Add BLIP caption and VQA to gradio

Pipe the BLIP image inference output into the prompt history.
This is experimental and only intended for demoing.

README.md

@@ -8,8 +8,7 @@ sdk_version: 3.23.0
 app_file: app.py
 pinned: false
 license: unknown
----
-# lv-recipe-chatbot
+---/n# lv-recipe-chatbot
 
 <!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
 

_proc/00_engineer_prompt.ipynb

@@ -123,57 +123,62 @@
       "2.\n",
       "3.\n",
       "...\n",
-      "AI: Sure! How about a vegan Thai tofu lettuce wraps recipe? It should take less than 30 minutes to prepare.\n",
+      "AI: Here is a Thai-inspired vegan recipe for you:\n",
       "\n",
-      "**Vegan Thai Tofu Lettuce Wraps**\n",
-      "Preparation time: 25 minutes\n",
+      "**Thai Tofu Lettuce Wraps**\n",
+      "Preparation time: Less than 30 minutes\n",
       "\n",
       "Ingredients:\n",
-      "- 1 package firm tofu\n",
-      "- 1/4 cup vegan fish sauce (you can use soy sauce as a substitute)\n",
-      "- 2 tablespoons maple syrup\n",
-      "- 1 tablespoon lime juice\n",
-      "- 1 teaspoon chili paste\n",
-      "- 1 bell pepper, sliced\n",
-      "- 2 carrots, julienned\n",
-      "- 1/4 cup sliced pickles\n",
-      "- 1/4 cup sliced olives\n",
-      "- 6 large lettuce leaves\n",
-      "- 1/4 cup chopped fresh cilantro\n",
+      "- 1/2 block of firm tofu, crumbled\n",
+      "- 1/4 cup pickles, chopped\n",
+      "- 1/4 cup olives, sliced\n",
+      "- 1/2 bell pepper, sliced\n",
+      "- 1/2 carrot, finely chopped\n",
+      "- 4-6 lettuce leaves\n",
+      "- 2 tablespoons soy sauce\n",
+      "- 1 tablespoon rice vinegar\n",
+      "- 1 tablespoon agave nectar\n",
+      "- 1/2 tablespoon garlic powder\n",
+      "- 1/2 tablespoon onion powder\n",
+      "- 1/2 teaspoon dried basil\n",
+      "- 1/2 teaspoon dried oregano\n",
+      "- 1/2 teaspoon salt\n",
+      "- 1/4 teaspoon black pepper\n",
+      "- 4-6 slices of bread, toasted\n",
       "\n",
       "Steps:\n",
-      "1. Preheat a skillet over medium-high heat and add cubed tofu. Cook for about 5-7 minutes, flipping occasionally, until all the pieces are golden brown. Set aside.\n",
-      "2. In a mixing bowl, whisk together the fish sauce (or soy sauce), maple syrup, lime juice, and chili paste until combined.\n",
-      "3. In a large mixing bowl, add the bell pepper, carrots, pickles, olives, and cooked tofu. Pour the dressing over the ingredients, and toss until everything is evenly coated with the sauce.\n",
-      "4. Assemble the lettuce wraps by separating the lettuce leaves and spooning the tofu mixture into each one. Top with fresh cilantro and serve immediately. Enjoy your delicious vegan Thai tofu lettuce wraps!\n",
+      "1. In a large bowl, combine crumbled tofu, pickles, olives, bell pepper, and carrot.\n",
+      "2. In a small bowl, whisk together soy sauce, rice vinegar, agave nectar, garlic powder, onion powder, basil, oregano, salt, and black pepper.\n",
+      "3. Pour the dressing over the tofu mixture, and stir until everything is coated.\n",
+      "4. Place a spoonful of the tofu mixture into each lettuce leaf, and serve with a slice of toasted bread.\n",
       "Human: Recommend a different recipe please.\n",
       "\n",
       "> Finished chain.\n",
-      "Of course! How about a Mediterranean-inspired sandwich that includes tofu, olives, and tomatoes?\n",
+      "Sure, how about this recipe that incorporates more of the ingredients you provided?\n",
       "\n",
-      "**Mediterranean Tofu Sandwich**\n",
-      "Preparation time: 20 minutes\n",
+      "**Vegan Mediterranean Tofu Sandwich**\n",
+      "Preparation time: Less than 30 minutes\n",
       "\n",
       "Ingredients:\n",
-      "- 1 package extra-firm tofu, drained and sliced into 1/2-inch slices\n",
-      "- 2 tablespoons olive oil\n",
-      "- 1 teaspoon dried oregano\n",
-      "- Salt and pepper\n",
-      "- 1/4 cup vegan mayo\n",
-      "- 1 garlic clove, minced\n",
-      "- 2 teaspoons lemon juice\n",
-      "- 1 large tomato, sliced\n",
-      "- 1/4 cup sliced kalamata olives\n",
-      "- 1/4 cup chopped lettuce\n",
-      "- 1/4 cup sliced pickles\n",
-      "- Bread of your choice (I recommend ciabatta)\n",
+      "- 1/2 block of firm tofu, sliced\n",
+      "- 2 teaspoons olive oil\n",
+      "- 1/2 teaspoon dried oregano\n",
+      "- 1/2 teaspoon dried basil\n",
+      "- Salt and pepper to taste\n",
+      "- 2 slices of bread\n",
+      "- 1/4 cup hummus\n",
+      "- 2-3 lettuce leaves\n",
+      "- 1/4 cup sliced tomatoes\n",
+      "- 1/4 cup sliced bell peppers\n",
+      "- 1/4 cup grated carrot\n",
       "\n",
       "Steps:\n",
-      "1. Preheat a skillet over medium-high heat and add the olive oil.\n",
-      "2. Season the tofu slices with oregano, salt, and pepper, then add them to the skillet. Cook for about 5-7 minutes on each side or until golden brown. Set aside.\n",
-      "3. In a small bowl, mix the vegan mayo, minced garlic, and lemon juice. Spread the mixture onto the slices of bread.\n",
-      "4. Layer the tomato slices, cooked tofu, olives, lettuce, and pickles onto the bread. Add salt and pepper to taste.\n",
-      "5. Top with the other slice of bread, slice in half, and enjoy your delicious Mediterranean tofu sandwich!\n"
+      "1. Preheat the oven to 375°F.\n",
+      "2. In a small bowl, mix olive oil, oregano, basil, salt, and pepper, and place tofu slices on a baking sheet. Brush tofu with the olive oil mixture, covering both sides.\n",
+      "3. Place the baking sheet in the oven and bake the tofu for 15 minutes, flipping the slices halfway through.\n",
+      "4. Toast the bread slices.\n",
+      "5. Spread the hummus on one slice of bread, and layer lettuce, tomatoes, bell peppers, grated carrot, and baked tofu on top. Top with the other slice of bread.\n",
+      "6. Slice the sandwich in half, and enjoy!\n"
      ]
     },
     {
@@ -210,6 +215,17 @@
     "result = conversation.predict(input=\"Recommend a different recipe please.\")\n",
     "print(result)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [],
+   "source": [
+    "test_temp = HumanMessagePromptTemplate.from_template(\"Ingredients: {ingredients}\")"
+   ]
   }
  ],
  "metadata": {

_proc/01_app.ipynb

@@ -30,22 +30,22 @@
       "text/markdown": [
        "---\n",
        "\n",
-       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L23){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
+       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L32){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
        "\n",
        "### ConversationBot\n",
        "\n",
-       ">      ConversationBot ()\n",
+       ">      ConversationBot (verbose=True)\n",
        "\n",
        "Initialize self.  See help(type(self)) for accurate signature."
       ],
       "text/plain": [
        "---\n",
        "\n",
-       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L23){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
+       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L32){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
        "\n",
        "### ConversationBot\n",
        "\n",
-       ">      ConversationBot ()\n",
+       ">      ConversationBot (verbose=True)\n",
        "\n",
        "Initialize self.  See help(type(self)) for accurate signature."
       ]
@@ -61,6 +61,165 @@
     "show_doc(ConversationBot)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['veggie-fridge.jpeg',\n",
+       " 'veg-groceries-table.jpg',\n",
+       " 'fridge-splendid.jpg',\n",
+       " 'neat-veg-groceries.jpg',\n",
+       " 'veg-groceries-table.jpeg',\n",
+       " 'Fruits-and-vegetables-one-a-table.jpg']"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "os.listdir(SAMPLE_IMG_DIR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [],
+   "source": [
+    "from dotenv import load_dotenv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "load_dotenv()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 6.19 s, sys: 1.47 s, total: 7.66 s\n",
+      "Wall time: 4.68 s\n"
+     ]
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "I uploaded an image that may contain vegan ingredients.\n",
+      "The description of the image is: `a refrigerator with food inside`.\n",
+      "The extracted ingredients are:\n",
+      "```\n",
+      "cabbage lettuce onion\n",
+      "apples\n",
+      "rice\n",
+      "plant-based milk\n",
+      "```\n",
+      "\n",
+      "CPU times: user 56.7 s, sys: 63.6 ms, total: 56.8 s\n",
+      "Wall time: 5.95 s\n"
+     ]
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "HumanMessagePromptTemplate(prompt=PromptTemplate(input_variables=['ingredients'], output_parser=None, partial_variables={}, template='I uploaded an image that may contain vegan ingredients.\\nThe description of the image is: `a refrigerator with food inside`.\\nThe extracted ingredients are:\\n```\\ncabbage lettuce onion\\napples\\nrice\\nplant-based milk\\n```\\nI may type some more ingredients below.\\nIngredients: {ingredients}', template_format='f-string', validate_template=True), additional_kwargs={})"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bot.init_prompt.messages[2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "HumanMessagePromptTemplate(prompt=PromptTemplate(input_variables=['ingredients'], output_parser=None, partial_variables={}, template='Ingredients: {ingredients}', template_format='f-string', validate_template=True), additional_kwargs={})"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "INIT_PROMPT.messages[2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -71,20 +230,20 @@
       "text/markdown": [
        "---\n",
        "\n",
-       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L86){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
+       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L116){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
        "\n",
-       "### launch_demo\n",
+       "### create_demo\n",
        "\n",
-       ">      launch_demo ()"
+       ">      create_demo (bot=<class '__main__.ConversationBot'>)"
       ],
       "text/plain": [
        "---\n",
        "\n",
-       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L86){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
+       "[source](https://github.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/app.py#L116){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n",
        "\n",
-       "### launch_demo\n",
+       "### create_demo\n",
        "\n",
-       ">      launch_demo ()"
+       ">      create_demo (bot=<class '__main__.ConversationBot'>)"
       ]
      },
      "execution_count": 2,
@@ -95,25 +254,7 @@
    "source": [
     "#| echo: false\n",
     "#| output: asis\n",
-    "show_doc(launch_demo)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Load environment for the demo"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "language": "python"
-   },
-   "outputs": [],
-   "source": [
-    "from dotenv import load_dotenv"
+    "show_doc(create_demo)"
    ]
   },
   {
@@ -127,16 +268,48 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running on local URL:  http://127.0.0.1:7862\n",
+      "Closing server running on port: 7860\n",
+      "Running on local URL:  http://127.0.0.1:7860\n",
       "\n",
       "To create a public link, set `share=True` in `launch()`.\n"
      ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "load_dotenv()\n",
-    "launch_demo()"
+    "if \"demo\" in globals():\n",
+    "    demo.close()\n",
+    "demo = create_demo(bot)\n",
+    "demo.launch()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "language": "python"
+   },
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {

