Update app.py

app.py

@@ -9,14 +9,55 @@ from Gradio_UI import GradioUI
 
 # Below is an example of a tool that does nothing. Amaze us with your creativity !
 @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 
+from smolagents import tool
+
+@tool
+def generate_data_science_steps(process: str) -> str:
+    """A tool that generates concise step-by-step instructions for a given data science process.
+    
     Args:
-        arg1: the first argument
-        arg2: the second argument
+        process: The name of the data science process (e.g., "Data Cleaning", "Feature Engineering", "Model Training").
+    
+    Returns:
+        A concise list of steps for executing the specified process.
     """
-    return "What magic will you build ?"
+    steps_dict = {
+        "data cleaning": [
+            "1. Load the dataset.",
+            "2. Handle missing values (impute or remove).",
+            "3. Remove duplicates.",
+            "4. Fix inconsistent data types.",
+            "5. Normalize/standardize data if needed."
+        ],
+        "feature engineering": [
+            "1. Identify relevant features.",
+            "2. Create new features from existing data.",
+            "3. Encode categorical variables.",
+            "4. Scale numerical features.",
+            "5. Select the most important features."
+        ],
+        "model training": [
+            "1. Split data into train/test sets.",
+            "2. Choose an appropriate algorithm.",
+            "3. Train the model on training data.",
+            "4. Evaluate using validation data.",
+            "5. Tune hyperparameters for better performance."
+        ],
+        "data visualization": [
+            "1. Choose the right visualization type.",
+            "2. Load and preprocess data.",
+            "3. Use libraries like Matplotlib or Seaborn.",
+            "4. Label axes and titles for clarity.",
+            "5. Interpret insights from the visuals."
+        ]
+    }
+    
+    process = process.lower()
+    if process in steps_dict:
+        return "\n".join(steps_dict[process])
+    else:
+        return f"Sorry, I don't have predefined steps for '{process}'. Try another data science process."
+
 
 @tool
 def get_current_time_in_timezone(timezone: str) -> str:
@@ -55,7 +96,7 @@ with open("prompts.yaml", 'r') as stream:
     
 agent = CodeAgent(
     model=model,
-    tools=[final_answer], ## add your tools here (don't remove final answer)
+    tools=[final_answer,generate_data_science_steps], ## add your tools here (don't remove final answer)
     max_steps=6,
     verbosity_level=1,
     grammar=None,