Update app.py

app.py

@@ -1,69 +1,63 @@
-from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
-import datetime
-import requests
-import pytz
+from smolagents import CodeAgent, HfApiModel, tool
 import yaml
-from tools.final_answer import FinalAnswerTool
-
 from Gradio_UI import GradioUI
+import requests
 
-# Below is an example of a tool that does nothing. Amaze us with your creativity !
+# Example tool to analyze waste data (Пример инструмента для анализа данных о вторсырье)
 @tool
-def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
-    #Keep this format for the description / args / args description but feel free to modify the tool
-    """A tool that does nothing yet 
+def analyze_waste_data(data: dict) -> str:
+    """Analyzes waste data and provides recommendations.
+    (Анализирует данные о вторсырье и предоставляет рекомендации.)
+
     Args:
-        arg1: the first argument
-        arg2: the second argument
+        data: A dictionary containing waste data, including types and quantities of waste.
+        (Словарь с данными о вторсырье, включающий типы и количество отходов.)
     """
-    return "What magic will you build ?"
+    # Example analysis of data (Пример анализа данных)
+    waste_types = data.get("types", {})
+    recommendations = []
 
+    for waste_type, amount in waste_types.items():
+        if amount > 100:  # Example threshold value (Пример порогового значения)
+            recommendations.append(f"It is necessary to collect {waste_type}.")
+            # (Необходимо вывезти {waste_type}.)
+
+    return "\n".join(recommendations)
+
+# Example tool to visualize collection routes (Пример инструмента для визуализации маршрутов)
 @tool
-def get_current_time_in_timezone(timezone: str) -> str:
-    """A tool that fetches the current local time in a specified timezone.
+def visualize_collection_routes(locations: list) -> str:
+    """Visualizes optimal routes for waste collection.
+    (Визуализирует оптимальные маршруты для сбора вторсырья.)
+
     Args:
-        timezone: A string representing a valid timezone (e.g., 'America/New_York').
+        locations: A list of coordinates for container locations.
+        (Список координат местоположений контейнеров.)
     """
-    try:
-        # Create timezone object
-        tz = pytz.timezone(timezone)
-        # Get current time in that timezone
-        local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
-        return f"The current local time in {timezone} is: {local_time}"
-    except Exception as e:
-        return f"Error fetching time for timezone '{timezone}': {str(e)}"
-
+    # Example use of a maps API to visualize routes (Пример использования API карт для визуализации маршрутов)
+    map_url = "https://maps.google.com/?q=" + "&q=".join([f"{lat},{lon}" for lat, lon in locations])
+    return f"Optimal routes can be viewed at this link: {map_url}"
+    # (Оптимальные маршруты можно посмотреть по ссылке: {map_url})
 
+# Load model and create agent (Загрузка модели и создание агента)
 final_answer = FinalAnswerTool()
-
-# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
-# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud' 
-
 model = HfApiModel(
-max_tokens=2096,
-temperature=0.5,
-model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
-custom_role_conversions=None,
+    max_tokens=2096,
+    temperature=0.5,
+    model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
+    custom_role_conversions=None,
 )
 
-
-# Import tool from Hub
-image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
-
 with open("prompts.yaml", 'r') as stream:
     prompt_templates = yaml.safe_load(stream)
-    
+
 agent = CodeAgent(
     model=model,
-    tools=[final_answer], ## add your tools here (don't remove final answer)
+    tools=[final_answer, analyze_waste_data, visualize_collection_routes],
     max_steps=6,
     verbosity_level=1,
-    grammar=None,
-    planning_interval=None,
-    name=None,
-    description=None,
     prompt_templates=prompt_templates
 )
 
+GradioUI(agent).launch()
 
-GradioUI(agent).launch()