Feat: Added Command Console

[Sahil-Chhoker]

Summary

Adds a command console in mesa as per #2683.
Closes #2683.

Implementation

This feature consists of four main classes:

1. ConsoleEntry: Defines how the data is entered into the console.
2. CaptureOutput: A context manager for capturing stdout and stderr output.
3. InteractiveConsole: A custom interactive Python console with output capturing capabilities. This class extends code.InteractiveConsole for a console like behaviour.
4. ConsoleManager: A console manager for executing Python code interactively. This class provides functionality to execute Python code in an interactive console environment, maintain command history, and handle multi-line code blocks.

For more information refer to the docstrings in the file.

Usage Examples

from mesa.visualization.command_console import CommandConsole
from .agents import myAgent
import numpy as np
import math

page = SolaraViz(
    model,
    components=[CommandConsole], # Pass the CommandConsole as a component
    model_params=model_params,
    name="Test Model",
    additional_imports={ # additional imports to be used in command console
        "myAgent": myAgent,
        "np": np,
        "math": math,
    }
)
page

How it looks:

[github-actions]

Performance benchmarks:

Model	Size	Init time [95% CI]	Run time [95% CI]
BoltzmannWealth	small	🔵 +0.3% [-0.0%, +0.7%]	🔵 +0.6% [+0.5%, +0.8%]
BoltzmannWealth	large	🔵 +16.2% [-2.4%, +51.4%]	🔵 -0.5% [-1.4%, +0.2%]
Schelling	small	🔵 -0.0% [-0.2%, +0.2%]	🔵 -0.7% [-0.9%, -0.6%]
Schelling	large	🔵 -6.0% [-14.4%, -0.0%]	🔵 -1.6% [-2.3%, -0.9%]
WolfSheep	small	🔵 -0.1% [-0.3%, +0.1%]	🔵 -0.1% [-0.3%, +0.0%]
WolfSheep	large	🔵 +0.2% [-0.2%, +0.5%]	🔵 -0.4% [-1.1%, +0.3%]
BoidFlockers	small	🔵 -2.1% [-2.7%, -1.5%]	🔵 -0.3% [-0.5%, -0.2%]
BoidFlockers	large	🔵 -1.2% [-1.7%, -0.7%]	🔵 -0.3% [-0.4%, -0.1%]