{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "\n# Sampling animation\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": false
      },
      "outputs": [],
      "source": [
        "from deadleaves import LeafGeometryGenerator, LeafAppearanceSampler, ImageRenderer\nfrom IPython.display import HTML\nimport torch\n\nmodel = LeafGeometryGenerator(\n    leaf_shape=\"circular\",\n    shape_param_distributions={\n        \"area\": {\"powerlaw\": {\"low\": 5000.0, \"high\": 10000.0, \"k\": 1.5}}\n    },\n    image_shape=(512, 731),\n    n_sample=50,\n)\nleaf_table, segmentation_map = model.generate_segmentation()\ncolormodel = LeafAppearanceSampler(leaf_table=leaf_table)\ncolormodel.sample_color(\n    color_param_distributions={\"gray\": {\"uniform\": {\"low\": 0.0, \"high\": 1.0}}}\n)\n\nrenderer = ImageRenderer(\n    colormodel.leaf_table, segmentation_map, background_color=torch.tensor(1.0)\n)\n\nani = renderer.animate()\nHTML(ani.to_jshtml())"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}