data_model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate Data Model Diagram\n",
    "## Prerequisites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieving notices: ...working... done\n",
      "Channels:\n",
      " - nvidia\n",
      " - pytorch\n",
      " - conda-forge\n",
      " - defaults\n",
      "Platform: linux-64\n",
      "Collecting package metadata (repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "\u001b[33mWARNING: Ignoring invalid distribution ~ransformers (/home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~ransformers (/home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
      "\u001b[0mLooking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
      "Requirement already satisfied: erdantic in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (1.0.5)\n",
      "Requirement already satisfied: graphviz in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (0.20.3)\n",
      "Requirement already satisfied: pydantic-core in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from erdantic) (2.23.4)\n",
      "Requirement already satisfied: pydantic>=2 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from erdantic) (2.9.2)\n",
      "Requirement already satisfied: pygraphviz in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from erdantic) (1.14)\n",
      "Requirement already satisfied: sortedcontainers-pydantic in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from erdantic) (1.0.0)\n",
      "Requirement already satisfied: typenames>=1.3 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from erdantic) (1.3.0)\n",
      "Requirement already satisfied: typer in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from erdantic) (0.13.0)\n",
      "Requirement already satisfied: annotated-types>=0.6.0 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from pydantic>=2->erdantic) (0.7.0)\n",
      "Requirement already satisfied: typing-extensions>=4.6.1 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from pydantic>=2->erdantic) (4.12.2)\n",
      "Requirement already satisfied: sortedcontainers in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from sortedcontainers-pydantic->erdantic) (2.4.0)\n",
      "Requirement already satisfied: click>=8.0.0 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from typer->erdantic) (8.1.7)\n",
      "Requirement already satisfied: shellingham>=1.3.0 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from typer->erdantic) (1.5.4)\n",
      "Requirement already satisfied: rich>=10.11.0 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from typer->erdantic) (13.9.3)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from rich>=10.11.0->typer->erdantic) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from rich>=10.11.0->typer->erdantic) (2.18.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in /home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer->erdantic) (0.1.2)\n",
      "\u001b[33mWARNING: Ignoring invalid distribution ~ransformers (/home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~ransformers (/home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~ransformers (/home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
      "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~ransformers (/home/matt/miniconda3/envs/plotomatic/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%conda install pygraphviz\n",
    "%pip install erdantic graphviz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Few Shot prompts\n",
    "\n",
    "Few-shot prompting allows us to give a few example interactions to the LLM so that it continues to follow the pattern. This increases the likelyhood of gett the response we want.\n",
    "\n",
    "We don't want to send the full manuscript to the LLM when we are handling metadata, Story and StoryDialogue are stored separately. They map 1:1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Entity Relationship Diagram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Story ERD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import erdantic as erd\n",
    "from model import Story\n",
    "\n",
    "# Create the diagram\n",
    "diagram = erd.create(Story)\n",
    "\n",
    "# Customize appearance\n",
    "edge_attributes = {\n",
    "    # \"rankdir\": ((\"ordering\", \"out\"),)\n",
    "}\n",
    "\n",
    "graph_attr = {\n",
    "    # \"rankdir\": \"TD\",\n",
    "    # \"nodesep\": \"1.0\",\n",
    "    # \"ranksep\": \"1.0\",\n",
    "}\n",
    "\n",
    "# Save the diagram to a file\n",
    "diagram.draw(\"data_model_story.png\", graph_attr=graph_attr, edge_attr=edge_attributes)\n",
    "\n",
    "# Display the ERD\n",
    "from IPython.display import Image\n",
    "display(Image(\"data_model_story.png\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### StoryDialogue ERD\n",
    "Stored in a separate JSON file since this will be a large data structure used to create the manuscript."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import erdantic as erd\n",
    "from model import StoryDialogue\n",
    "\n",
    "# Create the diagram\n",
    "diagram = erd.create(StoryDialogue)\n",
    "\n",
    "# Customize appearance\n",
    "edge_attributes = {\n",
    "    # \"rankdir\": ((\"ordering\", \"out\"),)\n",
    "}\n",
    "\n",
    "graph_attr = {\n",
    "    # \"rankdir\": \"TD\",\n",
    "    # \"nodesep\": \"1.0\",\n",
    "    \"ranksep\": \"1.0\",\n",
    "}\n",
    "\n",
    "# Save the diagram to a file\n",
    "diagram.draw(\"data_model_story_dialogue.png\", graph_attr=graph_attr, edge_attr=edge_attributes)\n",
    "\n",
    "# Display the ERD\n",
    "from IPython.display import Image\n",
    "display(Image(\"data_model_story_dialogue.png\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Character ERD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import erdantic as erd\n",
    "from model import Character\n",
    "\n",
    "# Create the diagram\n",
    "diagram = erd.create(Character)\n",
    "\n",
    "# Customize appearance\n",
    "edge_attributes = {\n",
    "    # \"rankdir\": ((\"ordering\", \"out\"),)\n",
    "}\n",
    "\n",
    "graph_attr = {\n",
    "    \"rankdir\": \"TD\",\n",
    "    # \"nodesep\": \"1.0\",\n",
    "    \"ranksep\": \"1.0\",\n",
    "}\n",
    "\n",
    "# Save the diagram to a file\n",
    "diagram.draw(\"data_model_story_character.png\", graph_attr=graph_attr, edge_attr=edge_attributes)\n",
    "\n",
    "# Display the ERD\n",
    "from IPython.display import Image\n",
    "display(Image(\"data_model_story_character.png\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Story Structure\n",
    "\n",
    "This \"story\" gives some hints as to what each property is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### Story Details\n",
       "\n",
       "```json\n",
       "{\n",
       "    \"prompt\": \"A sample prompt to showcase the story structure for documentation purposes.\",\n",
       "    \"title\": \"Sample Story Title\",\n",
       "    \"video\": false,\n",
       "    \"visual_style\": \"Sample Visual Style\",\n",
       "    \"time_period\": \"Sample Time Period\",\n",
       "    \"location\": \"Sample Location Description\",\n",
       "    \"genre\": \"Sample Genre\",\n",
       "    \"medium\": \"Sample Medium\",\n",
       "    \"plot_overview\": \"A brief overview to showcase how a plot outline might look in this structure.\",\n",
       "    \"narrative_perspective\": \"Sample Perspective (e.g., First-person or Third-person limited)\",\n",
       "    \"conflict_type\": \"Sample Conflict Type (e.g., Man vs. Nature)\",\n",
       "    \"themes\": [\n",
       "        \"underlying message or central idea that a story explores\",\n",
       "        \"Friendship and Loyalty\"\n",
       "    ],\n",
       "    \"motifs\": [\n",
       "        \"recurring element or symbol in a story that reinforces its themes\",\n",
       "        \"Glowing Lights and Shadows - represents the conflict between knowledge and mystery throughout the story\"\n",
       "    ],\n",
       "    \"characters\": [\n",
       "        {\n",
