import io
import tempfile

import numpy as np
from PIL import Image
from PIL.ImageFile import ImageFile
from matplotlib import pyplot as plt
from smolagents.tools import Tool


def _plot_line_diagram(
        x_values: list,
        y_values_list: list[list[int | float]],
        labels: list[str] | None = None,
        title: str = 'Bar Diagram',
        xlabel: str = 'X-axis',
        ylabel: str = 'Y-axis'
) -> str:
    """
    Plot a line diagram with one or more y-values and save the image to a temporary file.
    Return the path to the saved image file.

    :param x_values: List of x-values.
    :param y_values_list: List of lists containing y-values.
     Each inner list represents a separate line.
    :param labels: List of labels for each line (optional).
    :param title: Title of the plot (default: 'Line Diagram').
    :param xlabel: Label for the X-axis (default: 'X-axis').
    :param ylabel: Label for the Y-axis (default: 'Y-axis').
    :return: Path to the saved image file.
    """

    plt.figure(figsize=(10, 6))

    for i, y_values in enumerate(y_values_list):
        label = labels[i] if labels and i < len(labels) else f'Line {i+1}'
        plt.plot(x_values, y_values, label=label)

    plt.title(title)
    plt.xlabel(xlabel)
    plt.ylabel(ylabel)
    plt.legend()
    plt.grid(True)

    # Save the plot as an image file in a temporary directory
    temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.png')
    plt.savefig(temp_file.name)
    plt.close()

    return temp_file.name


def _plot_bar_diagram(
        x_values: list,
        y_values_list: list[list[int | float]],
        labels: list[str] | None = None,
        title: str = 'Bar Diagram',
        xlabel: str = 'X-axis',
        ylabel: str = 'Y-axis'
) -> str:
    """
    Plot a bar diagram with one or more y-values and save the image to a temporary file.
    Return the path to the saved image file.

    :param x_values: List of x-values.
    :param y_values_list: List of lists containing y-values.
     Each inner list represents a separate set of bars.
    :param labels: List of labels for each set of bars (optional).
    :param title: Title of the plot (default: 'Bar Diagram').
    :param xlabel: Label for the X-axis (default: 'X-axis').
    :param ylabel: Label for the Y-axis (default: 'Y-axis').
    :return: Path to the saved image file.
    """

    bar_width = 0.2
    n = len(y_values_list)

    # Set positions of bars on X axis
    r = [np.arange(len(x_values))]
    for i in range(1, n):
        r.append([x + bar_width for x in r[i - 1]])

    plt.figure(figsize=(10, 6))

    for i, y_values in enumerate(y_values_list):
        label = labels[i] if labels and i < len(labels) else f'Set {i + 1}'
        plt.bar(r[i], y_values, width=bar_width, label=label)

    # Adding xticks
    plt.xlabel(xlabel)
    plt.ylabel(ylabel)
    plt.title(title)
    plt.xticks(
        [r + bar_width * (n - 1) / 2 for r in range(len(x_values))],
        x_values,
        rotation=45,
        ha='right'
    )
    plt.legend()
    plt.grid(True, axis='y')
    plt.tight_layout()

    # Save the plot as an image file in a temporary directory
    temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.png')
    plt.savefig(temp_file.name)
    plt.close()

    return temp_file.name


class PlotTool(Tool):
    """
    A tool to plot bar and line diagrams and return the images.
    """

    name = 'plot_bar_line_diagrams'
    description = (
        'Plot a bar or line diagram with one or more y-values and save the image.'
        ' Return the saved image file as `ImageFile`.'
        ' An agent must take this `ImageFile` and display the image.'
    )
    inputs = {
        'plot_type': {
            'type': 'string',
            'description': 'The type of plot. Only two values are valid: `bar` and `line`'
        },
        'x_values': {'type': 'array', 'description': 'List of x-values.'},
        'y_values_list': {
            'type': 'array',
            'description': (
                'A list of lists containing y-values (numbers).'
                ' Each inner list represents a separate set of bars.'
                ' The input type is list[list[int | float]]'
            )
        },
        'labels': {
            'type': 'array',
            'nullable': True,
            'description': (
                'A list of labels for each set of bars (optional). Defaults to `None`.'
                ' If provided, the length of `labels` must be equal to the length of `x_values`.'
            )
        },
        'title': {
            'type': 'string',
            'nullable': True,
            'description': 'Title of the plot (default: "Bar Diagram")'
        },
        'xlabel': {
            'type': 'string',
            'nullable': True,
            'description': 'Label for the X-axis (default: "X-axis")'
        },
        'ylabel': {
            'type': 'string',
            'nullable': True,
            'description': 'Label for the Y-axis (default: "Y-axis").'
        },
    }
    output_type = 'image'

    def __init__(self, **kwargs):
        super().__init__()

    def forward(
            self,
            plot_type: str,
            x_values: list,
            y_values_list: list[list[int | float]],
            labels: list[str] | None = None,
            title: str = 'Bar Diagram',
            xlabel: str = 'X-axis',
            ylabel: str = 'Y-axis'
    ) -> ImageFile:

        if plot_type == 'bar':
            img_file_name = _plot_bar_diagram(
                x_values=x_values,
                y_values_list=y_values_list,
                labels=labels,
                xlabel=xlabel,
                ylabel=ylabel,
                title=title
            )
        elif plot_type == 'line':
            img_file_name = _plot_line_diagram(
                x_values=x_values,
                y_values_list=y_values_list,
                labels=labels,
                xlabel=xlabel,
                ylabel=ylabel,
                title=title
            )
        else:
            img_file_name = None

        if img_file_name:
            with open(img_file_name, 'rb') as in_file:
                return Image.open(io.BytesIO(in_file.read()))
        else:
            return None