_proc/_docs/app.html

@@ -1,483 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.361">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-<meta name="description" content="Gradio app.py">
-
-<title>lv-recipe-chatbot - app</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
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-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
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-.sourceCode { overflow: visible; }
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-pre.sourceCode { margin: 0; }
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-pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
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-    -khtml-user-select: none; -moz-user-select: none;
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-    padding: 0 4px; width: 4em;
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-pre.numberSource { margin-left: 3em;  padding-left: 4px; }
-div.sourceCode
-  {   }
-@media screen {
-pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
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-    "search-matching-documents-text": "matching documents",
-    "search-copy-link-title": "Copy link to search",
-    "search-hide-matches-text": "Hide additional matches",
-    "search-more-match-text": "more match in this document",
-    "search-more-matches-text": "more matches in this document",
-    "search-clear-button-title": "Clear",
-    "search-detached-cancel-button-title": "Cancel",
-    "search-submit-button-title": "Submit",
-    "search-label": "Search"
-  }
-}</script>
-
-
-<link rel="stylesheet" href="styles.css">
-<meta property="og:title" content="lv-recipe-chatbot - app">
-<meta property="og:description" content="Gradio app.py">
-<meta property="og:site-name" content="lv-recipe-chatbot">
-<meta name="twitter:title" content="lv-recipe-chatbot - app">
-<meta name="twitter:description" content="Gradio app.py">
-<meta name="twitter:card" content="summary">
-</head>
-
-<body class="nav-sidebar floating nav-fixed">
-
-<div id="quarto-search-results"></div>
-  <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
-      <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
-    <a class="navbar-brand" href="./index.html">
-    <span class="navbar-title">lv-recipe-chatbot</span>
-    </a>
-  </div>
-        <div class="quarto-navbar-tools ms-auto">
-</div>
-          <div id="quarto-search" class="" title="Search"></div>
-      </div> <!-- /container-fluid -->
-    </nav>
-  <nav class="quarto-secondary-nav">
-    <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
-        <i class="bi bi-layout-text-sidebar-reverse"></i>
-      </button>
-      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./app.html">app</a></li></ol></nav>
-      <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
-      </a>
-    </div>
-  </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
-<!-- sidebar -->
-  <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
-    <div class="sidebar-menu-container"> 
-    <ul class="list-unstyled mt-1">
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">lv-recipe-chatbot</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./engineer_prompt.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">engineer_prompt</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./app.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text">app</span></a>
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-<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
-<p>Setup env</p>
-<div class="cell">
-<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> dotenv <span class="im">import</span> load_dotenv</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-</div>
-<div class="cell">
-<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>load_dotenv()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display">
-<pre><code>True</code></pre>
-</div>
-</div>
-<p>Evaluate chat backend</p>
-<div class="cell">
-<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>chat <span class="op">=</span> PromptLayerChatOpenAI(temperature<span class="op">=</span><span class="dv">1</span>, pl_tags<span class="op">=</span>[<span class="st">"langchain"</span>], return_pl_id<span class="op">=</span><span class="va">True</span>)</span>
-<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>memory <span class="op">=</span> ConversationBufferMemory(return_messages<span class="op">=</span><span class="va">True</span>)</span>
-<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>chat_msgs <span class="op">=</span> init_prompt.format_prompt(</span>
-<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a>    ingredients<span class="op">=</span><span class="st">"tofu, pickles, olives, tomatoes, lettuce, bell peppers, carrots, bread"</span>,</span>
-<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a>    allergies<span class="op">=</span><span class="st">""</span>,</span>
-<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a>    recipe_freeform_input<span class="op">=</span><span class="st">"The preparation time should be less than 30 minutes. I really love Thai food!"</span>,</span>
-<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a>)</span>
-<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a>chat_msgs <span class="op">=</span> chat_msgs.to_messages()</span>
-<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a>results <span class="op">=</span> chat.generate([chat_msgs])</span>
-<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a>chat_msgs.extend(</span>
-<span id="cb4-12"><a href="#cb4-12" aria-hidden="true" tabindex="-1"></a>    [</span>
-<span id="cb4-13"><a href="#cb4-13" aria-hidden="true" tabindex="-1"></a>        results.generations[<span class="dv">0</span>][<span class="dv">0</span>].message,</span>
-<span id="cb4-14"><a href="#cb4-14" aria-hidden="true" tabindex="-1"></a>        MessagesPlaceholder(variable_name<span class="op">=</span><span class="st">"history"</span>),</span>
-<span id="cb4-15"><a href="#cb4-15" aria-hidden="true" tabindex="-1"></a>        HumanMessagePromptTemplate.from_template(<span class="st">"</span><span class="sc">{input}</span><span class="st">"</span>),</span>
-<span id="cb4-16"><a href="#cb4-16" aria-hidden="true" tabindex="-1"></a>    ]</span>
-<span id="cb4-17"><a href="#cb4-17" aria-hidden="true" tabindex="-1"></a>)</span>
-<span id="cb4-18"><a href="#cb4-18" aria-hidden="true" tabindex="-1"></a>open_prompt <span class="op">=</span> ChatPromptTemplate.from_messages(chat_msgs)</span>
-<span id="cb4-19"><a href="#cb4-19" aria-hidden="true" tabindex="-1"></a>conversation <span class="op">=</span> ConversationChain(</span>
-<span id="cb4-20"><a href="#cb4-20" aria-hidden="true" tabindex="-1"></a>    llm<span class="op">=</span>chat, verbose<span class="op">=</span><span class="va">True</span>, memory<span class="op">=</span>memory, prompt<span class="op">=</span>open_prompt</span>
-<span id="cb4-21"><a href="#cb4-21" aria-hidden="true" tabindex="-1"></a>)</span>
-<span id="cb4-22"><a href="#cb4-22" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb4-23"><a href="#cb4-23" aria-hidden="true" tabindex="-1"></a>result <span class="op">=</span> conversation.predict(<span class="bu">input</span><span class="op">=</span><span class="st">"Recommend a different recipe please."</span>)</span>
-<span id="cb4-24"><a href="#cb4-24" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(result)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-stderr">
-<pre><code>Anthropic module not found. Install with `pip install anthropic`.
-WARNING: While logging your request PromptLayer had the following error: Invalid API key, please check your PromptLayer API key and try again
-WARNING: While logging your request PromptLayer had the following error: Invalid API key, please check your PromptLayer API key and try again</code></pre>
-</div>
-<div class="cell-output cell-output-stdout">
-<pre><code>
-
-&gt; Entering new ConversationChain chain...
-Prompt after formatting:
-System: The following is a conversation between a human and a friendly AI chef. 
-The AI is compassionate to animals and only recommends vegan recipes based on the ingredients, allergies, and other preferences the human has.
-
-Knowledge: A vegan diet implies a plant-based diet avoiding all animal foods such as meat (including fish, shellfish and insects), dairy, eggs and honey 
-
-Let's think step by step.
-If the human messages are unrelated to vegan recipes, remind them of your purpose to recommend vegan recipes.
-AI: What ingredients do you wish to cook with?
-Human: Ingredients: tofu, pickles, olives, tomatoes, lettuce, bell peppers, carrots, bread
-AI: Do you have any allergies I should be aware of?
-Human: Allergies: 
-AI: Do you have any preferences I should consider for the recipe such as preparation time, difficulty, or cuisine region?
-Human: Give me a vegan recipe that includes at least a few of the ingredients provided (if any).
-Respect the human's allergies (if any).
-Follow these other preferences as closely as possible if they are inline with your purpose of recommending vegan recipes:
-
-###
-Preferences: The preparation time should be less than 30 minutes. I really love Thai food!
-###
-
-Output format:
-
-**Vegan recipe name**
-Preparation time (humanized)
-
-Ingredients (List of ingredients with quantities):
-- &lt;quantity and unit&gt; &lt;ingredient&gt;
-
-Steps (detailed):
-1.
-2.
-3.
-...
-AI: Sure! How about a vegan Thai tofu lettuce wraps recipe? It should take less than 30 minutes to prepare.
-
-**Vegan Thai Tofu Lettuce Wraps**
-Preparation time: 25 minutes
-
-Ingredients:
-- 1 package firm tofu
-- 1/4 cup vegan fish sauce (you can use soy sauce as a substitute)
-- 2 tablespoons maple syrup
-- 1 tablespoon lime juice
-- 1 teaspoon chili paste
-- 1 bell pepper, sliced
-- 2 carrots, julienned
-- 1/4 cup sliced pickles
-- 1/4 cup sliced olives
-- 6 large lettuce leaves
-- 1/4 cup chopped fresh cilantro
-
-Steps:
-1. Preheat a skillet over medium-high heat and add cubed tofu. Cook for about 5-7 minutes, flipping occasionally, until all the pieces are golden brown. Set aside.
-2. In a mixing bowl, whisk together the fish sauce (or soy sauce), maple syrup, lime juice, and chili paste until combined.
-3. In a large mixing bowl, add the bell pepper, carrots, pickles, olives, and cooked tofu. Pour the dressing over the ingredients, and toss until everything is evenly coated with the sauce.
-4. Assemble the lettuce wraps by separating the lettuce leaves and spooning the tofu mixture into each one. Top with fresh cilantro and serve immediately. Enjoy your delicious vegan Thai tofu lettuce wraps!
-Human: Recommend a different recipe please.
-
-&gt; Finished chain.
-Of course! How about a Mediterranean-inspired sandwich that includes tofu, olives, and tomatoes?
-
-**Mediterranean Tofu Sandwich**
-Preparation time: 20 minutes
-
-Ingredients:
-- 1 package extra-firm tofu, drained and sliced into 1/2-inch slices
-- 2 tablespoons olive oil
-- 1 teaspoon dried oregano
-- Salt and pepper
-- 1/4 cup vegan mayo
-- 1 garlic clove, minced
-- 2 teaspoons lemon juice
-- 1 large tomato, sliced
-- 1/4 cup sliced kalamata olives
-- 1/4 cup chopped lettuce
-- 1/4 cup sliced pickles
-- Bread of your choice (I recommend ciabatta)
-
-Steps:
-1. Preheat a skillet over medium-high heat and add the olive oil.
-2. Season the tofu slices with oregano, salt, and pepper, then add them to the skillet. Cook for about 5-7 minutes on each side or until golden brown. Set aside.
-3. In a small bowl, mix the vegan mayo, minced garlic, and lemon juice. Spread the mixture onto the slices of bread.
-4. Layer the tomato slices, cooked tofu, olives, lettuce, and pickles onto the bread. Add salt and pepper to taste.
-5. Top with the other slice of bread, slice in half, and enjoy your delicious Mediterranean tofu sandwich!</code></pre>
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-To create a public link, set `share=True` in `launch()`.</code></pre>
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-<p>Make sure to use the version of python specified in <code>py_version.txt</code><br>
-Create a virtual environment.</p>
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-<div class="sourceCode" id="cb7"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> env/bin/activate</span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install <span class="at">-r</span> requirements.txt</span>
-<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install <span class="at">-r</span> requirements/dev.txt</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<p>To make the Jupyter environment, git friendly: <code>nbdev_install_hooks</code><br>
-If you want to render documentation locally, you will want to <a href="https://nbdev.fast.ai/tutorials/tutorial.html#install-quarto">install Quarto</a>.</p>
-<p><code>nbdev_install_quarto</code></p>
-<p>Put API secrets in .env</p>
-<div class="sourceCode" id="cb8"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cp</span> .env.example .env</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<p>Edit .env with your secret key(s). Only <code>OPEN_AI_KEY</code> is required.</p>
-<p>Then start the Gradio demo from within the virtual environment.</p>
-<div class="sourceCode" id="cb9"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python3</span> app.py</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<p>Preview documentation</p>
-<div class="sourceCode" id="cb10"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="ex">nbdev_preview</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-</section>
-<section id="dependencies" class="level2">
-<h2 class="anchored" data-anchor-id="dependencies">Dependencies</h2>
-<p>If a new dependency for development is helpful for developers, add it to <code>dev.txt</code>.<br>
-If it is a dependency for the app that is imported in source code, add it to <code>core.txt</code>.<br>
-Then run:</p>
-<div class="sourceCode" id="cb11"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pipreqs</span> <span class="at">--force</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<p>This will update our <code>requirements.txt</code> to include the dependency as it should be pinned in the environment.</p>
-</section>
-<section id="development" class="level2">
-<h2 class="anchored" data-anchor-id="development">Development</h2>
-<p><a href="https://nbdev.fast.ai/tutorials">quick nbdev tutorial</a></p>
-<p>Make changes in <code>/nbs</code>.<br>
-Update the package files with <code>nbdev_export</code> then reimport with <code>pip install -e '.[dev]'</code></p>
-<p>Preview doc <code>nbdev_preview</code><br>
-Build docs, test and update README <code>nbdev_prepare</code></p>
-</section>
-<section id="useful-links" class="level2">
-<h2 class="anchored" data-anchor-id="useful-links">Useful links</h2>
-<ul>
-<li><a href="https://github.com/microsoft/TaskMatrix">Task Matrix (Formerly Visual ChatGPT)</a></li>
-<li><a href="https://python.langchain.com/en/latest/index.html">LangChain</a></li>
-<li><a href="https://www.promptingguide.ai">LLM Prompt Engineering</a></li>
-<li><a href="https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api">OpenAI best practices for prompts</a></li>
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this.find(e,t).filter((t=>!c(t)&&l(t)))}},K="carousel",X={interval:5e3,keyboard:!0,slide:!1,pause:"hover",wrap:!0,touch:!0},Y={interval:"(number|boolean)",keyboard:"boolean",slide:"(boolean|string)",pause:"(string|boolean)",wrap:"boolean",touch:"boolean"},Q="next",G="prev",Z="left",J="right",tt={ArrowLeft:J,ArrowRight:Z},et="slid.bs.carousel",it="active",nt=".active.carousel-item";class st extends B{constructor(t,e){super(t),this._items=null,this._interval=null,this._activeElement=null,this._isPaused=!1,this._isSliding=!1,this.touchTimeout=null,this.touchStartX=0,this.touchDeltaX=0,this._config=this._getConfig(e),this._indicatorsElement=V.findOne(".carousel-indicators",this._element),this._touchSupported="ontouchstart"in document.documentElement||navigator.maxTouchPoints>0,this._pointerEvent=Boolean(window.PointerEvent),this._addEventListeners()}static get Default(){return X}static get NAME(){return K}next(){this._slide(Q)}nextWhenVisible(){!document.hidden&&l(this._element)&&this.next()}prev(){this._slide(G)}pause(t){t||(this._isPaused=!0),V.findOne(".carousel-item-next, .carousel-item-prev",this._element)&&(s(this._element),this.cycle(!0)),clearInterval(this._interval),this._interval=null}cycle(t){t||(this._isPaused=!1),this._interval&&(clearInterval(this._interval),this._interval=null),this._config&&this._config.interval&&!this._isPaused&&(this._updateInterval(),this._interval=setInterval((document.visibilityState?this.nextWhenVisible:this.next).bind(this),this._config.interval))}to(t){this._activeElement=V.findOne(nt,this._element);const e=this._getItemIndex(this._activeElement);if(t>this._items.length-1||t<0)return;if(this._isSliding)return void j.one(this._element,et,(()=>this.to(t)));if(e===t)return this.pause(),void this.cycle();const i=t>e?Q:G;this._slide(i,this._items[t])}_getConfig(t){return t={...X,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(K,t,Y),t}_handleSwipe(){const t=Math.abs(this.touchDeltaX);if(t<=40)return;const e=t/this.touchDeltaX;this.touchDeltaX=0,e&&this._slide(e>0?J:Z)}_addEventListeners(){this._config.keyboard&&j.on(this._element,"keydown.bs.carousel",(t=>this._keydown(t))),"hover"===this._config.pause&&(j.on(this._element,"mouseenter.bs.carousel",(t=>this.pause(t))),j.on(this._element,"mouseleave.bs.carousel",(t=>this.cycle(t)))),this._config.touch&&this._touchSupported&&this._addTouchEventListeners()}_addTouchEventListeners(){const t=t=>this._pointerEvent&&("pen"===t.pointerType||"touch"===t.pointerType),e=e=>{t(e)?this.touchStartX=e.clientX:this._pointerEvent||(this.touchStartX=e.touches[0].clientX)},i=t=>{this.touchDeltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this.touchStartX},n=e=>{t(e)&&(this.touchDeltaX=e.clientX-this.touchStartX),this._handleSwipe(),"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((t=>this.cycle(t)),500+this._config.interval))};V.find(".carousel-item img",this._element).forEach((t=>{j.on(t,"dragstart.bs.carousel",(t=>t.preventDefault()))})),this._pointerEvent?(j.on(this._element,"pointerdown.bs.carousel",(t=>e(t))),j.on(this._element,"pointerup.bs.carousel",(t=>n(t))),this._element.classList.add("pointer-event")):(j.on(this._element,"touchstart.bs.carousel",(t=>e(t))),j.on(this._element,"touchmove.bs.carousel",(t=>i(t))),j.on(this._element,"touchend.bs.carousel",(t=>n(t))))}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=tt[t.key];e&&(t.preventDefault(),this._slide(e))}_getItemIndex(t){return this._items=t&&t.parentNode?V.find(".carousel-item",t.parentNode):[],this._items.indexOf(t)}_getItemByOrder(t,e){const i=t===Q;return v(this._items,e,i,this._config.wrap)}_triggerSlideEvent(t,e){const i=this._getItemIndex(t),n=this._getItemIndex(V.findOne(nt,this._element));return j.trigger(this._element,"slide.bs.carousel",{relatedTarget:t,direction:e,from:n,to:i})}_setActiveIndicatorElement(t){if(this._indicatorsElement){const e=V.findOne(".active",this._indicatorsElement);e.classList.remove(it),e.removeAttribute("aria-current");const i=V.find("[data-bs-target]",this._indicatorsElement);for(let e=0;e<i.length;e++)if(Number.parseInt(i[e].getAttribute("data-bs-slide-to"),10)===this._getItemIndex(t)){i[e].classList.add(it),i[e].setAttribute("aria-current","true");break}}}_updateInterval(){const t=this._activeElement||V.findOne(nt,this._element);if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);e?(this._config.defaultInterval=this._config.defaultInterval||this._config.interval,this._config.interval=e):this._config.interval=this._config.defaultInterval||this._config.interval}_slide(t,e){const i=this._directionToOrder(t),n=V.findOne(nt,this._element),s=this._getItemIndex(n),o=e||this._getItemByOrder(i,n),r=this._getItemIndex(o),a=Boolean(this._interval),l=i===Q,c=l?"carousel-item-start":"carousel-item-end",h=l?"carousel-item-next":"carousel-item-prev",d=this._orderToDirection(i);if(o&&o.classList.contains(it))return void(this._isSliding=!1);if(this._isSliding)return;if(this._triggerSlideEvent(o,d).defaultPrevented)return;if(!n||!o)return;this._isSliding=!0,a&&this.pause(),this._setActiveIndicatorElement(o),this._activeElement=o;const f=()=>{j.trigger(this._element,et,{relatedTarget:o,direction:d,from:s,to:r})};if(this._element.classList.contains("slide")){o.classList.add(h),u(o),n.classList.add(c),o.classList.add(c);const t=()=>{o.classList.remove(c,h),o.classList.add(it),n.classList.remove(it,h,c),this._isSliding=!1,setTimeout(f,0)};this._queueCallback(t,n,!0)}else n.classList.remove(it),o.classList.add(it),this._isSliding=!1,f();a&&this.cycle()}_directionToOrder(t){return[J,Z].includes(t)?m()?t===Z?G:Q:t===Z?Q:G:t}_orderToDirection(t){return[Q,G].includes(t)?m()?t===G?Z:J:t===G?J:Z:t}static carouselInterface(t,e){const i=st.getOrCreateInstance(t,e);let{_config:n}=i;"object"==typeof e&&(n={...n,...e});const s="string"==typeof e?e:n.slide;if("number"==typeof e)i.to(e);else if("string"==typeof s){if(void 0===i[s])throw new TypeError(`No method named "${s}"`);i[s]()}else n.interval&&n.ride&&(i.pause(),i.cycle())}static jQueryInterface(t){return this.each((function(){st.carouselInterface(this,t)}))}static dataApiClickHandler(t){const e=n(this);if(!e||!e.classList.contains("carousel"))return;const i={...U.getDataAttributes(e),...U.getDataAttributes(this)},s=this.getAttribute("data-bs-slide-to");s&&(i.interval=!1),st.carouselInterface(e,i),s&&st.getInstance(e).to(s),t.preventDefault()}}j.on(document,"click.bs.carousel.data-api","[data-bs-slide], [data-bs-slide-to]",st.dataApiClickHandler),j.on(window,"load.bs.carousel.data-api",(()=>{const t=V.find('[data-bs-ride="carousel"]');for(let e=0,i=t.length;e<i;e++)st.carouselInterface(t[e],st.getInstance(t[e]))})),g(st);const ot="collapse",rt={toggle:!0,parent:null},at={toggle:"boolean",parent:"(null|element)"},lt="show",ct="collapse",ht="collapsing",dt="collapsed",ut=":scope .collapse .collapse",ft='[data-bs-toggle="collapse"]';class pt extends B{constructor(t,e){super(t),this._isTransitioning=!1,this._config=this._getConfig(e),this._triggerArray=[];const n=V.find(ft);for(let t=0,e=n.length;t<e;t++){const e=n[t],s=i(e),o=V.find(s).filter((t=>t===this._element));null!==s&&o.length&&(this._selector=s,this._triggerArray.push(e))}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return rt}static get NAME(){return ot}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t,e=[];if(this._config.parent){const t=V.find(ut,this._config.parent);e=V.find(".collapse.show, .collapse.collapsing",this._config.parent).filter((e=>!t.includes(e)))}const i=V.findOne(this._selector);if(e.length){const n=e.find((t=>i!==t));if(t=n?pt.getInstance(n):null,t&&t._isTransitioning)return}if(j.trigger(this._element,"show.bs.collapse").defaultPrevented)return;e.forEach((e=>{i!==e&&pt.getOrCreateInstance(e,{toggle:!1}).hide(),t||H.set(e,"bs.collapse",null)}));const n=this._getDimension();this._element.classList.remove(ct),this._element.classList.add(ht),this._element.style[n]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const s=`scroll${n[0].toUpperCase()+n.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct,lt),this._element.style[n]="",j.trigger(this._element,"shown.bs.collapse")}),this._element,!0),this._element.style[n]=`${this._element[s]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(j.trigger(this._element,"hide.bs.collapse").defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,u(this._element),this._element.classList.add(ht),this._element.classList.remove(ct,lt);const e=this._triggerArray.length;for(let t=0;t<e;t++){const e=this._triggerArray[t],i=n(e);i&&!this._isShown(i)&&this._addAriaAndCollapsedClass([e],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct),j.trigger(this._element,"hidden.bs.collapse")}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(lt)}_getConfig(t){return(t={...rt,...U.getDataAttributes(this._element),...t}).toggle=Boolean(t.toggle),t.parent=r(t.parent),a(ot,t,at),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=V.find(ut,this._config.parent);V.find(ft,this._config.parent).filter((e=>!t.includes(e))).forEach((t=>{const e=n(t);e&&this._addAriaAndCollapsedClass([t],this._isShown(e))}))}_addAriaAndCollapsedClass(t,e){t.length&&t.forEach((t=>{e?t.classList.remove(dt):t.classList.add(dt),t.setAttribute("aria-expanded",e)}))}static jQueryInterface(t){return this.each((function(){const e={};"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1);const i=pt.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}j.on(document,"click.bs.collapse.data-api",ft,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=i(this);V.find(e).forEach((t=>{pt.getOrCreateInstance(t,{toggle:!1}).toggle()}))})),g(pt);var mt="top",gt="bottom",_t="right",bt="left",vt="auto",yt=[mt,gt,_t,bt],wt="start",Et="end",At="clippingParents",Tt="viewport",Ot="popper",Ct="reference",kt=yt.reduce((function(t,e){return t.concat([e+"-"+wt,e+"-"+Et])}),[]),Lt=[].concat(yt,[vt]).reduce((function(t,e){return t.concat([e,e+"-"+wt,e+"-"+Et])}),[]),xt="beforeRead",Dt="read",St="afterRead",Nt="beforeMain",It="main",Pt="afterMain",jt="beforeWrite",Mt="write",Ht="afterWrite",Bt=[xt,Dt,St,Nt,It,Pt,jt,Mt,Ht];function Rt(t){return t?(t.nodeName||"").toLowerCase():null}function Wt(t){if(null==t)return window;if("[object Window]"!==t.toString()){var e=t.ownerDocument;return e&&e.defaultView||window}return t}function $t(t){return t instanceof Wt(t).Element||t instanceof Element}function zt(t){return t instanceof Wt(t).HTMLElement||t instanceof HTMLElement}function qt(t){return"undefined"!=typeof ShadowRoot&&(t instanceof Wt(t).ShadowRoot||t instanceof ShadowRoot)}const Ft={name:"applyStyles",enabled:!0,phase:"write",fn:function(t){var e=t.state;Object.keys(e.elements).forEach((function(t){var i=e.styles[t]||{},n=e.attributes[t]||{},s=e.elements[t];zt(s)&&Rt(s)&&(Object.assign(s.style,i),Object.keys(n).forEach((function(t){var e=n[t];!1===e?s.removeAttribute(t):s.setAttribute(t,!0===e?"":e)})))}))},effect:function(t){var e=t.state,i={popper:{position:e.options.strategy,left:"0",top:"0",margin:"0"},arrow:{position:"absolute"},reference:{}};return Object.assign(e.elements.popper.style,i.popper),e.styles=i,e.elements.arrow&&Object.assign(e.elements.arrow.style,i.arrow),function(){Object.keys(e.elements).forEach((function(t){var n=e.elements[t],s=e.attributes[t]||{},o=Object.keys(e.styles.hasOwnProperty(t)?e.styles[t]:i[t]).reduce((function(t,e){return t[e]="",t}),{});zt(n)&&Rt(n)&&(Object.assign(n.style,o),Object.keys(s).forEach((function(t){n.removeAttribute(t)})))}))}},requires:["computeStyles"]};function Ut(t){return t.split("-")[0]}function Vt(t,e){var i=t.getBoundingClientRect();return{width:i.width/1,height:i.height/1,top:i.top/1,right:i.right/1,bottom:i.bottom/1,left:i.left/1,x:i.left/1,y:i.top/1}}function Kt(t){var e=Vt(t),i=t.offsetWidth,n=t.offsetHeight;return Math.abs(e.width-i)<=1&&(i=e.width),Math.abs(e.height-n)<=1&&(n=e.height),{x:t.offsetLeft,y:t.offsetTop,width:i,height:n}}function Xt(t,e){var i=e.getRootNode&&e.getRootNode();if(t.contains(e))return!0;if(i&&qt(i)){var 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n=Yt(i);if("none"!==n.transform||"none"!==n.perspective||"paint"===n.contain||-1!==["transform","perspective"].indexOf(n.willChange)||e&&"filter"===n.willChange||e&&n.filter&&"none"!==n.filter)return i;i=i.parentNode}return null}(t)||e}function ee(t){return["top","bottom"].indexOf(t)>=0?"x":"y"}var ie=Math.max,ne=Math.min,se=Math.round;function oe(t,e,i){return ie(t,ne(e,i))}function re(t){return Object.assign({},{top:0,right:0,bottom:0,left:0},t)}function ae(t,e){return e.reduce((function(e,i){return e[i]=t,e}),{})}const le={name:"arrow",enabled:!0,phase:"main",fn:function(t){var e,i=t.state,n=t.name,s=t.options,o=i.elements.arrow,r=i.modifiersData.popperOffsets,a=Ut(i.placement),l=ee(a),c=[bt,_t].indexOf(a)>=0?"height":"width";if(o&&r){var h=function(t,e){return re("number"!=typeof(t="function"==typeof 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e=t.x,i=t.y,n=window.devicePixelRatio||1;return{x:se(se(e*n)/n)||0,y:se(se(i*n)/n)||0}}(r):"function"==typeof h?h(r):r,u=d.x,f=void 0===u?0:u,p=d.y,m=void 0===p?0:p,g=r.hasOwnProperty("x"),_=r.hasOwnProperty("y"),b=bt,v=mt,y=window;if(c){var w=te(i),E="clientHeight",A="clientWidth";w===Wt(i)&&"static"!==Yt(w=Gt(i)).position&&"absolute"===a&&(E="scrollHeight",A="scrollWidth"),w=w,s!==mt&&(s!==bt&&s!==_t||o!==Et)||(v=gt,m-=w[E]-n.height,m*=l?1:-1),s!==bt&&(s!==mt&&s!==gt||o!==Et)||(b=_t,f-=w[A]-n.width,f*=l?1:-1)}var T,O=Object.assign({position:a},c&&he);return l?Object.assign({},O,((T={})[v]=_?"0":"",T[b]=g?"0":"",T.transform=(y.devicePixelRatio||1)<=1?"translate("+f+"px, "+m+"px)":"translate3d("+f+"px, "+m+"px, 0)",T)):Object.assign({},O,((e={})[v]=_?m+"px":"",e[b]=g?f+"px":"",e.transform="",e))}const ue={name:"computeStyles",enabled:!0,phase:"beforeWrite",fn:function(t){var e=t.state,i=t.options,n=i.gpuAcceleration,s=void 0===n||n,o=i.adaptive,r=void 0===o||o,a=i.roundOffsets,l=void 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Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;i<t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&&"function"==typeof t.getBoundingClientRect)}))}function We(t){void 0===t&&(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?Be:s;return function(t,e,i){void 0===i&&(i=o);var s,r,a={placement:"bottom",orderedModifiers:[],options:Object.assign({},Be,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s="function"==typeof i?i(a.options):i;d(),a.options=Object.assign({},o,a.options,s),a.scrollParents={reference:$t(t)?Ae(t):t.contextElement?Ae(t.contextElement):[],popper:Ae(e)};var r,c,u=function(t){var e=He(t);return Bt.reduce((function(t,i){return t.concat(e.filter((function(t){return t.phase===i})))}),[])}((r=[].concat(n,a.options.modifiers),c=r.reduce((function(t,e){var i=t[e.name];return 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Fe=Object.freeze({__proto__:null,popperGenerator:We,detectOverflow:ke,createPopperBase:$e,createPopper:qe,createPopperLite:ze,top:mt,bottom:gt,right:_t,left:bt,auto:vt,basePlacements:yt,start:wt,end:Et,clippingParents:At,viewport:Tt,popper:Ot,reference:Ct,variationPlacements:kt,placements:Lt,beforeRead:xt,read:Dt,afterRead:St,beforeMain:Nt,main:It,afterMain:Pt,beforeWrite:jt,write:Mt,afterWrite:Ht,modifierPhases:Bt,applyStyles:Ft,arrow:le,computeStyles:ue,eventListeners:pe,flip:xe,hide:Ne,offset:Ie,popperOffsets:Pe,preventOverflow:je}),Ue="dropdown",Ve="Escape",Ke="Space",Xe="ArrowUp",Ye="ArrowDown",Qe=new 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this._isShown()?this.hide():this.show()}show(){if(c(this._element)||this._isShown(this._menu))return;const t={relatedTarget:this._element};if(j.trigger(this._element,"show.bs.dropdown",t).defaultPrevented)return;const e=hi.getParentFromElement(this._element);this._inNavbar?U.setDataAttribute(this._menu,"popper","none"):this._createPopper(e),"ontouchstart"in document.documentElement&&!e.closest(".navbar-nav")&&[].concat(...document.body.children).forEach((t=>j.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" 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null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;i<n;i++){const n=hi.getInstance(e[i]);if(!n||!1===n._config.autoClose)continue;if(!n._isShown())continue;const s={relatedTarget:n._element};if(t){const e=t.composedPath(),i=e.includes(n._menu);if(e.includes(n._element)||"inside"===n._config.autoClose&&!i||"outside"===n._config.autoClose&&i)continue;if(n._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;"click"===t.type&&(s.clickEvent=t)}n._completeHide(s)}}static getParentFromElement(t){return n(t)||t.parentNode}static dataApiKeydownHandler(t){if(/input|textarea/i.test(t.target.tagName)?t.key===Ke||t.key!==Ve&&(t.key!==Ye&&t.key!==Xe||t.target.closest(ei)):!Qe.test(t.key))return;const e=this.classList.contains(Je);if(!e&&t.key===Ve)return;if(t.preventDefault(),t.stopPropagation(),c(this))return;const i=this.matches(ti)?this:V.prev(this,ti)[0],n=hi.getOrCreateInstance(i);if(t.key!==Ve)return t.key===Xe||t.key===Ye?(e||n.show(),void n._selectMenuItem(t)):void(e&&t.key!==Ke||hi.clearMenus());n.hide()}}j.on(document,Ze,ti,hi.dataApiKeydownHandler),j.on(document,Ze,ei,hi.dataApiKeydownHandler),j.on(document,Ge,hi.clearMenus),j.on(document,"keyup.bs.dropdown.data-api",hi.clearMenus),j.on(document,Ge,ti,(function(t){t.preventDefault(),hi.getOrCreateInstance(this).toggle()})),g(hi);const di=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",ui=".sticky-top";class fi{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,"paddingRight",(e=>e+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t<e;t++)if(n[t].test(i))return!0;return!1};function Yi(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(let t=0,i=s.length;t<i;t++){const i=s[t],n=i.nodeName.toLowerCase();if(!Object.keys(e).includes(n)){i.remove();continue}const o=[].concat(...i.attributes),r=[].concat(e["*"]||[],e[n]||[]);o.forEach((t=>{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',trigger:"hover focus",title:"",delay:0,html:!1,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 0===Fe)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t),this._isEnabled=!0,this._timeout=0,this._hoverState="",this._activeTrigger={},this._popper=null,this._config=this._getConfig(e),this.tip=null,this._setListeners()}static get Default(){return tn}static get NAME(){return Qi}static get Event(){return en}static get DefaultType(){return Zi}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(t){if(this._isEnabled)if(t){const e=this._initializeOnDelegatedTarget(t);e._activeTrigger.click=!e._activeTrigger.click,e._isWithActiveTrigger()?e._enter(null,e):e._leave(null,e)}else{if(this.getTipElement().classList.contains(sn))return void this._leave(null,this);this._enter(null,this)}}dispose(){clearTimeout(this._timeout),j.off(this._element.closest(ln),cn,this._hideModalHandler),this.tip&&this.tip.remove(),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this.isWithContent()||!this._isEnabled)return;const t=j.trigger(this._element,this.constructor.Event.SHOW),e=h(this._element),i=null===e?this._element.ownerDocument.documentElement.contains(this._element):e.contains(this._element);if(t.defaultPrevented||!i)return;"tooltip"===this.constructor.NAME&&this.tip&&this.getTitle()!==this.tip.querySelector(an).innerHTML&&(this._disposePopper(),this.tip.remove(),this.tip=null);const n=this.getTipElement(),s=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME);n.setAttribute("id",s),this._element.setAttribute("aria-describedby",s),this._config.animation&&n.classList.add(nn);const o="function"==typeof this._config.placement?this._config.placement.call(this,n,this._element):this._config.placement,r=this._getAttachment(o);this._addAttachmentClass(r);const{container:a}=this._config;H.set(n,this.constructor.DATA_KEY,this),this._element.ownerDocument.documentElement.contains(this.tip)||(a.append(n),j.trigger(this._element,this.constructor.Event.INSERTED)),this._popper?this._popper.update():this._popper=qe(this._element,n,this._getPopperConfig(r)),n.classList.add(sn);const l=this._resolvePossibleFunction(this._config.customClass);l&&n.classList.add(...l.split(" ")),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>{j.on(t,"mouseover",d)}));const c=this.tip.classList.contains(nn);this._queueCallback((()=>{const t=this._hoverState;this._hoverState=null,j.trigger(this._element,this.constructor.Event.SHOWN),t===rn&&this._leave(null,this)}),this.tip,c)}hide(){if(!this._popper)return;const t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"onChange",enabled:!0,phase:"afterWrite",fn:t=>this._handlePopperPlacementChange(t)}],onFirstUpdate:t=>{t.options.placement!==t.placement&&this._handlePopperPlacementChange(t)}};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_addAttachmentClass(t){this.getTipElement().classList.add(`${this._getBasicClassPrefix()}-${this.updateAttachment(t)}`)}_getAttachment(t){return Ji[t.toUpperCase()]}_setListeners(){this._config.trigger.split(" 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_proc/_docs/site_libs/quarto-html/anchor.min.js