       "            \"nickname\": \"sample_nickname\",\n",
       "            \"name\": \"Sample Character Name\",\n",
       "            \"description\": \"A brief description of the character.\",\n",
       "            \"personality\": \"Character's personality traits (e.g., Brave, Curious).\",\n",
       "            \"physical_appearance\": \"Physical traits to help visualize the character.\",\n",
       "            \"role\": \"Sample Role (e.g., Protagonist or Antagonist)\",\n",
       "            \"gender\": \"Sample Gender\",\n",
       "            \"race\": \"Sample Race/Species\",\n",
       "            \"age\": \"Sample Age\",\n",
       "            \"catch_phrase\": \"A notable phrase the character often says.\",\n",
       "            \"animation_description\": \"Sample description of the character's typical movements.\",\n",
       "            \"voice_description\": \"Description of how the character sounds.\",\n",
       "            \"props\": [],\n",
       "            \"relationships\": [],\n",
       "            \"internal_conflict\": \"Any internal struggle the character faces.\",\n",
       "            \"character_arc\": {\n",
       "                \"initial_state\": \"Sample initial character state.\",\n",
       "                \"final_state\": \"Sample final character state after development.\",\n",
       "                \"key_moments\": [\n",
       "                    \"A key moment in the character's development.\"\n",
       "                ]\n",
       "            },\n",
       "            \"image_prompt\": \"A detailed prompt for visual generation of this character.\",\n",
       "            \"image_prompt_short\": \"A short prompt version for visual generation.\"\n",
       "        }\n",
       "    ],\n",
       "    \"props\": [],\n",
       "    \"story_beats\": [\n",
       "        {\n",
       "            \"name\": \"Sample Story Beat\",\n",
       "            \"description\": \"A key event in the story's progression.\",\n",
       "            \"scene\": \"sample_scene_id\"\n",
       "        }\n",
       "    ],\n",
       "    \"subplots\": [\n",
       "        {\n",
       "            \"title\": \"Sample Subplot Title\",\n",
       "            \"description\": \"Description of the subplot.\",\n",
       "            \"related_characters\": [\n",
       "                \"sample_nickname\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"emotional_arc\": [\n",
       "        {\n",
       "            \"stage\": \"story-wide emotional arc is the overarching shift in the story's emotional tone or atmosphere, capturing the mood journey experienced by the audience from beginning to end.\",\n",
       "            \"description\": \"A brief description of the character's emotional development.\"\n",
       "        }\n",
       "    ],\n",
       "    \"acts\": [\n",
       "        {\n",
       "            \"act_id\": \"sample_act_id\",\n",
       "            \"title\": \"Sample Act Title\",\n",
       "            \"description\": \"\",\n",
       "            \"scenes\": [\n",
       "                {\n",
       "                    \"scene_id\": \"sample_scene_id\",\n",
       "                    \"title\": \"Sample Scene Title\",\n",
       "                    \"description\": \"A brief scene description to give context.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"sample_nickname\"\n",
       "                    ],\n",
       "                    \"setting\": \"Sample Setting Description\",\n",
       "                    \"time_of_day\": \"Sample Time of Day\",\n",
       "                    \"location\": \"Sample Scene Location\",\n",
       "                    \"lighting\": \"Sample Lighting Description\",\n",
       "                    \"mood\": \"Sample Mood\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"A primary action in this scene.\",\n",
       "                        \"Another key action.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"A prompt for background generation in this scene.\",\n",
       "                    \"background_animation\": \"Sample animation to describe the scene's background.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Short background description.\"\n",
       "                }\n",
       "            ],\n",
       "            \"props\": []\n",
       "        }\n",
       "    ]\n",
       "}\n",
       "```"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from model import Story, Character, Scene, Act, StoryBeat, Subplot, EmotionalArc, CharacterArc\n",
    "\n",
    "story = Story(\n",
    "    prompt=\"A sample prompt to showcase the story structure for documentation purposes.\",\n",
    "    title=\"Sample Story Title\",\n",
    "    genre=\"Sample Genre\",\n",
    "    medium=\"Sample Medium\",\n",
    "    visual_style=\"Sample Visual Style\",\n",
    "    time_period=\"Sample Time Period\",\n",
    "    location=\"Sample Location Description\",\n",
    "    plot_overview=\"A brief overview to showcase how a plot outline might look in this structure.\",\n",
    "    narrative_perspective=\"Sample Perspective (e.g., First-person or Third-person limited)\",\n",
    "    characters=[\n",
    "        Character(\n",
    "            nickname=\"sample_nickname\",\n",
    "            name=\"Sample Character Name\",\n",
    "            role=\"Sample Role (e.g., Protagonist or Antagonist)\",\n",
    "            gender=\"Sample Gender\",\n",
    "            race=\"Sample Race/Species\",\n",
    "            age=\"Sample Age\",\n",
    "            description=\"A brief description of the character.\",\n",
    "            personality=\"Character's personality traits (e.g., Brave, Curious).\",\n",
    "            physical_appearance=\"Physical traits to help visualize the character.\",\n",
    "            catch_phrase=\"A notable phrase the character often says.\",\n",
    "            animation_description=\"Sample description of the character's typical movements.\",\n",
    "            voice_description=\"Description of how the character sounds.\",\n",
    "            internal_conflict=\"Any internal struggle the character faces.\",\n",
    "            character_arc=CharacterArc(\n",
    "                initial_state=\"Sample initial character state.\",\n",
    "                final_state=\"Sample final character state after development.\",\n",
    "                key_moments=[\n",
    "                    \"A key moment in the character's development.\",\n",
    "                ]\n",
    "            ),\n",
    "            image_prompt=\"A detailed prompt for visual generation of this character.\",\n",
    "            image_prompt_short=\"A short prompt version for visual generation.\"\n",
    "        )\n",
    "    ],\n",
    "    acts=[\n",
    "        Act(\n",
    "            act_id=\"sample_act_id\",\n",
    "            title=\"Sample Act Title\",\n",
    "            scenes=[\n",
    "                Scene(\n",
    "                    scene_id=\"sample_scene_id\",\n",
    "                    title=\"Sample Scene Title\",\n",
    "                    description=\"A brief scene description to give context.\",\n",
    "                    setting=\"Sample Setting Description\",\n",
    "                    key_actions=[\n",
    "                        \"A primary action in this scene.\",\n",
    "                        \"Another key action.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"sample_nickname\"],\n",
    "                    location=\"Sample Scene Location\",\n",
    "                    time_of_day=\"Sample Time of Day\",\n",
    "                    lighting=\"Sample Lighting Description\",\n",
    "                    mood=\"Sample Mood\",\n",
    "                    background_animation=\"Sample animation to describe the scene's background.\",\n",
    "                    background_image_prompt=\"A prompt for background generation in this scene.\",\n",
    "                    scene_image_prompt_short=\"Short background description.\"\n",
    "                )\n",
    "            ]\n",
