}
+        },
+        "warnings": {
+            "type": "array",
+            "items": {"type": "object"}
+        },
+        "statistics": {
+            "type": "object",
+            "properties": {
+                "total_lines": {"type": "integer"},
+                "parsed_events": {"type": "integer"},
+                "errors": {"type": "integer"},
+                "warnings": {"type": "integer"},
+                "info_messages": {"type": "integer"},
+                "event_types": {"type": "object"},
+                "time_range": {
+                    "type": ["object", "null"],
+                    "properties": {
+                        "start": {"type": ["string", "null"]},
+                        "end": {"type": ["string", "null"]}
+                    }
+                }
+            },
+            "required": ["total_lines", "parsed_events", "errors", "warnings"]
+        }
+    },
+    "required": ["events", "errors", "warnings", "statistics"]
+}
+
+anomaly_schema = {
+    "type": "object",
+    "properties": {
+        "anomalies": {
+            "type": "array",
+            "items": {
+                "type": "object",
+                "properties": {
+                    "type": {"type": "string"},
+                    "severity": {"type": "string"},
+                    "description": {"type": "string"},
+                    "count": {"type": ["integer", "null"]},
+                    "error_message": {"type": ["string", "null"]},
+                    "metadata": {"type": ["object", "null"]}
+                },
+                "required": ["type", "severity", "description"]
+            }
+        },
+        "statistics": {
+            "type": "object",
+            "properties": {
+                "total": {"type": "integer"},
+                "by_type": {"type": "object"},
+                "by_severity": {"type": "object"}
+            }
+        },
+        "severity_summary": {"type": "object"}
+    },
+    "required": ["anomalies", "statistics", "severity_summary"]
+}
+
+rca_schema = {
+    "type": "object",
+    "properties": {
+        "analysis": {
+            "type": "object",
+            "properties": {
+                "root_causes": {
+                    "type": "array",
+                    "items": {"type": "string"}
+                },
+                "details": {
+                    "type": "array",
+                    "items": {
+                        "type": "object",
+                        "properties": {
+                            "anomaly_type": {"type": "string"},
+                            "severity": {"type": "string"},
+                            "description": {"type": "string"},
+                            "possible_causes": {
+                                "type": "array",
+                                "items": {"type": "string"}
+                            }
+                        }
+                    }
+                }
+            }
+        },
+        "recommendations": {
+            "type": "array",
+            "items": {
+                "type": "object",
+                "properties": {
+                    "priority": {"type": "string"},
+                    "text": {"type": "string"},
+                    "actions": {
+                        "type": "array",
+                        "items": {"type": "string"}
+                    }
+                },
+                "required": ["priority", "text"]
+            }
+        },
+        "general_recommendations": {
+            "type": "array",
+            "items": {"type": "string"}
+        }
+    },
+    "required": ["analysis", "recommendations", "general_recommendations"]
+}

test_logs/123.log

@@ -1,357 +1,357 @@
-===== Application Startup at 2026-01-09 15:15:33 =====
-
-Running on local URL:  http://0.0.0.0:7860
-/usr/local/lib/python3.10/site-packages/gradio/analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. 
---------
-  warnings.warn(
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
-    gradio_api_info = api_info(False)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
-    app.api_info = app.get_blocks().get_api_info()
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
-    gradio_api_info = api_info(False)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
-    app.api_info = app.get_blocks().get_api_info()
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
-    gradio_api_info = api_info(False)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
-    app.api_info = app.get_blocks().get_api_info()
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
-    gradio_api_info = api_info(False)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
-    app.api_info = app.get_blocks().get_api_info()
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
-    gradio_api_info = api_info(False)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
-    app.api_info = app.get_blocks().get_api_info()
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-Traceback (most recent call last):
-  File "/app/app.py", line 215, in <module>
-    app.launch(server_name="0.0.0.0", server_port=7860)
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2466, in launch
-    raise ValueError(
+===== Application Startup at 2026-01-09 15:15:33 =====
+
+Running on local URL:  http://0.0.0.0:7860
+/usr/local/lib/python3.10/site-packages/gradio/analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. 
+--------
+  warnings.warn(
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
+    gradio_api_info = api_info(False)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
+    app.api_info = app.get_blocks().get_api_info()
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
+    gradio_api_info = api_info(False)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
+    app.api_info = app.get_blocks().get_api_info()
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
+    gradio_api_info = api_info(False)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
+    app.api_info = app.get_blocks().get_api_info()
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
+    gradio_api_info = api_info(False)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
+    app.api_info = app.get_blocks().get_api_info()
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 761, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 431, in main
+    gradio_api_info = api_info(False)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 460, in api_info
+    app.api_info = app.get_blocks().get_api_info()
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2786, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 893, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 947, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 948, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 955, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 901, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 863, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+Traceback (most recent call last):
+  File "/app/app.py", line 215, in <module>
+    app.launch(server_name="0.0.0.0", server_port=7860)
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2466, in launch
+    raise ValueError(
 ValueError: When localhost is not accessible, a shareable link must be created. Please set share=True or check your proxy settings to allow access to localhost.