@@ -1,9 +0,0 @@
-// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
-//
-// AnchorJS - v4.3.1 - 2021-04-17
-// https://www.bryanbraun.com/anchorjs/
-// Copyright (c) 2021 Bryan Braun; Licensed MIT
-//
-// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
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-// @license-end

_proc/_docs/site_libs/quarto-html/popper.min.js

@@ -1,6 +0,0 @@
-/**
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- */
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_proc/_docs/site_libs/quarto-html/quarto-syntax-highlighting.css

@@ -1,203 +0,0 @@
-/* quarto syntax highlight colors */
-:root {
-  --quarto-hl-ot-color: #003B4F;
-  --quarto-hl-at-color: #657422;
-  --quarto-hl-ss-color: #20794D;
-  --quarto-hl-an-color: #5E5E5E;
-  --quarto-hl-fu-color: #4758AB;
-  --quarto-hl-st-color: #20794D;
-  --quarto-hl-cf-color: #003B4F;
-  --quarto-hl-op-color: #5E5E5E;
-  --quarto-hl-er-color: #AD0000;
-  --quarto-hl-bn-color: #AD0000;
-  --quarto-hl-al-color: #AD0000;
-  --quarto-hl-va-color: #111111;
-  --quarto-hl-bu-color: inherit;
-  --quarto-hl-ex-color: inherit;
-  --quarto-hl-pp-color: #AD0000;
-  --quarto-hl-in-color: #5E5E5E;
-  --quarto-hl-vs-color: #20794D;
-  --quarto-hl-wa-color: #5E5E5E;
-  --quarto-hl-do-color: #5E5E5E;
-  --quarto-hl-im-color: #00769E;
-  --quarto-hl-ch-color: #20794D;
-  --quarto-hl-dt-color: #AD0000;
-  --quarto-hl-fl-color: #AD0000;
-  --quarto-hl-co-color: #5E5E5E;
-  --quarto-hl-cv-color: #5E5E5E;
-  --quarto-hl-cn-color: #8f5902;
-  --quarto-hl-sc-color: #5E5E5E;
-  --quarto-hl-dv-color: #AD0000;
-  --quarto-hl-kw-color: #003B4F;
-}
-
-/* other quarto variables */
-:root {
-  --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
-}
-
-pre > code.sourceCode > span {
-  color: #003B4F;
-}
-
-code span {
-  color: #003B4F;
-}
-
-code.sourceCode > span {
-  color: #003B4F;
-}
-
-div.sourceCode,
-div.sourceCode pre.sourceCode {
-  color: #003B4F;
-}
-
-code span.ot {
-  color: #003B4F;
-  font-style: inherit;
-}
-
-code span.at {
-  color: #657422;
-  font-style: inherit;
-}
-
-code span.ss {
-  color: #20794D;
-  font-style: inherit;
-}
-
-code span.an {
-  color: #5E5E5E;
-  font-style: inherit;
-}
-
-code span.fu {
-  color: #4758AB;
-  font-style: inherit;
-}
-
-code span.st {
-  color: #20794D;
-  font-style: inherit;
-}
-
-code span.cf {
-  color: #003B4F;
-  font-style: inherit;
-}
-
-code span.op {
-  color: #5E5E5E;
-  font-style: inherit;
-}
-
-code span.er {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.bn {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.al {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.va {
-  color: #111111;
-  font-style: inherit;
-}
-
-code span.bu {
-  font-style: inherit;
-}
-
-code span.ex {
-  font-style: inherit;
-}
-
-code span.pp {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.in {
-  color: #5E5E5E;
-  font-style: inherit;
-}
-
-code span.vs {
-  color: #20794D;
-  font-style: inherit;
-}
-
-code span.wa {
-  color: #5E5E5E;
-  font-style: italic;
-}
-
-code span.do {
-  color: #5E5E5E;
-  font-style: italic;
-}
-
-code span.im {
-  color: #00769E;
-  font-style: inherit;
-}
-
-code span.ch {
-  color: #20794D;
-  font-style: inherit;
-}
-
-code span.dt {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.fl {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.co {
-  color: #5E5E5E;
-  font-style: inherit;
-}
-
-code span.cv {
-  color: #5E5E5E;
-  font-style: italic;
-}
-
-code span.cn {
-  color: #8f5902;
-  font-style: inherit;
-}
-
-code span.sc {
-  color: #5E5E5E;
-  font-style: inherit;
-}
-
-code span.dv {
-  color: #AD0000;
-  font-style: inherit;
-}
-
-code span.kw {
-  color: #003B4F;
-  font-style: inherit;
-}
-
-.prevent-inlining {
-  content: "</";
-}
-
-/*# sourceMappingURL=debc5d5d77c3f9108843748ff7464032.css.map */