    "        )\n",
    "    ],\n",
    "    story_beats=[\n",
    "        StoryBeat(name=\"Sample Story Beat\", description=\"A key event in the story's progression.\", scene=\"sample_scene_id\")\n",
    "    ],\n",
    "    subplots=[\n",
    "        Subplot(title=\"Sample Subplot Title\", description=\"Description of the subplot.\", related_characters=[\"sample_nickname\"])\n",
    "    ],\n",
    "    emotional_arc=[\n",
    "        EmotionalArc(stage=\"story-wide emotional arc is the overarching shift in the story's emotional tone or atmosphere, capturing the mood journey experienced by the audience from beginning to end.\", description=\"A brief description of the character's emotional development.\")\n",
    "    ],\n",
    "    conflict_type=\"Sample Conflict Type (e.g., Man vs. Nature)\",\n",
    "    themes=[\"underlying message or central idea that a story explores\", \"Friendship and Loyalty\"],\n",
    "    motifs=[\"recurring element or symbol in a story that reinforces its themes\", \"Glowing Lights and Shadows - represents the conflict between knowledge and mystery throughout the story\"]\n",
    ")\n",
    "\n",
    "story.display()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example Story\n",
    "\n",
    "Here is an example story to see the structure and see what it looks like JSON encoded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### Story Details\n",
       "\n",
       "```json\n",
       "{\n",
       "    \"prompt\": \"In the bustling Redwood Forest, a curious young flying squirrel named Zephyr embarks on a quest to uncover a mysterious energy source that's disrupting the forest. Along the way, he encounters friends and foes, learning the true power of teamwork and courage.\",\n",
       "    \"title\": \"Zephyr's Quest\",\n",
       "    \"video\": false,\n",
       "    \"visual_style\": \"Lush Forest with Magical Realism Elements\",\n",
       "    \"time_period\": \"Timeless Forest Setting\",\n",
       "    \"location\": \"The Redwood Forest, filled with towering trees, hidden trails, and sparkling streams\",\n",
       "    \"genre\": \"Adventure/Fantasy\",\n",
       "    \"medium\": \"Animated Film\",\n",
       "    \"plot_overview\": \"Zephyr, a young and adventurous flying squirrel, lives high up in the Redwoods, gliding from tree to tree with ease. But when strange occurrences start unsettling the forest, Zephyr discovers a mysterious energy source at its heart. Teaming up with his friends, Hazel the wise owl and Twig the jittery chipmunk, Zephyr navigates dark caves, sparkling waterfalls, and towering redwoods, learning that the energy source may hold the key to the forest's future. Together, they confront the Shadow Serpent, a creature guarding the power source, realizing that courage and friendship are the true forces capable of saving their home.\",\n",
       "    \"narrative_perspective\": \"Third-person limited, primarily following Zephyr's viewpoint\",\n",
       "    \"conflict_type\": \"Man vs. Nature and Man vs. Self\",\n",
       "    \"themes\": [\n",
       "        \"Friendship and Loyalty\",\n",
       "        \"Courage in the Face of Fear\"\n",
       "    ],\n",
       "    \"motifs\": [\n",
       "        \"Glowing Lights and Shadows\",\n",
       "        \"Strength in Unity\"\n",
       "    ],\n",
       "    \"characters\": [\n",
       "        {\n",
       "            \"nickname\": \"zephyr\",\n",
       "            \"name\": \"Zephyr the Flying Squirrel\",\n",
       "            \"description\": \"A curious and daring squirrel with a love for adventure.\",\n",
       "            \"personality\": \"Brave, playful, and determined, with a natural curiosity.\",\n",
       "            \"physical_appearance\": \"Small, with soft, reddish-brown fur, large bright eyes, and a fluffy tail.\",\n",
       "            \"role\": \"Protagonist and forest hero\",\n",
       "            \"gender\": \"Male\",\n",
       "            \"race\": \"Flying Squirrel\",\n",
       "            \"age\": \"Young adult\",\n",
       "            \"catch_phrase\": \"Let's take to the skies!\",\n",
       "            \"animation_description\": \"Zephyr glides with grace, his tail spread out for balance as he twists and turns through the treetops. His movements are agile and swift, with bursts of playful energy.\",\n",
       "            \"voice_description\": \"Light and cheerful, with a hint of wonder in every word.\",\n",
       "            \"props\": [],\n",
       "            \"relationships\": [],\n",
       "            \"internal_conflict\": \"Struggles with self-doubt about his ability to protect the forest and lead others.\",\n",
       "            \"character_arc\": {\n",
       "                \"initial_state\": \"Curious but uncertain, often relying on others for guidance.\",\n",
       "                \"final_state\": \"Confident and courageous, willing to stand up for what's right.\",\n",
       "                \"key_moments\": [\n",
       "                    \"First discovers the strange energy disturbance in the forest.\",\n",
       "                    \"Encounters the Shadow Serpent and experiences fear.\",\n",
       "                    \"Gains confidence after helping his friends in a dangerous situation.\"\n",
       "                ]\n",
       "            },\n",
       "            \"image_prompt\": \"A vibrant, lush forest scene featuring a small flying squirrel with reddish-brown fur and a wide, fluffy tail. He has large, bright eyes and an expression of determination and wonder. The trees are tall and filled with greenery, with sunlight filtering through the leaves.\",\n",
       "            \"image_prompt_short\": \"Vibrant forest with a flying squirrel gliding between trees.\"\n",
       "        },\n",
       "        {\n",
       "            \"nickname\": \"hazel\",\n",
       "            \"name\": \"Hazel the Wise Owl\",\n",
       "            \"description\": \"A knowledgeable and observant owl, known for her wisdom and calm demeanor.\",\n",
       "            \"personality\": \"Calm, wise, and protective, with a slight tendency toward caution.\",\n",
       "            \"physical_appearance\": \"Large, with tawny feathers, golden eyes, and a poised posture.\",\n",
       "            \"role\": \"Mentor and friend\",\n",
       "            \"gender\": \"Female\",\n",
       "            \"race\": \"Owl\",\n",
       "            \"age\": \"Elder\",\n",
       "            \"catch_phrase\": \"Wisdom flies with patience.\",\n",
       "            \"animation_description\": \"Hazel moves with slow, deliberate movements, her wings outstretched gracefully as she scans her surroundings.\",\n",
       "            \"voice_description\": \"Deep, smooth, and calming, with a slightly raspy tone.\",\n",
       "            \"props\": [],\n",
       "            \"relationships\": [],\n",
       "            \"internal_conflict\": \"Worries that her caution will hold Zephyr back, yet fears what may happen if she lets him take risks.\",\n",
       "            \"character_arc\": {\n",
       "                \"initial_state\": \"Cautious and hesitant to take risks.\",\n",
       "                \"final_state\": \"Encourages Zephyr's bravery and learns to trust him.\",\n",
       "                \"key_moments\": [\n",
       "                    \"Warns Zephyr about the dangers of the energy source.\",\n",
       "                    \"Realizes Zephyr's bravery after he saves her from a trap.\",\n",
       "                    \"Supports Zephyr's final plan to confront the Shadow Serpent.\"\n",
       "                ]\n",
       "            },\n",
       "            \"image_prompt\": \"A wise owl with tawny feathers and golden eyes sits on a high tree branch, surrounded by lush greenery. She looks calm and thoughtful, her sharp gaze taking in every detail of the forest.\",\n",
       "            \"image_prompt_short\": \"A wise owl perched on a high branch in a lush forest.\"\n",
       "        },\n",
       "        {\n",
       "            \"nickname\": \"twig\",\n",