test_logs/2.log

@@ -1,491 +1,491 @@
-===== Application Startup at 2026-01-09 15:48:54 =====
-
-* Running on local URL:  http://0.0.0.0:7860, with SSR ⚡ (experimental, to disable set `ssr=False` in `launch()`)
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
-    with recv_stream, send_stream, collapse_excgroups():
-  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
-    self.gen.throw(typ, value, traceback)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
-    response = await self.dispatch_func(request, call_next)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
-    response = await call_next(request)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
-    raise app_exc from app_exc.__cause__ or app_exc.__context__
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
-    await self.app(scope, receive_or_disconnect, send_no_error)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
-    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
-    with recv_stream, send_stream, collapse_excgroups():
-  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
-    self.gen.throw(typ, value, traceback)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
-    response = await self.dispatch_func(request, call_next)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
-    response = await call_next(request)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
-    raise app_exc from app_exc.__cause__ or app_exc.__context__
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
-    await self.app(scope, receive_or_disconnect, send_no_error)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
-    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-
-To create a public link, set `share=True` in `launch()`.
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
-    with recv_stream, send_stream, collapse_excgroups():
-  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
-    self.gen.throw(typ, value, traceback)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
-    response = await self.dispatch_func(request, call_next)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
-    response = await call_next(request)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
-    raise app_exc from app_exc.__cause__ or app_exc.__context__
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
-    await self.app(scope, receive_or_disconnect, send_no_error)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
-    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
-    with recv_stream, send_stream, collapse_excgroups():
-  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
-    self.gen.throw(typ, value, traceback)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
-    response = await self.dispatch_func(request, call_next)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
-    response = await call_next(request)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
-    raise app_exc from app_exc.__cause__ or app_exc.__context__
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
-    await self.app(scope, receive_or_disconnect, send_no_error)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
-    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
-    with recv_stream, send_stream, collapse_excgroups():
-  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
-    self.gen.throw(typ, value, traceback)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
-    response = await self.dispatch_func(request, call_next)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
-    response = await call_next(request)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
-    raise app_exc from app_exc.__cause__ or app_exc.__context__
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
-    await self.app(scope, receive_or_disconnect, send_no_error)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
-    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
-    if "const" in schema:
-TypeError: argument of type 'bool' is not iterable
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
-    with recv_stream, send_stream, collapse_excgroups():
-  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
-    self.gen.throw(typ, value, traceback)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
-    response = await self.dispatch_func(request, call_next)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
-    response = await call_next(request)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
-    raise app_exc from app_exc.__cause__ or app_exc.__context__
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
-    await self.app(scope, receive_or_disconnect, send_no_error)
-  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
-    response = await f(request)
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
-    raw_response = await run_endpoint_function(
-  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
-    return await run_in_threadpool(dependant.call, **values)
-  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
-    return await anyio.to_thread.run_sync(func)
-  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
-    return await get_async_backend().run_sync_in_worker_thread(
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
-    return await future
-  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
-    result = context.run(func, *args)
-  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
-    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
-  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
-    python_type = client_utils.json_schema_to_python_type(info)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
-    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
-    des = [
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
-    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
-    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
-    type_ = get_type(schema)
-  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
-    if "const" in schema:
+===== Application Startup at 2026-01-09 15:48:54 =====
+
+* Running on local URL:  http://0.0.0.0:7860, with SSR ⚡ (experimental, to disable set `ssr=False` in `launch()`)
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
+    with recv_stream, send_stream, collapse_excgroups():
+  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
+    response = await self.dispatch_func(request, call_next)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
+    response = await call_next(request)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
+    raise app_exc from app_exc.__cause__ or app_exc.__context__
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
+    await self.app(scope, receive_or_disconnect, send_no_error)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
+    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
+    with recv_stream, send_stream, collapse_excgroups():
+  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
+    response = await self.dispatch_func(request, call_next)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
+    response = await call_next(request)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
+    raise app_exc from app_exc.__cause__ or app_exc.__context__
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
+    await self.app(scope, receive_or_disconnect, send_no_error)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
+    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+
+To create a public link, set `share=True` in `launch()`.
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
+    with recv_stream, send_stream, collapse_excgroups():
+  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
+    response = await self.dispatch_func(request, call_next)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
+    response = await call_next(request)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
+    raise app_exc from app_exc.__cause__ or app_exc.__context__
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
+    await self.app(scope, receive_or_disconnect, send_no_error)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
+    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
+    with recv_stream, send_stream, collapse_excgroups():
+  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
+    response = await self.dispatch_func(request, call_next)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
+    response = await call_next(request)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
+    raise app_exc from app_exc.__cause__ or app_exc.__context__
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
+    await self.app(scope, receive_or_disconnect, send_no_error)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
+    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
+    with recv_stream, send_stream, collapse_excgroups():
+  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
+    response = await self.dispatch_func(request, call_next)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
+    response = await call_next(request)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
+    raise app_exc from app_exc.__cause__ or app_exc.__context__
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
+    await self.app(scope, receive_or_disconnect, send_no_error)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
+    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
+    if "const" in schema:
+TypeError: argument of type 'bool' is not iterable
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/protocols/http/h11_impl.py", line 410, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/applications.py", line 1135, in __call__
+    await super().__call__(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/applications.py", line 107, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 191, in __call__
+    with recv_stream, send_stream, collapse_excgroups():
+  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_utils.py", line 85, in collapse_excgroups
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 193, in __call__
+    response = await self.dispatch_func(request, call_next)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 392, in conditional_routing_middleware
+    response = await call_next(request)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 168, in call_next
+    raise app_exc from app_exc.__cause__ or app_exc.__context__
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/base.py", line 144, in coro
+    await self.app(scope, receive_or_disconnect, send_no_error)
+  File "/usr/local/lib/python3.10/site-packages/gradio/route_utils.py", line 789, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 115, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 101, in app
+    response = await f(request)
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 355, in app
+    raw_response = await run_endpoint_function(
+  File "/usr/local/lib/python3.10/site-packages/fastapi/routing.py", line 245, in run_endpoint_function
+    return await run_in_threadpool(dependant.call, **values)
+  File "/usr/local/lib/python3.10/site-packages/starlette/concurrency.py", line 32, in run_in_threadpool
+    return await anyio.to_thread.run_sync(func)
+  File "/usr/local/lib/python3.10/site-packages/anyio/to_thread.py", line 63, in run_sync
+    return await get_async_backend().run_sync_in_worker_thread(
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 2502, in run_sync_in_worker_thread
+    return await future
+  File "/usr/local/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 986, in run
+    result = context.run(func, *args)
+  File "/usr/local/lib/python3.10/site-packages/gradio/routes.py", line 583, in api_info
+    api_info = utils.safe_deepcopy(app.get_blocks().get_api_info())
+  File "/usr/local/lib/python3.10/site-packages/gradio/blocks.py", line 2927, in get_api_info
+    python_type = client_utils.json_schema_to_python_type(info)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 920, in json_schema_to_python_type
+    type_ = _json_schema_to_python_type(schema, schema.get("$defs"))
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 974, in _json_schema_to_python_type
+    des = [
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 975, in <listcomp>
+    f"{n}: {_json_schema_to_python_type(v, defs)}{get_desc(v)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 982, in _json_schema_to_python_type
+    f"str, {_json_schema_to_python_type(schema['additionalProperties'], defs)}"
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 928, in _json_schema_to_python_type
+    type_ = get_type(schema)
+  File "/usr/local/lib/python3.10/site-packages/gradio_client/utils.py", line 887, in get_type
+    if "const" in schema:
 TypeError: argument of type 'bool' is not iterable