_proc/_docs/site_libs/quarto-html/quarto.js

@@ -1,902 +0,0 @@
-const sectionChanged = new CustomEvent("quarto-sectionChanged", {
-  detail: {},
-  bubbles: true,
-  cancelable: false,
-  composed: false,
-});
-
-const layoutMarginEls = () => {
-  // Find any conflicting margin elements and add margins to the
-  // top to prevent overlap
-  const marginChildren = window.document.querySelectorAll(
-    ".column-margin.column-container > * "
-  );
-
-  let lastBottom = 0;
-  for (const marginChild of marginChildren) {
-    if (marginChild.offsetParent !== null) {
-      // clear the top margin so we recompute it
-      marginChild.style.marginTop = null;
-      const top = marginChild.getBoundingClientRect().top + window.scrollY;
-      console.log({
-        childtop: marginChild.getBoundingClientRect().top,
-        scroll: window.scrollY,
-        top,
-        lastBottom,
-      });
-      if (top < lastBottom) {
-        const margin = lastBottom - top;
-        marginChild.style.marginTop = `${margin}px`;
-      }
-      const styles = window.getComputedStyle(marginChild);
-      const marginTop = parseFloat(styles["marginTop"]);
-
-      console.log({
-        top,
-        height: marginChild.getBoundingClientRect().height,
-        marginTop,
-        total: top + marginChild.getBoundingClientRect().height + marginTop,
-      });
-      lastBottom = top + marginChild.getBoundingClientRect().height + marginTop;
-    }
-  }
-};
-
-window.document.addEventListener("DOMContentLoaded", function (_event) {
-  // Recompute the position of margin elements anytime the body size changes
-  if (window.ResizeObserver) {
-    const resizeObserver = new window.ResizeObserver(
-      throttle(layoutMarginEls, 50)
-    );
-    resizeObserver.observe(window.document.body);
-  }
-
-  const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]');
-  const sidebarEl = window.document.getElementById("quarto-sidebar");
-  const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left");
-  const marginSidebarEl = window.document.getElementById(
-    "quarto-margin-sidebar"
-  );
-  // function to determine whether the element has a previous sibling that is active
-  const prevSiblingIsActiveLink = (el) => {
-    const sibling = el.previousElementSibling;
-    if (sibling && sibling.tagName === "A") {
-      return sibling.classList.contains("active");
-    } else {
-      return false;
-    }
-  };
-
-  // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior)
-  function fireSlideEnter(e) {
-    const event = window.document.createEvent("Event");
-    event.initEvent("slideenter", true, true);
-    window.document.dispatchEvent(event);
-  }
-  const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]');
-  tabs.forEach((tab) => {
-    tab.addEventListener("shown.bs.tab", fireSlideEnter);
-  });
-
-  // fire slideEnter for tabby tab activations (for htmlwidget resize behavior)
-  document.addEventListener("tabby", fireSlideEnter, false);
-
-  // Track scrolling and mark TOC links as active
-  // get table of contents and sidebar (bail if we don't have at least one)
-  const tocLinks = tocEl
-    ? [...tocEl.querySelectorAll("a[data-scroll-target]")]
-    : [];
-  const makeActive = (link) => tocLinks[link].classList.add("active");
-  const removeActive = (link) => tocLinks[link].classList.remove("active");
-  const removeAllActive = () =>
-    [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link));
-
-  // activate the anchor for a section associated with this TOC entry
-  tocLinks.forEach((link) => {
-    link.addEventListener("click", () => {
-      if (link.href.indexOf("#") !== -1) {
-        const anchor = link.href.split("#")[1];
-        const heading = window.document.querySelector(
-          `[data-anchor-id=${anchor}]`
-        );
-        if (heading) {
-          // Add the class
-          heading.classList.add("reveal-anchorjs-link");
-
-          // function to show the anchor
-          const handleMouseout = () => {
-            heading.classList.remove("reveal-anchorjs-link");
-            heading.removeEventListener("mouseout", handleMouseout);
-          };
-
-          // add a function to clear the anchor when the user mouses out of it
-          heading.addEventListener("mouseout", handleMouseout);
-        }
-      }
-    });
-  });
-
-  const sections = tocLinks.map((link) => {
-    const target = link.getAttribute("data-scroll-target");
-    if (target.startsWith("#")) {
-      return window.document.getElementById(decodeURI(`${target.slice(1)}`));
-    } else {
-      return window.document.querySelector(decodeURI(`${target}`));
-    }
-  });
-
-  const sectionMargin = 200;
-  let currentActive = 0;
-  // track whether we've initialized state the first time
-  let init = false;
-
-  const updateActiveLink = () => {
-    // The index from bottom to top (e.g. reversed list)
-    let sectionIndex = -1;
-    if (
-      window.innerHeight + window.pageYOffset >=
-      window.document.body.offsetHeight
-    ) {
-      sectionIndex = 0;
-    } else {
-      sectionIndex = [...sections].reverse().findIndex((section) => {
-        if (section) {
-          return window.pageYOffset >= section.offsetTop - sectionMargin;
-        } else {
-          return false;
-        }
-      });
-    }
-    if (sectionIndex > -1) {
-      const current = sections.length - sectionIndex - 1;
-      if (current !== currentActive) {
-        removeAllActive();
-        currentActive = current;
-        makeActive(current);
-        if (init) {
-          window.dispatchEvent(sectionChanged);
-        }
-        init = true;
-      }
-    }
-  };
-
-  const inHiddenRegion = (top, bottom, hiddenRegions) => {
-    for (const region of hiddenRegions) {
-      if (top <= region.bottom && bottom >= region.top) {
-        return true;
-      }
-    }
-    return false;
-  };
-
-  const categorySelector = "header.quarto-title-block .quarto-category";
-  const activateCategories = (href) => {
-    // Find any categories
-    // Surround them with a link pointing back to:
-    // #category=Authoring
-    try {
-      const categoryEls = window.document.querySelectorAll(categorySelector);
-      for (const categoryEl of categoryEls) {
-        const categoryText = categoryEl.textContent;
-        if (categoryText) {
-          const link = `${href}#category=${encodeURIComponent(categoryText)}`;
-          const linkEl = window.document.createElement("a");
-          linkEl.setAttribute("href", link);
-          for (const child of categoryEl.childNodes) {
-            linkEl.append(child);
-          }
-          categoryEl.appendChild(linkEl);
-        }
-      }
-    } catch {
-      // Ignore errors
-    }
-  };
-  function hasTitleCategories() {
-    return window.document.querySelector(categorySelector) !== null;
-  }
-
-  function offsetRelativeUrl(url) {
-    const offset = getMeta("quarto:offset");
-    return offset ? offset + url : url;
-  }
-
-  function offsetAbsoluteUrl(url) {
-    const offset = getMeta("quarto:offset");
-    const baseUrl = new URL(offset, window.location);
-
-    const projRelativeUrl = url.replace(baseUrl, "");
-    if (projRelativeUrl.startsWith("/")) {
-      return projRelativeUrl;
-    } else {
-      return "/" + projRelativeUrl;
-    }
-  }
-
-  // read a meta tag value
-  function getMeta(metaName) {
-    const metas = window.document.getElementsByTagName("meta");
-    for (let i = 0; i < metas.length; i++) {
-      if (metas[i].getAttribute("name") === metaName) {
-        return metas[i].getAttribute("content");
-      }
-    }
-    return "";
-  }
-
-  async function findAndActivateCategories() {
-    const currentPagePath = offsetAbsoluteUrl(window.location.href);
-    const response = await fetch(offsetRelativeUrl("listings.json"));
-    if (response.status == 200) {
-      return response.json().then(function (listingPaths) {
-        const listingHrefs = [];
-        for (const listingPath of listingPaths) {
-          const pathWithoutLeadingSlash = listingPath.listing.substring(1);
-          for (const item of listingPath.items) {
-            if (
-              item === currentPagePath ||
-              item === currentPagePath + "index.html"
-            ) {
-              // Resolve this path against the offset to be sure
-              // we already are using the correct path to the listing
-              // (this adjusts the listing urls to be rooted against
-              // whatever root the page is actually running against)
-              const relative = offsetRelativeUrl(pathWithoutLeadingSlash);
-              const baseUrl = window.location;
-              const resolvedPath = new URL(relative, baseUrl);
-              listingHrefs.push(resolvedPath.pathname);
-              break;
-            }
-          }
-        }
-
-        // Look up the tree for a nearby linting and use that if we find one
-        const nearestListing = findNearestParentListing(
-          offsetAbsoluteUrl(window.location.pathname),
-          listingHrefs
-        );
-        if (nearestListing) {
-          activateCategories(nearestListing);
-        } else {
-          // See if the referrer is a listing page for this item
-          const referredRelativePath = offsetAbsoluteUrl(document.referrer);
-          const referrerListing = listingHrefs.find((listingHref) => {
-            const isListingReferrer =
-              listingHref === referredRelativePath ||
-              listingHref === referredRelativePath + "index.html";
-            return isListingReferrer;
-          });
-
-          if (referrerListing) {
-            // Try to use the referrer if possible
-            activateCategories(referrerListing);
-          } else if (listingHrefs.length > 0) {
-            // Otherwise, just fall back to the first listing
-            activateCategories(listingHrefs[0]);
-          }
-        }
-      });
-    }
-  }
-  if (hasTitleCategories()) {
-    findAndActivateCategories();
-  }
-
-  const findNearestParentListing = (href, listingHrefs) => {
-    if (!href || !listingHrefs) {
-      return undefined;
-    }
-    // Look up the tree for a nearby linting and use that if we find one
-    const relativeParts = href.substring(1).split("/");
-    while (relativeParts.length > 0) {
-      const path = relativeParts.join("/");
-      for (const listingHref of listingHrefs) {
-        if (listingHref.startsWith(path)) {
-          return listingHref;
-        }
-      }
-      relativeParts.pop();
-    }
-
-    return undefined;
-  };
-
-  const manageSidebarVisiblity = (el, placeholderDescriptor) => {
-    let isVisible = true;
-    let elRect;
-
-    return (hiddenRegions) => {
-      if (el === null) {
-        return;
-      }
-
-      // Find the last element of the TOC
-      const lastChildEl = el.lastElementChild;
-
-      if (lastChildEl) {
-        // Converts the sidebar to a menu
-        const convertToMenu = () => {
-          for (const child of el.children) {
-            child.style.opacity = 0;
-            child.style.overflow = "hidden";
-          }
-
-          nexttick(() => {
-            const toggleContainer = window.document.createElement("div");
-            toggleContainer.style.width = "100%";
-            toggleContainer.classList.add("zindex-over-content");
-            toggleContainer.classList.add("quarto-sidebar-toggle");
-            toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom
-            toggleContainer.id = placeholderDescriptor.id;
-            toggleContainer.style.position = "fixed";
-
-            const toggleIcon = window.document.createElement("i");
-            toggleIcon.classList.add("quarto-sidebar-toggle-icon");
-            toggleIcon.classList.add("bi");
-            toggleIcon.classList.add("bi-caret-down-fill");
-
-            const toggleTitle = window.document.createElement("div");
-            const titleEl = window.document.body.querySelector(
-              placeholderDescriptor.titleSelector
-            );
-            if (titleEl) {
-              toggleTitle.append(
-                titleEl.textContent || titleEl.innerText,
-                toggleIcon
-              );
-            }
-            toggleTitle.classList.add("zindex-over-content");
-            toggleTitle.classList.add("quarto-sidebar-toggle-title");
-            toggleContainer.append(toggleTitle);
-
-            const toggleContents = window.document.createElement("div");
-            toggleContents.classList = el.classList;
-            toggleContents.classList.add("zindex-over-content");
-            toggleContents.classList.add("quarto-sidebar-toggle-contents");
-            for (const child of el.children) {
-              if (child.id === "toc-title") {
-                continue;
-              }
-
-              const clone = child.cloneNode(true);
-              clone.style.opacity = 1;
-              clone.style.display = null;
-              toggleContents.append(clone);
-            }
-            toggleContents.style.height = "0px";
-            const positionToggle = () => {
-              // position the element (top left of parent, same width as parent)
-              if (!elRect) {
-                elRect = el.getBoundingClientRect();
-              }
-              toggleContainer.style.left = `${elRect.left}px`;
-              toggleContainer.style.top = `${elRect.top}px`;
-              toggleContainer.style.width = `${elRect.width}px`;
-            };
-            positionToggle();
-
-            toggleContainer.append(toggleContents);
-            el.parentElement.prepend(toggleContainer);
-
-            // Process clicks
-            let tocShowing = false;
-            // Allow the caller to control whether this is dismissed
-            // when it is clicked (e.g. sidebar navigation supports
-            // opening and closing the nav tree, so don't dismiss on click)
-            const clickEl = placeholderDescriptor.dismissOnClick
-              ? toggleContainer
-              : toggleTitle;
-
-            const closeToggle = () => {
-              if (tocShowing) {
-                toggleContainer.classList.remove("expanded");
-                toggleContents.style.height = "0px";
-                tocShowing = false;
-              }
-            };
-
-            // Get rid of any expanded toggle if the user scrolls
-            window.document.addEventListener(
-              "scroll",
-              throttle(() => {
-                closeToggle();
-              }, 50)
-            );
-
-            // Handle positioning of the toggle
-            window.addEventListener(
-              "resize",
-              throttle(() => {
-                elRect = undefined;
-                positionToggle();
-              }, 50)
-            );
-
-            window.addEventListener("quarto-hrChanged", () => {
-              elRect = undefined;
-            });
-
-            // Process the click
-            clickEl.onclick = () => {
-              if (!tocShowing) {
-                toggleContainer.classList.add("expanded");
-                toggleContents.style.height = null;
-                tocShowing = true;
-              } else {
-                closeToggle();
-              }
-            };
-          });
-        };
-
-        // Converts a sidebar from a menu back to a sidebar
-        const convertToSidebar = () => {
-          for (const child of el.children) {
-            child.style.opacity = 1;
-            child.style.overflow = null;
-          }
-
-          const placeholderEl = window.document.getElementById(
-            placeholderDescriptor.id
-          );
-          if (placeholderEl) {
-            placeholderEl.remove();
-          }
-
-          el.classList.remove("rollup");
-        };
-
-        if (isReaderMode()) {
-          convertToMenu();
-          isVisible = false;
-        } else {
-          // Find the top and bottom o the element that is being managed
-          const elTop = el.offsetTop;
-          const elBottom =
-            elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight;
-
-          if (!isVisible) {
-            // If the element is current not visible reveal if there are
-            // no conflicts with overlay regions
-            if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) {
-              convertToSidebar();
-              isVisible = true;
-            }
-          } else {
-            // If the element is visible, hide it if it conflicts with overlay regions
-            // and insert a placeholder toggle (or if we're in reader mode)
-            if (inHiddenRegion(elTop, elBottom, hiddenRegions)) {
-              convertToMenu();
-              isVisible = false;
-            }
-          }
-        }
-      }
-    };
-  };
-
-  const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]');
-  for (const tabEl of tabEls) {
-    const id = tabEl.getAttribute("data-bs-target");
-    if (id) {
-      const columnEl = document.querySelector(
-        `${id} .column-margin, .tabset-margin-content`
-      );
-      if (columnEl)
-        tabEl.addEventListener("shown.bs.tab", function (event) {
-          const el = event.srcElement;
-          if (el) {
-            const visibleCls = `${el.id}-margin-content`;
-            // walk up until we find a parent tabset
-            let panelTabsetEl = el.parentElement;
-            while (panelTabsetEl) {
-              if (panelTabsetEl.classList.contains("panel-tabset")) {
-                break;
-              }
-              panelTabsetEl = panelTabsetEl.parentElement;
-            }
-
-            if (panelTabsetEl) {
-              const prevSib = panelTabsetEl.previousElementSibling;
-              if (
-                prevSib &&
-                prevSib.classList.contains("tabset-margin-container")
-              ) {
-                const childNodes = prevSib.querySelectorAll(
-                  ".tabset-margin-content"
-                );
-                for (const childEl of childNodes) {
-                  if (childEl.classList.contains(visibleCls)) {
-                    childEl.classList.remove("collapse");
-                  } else {
-                    childEl.classList.add("collapse");
-                  }
-                }
-              }
-            }
-          }
-
-          layoutMarginEls();
-        });
-    }
-  }
-
-  // Manage the visibility of the toc and the sidebar
-  const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, {
-    id: "quarto-toc-toggle",
-    titleSelector: "#toc-title",
-    dismissOnClick: true,
-  });
-  const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
-    id: "quarto-sidebarnav-toggle",
-    titleSelector: ".title",
-    dismissOnClick: false,
-  });
-  let tocLeftScrollVisibility;
-  if (leftTocEl) {
-    tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
-      id: "quarto-lefttoc-toggle",
-      titleSelector: "#toc-title",
-      dismissOnClick: true,
-    });
-  }
-
-  // Find the first element that uses formatting in special columns
-  const conflictingEls = window.document.body.querySelectorAll(
-    '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
-  );
-
-  // Filter all the possibly conflicting elements into ones
-  // the do conflict on the left or ride side
-  const arrConflictingEls = Array.from(conflictingEls);
-  const leftSideConflictEls = arrConflictingEls.filter((el) => {
-    if (el.tagName === "ASIDE") {
-      return false;
-    }
-    return Array.from(el.classList).find((className) => {
-      return (
-        className !== "column-body" &&
-        className.startsWith("column-") &&
-        !className.endsWith("right") &&
-        !className.endsWith("container") &&
-        className !== "column-margin"
-      );
-    });
-  });
-  const rightSideConflictEls = arrConflictingEls.filter((el) => {
-    if (el.tagName === "ASIDE") {
-      return true;
-    }
-
-    const hasMarginCaption = Array.from(el.classList).find((className) => {
-      return className == "margin-caption";
-    });
-    if (hasMarginCaption) {
-      return true;
-    }
-
-    return Array.from(el.classList).find((className) => {
-      return (
-        className !== "column-body" &&
-        !className.endsWith("container") &&
-        className.startsWith("column-") &&
-        !className.endsWith("left")
-      );
-    });
-  });
-
-  const kOverlapPaddingSize = 10;
-  function toRegions(els) {
-    return els.map((el) => {
-      const boundRect = el.getBoundingClientRect();
-      const top =
-        boundRect.top +
-        document.documentElement.scrollTop -
-        kOverlapPaddingSize;
-      return {
-        top,
-        bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
-      };
-    });
-  }
-
-  let hasObserved = false;
-  const visibleItemObserver = (els) => {
-    let visibleElements = [...els];
-    const intersectionObserver = new IntersectionObserver(
-      (entries, _observer) => {
-        entries.forEach((entry) => {
-          if (entry.isIntersecting) {
-            if (visibleElements.indexOf(entry.target) === -1) {
-              visibleElements.push(entry.target);
-            }
-          } else {
-            visibleElements = visibleElements.filter((visibleEntry) => {
-              return visibleEntry !== entry;
-            });
-          }
-        });
-
-        if (!hasObserved) {
-          hideOverlappedSidebars();
-        }
-        hasObserved = true;
-      },
-      {}
-    );
-    els.forEach((el) => {
-      intersectionObserver.observe(el);
-    });
-
-    return {
-      getVisibleEntries: () => {
-        return visibleElements;
-      },
-    };
-  };
-
-  const rightElementObserver = visibleItemObserver(rightSideConflictEls);
-  const leftElementObserver = visibleItemObserver(leftSideConflictEls);
-
-  const hideOverlappedSidebars = () => {
-    marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries()));
-    sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries()));
-    if (tocLeftScrollVisibility) {
-      tocLeftScrollVisibility(
-        toRegions(leftElementObserver.getVisibleEntries())
-      );
-    }
-  };
-
-  window.quartoToggleReader = () => {
-    // Applies a slow class (or removes it)
-    // to update the transition speed
-    const slowTransition = (slow) => {
-      const manageTransition = (id, slow) => {
-        const el = document.getElementById(id);
-        if (el) {
-          if (slow) {
-            el.classList.add("slow");
-          } else {
-            el.classList.remove("slow");
-          }
-        }
-      };
-
-      manageTransition("TOC", slow);
-      manageTransition("quarto-sidebar", slow);
-    };
-    const readerMode = !isReaderMode();
-    setReaderModeValue(readerMode);
-
-    // If we're entering reader mode, slow the transition
-    if (readerMode) {
-      slowTransition(readerMode);
-    }
-    highlightReaderToggle(readerMode);
-    hideOverlappedSidebars();
-
-    // If we're exiting reader mode, restore the non-slow transition
-    if (!readerMode) {
-      slowTransition(!readerMode);
-    }
-  };
-
-  const highlightReaderToggle = (readerMode) => {
-    const els = document.querySelectorAll(".quarto-reader-toggle");
-    if (els) {
-      els.forEach((el) => {
-        if (readerMode) {
-          el.classList.add("reader");
-        } else {
-          el.classList.remove("reader");
-        }
-      });
-    }
-  };
-
-  const setReaderModeValue = (val) => {
-    if (window.location.protocol !== "file:") {
-      window.localStorage.setItem("quarto-reader-mode", val);
-    } else {
-      localReaderMode = val;
-    }
-  };
-
-  const isReaderMode = () => {
-    if (window.location.protocol !== "file:") {
-      return window.localStorage.getItem("quarto-reader-mode") === "true";
-    } else {
-      return localReaderMode;
-    }
-  };
-  let localReaderMode = null;
-
-  const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded");
-  const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1;
-
-  // Walk the TOC and collapse/expand nodes
-  // Nodes are expanded if:
-  // - they are top level
-  // - they have children that are 'active' links
-  // - they are directly below an link that is 'active'
-  const walk = (el, depth) => {
-    // Tick depth when we enter a UL
-    if (el.tagName === "UL") {
-      depth = depth + 1;
-    }
-
-    // It this is active link
-    let isActiveNode = false;
-    if (el.tagName === "A" && el.classList.contains("active")) {
-      isActiveNode = true;
-    }
-
-    // See if there is an active child to this element
-    let hasActiveChild = false;
-    for (child of el.children) {
-      hasActiveChild = walk(child, depth) || hasActiveChild;
-    }
-
-    // Process the collapse state if this is an UL
-    if (el.tagName === "UL") {
-      if (tocOpenDepth === -1 && depth > 1) {
-        el.classList.add("collapse");
-      } else if (
-        depth <= tocOpenDepth ||
-        hasActiveChild ||
-        prevSiblingIsActiveLink(el)
-      ) {
-        el.classList.remove("collapse");
-      } else {
-        el.classList.add("collapse");
-      }
-
-      // untick depth when we leave a UL
-      depth = depth - 1;
-    }
-    return hasActiveChild || isActiveNode;
-  };
-
-  // walk the TOC and expand / collapse any items that should be shown
-
-  if (tocEl) {
-    walk(tocEl, 0);
-    updateActiveLink();
-  }
-
-  // Throttle the scroll event and walk peridiocally
-  window.document.addEventListener(
-    "scroll",
-    throttle(() => {
-      if (tocEl) {
-        updateActiveLink();
-        walk(tocEl, 0);
-      }
-      if (!isReaderMode()) {
-        hideOverlappedSidebars();
-      }
-    }, 5)
-  );
-  window.addEventListener(
-    "resize",
-    throttle(() => {
-      if (!isReaderMode()) {
-        hideOverlappedSidebars();
-      }
-    }, 10)
-  );
-  hideOverlappedSidebars();
-  highlightReaderToggle(isReaderMode());
-});
-
-// grouped tabsets
-window.addEventListener("pageshow", (_event) => {
-  function getTabSettings() {
-    const data = localStorage.getItem("quarto-persistent-tabsets-data");
-    if (!data) {
-      localStorage.setItem("quarto-persistent-tabsets-data", "{}");
-      return {};
-    }
-    if (data) {
-      return JSON.parse(data);
-    }
-  }
-
-  function setTabSettings(data) {
-    localStorage.setItem(
-      "quarto-persistent-tabsets-data",
-      JSON.stringify(data)
-    );
-  }
-
-  function setTabState(groupName, groupValue) {
-    const data = getTabSettings();
-    data[groupName] = groupValue;
-    setTabSettings(data);
-  }
-
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_proc/_docs/site_libs/quarto-html/tippy.umd.min.js

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G={name:"inlinePositioning",defaultValue:!1,fn:function(e){var t,n=e.reference;var r=-1,o=!1,i=[],a={name:"tippyInlinePositioning",enabled:!0,phase:"afterWrite",fn:function(o){var a=o.state;e.props.inlinePositioning&&(-1!==i.indexOf(a.placement)&&(i=[]),t!==a.placement&&-1===i.indexOf(a.placement)&&(i.push(a.placement),e.setProps({getReferenceClientRect:function(){return function(e){return function(e,t,n,r){if(n.length<2||null===e)return t;if(2===n.length&&r>=0&&n[0].left>n[1].right)return n[r]||t;switch(e){case"top":case"bottom":var o=n[0],i=n[n.length-1],a="top"===e,s=o.top,u=i.bottom,c=a?o.left:i.left,p=a?o.right:i.right;return{top:s,bottom:u,left:c,right:p,width:p-c,height:u-s};case"left":case"right":var f=Math.min.apply(Math,n.map((function(e){return e.left}))),l=Math.max.apply(Math,n.map((function(e){return 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-

_proc/_docs/site_libs/quarto-nav/headroom.min.js

@@ -1,7 +0,0 @@
-/*!
- * headroom.js v0.12.0 - Give your page some headroom. Hide your header until you need it
- * Copyright (c) 2020 Nick Williams - http://wicky.nillia.ms/headroom.js
- * License: MIT
- */
-
-!function(t,n){"object"==typeof exports&&"undefined"!=typeof module?module.exports=n():"function"==typeof define&&define.amd?define(n):(t=t||self).Headroom=n()}(this,function(){"use strict";function t(){return"undefined"!=typeof window}function d(t){return function(t){return t&&t.document&&function(t){return 9===t.nodeType}(t.document)}(t)?function(t){var n=t.document,o=n.body,s=n.documentElement;return{scrollHeight:function(){return Math.max(o.scrollHeight,s.scrollHeight,o.offsetHeight,s.offsetHeight,o.clientHeight,s.clientHeight)},height:function(){return t.innerHeight||s.clientHeight||o.clientHeight},scrollY:function(){return void 0!==t.pageYOffset?t.pageYOffset:(s||o.parentNode||o).scrollTop}}}(t):function(t){return{scrollHeight:function(){return Math.max(t.scrollHeight,t.offsetHeight,t.clientHeight)},height:function(){return Math.max(t.offsetHeight,t.clientHeight)},scrollY:function(){return t.scrollTop}}}(t)}function n(t,s,e){var n,o=function(){var n=!1;try{var t={get passive(){n=!0}};window.addEventListener("test",t,t),window.removeEventListener("test",t,t)}catch(t){n=!1}return n}(),i=!1,r=d(t),l=r.scrollY(),a={};function c(){var t=Math.round(r.scrollY()),n=r.height(),o=r.scrollHeight();a.scrollY=t,a.lastScrollY=l,a.direction=l<t?"down":"up",a.distance=Math.abs(t-l),a.isOutOfBounds=t<0||o<t+n,a.top=t<=s.offset[a.direction],a.bottom=o<=t+n,a.toleranceExceeded=a.distance>s.tolerance[a.direction],e(a),l=t,i=!1}function h(){i||(i=!0,n=requestAnimationFrame(c))}var u=!!o&&{passive:!0,capture:!1};return t.addEventListener("scroll",h,u),c(),{destroy:function(){cancelAnimationFrame(n),t.removeEventListener("scroll",h,u)}}}function o(t){return t===Object(t)?t:{down:t,up:t}}function s(t,n){n=n||{},Object.assign(this,s.options,n),this.classes=Object.assign({},s.options.classes,n.classes),this.elem=t,this.tolerance=o(this.tolerance),this.offset=o(this.offset),this.initialised=!1,this.frozen=!1}return s.prototype={constructor:s,init:function(){return s.cutsTheMustard&&!this.initialised&&(this.addClass("initial"),this.initialised=!0,setTimeout(function(t){t.scrollTracker=n(t.scroller,{offset:t.offset,tolerance:t.tolerance},t.update.bind(t))},100,this)),this},destroy:function(){this.initialised=!1,Object.keys(this.classes).forEach(this.removeClass,this),this.scrollTracker.destroy()},unpin:function(){!this.hasClass("pinned")&&this.hasClass("unpinned")||(this.addClass("unpinned"),this.removeClass("pinned"),this.onUnpin&&this.onUnpin.call(this))},pin:function(){this.hasClass("unpinned")&&(this.addClass("pinned"),this.removeClass("unpinned"),this.onPin&&this.onPin.call(this))},freeze:function(){this.frozen=!0,this.addClass("frozen")},unfreeze:function(){this.frozen=!1,this.removeClass("frozen")},top:function(){this.hasClass("top")||(this.addClass("top"),this.removeClass("notTop"),this.onTop&&this.onTop.call(this))},notTop:function(){this.hasClass("notTop")||(this.addClass("notTop"),this.removeClass("top"),this.onNotTop&&this.onNotTop.call(this))},bottom:function(){this.hasClass("bottom")||(this.addClass("bottom"),this.removeClass("notBottom"),this.onBottom&&this.onBottom.call(this))},notBottom:function(){this.hasClass("notBottom")||(this.addClass("notBottom"),this.removeClass("bottom"),this.onNotBottom&&this.onNotBottom.call(this))},shouldUnpin:function(t){return"down"===t.direction&&!t.top&&t.toleranceExceeded},shouldPin:function(t){return"up"===t.direction&&t.toleranceExceeded||t.top},addClass:function(t){this.elem.classList.add.apply(this.elem.classList,this.classes[t].split(" "))},removeClass:function(t){this.elem.classList.remove.apply(this.elem.classList,this.classes[t].split(" "))},hasClass:function(t){return this.classes[t].split(" ").every(function(t){return this.classList.contains(t)},this.elem)},update:function(t){t.isOutOfBounds||!0!==this.frozen&&(t.top?this.top():this.notTop(),t.bottom?this.bottom():this.notBottom(),this.shouldUnpin(t)?this.unpin():this.shouldPin(t)&&this.pin())}},s.options={tolerance:{up:0,down:0},offset:0,scroller:t()?window:null,classes:{frozen:"headroom--frozen",pinned:"headroom--pinned",unpinned:"headroom--unpinned",top:"headroom--top",notTop:"headroom--not-top",bottom:"headroom--bottom",notBottom:"headroom--not-bottom",initial:"headroom"}},s.cutsTheMustard=!!(t()&&function(){}.bind&&"classList"in document.documentElement&&Object.assign&&Object.keys&&requestAnimationFrame),s});