       "            \"name\": \"Twig the Chipmunk\",\n",
       "            \"description\": \"A jittery and excitable chipmunk with a knack for finding trouble.\",\n",
       "            \"personality\": \"Energetic, nervous, and loyal, with a playful sense of humor.\",\n",
       "            \"physical_appearance\": \"Small and slim, with stripes down his back and a quick, darting gaze.\",\n",
       "            \"role\": \"Comic relief and loyal sidekick\",\n",
       "            \"gender\": \"Male\",\n",
       "            \"race\": \"Chipmunk\",\n",
       "            \"age\": \"Young\",\n",
       "            \"catch_phrase\": \"Better safe than sorry!\",\n",
       "            \"animation_description\": \"Twig scampers quickly, often glancing around nervously and twitching his tail. His movements are jittery and quick.\",\n",
       "            \"voice_description\": \"High-pitched and fast, with a nervous edge.\",\n",
       "            \"props\": [],\n",
       "            \"relationships\": [],\n",
       "            \"internal_conflict\": \"Struggles with fear but learns to trust his friends and his own courage.\",\n",
       "            \"character_arc\": {\n",
       "                \"initial_state\": \"Afraid and reliant on others to make decisions.\",\n",
       "                \"final_state\": \"Brave and loyal, willing to face his fears for his friends.\",\n",
       "                \"key_moments\": [\n",
       "                    \"Gets lost in a cave, relying on Zephyr and Hazel to find him.\",\n",
       "                    \"Overcomes his fear when he stands up to a threat to protect his friends.\",\n",
       "                    \"Finds inner courage and helps in the final showdown with the Shadow Serpent.\"\n",
       "                ]\n",
       "            },\n",
       "            \"image_prompt\": \"A small chipmunk with striped fur and wide, darting eyes, standing on his hind legs on a fallen log in a sunlit forest. He looks nervous but alert, his tail twitching.\",\n",
       "            \"image_prompt_short\": \"A nervous chipmunk on a log in a sunlit forest.\"\n",
       "        }\n",
       "    ],\n",
       "    \"props\": [],\n",
       "    \"story_beats\": [\n",
       "        {\n",
       "            \"name\": \"Discovery of the Glow\",\n",
       "            \"description\": \"Zephyr first notices the strange energy source deep in the forest.\",\n",
       "            \"scene\": \"The Strange Glow\"\n",
       "        },\n",
       "        {\n",
       "            \"name\": \"Seeking Hazel's Wisdom\",\n",
       "            \"description\": \"Zephyr consults Hazel, who warns him of potential dangers.\",\n",
       "            \"scene\": \"Seeking Help from Hazel\"\n",
       "        },\n",
       "        {\n",
       "            \"name\": \"Exploring the Caves\",\n",
       "            \"description\": \"Zephyr, Hazel, and Twig venture into hidden caves, uncovering ancient symbols.\",\n",
       "            \"scene\": \"The Hidden Caves\"\n",
       "        },\n",
       "        {\n",
       "            \"name\": \"The Confrontation\",\n",
       "            \"description\": \"Zephyr and friends confront the Shadow Serpent guarding the energy source.\",\n",
       "            \"scene\": \"Facing the Shadow Serpent\"\n",
       "        },\n",
       "        {\n",
       "            \"name\": \"The Victory\",\n",
       "            \"description\": \"The friends work together to stabilize the energy and restore balance.\",\n",
       "            \"scene\": \"Strength in Unity\"\n",
       "        },\n",
       "        {\n",
       "            \"name\": \"The Celebration\",\n",
       "            \"description\": \"Zephyr and his friends return home as heroes, greeted by forest creatures.\",\n",
       "            \"scene\": \"The Homecoming\"\n",
       "        }\n",
       "    ],\n",
       "    \"subplots\": [\n",
       "        {\n",
       "            \"title\": \"Zephyr's Courage\",\n",
       "            \"description\": \"Zephyr's journey to find inner courage and confidence as a protector of the forest.\",\n",
       "            \"related_characters\": [\n",
       "                \"Zephyr\"\n",
       "            ]\n",
       "        },\n",
       "        {\n",
       "            \"title\": \"Friendship and Trust\",\n",
       "            \"description\": \"The bond between Zephyr, Hazel, and Twig, which grows through their adventures.\",\n",
       "            \"related_characters\": [\n",
       "                \"Zephyr\",\n",
       "                \"Hazel\",\n",
       "                \"Twig\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"emotional_arc\": [\n",
       "        {\n",
       "            \"stage\": \"Curiosity\",\n",
       "            \"description\": \"Zephyr is intrigued by the mysterious energy and wants to investigate.\"\n",
       "        },\n",
       "        {\n",
       "            \"stage\": \"Fear\",\n",
       "            \"description\": \"Zephyr feels uncertain about his ability to handle the challenges he faces.\"\n",
       "        },\n",
       "        {\n",
       "            \"stage\": \"Courage and Confidence\",\n",
       "            \"description\": \"Zephyr finds strength in himself and his friends, emerging as a true hero.\"\n",
       "        }\n",
       "    ],\n",
       "    \"acts\": [\n",
       "        {\n",
       "            \"act_id\": \"the_mystery_begins\",\n",
       "            \"title\": \"Act 1 - The Mystery Begins\",\n",
       "            \"description\": \"\",\n",
       "            \"scenes\": [\n",
       "                {\n",
       "                    \"scene_id\": \"discovery\",\n",
       "                    \"title\": \"The Strange Glow\",\n",
       "                    \"description\": \"Zephyr notices a strange, glowing light deep within the forest and decides to investigate.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"zephyr\"\n",
       "                    ],\n",
       "                    \"setting\": \"A dense part of the forest with overgrown vines and faint glowing lights.\",\n",
       "                    \"time_of_day\": \"Dusk\",\n",
       "                    \"location\": \"Deep forest\",\n",
       "                    \"lighting\": \"Dim, with a faint glow emanating from the distance.\",\n",
       "                    \"mood\": \"Curious and mysterious\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"Zephyr cautiously approaches the glow.\",\n",
       "                        \"He feels a strange energy and senses something powerful.\",\n",
       "                        \"Zephyr decides to tell Hazel and Twig about his discovery.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"A dense forest with thick foliage and faint, glowing lights filtering through the trees. Shadows cast an eerie but beautiful glow on the leaves and branches.\",\n",
       "                    \"background_animation\": \"Slow tracking shot through dense foliage, capturing beams of light and mysterious shadows. The camera moves closer to a faint, glowing source.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Dense forest with glowing lights filtering through the trees.\"\n",
       "                },\n",
       "                {\n",
       "                    \"scene_id\": \"seeking_help\",\n",
       "                    \"title\": \"Seeking Help from Hazel\",\n",
       "                    \"description\": \"Zephyr shares his discovery with Hazel, who warns him about the dangers of the unknown energy.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"zephyr\",\n",
       "                        \"hazel\",\n",
       "                        \"twig\"\n",
       "                    ],\n",
       "                    \"setting\": \"Hazel's high tree perch overlooking the forest.\",\n",
       "                    \"time_of_day\": \"Evening\",\n",
       "                    \"location\": \"Tree perch\",\n",