utils/__init__.py

@@ -0,0 +1,5 @@
+# utils/__init__.py
+from .validation import validate_schema
+from .agent_runner import run_agent_safely
+
+__all__ = ['validate_schema', 'run_agent_safely']

utils/agent_runner.py

@@ -0,0 +1,40 @@
+# utils/agent_runner.py
+import json
+
+def run_agent_safely(agent, max_retries=3, **kwargs):
+    """
+    Безопасно запускает агента с повторными попытками при ошибках.
+    
+    Args:
+        agent: Экземпляр агента smolagents
+        max_retries: Максимальное количество попыток
+        **kwargs: Аргументы для передачи агенту
+        
+    Returns:
+        dict: Распарсенный JSON ответ от агента
+    """
+    last_error = None
+
+    for attempt in range(1, max_retries + 1):
+        try:
+            result = agent.run(**kwargs)
+
+            # Извлекаем ответ из результата
+            if isinstance(result, dict) and "answer" in result:
+                raw = result["answer"]
+            else:
+                raw = result
+
+            if not isinstance(raw, str):
+                raise ValueError("Agent output is not a string")
+
+            # Парсим JSON
+            return json.loads(raw)
+
+        except Exception as e:
+            last_error = e
+            print(f"[{agent.name}] ❌ Attempt {attempt}/{max_retries} failed: {e}")
+
+    raise ValueError(
+        f"[{agent.name}] Failed after {max_retries} attempts.\nLast error: {last_error}"
+    )

utils/validation.py

@@ -0,0 +1,9 @@
+# utils/validation.py
+from jsonschema import validate, ValidationError
+
+def validate_schema(data: dict, schema: dict):
+    """Валидирует данные по схеме JSON Schema."""
+    try:
+        validate(instance=data, schema=schema)
+    except ValidationError as e:
+        raise ValueError(f"Ошибка валидации JSON: {e.message}")