_proc/_docs/site_libs/quarto-nav/quarto-nav.js

@@ -1,277 +0,0 @@
-const headroomChanged = new CustomEvent("quarto-hrChanged", {
-  detail: {},
-  bubbles: true,
-  cancelable: false,
-  composed: false,
-});
-
-window.document.addEventListener("DOMContentLoaded", function () {
-  let init = false;
-
-  // Manage the back to top button, if one is present.
-  let lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;
-  const scrollDownBuffer = 5;
-  const scrollUpBuffer = 35;
-  const btn = document.getElementById("quarto-back-to-top");
-  const hideBackToTop = () => {
-    btn.style.display = "none";
-  };
-  const showBackToTop = () => {
-    btn.style.display = "inline-block";
-  };
-  if (btn) {
-    window.document.addEventListener(
-      "scroll",
-      function () {
-        const currentScrollTop =
-          window.pageYOffset || document.documentElement.scrollTop;
-
-        // Shows and hides the button 'intelligently' as the user scrolls
-        if (currentScrollTop - scrollDownBuffer > lastScrollTop) {
-          hideBackToTop();
-          lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop;
-        } else if (currentScrollTop < lastScrollTop - scrollUpBuffer) {
-          showBackToTop();
-          lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop;
-        }
-
-        // Show the button at the bottom, hides it at the top
-        if (currentScrollTop <= 0) {
-          hideBackToTop();
-        } else if (
-          window.innerHeight + currentScrollTop >=
-          document.body.offsetHeight
-        ) {
-          showBackToTop();
-        }
-      },
-      false
-    );
-  }
-
-  function throttle(func, wait) {
-    var timeout;
-    return function () {
-      const context = this;
-      const args = arguments;
-      const later = function () {
-        clearTimeout(timeout);
-        timeout = null;
-        func.apply(context, args);
-      };
-
-      if (!timeout) {
-        timeout = setTimeout(later, wait);
-      }
-    };
-  }
-
-  function headerOffset() {
-    // Set an offset if there is are fixed top navbar
-    const headerEl = window.document.querySelector("header.fixed-top");
-    if (headerEl) {
-      return headerEl.clientHeight;
-    } else {
-      return 0;
-    }
-  }
-
-  function footerOffset() {
-    const footerEl = window.document.querySelector("footer.footer");
-    if (footerEl) {
-      return footerEl.clientHeight;
-    } else {
-      return 0;
-    }
-  }
-
-  function updateDocumentOffsetWithoutAnimation() {
-    updateDocumentOffset(false);
-  }
-
-  function updateDocumentOffset(animated) {
-    // set body offset
-    const topOffset = headerOffset();
-    const bodyOffset = topOffset + footerOffset();
-    const bodyEl = window.document.body;
-    bodyEl.setAttribute("data-bs-offset", topOffset);
-    bodyEl.style.paddingTop = topOffset + "px";
-
-    // deal with sidebar offsets
-    const sidebars = window.document.querySelectorAll(
-      ".sidebar, .headroom-target"
-    );
-    sidebars.forEach((sidebar) => {
-      if (!animated) {
-        sidebar.classList.add("notransition");
-        // Remove the no transition class after the animation has time to complete
-        setTimeout(function () {
-          sidebar.classList.remove("notransition");
-        }, 201);
-      }
-
-      if (window.Headroom && sidebar.classList.contains("sidebar-unpinned")) {
-        sidebar.style.top = "0";
-        sidebar.style.maxHeight = "100vh";
-      } else {
-        sidebar.style.top = topOffset + "px";
-        sidebar.style.maxHeight = "calc(100vh - " + topOffset + "px)";
-      }
-    });
-
-    // allow space for footer
-    const mainContainer = window.document.querySelector(".quarto-container");
-    if (mainContainer) {
-      mainContainer.style.minHeight = "calc(100vh - " + bodyOffset + "px)";
-    }
-
-    // link offset
-    let linkStyle = window.document.querySelector("#quarto-target-style");
-    if (!linkStyle) {
-      linkStyle = window.document.createElement("style");
-      linkStyle.setAttribute("id", "quarto-target-style");
-      window.document.head.appendChild(linkStyle);
-    }
-    while (linkStyle.firstChild) {
-      linkStyle.removeChild(linkStyle.firstChild);
-    }
-    if (topOffset > 0) {
-      linkStyle.appendChild(
-        window.document.createTextNode(`
-      section:target::before {
-        content: "";
-        display: block;
-        height: ${topOffset}px;
-        margin: -${topOffset}px 0 0;
-      }`)
-      );
-    }
-    if (init) {
-      window.dispatchEvent(headroomChanged);
-    }
-    init = true;
-  }
-
-  // initialize headroom
-  var header = window.document.querySelector("#quarto-header");
-  if (header && window.Headroom) {
-    const headroom = new window.Headroom(header, {
-      tolerance: 5,
-      onPin: function () {
-        const sidebars = window.document.querySelectorAll(
-          ".sidebar, .headroom-target"
-        );
-        sidebars.forEach((sidebar) => {
-          sidebar.classList.remove("sidebar-unpinned");
-        });
-        updateDocumentOffset();
-      },
-      onUnpin: function () {
-        const sidebars = window.document.querySelectorAll(
-          ".sidebar, .headroom-target"
-        );
-        sidebars.forEach((sidebar) => {
-          sidebar.classList.add("sidebar-unpinned");
-        });
-        updateDocumentOffset();
-      },
-    });
-    headroom.init();
-
-    let frozen = false;
-    window.quartoToggleHeadroom = function () {
-      if (frozen) {
-        headroom.unfreeze();
-        frozen = false;
-      } else {
-        headroom.freeze();
-        frozen = true;
-      }
-    };
-  }
-
-  window.addEventListener(
-    "hashchange",
-    function (e) {
-      if (
-        getComputedStyle(document.documentElement).scrollBehavior !== "smooth"
-      ) {
-        window.scrollTo(0, window.pageYOffset - headerOffset());
-      }
-    },
-    false
-  );
-
-  // Observe size changed for the header
-  const headerEl = window.document.querySelector("header.fixed-top");
-  if (headerEl && window.ResizeObserver) {
-    const observer = new window.ResizeObserver(
-      updateDocumentOffsetWithoutAnimation
-    );
-    observer.observe(headerEl, {
-      attributes: true,
-      childList: true,
-      characterData: true,
-    });
-  } else {
-    window.addEventListener(
-      "resize",
-      throttle(updateDocumentOffsetWithoutAnimation, 50)
-    );
-  }
-  setTimeout(updateDocumentOffsetWithoutAnimation, 250);
-
-  // fixup index.html links if we aren't on the filesystem
-  if (window.location.protocol !== "file:") {
-    const links = window.document.querySelectorAll("a");
-    for (let i = 0; i < links.length; i++) {
-      if (links[i].href) {
-        links[i].href = links[i].href.replace(/\/index\.html/, "/");
-      }
-    }
-
-    // Fixup any sharing links that require urls
-    // Append url to any sharing urls
-    const sharingLinks = window.document.querySelectorAll(
-      "a.sidebar-tools-main-item"
-    );
-    for (let i = 0; i < sharingLinks.length; i++) {
-      const sharingLink = sharingLinks[i];
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0===v?I.findAllMatches:v,y=o.minMatchCharLength,p=void 0===y?I.minMatchCharLength:y,m=o.isCaseSensitive,k=void 0===m?I.isCaseSensitive:m,M=o.ignoreLocation,b=void 0===M?I.ignoreLocation:M;return r(this,n),(i=t.call(this,e))._bitapSearch=new T(e,{location:a,threshold:u,distance:l,includeMatches:d,findAllMatches:g,minMatchCharLength:p,isCaseSensitive:k,ignoreLocation:b}),i}return o(n,[{key:"search",value:function(e){return this._bitapSearch.searchIn(e)}}],[{key:"type",get:function(){return"fuzzy"}},{key:"multiRegex",get:function(){return/^"(.*)"$/}},{key:"singleRegex",get:function(){return/^(.*)$/}}]),n}(z),H=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){for(var t,n=0,r=[],i=this.pattern.length;(t=e.indexOf(this.pattern,n))>-1;)n=t+i,r.push([t,n-1]);var o=!!r.length;return{isMatch:o,score:o?0:1,indices:r}}}],[{key:"type",get:function(){return"include"}},{key:"multiRegex",get:function(){return/^'"(.*)"$/}},{key:"singleRegex",get:function(){return/^'(.*)$/}}]),n}(z),Q=[K,H,B,J,V,U,q,G],X=Q.length,Y=/ +(?=(?:[^\"]*\"[^\"]*\")*[^\"]*$)/;function Z(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};return e.split("|").map((function(e){for(var n=e.trim().split(Y).filter((function(e){return e&&!!e.trim()})),r=[],i=0,o=n.length;i<o;i+=1){for(var c=n[i],a=!1,s=-1;!a&&++s<X;){var u=Q[s],h=u.isMultiMatch(c);h&&(r.push(new u(h,t)),a=!0)}if(!a)for(s=-1;++s<X;){var l=Q[s],f=l.isSingleMatch(c);if(f){r.push(new l(f,t));break}}}return r}))}var ee=new Set([G.type,H.type]),te=function(){function e(t){var n=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},i=n.isCaseSensitive,o=void 0===i?I.isCaseSensitive:i,c=n.includeMatches,a=void 0===c?I.includeMatches:c,s=n.minMatchCharLength,u=void 0===s?I.minMatchCharLength:s,h=n.ignoreLocation,l=void 0===h?I.ignoreLocation:h,f=n.findAllMatches,d=void 0===f?I.findAllMatches:f,v=n.location,g=void 0===v?I.location:v,y=n.threshold,p=void 0===y?I.threshold:y,m=n.distance,k=void 0===m?I.distance:m;r(this,e),this.query=null,this.options={isCaseSensitive:o,includeMatches:a,minMatchCharLength:u,findAllMatches:d,ignoreLocation:l,location:g,threshold:p,distance:k},this.pattern=o?t:t.toLowerCase(),this.query=Z(this.pattern,this.options)}return o(e,[{key:"searchIn",value:function(e){var t=this.query;if(!t)return{isMatch:!1,score:1};var n=this.options,r=n.includeMatches;e=n.isCaseSensitive?e:e.toLowerCase();for(var i=0,o=[],c=0,a=0,s=t.length;a<s;a+=1){var u=t[a];o.length=0,i=0;for(var h=0,l=u.length;h<l;h+=1){var d=u[h],v=d.search(e),g=v.isMatch,y=v.indices,p=v.score;if(!g){c=0,i=0,o.length=0;break}if(i+=1,c+=p,r){var m=d.constructor.type;ee.has(m)?o=[].concat(f(o),f(y)):o.push(y)}}if(i){var k={isMatch:!0,score:c/i};return r&&(k.indices=o),k}}return{isMatch:!1,score:1}}}],[{key:"condition",value:function(e,t){return t.useExtendedSearch}}]),e}(),ne=[];function re(e,t){for(var n=0,r=ne.length;n<r;n+=1){var i=ne[n];if(i.condition(e,t))return new i(e,t)}return new T(e,t)}var ie="$and",oe="$or",ce="$path",ae="$val",se=function(e){return!(!e[ie]&&!e[oe])},ue=function(e){return!!e[ce]},he=function(e){return!v(e)&&m(e)&&!se(e)},le=function(e){return c({},ie,Object.keys(e).map((function(t){return c({},t,e[t])})))};function fe(e,t){var n=t.ignoreFieldNorm,r=void 0===n?I.ignoreFieldNorm:n;e.forEach((function(e){var t=1;e.matches.forEach((function(e){var n=e.key,i=e.norm,o=e.score,c=n?n.weight:null;t*=Math.pow(0===o&&c?Number.EPSILON:o,(c||1)*(r?1:i))})),e.score=t}))}function de(e,t){var n=e.matches;t.matches=[],k(n)&&n.forEach((function(e){if(k(e.indices)&&e.indices.length){var n={indices:e.indices,value:e.value};e.key&&(n.key=e.key.src),e.idx>-1&&(n.refIndex=e.idx),t.matches.push(n)}}))}function ve(e,t){t.score=e.score}function ge(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=n.includeMatches,i=void 0===r?I.includeMatches:r,o=n.includeScore,c=void 0===o?I.includeScore:o,a=[];return i&&a.push(de),c&&a.push(ve),e.map((function(e){var n=e.idx,r={item:t[n],refIndex:n};return a.length&&a.forEach((function(t){t(e,r)})),r}))}var ye=function(){function e(n){var i=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},o=arguments.length>2?arguments[2]:void 0;r(this,e),this.options=t(t({},I),i),this.options.useExtendedSearch,this._keyStore=new S(this.options.keys),this.setCollection(n,o)}return o(e,[{key:"setCollection",value:function(e,t){if(this._docs=e,t&&!(t instanceof $))throw new Error("Incorrect 'index' type");this._myIndex=t||F(this.options.keys,this._docs,{getFn:this.options.getFn,fieldNormWeight:this.options.fieldNormWeight})}},{key:"add",value:function(e){k(e)&&(this._docs.push(e),this._myIndex.add(e))}},{key:"remove",value:function(){for(var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:function(){return!1},t=[],n=0,r=this._docs.length;n<r;n+=1){var i=this._docs[n];e(i,n)&&(this.removeAt(n),n-=1,r-=1,t.push(i))}return t}},{key:"removeAt",value:function(e){this._docs.splice(e,1),this._myIndex.removeAt(e)}},{key:"getIndex",value:function(){return this._myIndex}},{key:"search",value:function(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=t.limit,r=void 0===n?-1:n,i=this.options,o=i.includeMatches,c=i.includeScore,a=i.shouldSort,s=i.sortFn,u=i.ignoreFieldNorm,h=g(e)?g(this._docs[0])?this._searchStringList(e):this._searchObjectList(e):this._searchLogical(e);return fe(h,{ignoreFieldNorm:u}),a&&h.sort(s),y(r)&&r>-1&&(h=h.slice(0,r)),ge(h,this._docs,{includeMatches:o,includeScore:c})}},{key:"_searchStringList",value:function(e){var t=re(e,this.options),n=this._myIndex.records,r=[];return n.forEach((function(e){var n=e.v,i=e.i,o=e.n;if(k(n)){var c=t.searchIn(n),a=c.isMatch,s=c.score,u=c.indices;a&&r.push({item:n,idx:i,matches:[{score:s,value:n,norm:o,indices:u}]})}})),r}},{key:"_searchLogical",value:function(e){var t=this,n=function(e,t){var n=(arguments.length>2&&void 0!==arguments[2]?arguments[2]:{}).auto,r=void 0===n||n,i=function e(n){var i=Object.keys(n),o=ue(n);if(!o&&i.length>1&&!se(n))return e(le(n));if(he(n)){var c=o?n[ce]:i[0],a=o?n[ae]:n[c];if(!g(a))throw new Error(x(c));var s={keyId:j(c),pattern:a};return r&&(s.searcher=re(a,t)),s}var u={children:[],operator:i[0]};return i.forEach((function(t){var r=n[t];v(r)&&r.forEach((function(t){u.children.push(e(t))}))})),u};return se(e)||(e=le(e)),i(e)}(e,this.options),r=function e(n,r,i){if(!n.children){var o=n.keyId,c=n.searcher,a=t._findMatches({key:t._keyStore.get(o),value:t._myIndex.getValueForItemAtKeyId(r,o),searcher:c});return a&&a.length?[{idx:i,item:r,matches:a}]:[]}for(var s=[],u=0,h=n.children.length;u<h;u+=1){var l=e(n.children[u],r,i);if(l.length)s.push.apply(s,f(l));else if(n.operator===ie)return[]}return s},i=this._myIndex.records,o={},c=[];return i.forEach((function(e){var t=e.$,i=e.i;if(k(t)){var a=r(n,t,i);a.length&&(o[i]||(o[i]={idx:i,item:t,matches:[]},c.push(o[i])),a.forEach((function(e){var t,n=e.matches;(t=o[i].matches).push.apply(t,f(n))})))}})),c}},{key:"_searchObjectList",value:function(e){var t=this,n=re(e,this.options),r=this._myIndex,i=r.keys,o=r.records,c=[];return o.forEach((function(e){var r=e.$,o=e.i;if(k(r)){var a=[];i.forEach((function(e,i){a.push.apply(a,f(t._findMatches({key:e,value:r[i],searcher:n})))})),a.length&&c.push({idx:o,item:r,matches:a})}})),c}},{key:"_findMatches",value:function(e){var t=e.key,n=e.value,r=e.searcher;if(!k(n))return[];var i=[];if(v(n))n.forEach((function(e){var n=e.v,o=e.i,c=e.n;if(k(n)){var a=r.searchIn(n),s=a.isMatch,u=a.score,h=a.indices;s&&i.push({score:u,key:t,value:n,idx:o,norm:c,indices:h})}}));else{var o=n.v,c=n.n,a=r.searchIn(o),s=a.isMatch,u=a.score,h=a.indices;s&&i.push({score:u,key:t,value:o,norm:c,indices:h})}return i}}]),e}();return ye.version="6.6.2",ye.createIndex=F,ye.parseIndex=function(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=t.getFn,r=void 0===n?I.getFn:n,i=t.fieldNormWeight,o=void 0===i?I.fieldNormWeight:i,c=e.keys,a=e.records,s=new $({getFn:r,fieldNormWeight:o});return s.setKeys(c),s.setIndexRecords(a),s},ye.config=I,function(){ne.push.apply(ne,arguments)}(te),ye},"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define.amd?define(t):(e="undefined"!=typeof globalThis?globalThis:e||self).Fuse=t();