       "                    \"lighting\": \"Soft twilight, with fading light filtering through the branches.\",\n",
       "                    \"mood\": \"Tense and contemplative\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"Hazel listens intently, then warns Zephyr about the dangers of tampering with the unknown.\",\n",
       "                        \"Zephyr insists on investigating, but Hazel urges caution.\",\n",
       "                        \"Twig, overhearing, nervously agrees with Hazel.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"A tall tree with a wide perch overlooking the forest. The branches create intricate shadows in the fading twilight, casting a serene, thoughtful mood.\",\n",
       "                    \"background_animation\": \"Camera pans from the top of the tree, capturing soft twilight and the vastness of the forest below.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Tall tree overlooking a vast forest at twilight.\"\n",
       "                }\n",
       "            ],\n",
       "            \"props\": []\n",
       "        },\n",
       "        {\n",
       "            \"act_id\": \"journey_into_the_unknown\",\n",
       "            \"title\": \"Act 2 - Journey into the Unknown\",\n",
       "            \"description\": \"\",\n",
       "            \"scenes\": [\n",
       "                {\n",
       "                    \"scene_id\": \"hidden_caves\",\n",
       "                    \"title\": \"The Hidden Caves\",\n",
       "                    \"description\": \"Zephyr, Hazel, and Twig venture into a hidden cave system to get closer to the energy source.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"zephyr\",\n",
       "                        \"hazel\",\n",
       "                        \"twig\"\n",
       "                    ],\n",
       "                    \"setting\": \"A dark, damp cave with strange luminescent plants.\",\n",
       "                    \"time_of_day\": \"Night\",\n",
       "                    \"location\": \"Cave system\",\n",
       "                    \"lighting\": \"Dim, with natural bioluminescent plants casting a soft glow.\",\n",
       "                    \"mood\": \"Mysterious and eerie\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"The trio navigates the twisting cave paths, guided by faint luminescent plants.\",\n",
       "                        \"Twig gets nervous, but Zephyr encourages him to be brave.\",\n",
       "                        \"They find mysterious symbols on the cave walls, hinting at an ancient power.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"A dark, damp cave with luminescent plants casting a soft greenish glow on the rocky walls, creating an eerie, mystical atmosphere.\",\n",
       "                    \"background_animation\": \"Slow, steady pan through the cave, with bioluminescent plants casting faint light and shadows on the damp walls.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Dark cave with glowing plants casting an eerie light.\"\n",
       "                },\n",
       "                {\n",
       "                    \"scene_id\": \"facing_the_serpent\",\n",
       "                    \"title\": \"Facing the Shadow Serpent\",\n",
       "                    \"description\": \"Zephyr and his friends confront the Shadow Serpent, who guards the energy source.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"zephyr\",\n",
       "                        \"hazel\",\n",
       "                        \"twig\"\n",
       "                    ],\n",
       "                    \"setting\": \"A vast cavern lit by the pulsing energy source.\",\n",
       "                    \"time_of_day\": \"Deep night\",\n",
       "                    \"location\": \"Central cavern\",\n",
       "                    \"lighting\": \"Dark with intense pulsing light from the energy source.\",\n",
       "                    \"mood\": \"Intense and climactic\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"The Shadow Serpent appears, intimidating Zephyr and his friends.\",\n",
       "                        \"Hazel tries to reason with the serpent, but it refuses to let them pass.\",\n",
       "                        \"Zephyr realizes that the energy can only be harnessed with teamwork and bravery.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"A vast, shadowed cavern with a central, pulsing energy source casting a harsh light. The silhouette of a massive serpent can be seen in the glow.\",\n",
       "                    \"background_animation\": \"Camera zooms in on the central cavern, revealing the intense glow of the energy source as shadows dance around the serpent.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Shadowed cavern with a pulsing energy source and serpent silhouette.\"\n",
       "                }\n",
       "            ],\n",
       "            \"props\": []\n",
       "        },\n",
       "        {\n",
       "            \"act_id\": \"new_found_strength\",\n",
       "            \"title\": \"Act 3 - A New Found Strength\",\n",
       "            \"description\": \"\",\n",
       "            \"scenes\": [\n",
       "                {\n",
       "                    \"scene_id\": \"strength_in_unity\",\n",
       "                    \"title\": \"Strength in Unity\",\n",
       "                    \"description\": \"With teamwork, Zephyr, Hazel, and Twig outwit the Shadow Serpent and contain the energy source, restoring balance to the forest.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"zephyr\",\n",
       "                        \"hazel\",\n",
       "                        \"twig\"\n",
       "                    ],\n",
       "                    \"setting\": \"The heart of the forest, bathed in soft morning light.\",\n",
       "                    \"time_of_day\": \"Dawn\",\n",
       "                    \"location\": \"Forest heart\",\n",
       "                    \"lighting\": \"Soft morning light filtering through the trees.\",\n",
       "                    \"mood\": \"Triumphant and hopeful\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"Zephyr and his friends use their strengths to contain the energy, neutralizing the Shadow Serpent's influence.\",\n",
       "                        \"Twig finds courage, standing up to the serpent and helping Zephyr.\",\n",
       "                        \"The forest returns to its natural state as the energy stabilizes.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"The heart of the forest, bathed in soft morning light with towering trees and a tranquil atmosphere. Sunlight filters through the branches, casting a hopeful glow.\",\n",
       "                    \"background_animation\": \"Camera sweeps across the forest heart, with morning light filtering through the trees, illuminating the tranquil beauty of the restored forest.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Heart of the forest with morning light filtering through trees.\"\n",
       "                },\n",
       "                {\n",
       "                    \"scene_id\": \"the_homecoming\",\n",
       "                    \"title\": \"The Homecoming\",\n",
       "                    \"description\": \"Zephyr, Hazel, and Twig return to their home, celebrated as heroes by the forest creatures.\",\n",
       "                    \"characters_involved\": [\n",
       "                        \"zephyr\",\n",
       "                        \"hazel\",\n",
       "                        \"twig\"\n",
       "                    ],\n",
       "                    \"setting\": \"The main clearing in the forest, surrounded by cheering animals.\",\n",
       "                    \"time_of_day\": \"Morning\",\n",
       "                    \"location\": \"Forest clearing\",\n",
       "                    \"lighting\": \"Bright and warm, with sunlight illuminating the clearing.\",\n",
       "                    \"mood\": \"Joyful and celebratory\",\n",
       "                    \"props\": [],\n",
       "                    \"key_actions\": [\n",