_proc/_docs/site_libs/quarto-search/quarto-search.js

@@ -1,1140 +0,0 @@
-const kQueryArg = "q";
-const kResultsArg = "show-results";
-
-// If items don't provide a URL, then both the navigator and the onSelect
-// function aren't called (and therefore, the default implementation is used)
-//
-// We're using this sentinel URL to signal to those handlers that this
-// item is a more item (along with the type) and can be handled appropriately
-const kItemTypeMoreHref = "0767FDFD-0422-4E5A-BC8A-3BE11E5BBA05";
-
-window.document.addEventListener("DOMContentLoaded", function (_event) {
-  // Ensure that search is available on this page. If it isn't,
-  // should return early and not do anything
-  var searchEl = window.document.getElementById("quarto-search");
-  if (!searchEl) return;
-
-  const { autocomplete } = window["@algolia/autocomplete-js"];
-
-  let quartoSearchOptions = {};
-  let language = {};
-  const searchOptionEl = window.document.getElementById(
-    "quarto-search-options"
-  );
-  if (searchOptionEl) {
-    const jsonStr = searchOptionEl.textContent;
-    quartoSearchOptions = JSON.parse(jsonStr);
-    language = quartoSearchOptions.language;
-  }
-
-  // note the search mode
-  if (quartoSearchOptions.type === "overlay") {
-    searchEl.classList.add("type-overlay");
-  } else {
-    searchEl.classList.add("type-textbox");
-  }
-
-  // Used to determine highlighting behavior for this page
-  // A `q` query param is expected when the user follows a search
-  // to this page
-  const currentUrl = new URL(window.location);
-  const query = currentUrl.searchParams.get(kQueryArg);
-  const showSearchResults = currentUrl.searchParams.get(kResultsArg);
-  const mainEl = window.document.querySelector("main");
-
-  // highlight matches on the page
-  if (query !== null && mainEl) {
-    // perform any highlighting
-    highlight(escapeRegExp(query), mainEl);
-
-    // fix up the URL to remove the q query param
-    const replacementUrl = new URL(window.location);
-    replacementUrl.searchParams.delete(kQueryArg);
-    window.history.replaceState({}, "", replacementUrl);
-  }
-
-  // function to clear highlighting on the page when the search query changes
-  // (e.g. if the user edits the query or clears it)
-  let highlighting = true;
-  const resetHighlighting = (searchTerm) => {
-    if (mainEl && highlighting && query !== null && searchTerm !== query) {
-      clearHighlight(query, mainEl);
-      highlighting = false;
-    }
-  };
-
-  // Clear search highlighting when the user scrolls sufficiently
-  const resetFn = () => {
-    resetHighlighting("");
-    window.removeEventListener("quarto-hrChanged", resetFn);
-    window.removeEventListener("quarto-sectionChanged", resetFn);
-  };
-
-  // Register this event after the initial scrolling and settling of events
-  // on the page
-  window.addEventListener("quarto-hrChanged", resetFn);
-  window.addEventListener("quarto-sectionChanged", resetFn);
-
-  // Responsively switch to overlay mode if the search is present on the navbar
-  // Note that switching the sidebar to overlay mode requires more coordinate (not just
-  // the media query since we generate different HTML for sidebar overlays than we do
-  // for sidebar input UI)
-  const detachedMediaQuery =
-    quartoSearchOptions.type === "overlay" ? "all" : "(max-width: 991px)";
-
-  // If configured, include the analytics client to send insights
-  const plugins = configurePlugins(quartoSearchOptions);
-
-  let lastState = null;
-  const { setIsOpen, setQuery, setCollections } = autocomplete({
-    container: searchEl,
-    detachedMediaQuery: detachedMediaQuery,
-    defaultActiveItemId: 0,
-    panelContainer: "#quarto-search-results",
-    panelPlacement: quartoSearchOptions["panel-placement"],
-    debug: false,
-    openOnFocus: true,
-    plugins,
-    classNames: {
-      form: "d-flex",
-    },
-    translations: {
-      clearButtonTitle: language["search-clear-button-title"],
-      detachedCancelButtonText: language["search-detached-cancel-button-title"],
-      submitButtonTitle: language["search-submit-button-title"],
-    },
-    initialState: {
-      query,
-    },
-    getItemUrl({ item }) {
-      return item.href;
-    },
-    onStateChange({ state }) {
-      // Perhaps reset highlighting
-      resetHighlighting(state.query);
-
-      // If the panel just opened, ensure the panel is positioned properly
-      if (state.isOpen) {
-        if (lastState && !lastState.isOpen) {
-          setTimeout(() => {
-            positionPanel(quartoSearchOptions["panel-placement"]);
-          }, 150);
-        }
-      }
-
-      // Perhaps show the copy link
-      showCopyLink(state.query, quartoSearchOptions);
-
-      lastState = state;
-    },
-    reshape({ sources, state }) {
-      return sources.map((source) => {
-        try {
-          const items = source.getItems();
-
-          // Validate the items
-          validateItems(items);
-
-          // group the items by document
-          const groupedItems = new Map();
-          items.forEach((item) => {
-            const hrefParts = item.href.split("#");
-            const baseHref = hrefParts[0];
-            const isDocumentItem = hrefParts.length === 1;
-
-            const items = groupedItems.get(baseHref);
-            if (!items) {
-              groupedItems.set(baseHref, [item]);
-            } else {
-              // If the href for this item matches the document
-              // exactly, place this item first as it is the item that represents
-              // the document itself
-              if (isDocumentItem) {
-                items.unshift(item);
-              } else {
-                items.push(item);
-              }
-              groupedItems.set(baseHref, items);
-            }
-          });
-
-          const reshapedItems = [];
-          let count = 1;
-          for (const [_key, value] of groupedItems) {
-            const firstItem = value[0];
-            reshapedItems.push({
-              ...firstItem,
-              type: kItemTypeDoc,
-            });
-
-            const collapseMatches = quartoSearchOptions["collapse-after"];
-            const collapseCount =
-              typeof collapseMatches === "number" ? collapseMatches : 1;
-
-            if (value.length > 1) {
-              const target = `search-more-${count}`;
-              const isExpanded =
-                state.context.expanded &&
-                state.context.expanded.includes(target);
-
-              const remainingCount = value.length - collapseCount;
-
-              for (let i = 1; i < value.length; i++) {
-                if (collapseMatches && i === collapseCount) {
-                  reshapedItems.push({
-                    target,
-                    title: isExpanded
-                      ? language["search-hide-matches-text"]
-                      : remainingCount === 1
-                      ? `${remainingCount} ${language["search-more-match-text"]}`
-                      : `${remainingCount} ${language["search-more-matches-text"]}`,
-                    type: kItemTypeMore,
-                    href: kItemTypeMoreHref,
-                  });
-                }
-
-                if (isExpanded || !collapseMatches || i < collapseCount) {
-                  reshapedItems.push({
-                    ...value[i],
-                    type: kItemTypeItem,
-                    target,
-                  });
-                }
-              }
-            }
-            count += 1;
-          }
-
-          return {
-            ...source,
-            getItems() {
-              return reshapedItems;
-            },
-          };
-        } catch (error) {
-          // Some form of error occurred
-          return {
-            ...source,
-            getItems() {
-              return [
-                {
-                  title: error.name || "An Error Occurred While Searching",
-                  text:
-                    error.message ||
-                    "An unknown error occurred while attempting to perform the requested search.",
-                  type: kItemTypeError,
-                },
-              ];
-            },
-          };
-        }
-      });
-    },
-    navigator: {
-      navigate({ itemUrl }) {
-        if (itemUrl !== offsetURL(kItemTypeMoreHref)) {
-          window.location.assign(itemUrl);
-        }
-      },
-      navigateNewTab({ itemUrl }) {
-        if (itemUrl !== offsetURL(kItemTypeMoreHref)) {
-          const windowReference = window.open(itemUrl, "_blank", "noopener");
-          if (windowReference) {
-            windowReference.focus();
-          }
-        }
-      },
-      navigateNewWindow({ itemUrl }) {
-        if (itemUrl !== offsetURL(kItemTypeMoreHref)) {
-          window.open(itemUrl, "_blank", "noopener");
-        }
-      },
-    },
-    getSources({ state, setContext, setActiveItemId, refresh }) {
-      return [
-        {
-          sourceId: "documents",
-          getItemUrl({ item }) {
-            if (item.href) {
-              return offsetURL(item.href);
-            } else {
-              return undefined;
-            }
-          },
-          onSelect({
-            item,
-            state,
-            setContext,
-            setIsOpen,
-            setActiveItemId,
-            refresh,
-          }) {
-            if (item.type === kItemTypeMore) {
-              toggleExpanded(item, state, setContext, setActiveItemId, refresh);
-
-              // Toggle more
-              setIsOpen(true);
-            }
-          },
-          getItems({ query }) {
-            if (query === null || query === "") {
-              return [];
-            }
-
-            const limit = quartoSearchOptions.limit;
-            if (quartoSearchOptions.algolia) {
-              return algoliaSearch(query, limit, quartoSearchOptions.algolia);
-            } else {
-              // Fuse search options
-              const fuseSearchOptions = {
-                isCaseSensitive: false,
-                shouldSort: true,
-                minMatchCharLength: 2,
-                limit: limit,
-              };
-
-              return readSearchData().then(function (fuse) {
-                return fuseSearch(query, fuse, fuseSearchOptions);
-              });
-            }
-          },
-          templates: {
-            noResults({ createElement }) {
-              const hasQuery = lastState.query;
-
-              return createElement(
-                "div",
-                {
-                  class: `quarto-search-no-results${
-                    hasQuery ? "" : " no-query"
-                  }`,
-                },
-                language["search-no-results-text"]
-              );
-            },
-            header({ items, createElement }) {
-              // count the documents
-              const count = items.filter((item) => {
-                return item.type === kItemTypeDoc;
-              }).length;
-
-              if (count > 0) {
-                return createElement(
-                  "div",
-                  { class: "search-result-header" },
-                  `${count} ${language["search-matching-documents-text"]}`
-                );
-              } else {
-                return createElement(
-                  "div",
-                  { class: "search-result-header-no-results" },
-                  ``
-                );
-              }
-            },
-            footer({ _items, createElement }) {
-              if (
-                quartoSearchOptions.algolia &&
-                quartoSearchOptions.algolia["show-logo"]
-              ) {
-                const libDir = quartoSearchOptions.algolia["libDir"];
-                const logo = createElement("img", {
-                  src: offsetURL(
-                    `${libDir}/quarto-search/search-by-algolia.svg`
-                  ),
-                  class: "algolia-search-logo",
-                });
-                return createElement(
-                  "a",
-                  { href: "http://www.algolia.com/" },
-                  logo
-                );
-              }
-            },
-
-            item({ item, createElement }) {
-              return renderItem(
-                item,
-                createElement,
-                state,
-                setActiveItemId,
-                setContext,
-                refresh
-              );
-            },
-          },
-        },
-      ];
-    },
-  });
-
-  window.quartoOpenSearch = () => {
-    setIsOpen(false);
-    setIsOpen(true);
-    focusSearchInput();
-  };
-
-  // Remove the labeleledby attribute since it is pointing
-  // to a non-existent label
-  if (quartoSearchOptions.type === "overlay") {
-    const inputEl = window.document.querySelector(
-      "#quarto-search .aa-Autocomplete"
-    );
-    if (inputEl) {
-      inputEl.removeAttribute("aria-labelledby");
-    }
-  }
-
-  // If the main document scrolls dismiss the search results
-  // (otherwise, since they're floating in the document they can scroll with the document)
-  window.document.body.onscroll = () => {
-    setIsOpen(false);
-  };
-
-  if (showSearchResults) {
-    setIsOpen(true);
-    focusSearchInput();
-  }
-});
-
-function configurePlugins(quartoSearchOptions) {
-  const autocompletePlugins = [];
-  const algoliaOptions = quartoSearchOptions.algolia;
-  if (
-    algoliaOptions &&
-    algoliaOptions["analytics-events"] &&
-    algoliaOptions["search-only-api-key"] &&
-    algoliaOptions["application-id"]
-  ) {
-    const apiKey = algoliaOptions["search-only-api-key"];
-    const appId = algoliaOptions["application-id"];
-
-    // Aloglia insights may not be loaded because they require cookie consent
-    // Use deferred loading so events will start being recorded when/if consent
-    // is granted.
-    const algoliaInsightsDeferredPlugin = deferredLoadPlugin(() => {
-      if (
-        window.aa &&
-        window["@algolia/autocomplete-plugin-algolia-insights"]
-      ) {
-        window.aa("init", {
-          appId,
-          apiKey,
-          useCookie: true,
-        });
-
-        const { createAlgoliaInsightsPlugin } =
-          window["@algolia/autocomplete-plugin-algolia-insights"];
-        // Register the insights client
-        const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({
-          insightsClient: window.aa,
-          onItemsChange({ insights, insightsEvents }) {
-            const events = insightsEvents.map((event) => {
-              const maxEvents = event.objectIDs.slice(0, 20);
-              return {
-                ...event,
-                objectIDs: maxEvents,
-              };
-            });
-
-            insights.viewedObjectIDs(...events);
-          },
-        });
-        return algoliaInsightsPlugin;
-      }
-    });
-
-    // Add the plugin
-    autocompletePlugins.push(algoliaInsightsDeferredPlugin);
-    return autocompletePlugins;
-  }
-}
-
-// For plugins that may not load immediately, create a wrapper
-// plugin and forward events and plugin data once the plugin
-// is initialized. This is useful for cases like cookie consent
-// which may prevent the analytics insights event plugin from initializing
-// immediately.
-function deferredLoadPlugin(createPlugin) {
-  let plugin = undefined;
-  let subscribeObj = undefined;
-  const wrappedPlugin = () => {
-    if (!plugin && subscribeObj) {
-      plugin = createPlugin();
-      if (plugin && plugin.subscribe) {
-        plugin.subscribe(subscribeObj);
-      }
-    }
-    return plugin;
-  };
-
-  return {
-    subscribe: (obj) => {
-      subscribeObj = obj;
-    },
-    onStateChange: (obj) => {
-      const plugin = wrappedPlugin();
-      if (plugin && plugin.onStateChange) {
-        plugin.onStateChange(obj);
-      }
-    },
-    onSubmit: (obj) => {
-      const plugin = wrappedPlugin();
-      if (plugin && plugin.onSubmit) {
-        plugin.onSubmit(obj);
-      }
-    },
-    onReset: (obj) => {
-      const plugin = wrappedPlugin();
-      if (plugin && plugin.onReset) {
-        plugin.onReset(obj);
-      }
-    },
-    getSources: (obj) => {
-      const plugin = wrappedPlugin();
-      if (plugin && plugin.getSources) {
-        return plugin.getSources(obj);
-      } else {
-        return Promise.resolve([]);
-      }
-    },
-    data: (obj) => {
-      const plugin = wrappedPlugin();
-      if (plugin && plugin.data) {
-        plugin.data(obj);
-      }
-    },
-  };
-}
-
-function validateItems(items) {
-  // Validate the first item
-  if (items.length > 0) {
-    const item = items[0];
-    const missingFields = [];
-    if (item.href == undefined) {
-      missingFields.push("href");
-    }
-    if (!item.title == undefined) {
-      missingFields.push("title");
-    }
-    if (!item.text == undefined) {
-      missingFields.push("text");
-    }
-
-    if (missingFields.length === 1) {
-      throw {
-        name: `Error: Search index is missing the <code>${missingFields[0]}</code> field.`,
-        message: `The items being returned for this search do not include all the required fields. Please ensure that your index items include the <code>${missingFields[0]}</code> field or use <code>index-fields</code> in your <code>_quarto.yml</code> file to specify the field names.`,
-      };
-    } else if (missingFields.length > 1) {
-      const missingFieldList = missingFields
-        .map((field) => {
-          return `<code>${field}</code>`;
-        })
-        .join(", ");
-
-      throw {
-        name: `Error: Search index is missing the following fields: ${missingFieldList}.`,
-        message: `The items being returned for this search do not include all the required fields. Please ensure that your index items includes the following fields: ${missingFieldList}, or use <code>index-fields</code> in your <code>_quarto.yml</code> file to specify the field names.`,
-      };
-    }
-  }
-}
-
-let lastQuery = null;
-function showCopyLink(query, options) {
-  const language = options.language;
-  lastQuery = query;
-  // Insert share icon
-  const inputSuffixEl = window.document.body.querySelector(
-    ".aa-Form .aa-InputWrapperSuffix"
-  );
-
-  if (inputSuffixEl) {
-    let copyButtonEl = window.document.body.querySelector(
-      ".aa-Form .aa-InputWrapperSuffix .aa-CopyButton"
-    );
-
-    if (copyButtonEl === null) {
-      copyButtonEl = window.document.createElement("button");
-      copyButtonEl.setAttribute("class", "aa-CopyButton");
-      copyButtonEl.setAttribute("type", "button");
-      copyButtonEl.setAttribute("title", language["search-copy-link-title"]);
-      copyButtonEl.onmousedown = (e) => {
-        e.preventDefault();
-        e.stopPropagation();
-      };
-
-      const linkIcon = "bi-clipboard";
-      const checkIcon = "bi-check2";
-
-      const shareIconEl = window.document.createElement("i");
-      shareIconEl.setAttribute("class", `bi ${linkIcon}`);
-      copyButtonEl.appendChild(shareIconEl);
-      inputSuffixEl.prepend(copyButtonEl);
-
-      const clipboard = new window.ClipboardJS(".aa-CopyButton", {
-        text: function (_trigger) {
-          const copyUrl = new URL(window.location);
-          copyUrl.searchParams.set(kQueryArg, lastQuery);
-          copyUrl.searchParams.set(kResultsArg, "1");
-          return copyUrl.toString();
-        },
-      });
-      clipboard.on("success", function (e) {
-        // Focus the input
-
-        // button target
-        const button = e.trigger;
-        const icon = button.querySelector("i.bi");
-
-        // flash "checked"
-        icon.classList.add(checkIcon);
-        icon.classList.remove(linkIcon);
-        setTimeout(function () {
-          icon.classList.remove(checkIcon);
-          icon.classList.add(linkIcon);
-        }, 1000);
-      });
-    }
-
-    // If there is a query, show the link icon
-    if (copyButtonEl) {
-      if (lastQuery && options["copy-button"]) {
-        copyButtonEl.style.display = "flex";
-      } else {
-        copyButtonEl.style.display = "none";
-      }
-    }
-  }
-}
-
-/* Search Index Handling */
-// create the index
-var fuseIndex = undefined;
-async function readSearchData() {
-  // Initialize the search index on demand
-  if (fuseIndex === undefined) {
-    // create fuse index
-    const options = {
-      keys: [
-        { name: "title", weight: 20 },
-        { name: "section", weight: 20 },
-        { name: "text", weight: 10 },
-      ],
-      ignoreLocation: true,
-      threshold: 0.1,
-    };
-    const fuse = new window.Fuse([], options);
-
-    // fetch the main search.json
-    const response = await fetch(offsetURL("search.json"));
-    if (response.status == 200) {
-      return response.json().then(function (searchDocs) {
-        searchDocs.forEach(function (searchDoc) {
-          fuse.add(searchDoc);
-        });
-        fuseIndex = fuse;
-        return fuseIndex;
-      });
-    } else {
-      return Promise.reject(
-        new Error(
-          "Unexpected status from search index request: " + response.status
-        )
-      );
-    }
-  }
-  return fuseIndex;
-}
-
-function inputElement() {
-  return window.document.body.querySelector(".aa-Form .aa-Input");
-}
-
-function focusSearchInput() {
-  setTimeout(() => {
-    const inputEl = inputElement();
-    if (inputEl) {
-      inputEl.focus();
-    }
-  }, 50);
-}
-
-/* Panels */
-const kItemTypeDoc = "document";
-const kItemTypeMore = "document-more";
-const kItemTypeItem = "document-item";
-const kItemTypeError = "error";
-
-function renderItem(
-  item,
-  createElement,
-  state,
-  setActiveItemId,
-  setContext,
-  refresh
-) {
-  switch (item.type) {
-    case kItemTypeDoc:
-      return createDocumentCard(
-        createElement,
-        "file-richtext",
-        item.title,
-        item.section,
-        item.text,
-        item.href
-      );
-    case kItemTypeMore:
-      return createMoreCard(
-        createElement,
-        item,
-        state,
-        setActiveItemId,
-        setContext,
-        refresh
-      );
-    case kItemTypeItem:
-      return createSectionCard(
-        createElement,
-        item.section,
-        item.text,
-        item.href
-      );
-    case kItemTypeError:
-      return createErrorCard(createElement, item.title, item.text);
-    default:
-      return undefined;
-  }
-}
-
-function createDocumentCard(createElement, icon, title, section, text, href) {
-  const iconEl = createElement("i", {
-    class: `bi bi-${icon} search-result-icon`,
-  });
-  const titleEl = createElement("p", { class: "search-result-title" }, title);
-  const titleContainerEl = createElement(
-    "div",
-    { class: "search-result-title-container" },
-    [iconEl, titleEl]
-  );
-
-  const textEls = [];
-  if (section) {
-    const sectionEl = createElement(
-      "p",
-      { class: "search-result-section" },
-      section
-    );
-    textEls.push(sectionEl);
-  }
-  const descEl = createElement("p", {
-    class: "search-result-text",
-    dangerouslySetInnerHTML: {
-      __html: text,
-    },
-  });
-  textEls.push(descEl);
-
-  const textContainerEl = createElement(
-    "div",
-    { class: "search-result-text-container" },
-    textEls
-  );
-
-  const containerEl = createElement(
-    "div",
-    {
-      class: "search-result-container",
-    },
-    [titleContainerEl, textContainerEl]
-  );
-
-  const linkEl = createElement(
-    "a",
-    {
-      href: offsetURL(href),
-      class: "search-result-link",
-    },
-    containerEl
-  );
-
-  const classes = ["search-result-doc", "search-item"];
-  if (!section) {
-    classes.push("document-selectable");
-  }
-
-  return createElement(
-    "div",
-    {
-      class: classes.join(" "),
-    },
-    linkEl
-  );
-}
-
-function createMoreCard(
-  createElement,
-  item,
-  state,
-  setActiveItemId,
-  setContext,
-  refresh
-) {
-  const moreCardEl = createElement(
-    "div",
-    {
-      class: "search-result-more search-item",
-      onClick: (e) => {
-        // Handle expanding the sections by adding the expanded
-        // section to the list of expanded sections
-        toggleExpanded(item, state, setContext, setActiveItemId, refresh);
-        e.stopPropagation();
-      },
-    },
-    item.title
-  );
-
-  return moreCardEl;
-}
-
-function toggleExpanded(item, state, setContext, setActiveItemId, refresh) {
-  const expanded = state.context.expanded || [];
-  if (expanded.includes(item.target)) {
-    setContext({
-      expanded: expanded.filter((target) => target !== item.target),
-    });
-  } else {
-    setContext({ expanded: [...expanded, item.target] });
-  }
-
-  refresh();
-  setActiveItemId(item.__autocomplete_id);
-}
-
-function createSectionCard(createElement, section, text, href) {
-  const sectionEl = createSection(createElement, section, text, href);
-  return createElement(
-    "div",
-    {
-      class: "search-result-doc-section search-item",
-    },
-    sectionEl
-  );
-}
-
-function createSection(createElement, title, text, href) {
-  const descEl = createElement("p", {
-    class: "search-result-text",
-    dangerouslySetInnerHTML: {
-      __html: text,
-    },
-  });
-
-  const titleEl = createElement("p", { class: "search-result-section" }, title);
-  const linkEl = createElement(
-    "a",
-    {
-      href: offsetURL(href),
-      class: "search-result-link",
-    },
-    [titleEl, descEl]
-  );
-  return linkEl;
-}
-
-function createErrorCard(createElement, title, text) {
-  const descEl = createElement("p", {
-    class: "search-error-text",
-    dangerouslySetInnerHTML: {
-      __html: text,
-    },
-  });
-
-  const titleEl = createElement("p", {
-    class: "search-error-title",
-    dangerouslySetInnerHTML: {
-      __html: `<i class="bi bi-exclamation-circle search-error-icon"></i> ${title}`,
-    },
-  });
-  const errorEl = createElement("div", { class: "search-error" }, [
-    titleEl,
-    descEl,
-  ]);
-  return errorEl;
-}
-
-function positionPanel(pos) {
-  const panelEl = window.document.querySelector(
-    "#quarto-search-results .aa-Panel"
-  );
-  const inputEl = window.document.querySelector(
-    "#quarto-search .aa-Autocomplete"
-  );
-
-  if (panelEl && inputEl) {
-    panelEl.style.top = `${Math.round(panelEl.offsetTop)}px`;
-    if (pos === "start") {
-      panelEl.style.left = `${Math.round(inputEl.left)}px`;
-    } else {
-      panelEl.style.right = `${Math.round(inputEl.offsetRight)}px`;
-    }
-  }
-}
-
-/* Highlighting */
-// highlighting functions
-function highlightMatch(query, text) {
-  if (text) {
-    const start = text.toLowerCase().indexOf(query.toLowerCase());
-    if (start !== -1) {
-      const startMark = "<mark class='search-match'>";
-      const endMark = "</mark>";
-
-      const end = start + query.length;
-      text =
-        text.slice(0, start) +
-        startMark +
-        text.slice(start, end) +
-        endMark +
-        text.slice(end);
-      const startInfo = clipStart(text, start);
-      const endInfo = clipEnd(
-        text,
-        startInfo.position + startMark.length + endMark.length
-      );
-      text =
-        startInfo.prefix +
-        text.slice(startInfo.position, endInfo.position) +
-        endInfo.suffix;
-
-      return text;
-    } else {
-      return text;
-    }
-  } else {
-    return text;
-  }
-}
-
-function clipStart(text, pos) {
-  const clipStart = pos - 50;
-  if (clipStart < 0) {
-    // This will just return the start of the string
-    return {
-      position: 0,
-      prefix: "",
-    };
-  } else {
-    // We're clipping before the start of the string, walk backwards to the first space.
-    const spacePos = findSpace(text, pos, -1);
-    return {
-      position: spacePos.position,
-      prefix: "",
-    };
-  }
-}
-
-function clipEnd(text, pos) {
-  const clipEnd = pos + 200;
-  if (clipEnd > text.length) {
-    return {
-      position: text.length,
-      suffix: "",
-    };
-  } else {
-    const spacePos = findSpace(text, clipEnd, 1);
-    return {
-      position: spacePos.position,
-      suffix: spacePos.clipped ? "…" : "",
-    };
-  }
-}
-
-function findSpace(text, start, step) {
-  let stepPos = start;
-  while (stepPos > -1 && stepPos < text.length) {
-    const char = text[stepPos];
-    if (char === " " || char === "," || char === ":") {
-      return {
-        position: step === 1 ? stepPos : stepPos - step,
-        clipped: stepPos > 1 && stepPos < text.length,
-      };
-    }
-    stepPos = stepPos + step;
-  }
-
-  return {
-    position: stepPos - step,
-    clipped: false,
-  };
-}
-
-// removes highlighting as implemented by the mark tag
-function clearHighlight(searchterm, el) {
-  const childNodes = el.childNodes;
-  for (let i = childNodes.length - 1; i >= 0; i--) {
-    const node = childNodes[i];
-    if (node.nodeType === Node.ELEMENT_NODE) {
-      if (
-        node.tagName === "MARK" &&
-        node.innerText.toLowerCase() === searchterm.toLowerCase()
-      ) {
-        el.replaceChild(document.createTextNode(node.innerText), node);
-      } else {
-        clearHighlight(searchterm, node);
-      }
-    }
-  }
-}
-
-function escapeRegExp(string) {
-  return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
-}
-
-// highlight matches
-function highlight(term, el) {
-  const termRegex = new RegExp(term, "ig");
-  const childNodes = el.childNodes;
-
-  // walk back to front avoid mutating elements in front of us
-  for (let i = childNodes.length - 1; i >= 0; i--) {
-    const node = childNodes[i];
-
-    if (node.nodeType === Node.TEXT_NODE) {
-      // Search text nodes for text to highlight
-      const text = node.nodeValue;
-
-      let startIndex = 0;
-      let matchIndex = text.search(termRegex);
-      if (matchIndex > -1) {
-        const markFragment = document.createDocumentFragment();
-        while (matchIndex > -1) {
-          const prefix = text.slice(startIndex, matchIndex);
-          markFragment.appendChild(document.createTextNode(prefix));
-
-          const mark = document.createElement("mark");
-          mark.appendChild(
-            document.createTextNode(
-              text.slice(matchIndex, matchIndex + term.length)
-            )
-          );
-          markFragment.appendChild(mark);
-
-          startIndex = matchIndex + term.length;
-          matchIndex = text.slice(startIndex).search(new RegExp(term, "ig"));
-          if (matchIndex > -1) {
-            matchIndex = startIndex + matchIndex;
-          }
-        }
-        if (startIndex < text.length) {
-          markFragment.appendChild(
-            document.createTextNode(text.slice(startIndex, text.length))
-          );
-        }
-
-        el.replaceChild(markFragment, node);
-      }
-    } else if (node.nodeType === Node.ELEMENT_NODE) {
-      // recurse through elements
-      highlight(term, node);
-    }
-  }
-}
-
-/* Link Handling */
-// get the offset from this page for a given site root relative url
-function offsetURL(url) {
-  var offset = getMeta("quarto:offset");
-  return offset ? offset + url : url;
-}
-
-// read a meta tag value
-function getMeta(metaName) {
-  var metas = window.document.getElementsByTagName("meta");
-  for (let i = 0; i < metas.length; i++) {
-    if (metas[i].getAttribute("name") === metaName) {
-      return metas[i].getAttribute("content");
-    }
-  }
-  return "";
-}
-
-function algoliaSearch(query, limit, algoliaOptions) {
-  const { getAlgoliaResults } = window["@algolia/autocomplete-preset-algolia"];
-
-  const applicationId = algoliaOptions["application-id"];
-  const searchOnlyApiKey = algoliaOptions["search-only-api-key"];
-  const indexName = algoliaOptions["index-name"];
-  const indexFields = algoliaOptions["index-fields"];
-  const searchClient = window.algoliasearch(applicationId, searchOnlyApiKey);
-  const searchParams = algoliaOptions["params"];
-  const searchAnalytics = !!algoliaOptions["analytics-events"];
-
-  return getAlgoliaResults({
-    searchClient,
-    queries: [
-      {
-        indexName: indexName,
-        query,
-        params: {
-          hitsPerPage: limit,
-          clickAnalytics: searchAnalytics,
-          ...searchParams,
-        },
-      },
-    ],
-    transformResponse: (response) => {
-      if (!indexFields) {
-        return response.hits.map((hit) => {
-          return hit.map((item) => {
-            return {
-              ...item,
-              text: highlightMatch(query, item.text),
-            };
-          });
-        });
-      } else {
-        const remappedHits = response.hits.map((hit) => {
-          return hit.map((item) => {
-            const newItem = { ...item };
-            ["href", "section", "title", "text"].forEach((keyName) => {
-              const mappedName = indexFields[keyName];
-              if (
-                mappedName &&
-                item[mappedName] !== undefined &&
-                mappedName !== keyName
-              ) {
-                newItem[keyName] = item[mappedName];
-                delete newItem[mappedName];
-              }
-            });
-            newItem.text = highlightMatch(query, newItem.text);
-            return newItem;
-          });
-        });
-        return remappedHits;
-      }
-    },
-  });
-}
-
-function fuseSearch(query, fuse, fuseOptions) {
-  return fuse.search(query, fuseOptions).map((result) => {
-    const addParam = (url, name, value) => {
-      const anchorParts = url.split("#");
-      const baseUrl = anchorParts[0];
-      const sep = baseUrl.search("\\?") > 0 ? "&" : "?";
-      anchorParts[0] = baseUrl + sep + name + "=" + value;
-      return anchorParts.join("#");
-    };
-
-    return {
-      title: result.item.title,
-      section: result.item.section,
-      href: addParam(result.item.href, kQueryArg, query),
-      text: highlightMatch(query, result.item.text),
-    };
-  });
-}