       "                        \"The forest animals celebrate their return and bravery.\",\n",
       "                        \"Zephyr feels a newfound confidence and purpose.\",\n",
       "                        \"Hazel acknowledges Zephyr's courage, proud of his growth.\"\n",
       "                    ],\n",
       "                    \"background_image_prompt\": \"A bright forest clearing with forest animals celebrating, surrounded by lush greenery and sunlight streaming down, casting a warm, happy glow.\",\n",
       "                    \"background_animation\": \"Camera pans across the lively clearing, capturing the joyful reunion of forest animals around Zephyr and his friends.\",\n",
       "                    \"scene_image_prompt\": \"\",\n",
       "                    \"scene_image_prompt_short\": \"Bright forest clearing with animals celebrating in sunlight.\"\n",
       "                }\n",
       "            ],\n",
       "            \"props\": []\n",
       "        }\n",
       "    ]\n",
       "}\n",
       "```"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from model import Story, Character, Scene, Act, StoryBeat, Subplot, EmotionalArc, CharacterArc\n",
    "\n",
    "story = Story(\n",
    "    prompt=\"In the bustling Redwood Forest, a curious young flying squirrel named Zephyr embarks on a quest to uncover a mysterious energy source that's disrupting the forest. Along the way, he encounters friends and foes, learning the true power of teamwork and courage.\",\n",
    "    title=\"Zephyr's Quest\",\n",
    "    genre=\"Adventure/Fantasy\",\n",
    "    medium=\"Animated Film\",\n",
    "    visual_style=\"Lush Forest with Magical Realism Elements\",\n",
    "    time_period=\"Timeless Forest Setting\",\n",
    "    location=\"The Redwood Forest, filled with towering trees, hidden trails, and sparkling streams\",\n",
    "    plot_overview=\"Zephyr, a young and adventurous flying squirrel, lives high up in the Redwoods, gliding from tree to tree with ease. But when strange occurrences start unsettling the forest, Zephyr discovers a mysterious energy source at its heart. Teaming up with his friends, Hazel the wise owl and Twig the jittery chipmunk, Zephyr navigates dark caves, sparkling waterfalls, and towering redwoods, learning that the energy source may hold the key to the forest's future. Together, they confront the Shadow Serpent, a creature guarding the power source, realizing that courage and friendship are the true forces capable of saving their home.\",\n",
    "    narrative_perspective=\"Third-person limited, primarily following Zephyr's viewpoint\",\n",
    "    characters=[\n",
    "        Character(\n",
    "            nickname=\"zephyr\",\n",
    "            name=\"Zephyr the Flying Squirrel\",\n",
    "            role=\"Protagonist and forest hero\",\n",
    "            gender=\"Male\",\n",
    "            race=\"Flying Squirrel\",\n",
    "            age=\"Young adult\",\n",
    "            description=\"A curious and daring squirrel with a love for adventure.\",\n",
    "            personality=\"Brave, playful, and determined, with a natural curiosity.\",\n",
    "            physical_appearance=\"Small, with soft, reddish-brown fur, large bright eyes, and a fluffy tail.\",\n",
    "            catch_phrase=\"Let's take to the skies!\",\n",
    "            animation_description=\"Zephyr glides with grace, his tail spread out for balance as he twists and turns through the treetops. His movements are agile and swift, with bursts of playful energy.\",\n",
    "            voice_description=\"Light and cheerful, with a hint of wonder in every word.\",\n",
    "            internal_conflict=\"Struggles with self-doubt about his ability to protect the forest and lead others.\",\n",
    "            character_arc=CharacterArc(\n",
    "                initial_state=\"Curious but uncertain, often relying on others for guidance.\",\n",
    "                final_state=\"Confident and courageous, willing to stand up for what's right.\",\n",
    "                key_moments=[\n",
    "                    \"First discovers the strange energy disturbance in the forest.\",\n",
    "                    \"Encounters the Shadow Serpent and experiences fear.\",\n",
    "                    \"Gains confidence after helping his friends in a dangerous situation.\"\n",
    "                ]\n",
    "            ),\n",
    "            image_prompt=\"A vibrant, lush forest scene featuring a small flying squirrel with reddish-brown fur and a wide, fluffy tail. He has large, bright eyes and an expression of determination and wonder. The trees are tall and filled with greenery, with sunlight filtering through the leaves.\",\n",
    "            image_prompt_short=\"Vibrant forest with a flying squirrel gliding between trees.\"\n",
    "        ),\n",
    "        Character(\n",
    "            nickname=\"hazel\",\n",
    "            name=\"Hazel the Wise Owl\",\n",
    "            role=\"Mentor and friend\",\n",
    "            gender=\"Female\",\n",
    "            race=\"Owl\",\n",
    "            age=\"Elder\",\n",
    "            description=\"A knowledgeable and observant owl, known for her wisdom and calm demeanor.\",\n",
    "            personality=\"Calm, wise, and protective, with a slight tendency toward caution.\",\n",
    "            physical_appearance=\"Large, with tawny feathers, golden eyes, and a poised posture.\",\n",
    "            catch_phrase=\"Wisdom flies with patience.\",\n",
    "            animation_description=\"Hazel moves with slow, deliberate movements, her wings outstretched gracefully as she scans her surroundings.\",\n",
    "            voice_description=\"Deep, smooth, and calming, with a slightly raspy tone.\",\n",
    "            internal_conflict=\"Worries that her caution will hold Zephyr back, yet fears what may happen if she lets him take risks.\",\n",
    "            character_arc=CharacterArc(\n",
    "                initial_state=\"Cautious and hesitant to take risks.\",\n",
    "                final_state=\"Encourages Zephyr's bravery and learns to trust him.\",\n",
    "                key_moments=[\n",
    "                    \"Warns Zephyr about the dangers of the energy source.\",\n",
    "                    \"Realizes Zephyr's bravery after he saves her from a trap.\",\n",
    "                    \"Supports Zephyr's final plan to confront the Shadow Serpent.\"\n",
    "                ]\n",
    "            ),\n",
    "            image_prompt=\"A wise owl with tawny feathers and golden eyes sits on a high tree branch, surrounded by lush greenery. She looks calm and thoughtful, her sharp gaze taking in every detail of the forest.\",\n",
    "            image_prompt_short=\"A wise owl perched on a high branch in a lush forest.\"\n",
    "        ),\n",
    "        Character(\n",
    "            nickname=\"twig\",\n",
    "            name=\"Twig the Chipmunk\",\n",
    "            role=\"Comic relief and loyal sidekick\",\n",
    "            gender=\"Male\",\n",
    "            race=\"Chipmunk\",\n",
    "            age=\"Young\",\n",
    "            description=\"A jittery and excitable chipmunk with a knack for finding trouble.\",\n",
    "            personality=\"Energetic, nervous, and loyal, with a playful sense of humor.\",\n",
    "            physical_appearance=\"Small and slim, with stripes down his back and a quick, darting gaze.\",\n",
    "            catch_phrase=\"Better safe than sorry!\",\n",
    "            animation_description=\"Twig scampers quickly, often glancing around nervously and twitching his tail. His movements are jittery and quick.\",\n",
    "            voice_description=\"High-pitched and fast, with a nervous edge.\",\n",
    "            internal_conflict=\"Struggles with fear but learns to trust his friends and his own courage.\",\n",
    "            character_arc=CharacterArc(\n",
    "                initial_state=\"Afraid and reliant on others to make decisions.\",\n",
    "                final_state=\"Brave and loyal, willing to face his fears for his friends.\",\n",