_proc/_docs/sitemap.xml

@@ -1,23 +1,3 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
-  <url>
-    <loc>https://animalequality.github.io/lv-recipe-chatbot/app.html</loc>
-    <lastmod>2023-06-07T04:08:48.274Z</lastmod>
-  </url>
-  <url>
-    <loc>https://animalequality.github.io/lv-recipe-chatbot/index.html</loc>
-    <lastmod>2023-06-07T04:10:36.549Z</lastmod>
-  </url>
-  <url>
-    <loc>https://animalequality.github.io/lv-recipe-chatbot/lchain_tool.html</loc>
-    <lastmod>2023-06-07T04:08:31.310Z</lastmod>
-  </url>
-  <url>
-    <loc>https://animalequality.github.io/lv-recipe-chatbot/edamam_api.html</loc>
-    <lastmod>2023-06-07T04:08:31.486Z</lastmod>
-  </url>
-  <url>
-    <loc>https://animalequality.github.io/lv-recipe-chatbot/engineer_prompt.html</loc>
-    <lastmod>2023-06-06T21:27:32.002Z</lastmod>
-  </url>
 </urlset>

_proc/_docs/styles.css

@@ -1,37 +0,0 @@
-.cell {
-  margin-bottom: 1rem;
-}
-
-.cell > .sourceCode {
-  margin-bottom: 0;
-}
-
-.cell-output > pre {
-  margin-bottom: 0;
-}
-
-.cell-output > pre, .cell-output > .sourceCode > pre, .cell-output-stdout > pre {
-  margin-left: 0.8rem;
-  margin-top: 0;
-  background: none;
-  border-left: 2px solid lightsalmon;
-  border-top-left-radius: 0;
-  border-top-right-radius: 0;
-}
-
-.cell-output > .sourceCode {
-  border: none;
-}
-
-.cell-output > .sourceCode {
-  background: none;
-  margin-top: 0;
-}
-
-div.description {
-  padding-left: 2px;
-  padding-top: 5px;
-  font-style: italic;
-  font-size: 135%;
-  opacity: 70%;
-}

_proc/gradio_cached_examples/3/log.csv

@@ -0,0 +1,60 @@
+component 0,flag,username,timestamp
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a refrigerator with food inside`.
+The extracted ingredients are:
+```
+cabbage lettuce onion
+apples
+rice
+plant-based milk
+```
+",,,2023-06-09 17:49:37.927972
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a table with a variety of fruits and vegetables`.
+The extracted ingredients are:
+```
+broccoli and tomatoes
+bananas apples oranges
+potatoes
+plant-based milk
+```
+",,,2023-06-09 17:49:45.689277
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a refrigerator filled with food and drinks`.
+The extracted ingredients are:
+```
+broccoli and zucchini
+bananas
+rice
+plant-based milk
+```
+",,,2023-06-09 17:49:54.279231
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a counter with various foods on it`.
+The extracted ingredients are:
+```
+carrots and broccoli
+apples bananas and tomatoes
+rice
+plant-based milk
+```
+",,,2023-06-09 17:50:02.969479
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a wooden table`.
+The extracted ingredients are:
+```
+potatoes and carrots
+apples
+potatoes
+plant-based milk
+```
+",,,2023-06-09 17:50:09.945160
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a table with a variety of fruits and vegetables`.
+The extracted ingredients are:
+```
+peppers broccoli and squash
+watermelon limes and pineapple
+rice
+```
+",,,2023-06-09 17:50:20.121402

_proc/gradio_cached_examples/8/log.csv

@@ -0,0 +1,7 @@
+component 0,flag,username,timestamp
+,,,2023-06-09 17:44:19.054550
+,,,2023-06-09 17:44:24.817475
+,,,2023-06-09 17:44:30.963877
+,,,2023-06-09 17:44:36.517610
+,,,2023-06-09 17:44:41.240948
+,,,2023-06-09 17:44:47.709352

_proc/sidebar.yml

@@ -1,8 +0,0 @@
-website:
-  sidebar:
-    contents:
-      - index.ipynb
-      - 00_engineer_prompt.ipynb
-      - 01_app.ipynb
-      - 02_lchain_tool.ipynb
-      - 03_edamam_api.ipynb

app.py

@@ -1,5 +1,15 @@
-from lv_recipe_chatbot.app import launch_demo
+from lv_recipe_chatbot.app import create_demo, ConversationBot
+import openai
+import os
+
 # for Hugging Face
 
 if __name__ == "__main__":
-    launch_demo()
+    openai.api_key = os.environ["OPENAI_API_KEY"]
+    demo = create_demo(ConversationBot(verbose=True))
+    demo.launch(auth=(
+        os.environ["GRADIO_DEMO_USERNAME"],
+        os.environ["GRADIO_DEMO_PASSWORD"]
+    ))
+    
+    

constants.py

@@ -0,0 +1,3 @@
+from pathlib import Path
+
+ROOT_DIR = Path(__file__).parent

lv_recipe_chatbot/_modidx.py

@@ -6,6 +6,8 @@ d = { 'settings': { 'branch': 'main',
                 'git_url': 'https://github.com/animalequality/lv-recipe-chatbot',
                 'lib_path': 'lv_recipe_chatbot'},
   'syms': { 'lv_recipe_chatbot.app': { 'lv_recipe_chatbot.app.ConversationBot': ('app.html#conversationbot', 'lv_recipe_chatbot/app.py'),
+                                       'lv_recipe_chatbot.app.ConversationBot.__del__': ( 'app.html#conversationbot.__del__',
+                                                                                          'lv_recipe_chatbot/app.py'),
                                        'lv_recipe_chatbot.app.ConversationBot.__init__': ( 'app.html#conversationbot.__init__',
                                                                                            'lv_recipe_chatbot/app.py'),
                                        'lv_recipe_chatbot.app.ConversationBot._get_bot_response': ( 'app.html#conversationbot._get_bot_response',
@@ -16,10 +18,32 @@ d = { 'settings': { 'branch': 'main',
                                                                                         'lv_recipe_chatbot/app.py'),
                                        'lv_recipe_chatbot.app.ConversationBot.respond': ( 'app.html#conversationbot.respond',
                                                                                           'lv_recipe_chatbot/app.py'),
-                                       'lv_recipe_chatbot.app.launch_demo': ('app.html#launch_demo', 'lv_recipe_chatbot/app.py')},
+                                       'lv_recipe_chatbot.app.ConversationBot.run_img': ( 'app.html#conversationbot.run_img',
+                                                                                          'lv_recipe_chatbot/app.py'),
+                                       'lv_recipe_chatbot.app.create_demo': ('app.html#create_demo', 'lv_recipe_chatbot/app.py')},
             'lv_recipe_chatbot.edamam_api': { 'lv_recipe_chatbot.edamam_api.foo': ( 'edamam_api.html#foo',
                                                                                     'lv_recipe_chatbot/edamam_api.py')},
             'lv_recipe_chatbot.engineer_prompt': {},
+            'lv_recipe_chatbot.ingredient_vision': { 'lv_recipe_chatbot.ingredient_vision.BlipImageCaptioning': ( 'ingredient_vision.html#blipimagecaptioning',
+                                                                                                                  'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.BlipImageCaptioning.__init__': ( 'ingredient_vision.html#blipimagecaptioning.__init__',
+                                                                                                                           'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.BlipImageCaptioning.inference': ( 'ingredient_vision.html#blipimagecaptioning.inference',
+                                                                                                                            'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.BlipVQA': ( 'ingredient_vision.html#blipvqa',
+                                                                                                      'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.BlipVQA.__init__': ( 'ingredient_vision.html#blipvqa.__init__',
+                                                                                                               'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.BlipVQA.inference': ( 'ingredient_vision.html#blipvqa.inference',
+                                                                                                                'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.VeganIngredientFinder': ( 'ingredient_vision.html#veganingredientfinder',
+                                                                                                                    'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.VeganIngredientFinder.__init__': ( 'ingredient_vision.html#veganingredientfinder.__init__',
+                                                                                                                             'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.VeganIngredientFinder.list_ingredients': ( 'ingredient_vision.html#veganingredientfinder.list_ingredients',
+                                                                                                                                     'lv_recipe_chatbot/ingredient_vision.py'),
+                                                     'lv_recipe_chatbot.ingredient_vision.format_image': ( 'ingredient_vision.html#format_image',
+                                                                                                           'lv_recipe_chatbot/ingredient_vision.py')},
             'lv_recipe_chatbot.lchain_tool': { 'lv_recipe_chatbot.lchain_tool.RecipeSerpAPIWrapper': ( 'lchain_tool.html#recipeserpapiwrapper',
                                                                                                        'lv_recipe_chatbot/lchain_tool.py'),
                                                'lv_recipe_chatbot.lchain_tool.RecipeSerpAPIWrapper._process_response': ( 'lchain_tool.html#recipeserpapiwrapper._process_response',

lv_recipe_chatbot/app.py

@@ -1,9 +1,10 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/01_app.ipynb.
 