    "                key_moments=[\n",
    "                    \"Gets lost in a cave, relying on Zephyr and Hazel to find him.\",\n",
    "                    \"Overcomes his fear when he stands up to a threat to protect his friends.\",\n",
    "                    \"Finds inner courage and helps in the final showdown with the Shadow Serpent.\"\n",
    "                ]\n",
    "            ),\n",
    "            image_prompt=\"A small chipmunk with striped fur and wide, darting eyes, standing on his hind legs on a fallen log in a sunlit forest. He looks nervous but alert, his tail twitching.\",\n",
    "            image_prompt_short=\"A nervous chipmunk on a log in a sunlit forest.\"\n",
    "        )\n",
    "    ],\n",
    "    acts=[\n",
    "        Act(\n",
    "            act_id=\"the_mystery_begins\",\n",
    "            title=\"Act 1 - The Mystery Begins\",\n",
    "            scenes=[\n",
    "                Scene(\n",
    "                    scene_id=\"discovery\",\n",
    "                    title=\"The Strange Glow\",\n",
    "                    description=\"Zephyr notices a strange, glowing light deep within the forest and decides to investigate.\",\n",
    "                    setting=\"A dense part of the forest with overgrown vines and faint glowing lights.\",\n",
    "                    key_actions=[\n",
    "                        \"Zephyr cautiously approaches the glow.\",\n",
    "                        \"He feels a strange energy and senses something powerful.\",\n",
    "                        \"Zephyr decides to tell Hazel and Twig about his discovery.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"zephyr\"],\n",
    "                    location=\"Deep forest\",\n",
    "                    time_of_day=\"Dusk\",\n",
    "                    lighting=\"Dim, with a faint glow emanating from the distance.\",\n",
    "                    mood=\"Curious and mysterious\",\n",
    "                    background_animation=\"Slow tracking shot through dense foliage, capturing beams of light and mysterious shadows. The camera moves closer to a faint, glowing source.\",\n",
    "                    background_image_prompt=\"A dense forest with thick foliage and faint, glowing lights filtering through the trees. Shadows cast an eerie but beautiful glow on the leaves and branches.\",\n",
    "                    scene_image_prompt_short=\"Dense forest with glowing lights filtering through the trees.\"\n",
    "                ),\n",
    "                Scene(\n",
    "                    scene_id=\"seeking_help\",\n",
    "                    title=\"Seeking Help from Hazel\",\n",
    "                    description=\"Zephyr shares his discovery with Hazel, who warns him about the dangers of the unknown energy.\",\n",
    "                    setting=\"Hazel's high tree perch overlooking the forest.\",\n",
    "                    key_actions=[\n",
    "                        \"Hazel listens intently, then warns Zephyr about the dangers of tampering with the unknown.\",\n",
    "                        \"Zephyr insists on investigating, but Hazel urges caution.\",\n",
    "                        \"Twig, overhearing, nervously agrees with Hazel.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"zephyr\", \"hazel\", \"twig\"],\n",
    "                    location=\"Tree perch\",\n",
    "                    time_of_day=\"Evening\",\n",
    "                    lighting=\"Soft twilight, with fading light filtering through the branches.\",\n",
    "                    mood=\"Tense and contemplative\",\n",
    "                    background_animation=\"Camera pans from the top of the tree, capturing soft twilight and the vastness of the forest below.\",\n",
    "                    background_image_prompt=\"A tall tree with a wide perch overlooking the forest. The branches create intricate shadows in the fading twilight, casting a serene, thoughtful mood.\",\n",
    "                    scene_image_prompt_short=\"Tall tree overlooking a vast forest at twilight.\"\n",
    "                )\n",
    "            ]\n",
    "        ),\n",
    "        Act(\n",
    "            act_id=\"journey_into_the_unknown\",\n",
    "            title=\"Act 2 - Journey into the Unknown\",\n",
    "            scenes=[\n",
    "                Scene(\n",
    "                    scene_id=\"hidden_caves\",\n",
    "                    title=\"The Hidden Caves\",\n",
    "                    description=\"Zephyr, Hazel, and Twig venture into a hidden cave system to get closer to the energy source.\",\n",
    "                    setting=\"A dark, damp cave with strange luminescent plants.\",\n",
    "                    key_actions=[\n",
    "                        \"The trio navigates the twisting cave paths, guided by faint luminescent plants.\",\n",
    "                        \"Twig gets nervous, but Zephyr encourages him to be brave.\",\n",
    "                        \"They find mysterious symbols on the cave walls, hinting at an ancient power.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"zephyr\", \"hazel\", \"twig\"],\n",
    "                    location=\"Cave system\",\n",
    "                    time_of_day=\"Night\",\n",
    "                    lighting=\"Dim, with natural bioluminescent plants casting a soft glow.\",\n",
    "                    mood=\"Mysterious and eerie\",\n",
    "                    background_animation=\"Slow, steady pan through the cave, with bioluminescent plants casting faint light and shadows on the damp walls.\",\n",
    "                    background_image_prompt=\"A dark, damp cave with luminescent plants casting a soft greenish glow on the rocky walls, creating an eerie, mystical atmosphere.\",\n",
    "                    scene_image_prompt_short=\"Dark cave with glowing plants casting an eerie light.\"\n",
    "                ),\n",
    "                Scene(\n",
    "                    scene_id=\"facing_the_serpent\",\n",
    "                    title=\"Facing the Shadow Serpent\",\n",
    "                    description=\"Zephyr and his friends confront the Shadow Serpent, who guards the energy source.\",\n",
    "                    setting=\"A vast cavern lit by the pulsing energy source.\",\n",
    "                    key_actions=[\n",
    "                        \"The Shadow Serpent appears, intimidating Zephyr and his friends.\",\n",
    "                        \"Hazel tries to reason with the serpent, but it refuses to let them pass.\",\n",
    "                        \"Zephyr realizes that the energy can only be harnessed with teamwork and bravery.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"zephyr\", \"hazel\", \"twig\"],\n",
    "                    location=\"Central cavern\",\n",
    "                    time_of_day=\"Deep night\",\n",
    "                    lighting=\"Dark with intense pulsing light from the energy source.\",\n",
    "                    mood=\"Intense and climactic\",\n",
    "                    background_animation=\"Camera zooms in on the central cavern, revealing the intense glow of the energy source as shadows dance around the serpent.\",\n",
    "                    background_image_prompt=\"A vast, shadowed cavern with a central, pulsing energy source casting a harsh light. The silhouette of a massive serpent can be seen in the glow.\",\n",
    "                    scene_image_prompt_short=\"Shadowed cavern with a pulsing energy source and serpent silhouette.\"\n",
    "                )\n",
    "            ]\n",
    "        ),\n",
    "        Act(\n",
    "            act_id=\"new_found_strength\",\n",
    "            title=\"Act 3 - A New Found Strength\",\n",
    "            scenes=[\n",
    "                Scene(\n",
    "                    scene_id=\"strength_in_unity\",\n",
    "                    title=\"Strength in Unity\",\n",
    "                    description=\"With teamwork, Zephyr, Hazel, and Twig outwit the Shadow Serpent and contain the energy source, restoring balance to the forest.\",\n",
    "                    setting=\"The heart of the forest, bathed in soft morning light.\",\n",
    "                    key_actions=[\n",
    "                        \"Zephyr and his friends use their strengths to contain the energy, neutralizing the Shadow Serpent's influence.\",\n",
    "                        \"Twig finds courage, standing up to the serpent and helping Zephyr.\",\n",
    "                        \"The forest returns to its natural state as the energy stabilizes.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"zephyr\", \"hazel\", \"twig\"],\n",
    "                    location=\"Forest heart\",\n",
    "                    time_of_day=\"Dawn\",\n",
    "                    lighting=\"Soft morning light filtering through the trees.\",\n",
    "                    mood=\"Triumphant and hopeful\",\n",
    "                    background_animation=\"Camera sweeps across the forest heart, with morning light filtering through the trees, illuminating the tranquil beauty of the restored forest.\",\n",
    "                    background_image_prompt=\"The heart of the forest, bathed in soft morning light with towering trees and a tranquil atmosphere. Sunlight filters through the branches, casting a hopeful glow.\",\n",
    "                    scene_image_prompt_short=\"Heart of the forest with morning light filtering through trees.\"\n",
    "                ),\n",
    "                Scene(\n",
    "                    scene_id=\"the_homecoming\",\n",
    "                    title=\"The Homecoming\",\n",
    "                    description=\"Zephyr, Hazel, and Twig return to their home, celebrated as heroes by the forest creatures.\",\n",
    "                    setting=\"The main clearing in the forest, surrounded by cheering animals.\",\n",
    "                    key_actions=[\n",
    "                        \"The forest animals celebrate their return and bravery.\",\n",
    "                        \"Zephyr feels a newfound confidence and purpose.\",\n",
    "                        \"Hazel acknowledges Zephyr's courage, proud of his growth.\"\n",
    "                    ],\n",
    "                    characters_involved=[\"zephyr\", \"hazel\", \"twig\"],\n",
    "                    location=\"Forest clearing\",\n",
    "                    time_of_day=\"Morning\",\n",
    "                    lighting=\"Bright and warm, with sunlight illuminating the clearing.\",\n",
    "                    mood=\"Joyful and celebratory\",\n",
    "                    background_animation=\"Camera pans across the lively clearing, capturing the joyful reunion of forest animals around Zephyr and his friends.\",\n",
    "                    background_image_prompt=\"A bright forest clearing with forest animals celebrating, surrounded by lush greenery and sunlight streaming down, casting a warm, happy glow.\",\n",
    "                    scene_image_prompt_short=\"Bright forest clearing with animals celebrating in sunlight.\"\n",
    "                )\n",
    "            ]\n",
    "        )\n",
    "    ],\n",
    "    story_beats=[\n",
    "        StoryBeat(name=\"Discovery of the Glow\", description=\"Zephyr first notices the strange energy source deep in the forest.\", scene=\"The Strange Glow\"),\n",
    "        StoryBeat(name=\"Seeking Hazel's Wisdom\", description=\"Zephyr consults Hazel, who warns him of potential dangers.\", scene=\"Seeking Help from Hazel\"),\n",
    "        StoryBeat(name=\"Exploring the Caves\", description=\"Zephyr, Hazel, and Twig venture into hidden caves, uncovering ancient symbols.\", scene=\"The Hidden Caves\"),\n",
    "        StoryBeat(name=\"The Confrontation\", description=\"Zephyr and friends confront the Shadow Serpent guarding the energy source.\", scene=\"Facing the Shadow Serpent\"),\n",
    "        StoryBeat(name=\"The Victory\", description=\"The friends work together to stabilize the energy and restore balance.\", scene=\"Strength in Unity\"),\n",
    "        StoryBeat(name=\"The Celebration\", description=\"Zephyr and his friends return home as heroes, greeted by forest creatures.\", scene=\"The Homecoming\")\n",
    "    ],\n",
    "    subplots=[\n",
    "        Subplot(title=\"Zephyr's Courage\", description=\"Zephyr's journey to find inner courage and confidence as a protector of the forest.\", related_characters=[\"Zephyr\"]),\n",
    "        Subplot(title=\"Friendship and Trust\", description=\"The bond between Zephyr, Hazel, and Twig, which grows through their adventures.\", related_characters=[\"Zephyr\", \"Hazel\", \"Twig\"])\n",
    "    ],\n",
    "    emotional_arc=[\n",
    "        EmotionalArc(stage=\"Curiosity\", description=\"Zephyr is intrigued by the mysterious energy and wants to investigate.\"),\n",
    "        EmotionalArc(stage=\"Fear\", description=\"Zephyr feels uncertain about his ability to handle the challenges he faces.\"),\n",
    "        EmotionalArc(stage=\"Courage and Confidence\", description=\"Zephyr finds strength in himself and his friends, emerging as a true hero.\")\n",
    "    ],\n",
    "    conflict_type=\"Man vs. Nature and Man vs. Self\",\n",
    "    themes=[\"Friendship and Loyalty\", \"Courage in the Face of Fear\"],\n",
    "    motifs=[\"Glowing Lights and Shadows\", \"Strength in Unity\"]\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "story.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import erdantic as erd\n",
    "# from erdantic.core import EntityRelationshipDiagram, Edge, Cardinality, Modality, FullyQualifiedName\n",
    "# from model import Story, StoryDialogue, Character, CharacterRelationship, Scene, DialogueLine, SceneDialogue\n",
    "\n",
    "# # Create the diagram\n",
    "# diagram = erd.create(Story, StoryDialogue)\n",
    "# # Define a function to create custom edges\n",
    "# def create_custom_edge(source_model, source_field, target_model, source_cardinality, source_modality, target_cardinality, target_modality, edge_name):\n",
    "#     source_model_fqn = FullyQualifiedName.from_object(source_model)\n",
    "#     target_model_fqn = FullyQualifiedName.from_object(target_model)\n",
    "#     custom_edge = Edge(\n",
    "#         source_model_full_name=source_model_fqn,\n",
    "#         source_field_name=source_field,\n",
    "#         target_model_full_name=target_model_fqn,\n",
    "#         source_cardinality=source_cardinality,\n",
    "#         source_modality=source_modality,\n",
    "#         target_cardinality=target_cardinality,\n",
    "#         target_modality=target_modality\n",
    "#     )\n",
    "#     diagram.edges[edge_name] = custom_edge\n",
    "\n",
    "# # Add custom edges\n",
    "# create_custom_edge(Story, \"_story_Dialogue\", StoryDialogue, Cardinality.ONE, Modality.ZERO, Cardinality.ONE, Modality.ZERO, \"story_story_Dialogue\")\n",
    "# create_custom_edge(CharacterRelationship, \"_story_Dialogue\", Character, Cardinality.ONE, Modality.ZERO, Cardinality.ONE, Modality.ZERO, \"character_character_relationship\")\n",
    "# create_custom_edge(Scene, \"_characters_involved\", Character, Cardinality.ONE, Modality.ZERO, Cardinality.MANY, Modality.ZERO, \"scene_character\")\n",
    "# create_custom_edge(DialogueueLine, \"_character\", Character, Cardinality.MANY, Modality.ZERO, Cardinality.ONE, Modality.ZERO, \"Dialogueue_line_character\")\n",
    "# create_custom_edge(SceneDialogue, \"_scene\", Scene, Cardinality.MANY, Modality.ZERO, Cardinality.ONE, Modality.ZERO, \"scene_Dialogue_scene\")\n",
    "\n",
    "# # Customize appearance\n",
    "# edge_attributes = {\n",
    "#     # \"rankdir\": ((\"ordering\", \"out\"),)\n",
    "# }\n",
    "\n",
    "# graph_attr = {\n",
    "#     \"rankdir\": \"TD\",\n",
    "#     # \"nodesep\": \"1.0\",\n",
    "#     \"ranksep\": \"1.0\",\n",
    "# }\n",
    "\n",
    "# # Save the diagram to a file\n",
    "# diagram.draw(\"data_model.png\", graph_attr=graph_attr, edge_attr=edge_attributes)\n",
    "\n",
    "# # Display the ERD\n",
    "# from IPython.display import Image\n",
    "# display(Image(\"data_model.png\"))"
   ]
  }
 ],
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