 # %% auto 0
-__all__ = ['ConversationBot', 'launch_demo']
+__all__ = ['ConversationBot', 'create_demo']
 
 # %% ../nbs/01_app.ipynb 3
+import copy
 import os
 
 import gradio as gr
@@ -16,22 +17,32 @@ from langchain.prompts.chat import (
     HumanMessagePromptTemplate,
     MessagesPlaceholder,
 )
+from PIL import Image
 
-from .engineer_prompt import init_prompt
+import constants
+from .engineer_prompt import INIT_PROMPT
+from lv_recipe_chatbot.ingredient_vision import (
+    SAMPLE_IMG_DIR,
+    BlipImageCaptioning,
+    VeganIngredientFinder,
+    format_image,
+)
 
 # %% ../nbs/01_app.ipynb 4
 class ConversationBot:
-    def __init__(
-        self,
-    ):
+    def __init__(self, verbose=True):
         self.chat = ChatOpenAI(temperature=1, verbose=True)
         self.memory = ConversationBufferMemory(return_messages=True)
-        self.init_prompt_msgs = init_prompt.messages
+        self.init_prompt = copy.deepcopy(INIT_PROMPT)
+        init_prompt_msgs = self.init_prompt.messages
         self.ai_prompt_questions = {
-            "ingredients": self.init_prompt_msgs[1],
-            "allergies": self.init_prompt_msgs[3],
-            "recipe_open_params": self.init_prompt_msgs[5],
+            "ingredients": init_prompt_msgs[1],
+            "allergies": init_prompt_msgs[3],
+            "recipe_open_params": init_prompt_msgs[5],
         }
+        self.img_cap = BlipImageCaptioning("cpu")
+        self.vegan_ingred_finder = VeganIngredientFinder()
+        self.verbose = verbose
 
     def respond(self, user_msg, chat_history):
         response = self._get_bot_response(user_msg, chat_history)
@@ -43,11 +54,27 @@ class ConversationBot:
             llm=self.chat,
             memory=self.memory,
             prompt=formatted_chat_prompt,
-            verbose=True,
+            verbose=self.verbose,
         )
 
     def reset(self):
         self.memory.clear()
+        self.init_prompt = copy.deepcopy(INIT_PROMPT)
+
+    def run_img(self, image: str):
+        desc = self.img_cap.inference(format_image(image))
+        answer = self.vegan_ingred_finder.list_ingredients(image)
+        msg = f"""I uploaded an image that may contain vegan ingredients.
+The description of the image is: `{desc}`.
+The extracted ingredients are:
+```
+{answer}
+```
+"""
+        base_prompt = INIT_PROMPT.messages[2].prompt.template
+        new_prompt = f"{msg}I may type some more ingredients below.\n{base_prompt}"
+        self.init_prompt.messages[2].prompt.template = new_prompt
+        return msg
 
     def _get_bot_response(self, user_msg: str, chat_history) -> str:
         if len(chat_history) < 2:
@@ -60,7 +87,7 @@ class ConversationBot:
             user = 0
             ai = 1
             user_msgs = [msg_pair[user] for msg_pair in chat_history[1:]]
-            f_init_prompt = init_prompt.format_prompt(
+            f_init_prompt = self.init_prompt.format_prompt(
                 ingredients=user_msgs[0],
                 allergies=user_msgs[1],
                 recipe_freeform_input=user_msg,
@@ -82,24 +109,40 @@ class ConversationBot:
         response = self.conversation.predict(input=user_msg)
         return response
 
-# %% ../nbs/01_app.ipynb 5
-def launch_demo():
+    def __del__(self):
+        del self.vegan_ingred_finder
+
+# %% ../nbs/01_app.ipynb 13
+def create_demo(bot=ConversationBot):
+    sample_images = []
+    all_imgs = [f"{SAMPLE_IMG_DIR}/{img}" for img in os.listdir(SAMPLE_IMG_DIR)]
+    for i, img in enumerate(all_imgs):
+        if i in [
+            1,
+            2,
+            3,
+        ]:
+            sample_images.append(img)
     with gr.Blocks() as demo:
-        bot = ConversationBot()
+        gr_img = gr.Image(type="filepath")
+        btn = gr.Button(value="Submit image")
+        ingredients_msg = gr.Text(label="Ingredients from image")
+        btn.click(bot.run_img, inputs=[gr_img], outputs=[ingredients_msg])
+        gr.Examples(
+            examples=sample_images,
+            inputs=gr_img,
+        )
+
         chatbot = gr.Chatbot(
             value=[(None, bot.ai_prompt_questions["ingredients"].prompt.template)]
         )
 
         msg = gr.Textbox()
-        clear = gr.Button("Clear")
+        # clear = gr.Button("Clear")
+        gr.Markdown("**🔃Refresh the page to start from scratch🔃**")
 
         msg.submit(
             fn=bot.respond, inputs=[msg, chatbot], outputs=[msg, chatbot], queue=False
         )
-        clear.click(lambda: None, None, chatbot, queue=False).then(bot.reset)
-        demo.launch(
-            auth=(
-                os.environ["GRADIO_DEMO_USERNAME"],
-                os.environ["GRADIO_DEMO_PASSWORD"],
-            )
-        )
+        # clear.click(lambda: None, None, chatbot, queue=False).then(bot.reset)
+        return demo

lv_recipe_chatbot/edamam_api.py

@@ -1,8 +1,8 @@
-# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/03_edamam_api.ipynb.
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/04_edamam_api.ipynb.
 
 # %% auto 0
 __all__ = ['foo']
 
-# %% ../nbs/03_edamam_api.ipynb 3
+# %% ../nbs/04_edamam_api.ipynb 3
 def foo():
     pass

lv_recipe_chatbot/engineer_prompt.py

@@ -1,7 +1,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/00_engineer_prompt.ipynb.
 
 # %% auto 0
-__all__ = ['init_prompt']
+__all__ = ['INIT_PROMPT']
 
 # %% ../nbs/00_engineer_prompt.ipynb 3
 from langchain.chains import ConversationChain
@@ -17,7 +17,7 @@ from langchain.prompts.chat import (
 from langchain.schema import AIMessage, HumanMessage, SystemMessage
 
 # %% ../nbs/00_engineer_prompt.ipynb 7
-init_prompt = ChatPromptTemplate.from_messages(
+INIT_PROMPT = ChatPromptTemplate.from_messages(
     [
         SystemMessagePromptTemplate.from_template(
             """
@@ -44,7 +44,8 @@ If the human messages are unrelated to vegan recipes, remind them of your purpos
         HumanMessagePromptTemplate.from_template(
             """
 Give me a vegan recipe that includes at least a few of the ingredients provided (if any).
-Respect the human's allergies (if any).
+If there are only a few ingredients, please add more as necessary to provide a known tastier vegan recipe.
+Respect the user's allergies (if any).
 Follow these other preferences as closely as possible if they are inline with your purpose of recommending vegan recipes:
 
 ###

lv_recipe_chatbot/ingredient_vision.py

@@ -0,0 +1,111 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/03_ingredient_vision.ipynb.
+
+# %% auto 0
+__all__ = ['SAMPLE_IMG_DIR', 'format_image', 'BlipImageCaptioning', 'BlipVQA', 'VeganIngredientFinder']
+
+# %% ../nbs/03_ingredient_vision.ipynb 3
+import imghdr
+import os
+import time
+from pathlib import Path
+
+import constants
+import numpy as np
+import torch
+from PIL import Image
+from transformers import (
+    BlipForConditionalGeneration,
+    BlipForQuestionAnswering,
+    BlipProcessor,
+    pipeline,
+)
+
+# %% ../nbs/03_ingredient_vision.ipynb 7
+def format_image(image):
+    img = Image.open(image)
+    width, height = img.size
+    ratio = min(512 / width, 512 / height)
+    width_new, height_new = (round(width * ratio), round(height * ratio))
+    width_new = int(np.round(width_new / 64.0)) * 64
+    height_new = int(np.round(height_new / 64.0)) * 64
+    img = img.resize((width_new, height_new))
+    img = img.convert("RGB")
+    return img
+
+# %% ../nbs/03_ingredient_vision.ipynb 8
+class BlipImageCaptioning:
+    """
+    Useful when you want to know what is inside the photo.
+    """
+
+    def __init__(self, device: str):
+        self.device = device
+        self.torch_dtype = torch.float16 if "cuda" in device else torch.float32
+        self.processor = BlipProcessor.from_pretrained(
+            "Salesforce/blip-image-captioning-base"
+        )
+        self.model = BlipForConditionalGeneration.from_pretrained(
+            "Salesforce/blip-image-captioning-base", torch_dtype=self.torch_dtype
+        ).to(self.device)
+
+    def inference(self, image: Image):
+        inputs = self.processor(image, return_tensors="pt").to(
+            self.device, self.torch_dtype
+        )
+        out = self.model.generate(**inputs, max_new_tokens=50)
+        captions = self.processor.decode(out[0], skip_special_tokens=True)
+        return captions
+
+# %% ../nbs/03_ingredient_vision.ipynb 9
+class BlipVQA:
+    """
+                                                BLIP Visual Question Answering
+                                                Useful when you need an answer for a question based on an image.
+                                        Examples:
+    what is the background color of this image, how many cats are in this figure, what is in this figure?
+    """
+
+    def __init__(self, device: str):
+        self.torch_dtype = torch.float16 if "cuda" in device else torch.float32
+        self.device = device
+        self.processor = BlipProcessor.from_pretrained("Salesforce/blip-vqa-base")
+        self.model = BlipForQuestionAnswering.from_pretrained(
+            "Salesforce/blip-vqa-base", torch_dtype=self.torch_dtype
+        ).to(self.device)
+
+    def inference(self, image: Image, question: str):
+        image = image.convert("RGB")
+        inputs = self.processor(image, question, return_tensors="pt").to(
+            self.device, self.torch_dtype
+        )
+        out = self.model.generate(**inputs, max_new_tokens=100)
+        answer = self.processor.decode(out[0], skip_special_tokens=True)
+        return answer
+
+# %% ../nbs/03_ingredient_vision.ipynb 10
+SAMPLE_IMG_DIR = Path(f"{constants.ROOT_DIR}/assets/images/vegan_ingredients")
+
+# %% ../nbs/03_ingredient_vision.ipynb 17
+class VeganIngredientFinder:
+    def __init__(self):
+        self.vqa = BlipVQA("cpu")
+
+    def list_ingredients(self, img: str) -> str:
+        img = format_image(img)
+        answer = self.vqa.inference(
+            img, f"What are three of the vegetables seen in the image if any?"
+        )
+        answer += "\n" + self.vqa.inference(
+            img, f"What are three of the fruits seen in the image if any?"
+        )
+        answer += "\n" + self.vqa.inference(
+            img, f"What grains and starches are in the image if any?"
+        )
+        if (
+            "yes"
+            in self.vqa.inference(
+                img, f"Is there plant-based milk in the image?"
+            ).lower()
+        ):
+            answer += "\n" + "plant-based milk"
+        return answer

lv_recipe_chatbot/lchain_tool.py

@@ -7,7 +7,7 @@ __all__ = ['RecipeSerpAPIWrapper']
 import os
 
 from IPython.display import Image
-from langchain.agents import AgentType, Tool, initialize_agent, load_tools
+from langchain.agents import AgentType, Tool, initialize_agent, load_tools, tool
 from langchain.agents.agent_toolkits import create_python_agent
 from langchain.chat_models import ChatOpenAI
 from langchain.python import PythonREPL

nbs/00_engineer_prompt.ipynb

@@ -91,7 +91,7 @@
    "outputs": [],
    "source": [
     "#| export\n",
-    "init_prompt = ChatPromptTemplate.from_messages(\n",
+    "INIT_PROMPT = ChatPromptTemplate.from_messages(\n",
     "    [\n",
     "        SystemMessagePromptTemplate.from_template(\n",
     "            \"\"\"\n",
@@ -118,7 +118,8 @@
     "        HumanMessagePromptTemplate.from_template(\n",
     "            \"\"\"\n",
     "Give me a vegan recipe that includes at least a few of the ingredients provided (if any).\n",
-    "Respect the human's allergies (if any).\n",
+    "If there are only a few ingredients, please add more as necessary to provide a known tastier vegan recipe.\n",
+    "Respect the user's allergies (if any).\n",
     "Follow these other preferences as closely as possible if they are inline with your purpose of recommending vegan recipes:\n",
     "\n",
     "###\n",
@@ -205,57 +206,62 @@
       "2.\n",
       "3.\n",
       "...\n",
-      "AI: Sure! How about a vegan Thai tofu lettuce wraps recipe? It should take less than 30 minutes to prepare.\n",
+      "AI: Here is a Thai-inspired vegan recipe for you:\n",
       "\n",
-      "**Vegan Thai Tofu Lettuce Wraps**\n",
-      "Preparation time: 25 minutes\n",
+      "**Thai Tofu Lettuce Wraps**\n",
+      "Preparation time: Less than 30 minutes\n",
       "\n",
       "Ingredients:\n",
-      "- 1 package firm tofu\n",
-      "- 1/4 cup vegan fish sauce (you can use soy sauce as a substitute)\n",
-      "- 2 tablespoons maple syrup\n",
-      "- 1 tablespoon lime juice\n",
-      "- 1 teaspoon chili paste\n",
-      "- 1 bell pepper, sliced\n",
-      "- 2 carrots, julienned\n",
-      "- 1/4 cup sliced pickles\n",
-      "- 1/4 cup sliced olives\n",
-      "- 6 large lettuce leaves\n",
-      "- 1/4 cup chopped fresh cilantro\n",
+      "- 1/2 block of firm tofu, crumbled\n",
+      "- 1/4 cup pickles, chopped\n",
+      "- 1/4 cup olives, sliced\n",
+      "- 1/2 bell pepper, sliced\n",
+      "- 1/2 carrot, finely chopped\n",
+      "- 4-6 lettuce leaves\n",
+      "- 2 tablespoons soy sauce\n",
+      "- 1 tablespoon rice vinegar\n",
+      "- 1 tablespoon agave nectar\n",
+      "- 1/2 tablespoon garlic powder\n",
+      "- 1/2 tablespoon onion powder\n",
+      "- 1/2 teaspoon dried basil\n",
+      "- 1/2 teaspoon dried oregano\n",
+      "- 1/2 teaspoon salt\n",
+      "- 1/4 teaspoon black pepper\n",
+      "- 4-6 slices of bread, toasted\n",
       "\n",
       "Steps:\n",
-      "1. Preheat a skillet over medium-high heat and add cubed tofu. Cook for about 5-7 minutes, flipping occasionally, until all the pieces are golden brown. Set aside.\n",
-      "2. In a mixing bowl, whisk together the fish sauce (or soy sauce), maple syrup, lime juice, and chili paste until combined.\n",
-      "3. In a large mixing bowl, add the bell pepper, carrots, pickles, olives, and cooked tofu. Pour the dressing over the ingredients, and toss until everything is evenly coated with the sauce.\n",
-      "4. Assemble the lettuce wraps by separating the lettuce leaves and spooning the tofu mixture into each one. Top with fresh cilantro and serve immediately. Enjoy your delicious vegan Thai tofu lettuce wraps!\n",
+      "1. In a large bowl, combine crumbled tofu, pickles, olives, bell pepper, and carrot.\n",
+      "2. In a small bowl, whisk together soy sauce, rice vinegar, agave nectar, garlic powder, onion powder, basil, oregano, salt, and black pepper.\n",
+      "3. Pour the dressing over the tofu mixture, and stir until everything is coated.\n",
+      "4. Place a spoonful of the tofu mixture into each lettuce leaf, and serve with a slice of toasted bread.\n",
       "Human: Recommend a different recipe please.\u001b[0m\n",
       "\n",
       "\u001b[1m> Finished chain.\u001b[0m\n",
-      "Of course! How about a Mediterranean-inspired sandwich that includes tofu, olives, and tomatoes?\n",
+      "Sure, how about this recipe that incorporates more of the ingredients you provided?\n",
       "\n",
-      "**Mediterranean Tofu Sandwich**\n",
-      "Preparation time: 20 minutes\n",
+      "**Vegan Mediterranean Tofu Sandwich**\n",
+      "Preparation time: Less than 30 minutes\n",
       "\n",
       "Ingredients:\n",
-      "- 1 package extra-firm tofu, drained and sliced into 1/2-inch slices\n",
-      "- 2 tablespoons olive oil\n",
-      "- 1 teaspoon dried oregano\n",
-      "- Salt and pepper\n",
-      "- 1/4 cup vegan mayo\n",
-      "- 1 garlic clove, minced\n",
-      "- 2 teaspoons lemon juice\n",
-      "- 1 large tomato, sliced\n",
-      "- 1/4 cup sliced kalamata olives\n",
-      "- 1/4 cup chopped lettuce\n",
-      "- 1/4 cup sliced pickles\n",
-      "- Bread of your choice (I recommend ciabatta)\n",
+      "- 1/2 block of firm tofu, sliced\n",
+      "- 2 teaspoons olive oil\n",
+      "- 1/2 teaspoon dried oregano\n",
+      "- 1/2 teaspoon dried basil\n",
+      "- Salt and pepper to taste\n",
+      "- 2 slices of bread\n",
+      "- 1/4 cup hummus\n",
+      "- 2-3 lettuce leaves\n",
+      "- 1/4 cup sliced tomatoes\n",
+      "- 1/4 cup sliced bell peppers\n",
+      "- 1/4 cup grated carrot\n",
       "\n",
       "Steps:\n",
-      "1. Preheat a skillet over medium-high heat and add the olive oil.\n",
-      "2. Season the tofu slices with oregano, salt, and pepper, then add them to the skillet. Cook for about 5-7 minutes on each side or until golden brown. Set aside.\n",
-      "3. In a small bowl, mix the vegan mayo, minced garlic, and lemon juice. Spread the mixture onto the slices of bread.\n",
-      "4. Layer the tomato slices, cooked tofu, olives, lettuce, and pickles onto the bread. Add salt and pepper to taste.\n",
-      "5. Top with the other slice of bread, slice in half, and enjoy your delicious Mediterranean tofu sandwich!\n"
+      "1. Preheat the oven to 375°F.\n",
+      "2. In a small bowl, mix olive oil, oregano, basil, salt, and pepper, and place tofu slices on a baking sheet. Brush tofu with the olive oil mixture, covering both sides.\n",
+      "3. Place the baking sheet in the oven and bake the tofu for 15 minutes, flipping the slices halfway through.\n",
+      "4. Toast the bread slices.\n",
+      "5. Spread the hummus on one slice of bread, and layer lettuce, tomatoes, bell peppers, grated carrot, and baked tofu on top. Top with the other slice of bread.\n",
+      "6. Slice the sandwich in half, and enjoy!\n"
      ]
     },
     {
@@ -293,6 +299,15 @@
     "print(result)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_temp = HumanMessagePromptTemplate.from_template(\"Ingredients: {ingredients}\")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,

nbs/01_app.ipynb

@@ -35,6 +35,7 @@
    "outputs": [],
    "source": [
     "#| export\n",
+    "import copy\n",
     "import os\n",
     "\n",
     "import gradio as gr\n",
@@ -47,8 +48,16 @@
     "    HumanMessagePromptTemplate,\n",
     "    MessagesPlaceholder,\n",
     ")\n",
+    "from PIL import Image\n",
     "\n",
-    "from lv_recipe_chatbot.engineer_prompt import init_prompt"
+    "import constants\n",
+    "from lv_recipe_chatbot.engineer_prompt import INIT_PROMPT\n",
+    "from lv_recipe_chatbot.ingredient_vision import (\n",
+    "    SAMPLE_IMG_DIR,\n",
+    "    BlipImageCaptioning,\n",
+    "    VeganIngredientFinder,\n",
+    "    format_image,\n",
+    ")"
    ]
   },
   {
@@ -57,19 +66,23 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#| export\n",
+    "# | export\n",
+    "\n",
+    "\n",
     "class ConversationBot:\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "    ):\n",
+    "    def __init__(self, verbose=True):\n",
     "        self.chat = ChatOpenAI(temperature=1, verbose=True)\n",
     "        self.memory = ConversationBufferMemory(return_messages=True)\n",
-    "        self.init_prompt_msgs = init_prompt.messages\n",
+    "        self.init_prompt = copy.deepcopy(INIT_PROMPT)\n",
+    "        init_prompt_msgs = self.init_prompt.messages\n",
     "        self.ai_prompt_questions = {\n",
-    "            \"ingredients\": self.init_prompt_msgs[1],\n",
-    "            \"allergies\": self.init_prompt_msgs[3],\n",
-    "            \"recipe_open_params\": self.init_prompt_msgs[5],\n",
+    "            \"ingredients\": init_prompt_msgs[1],\n",
+    "            \"allergies\": init_prompt_msgs[3],\n",
+    "            \"recipe_open_params\": init_prompt_msgs[5],\n",
     "        }\n",
+    "        self.img_cap = BlipImageCaptioning(\"cpu\")\n",
+    "        self.vegan_ingred_finder = VeganIngredientFinder()\n",
+    "        self.verbose = verbose\n",
     "\n",
     "    def respond(self, user_msg, chat_history):\n",
     "        response = self._get_bot_response(user_msg, chat_history)\n",
@@ -81,11 +94,27 @@
     "            llm=self.chat,\n",
     "            memory=self.memory,\n",
     "            prompt=formatted_chat_prompt,\n",
-    "            verbose=True,\n",
+    "            verbose=self.verbose,\n",
     "        )\n",
     "\n",
     "    def reset(self):\n",
     "        self.memory.clear()\n",
+    "        self.init_prompt = copy.deepcopy(INIT_PROMPT)\n",
+    "\n",
+    "    def run_img(self, image: str):\n",
+    "        desc = self.img_cap.inference(format_image(image))\n",
+    "        answer = self.vegan_ingred_finder.list_ingredients(image)\n",
+    "        msg = f\"\"\"I uploaded an image that may contain vegan ingredients.\n",
+    "The description of the image is: `{desc}`.\n",
+    "The extracted ingredients are:\n",
+    "```\n",
+    "{answer}\n",
+    "```\n",
+    "\"\"\"\n",
+    "        base_prompt = INIT_PROMPT.messages[2].prompt.template\n",
+    "        new_prompt = f\"{msg}I may type some more ingredients below.\\n{base_prompt}\"\n",
+    "        self.init_prompt.messages[2].prompt.template = new_prompt\n",
+    "        return msg\n",
     "\n",
     "    def _get_bot_response(self, user_msg: str, chat_history) -> str:\n",
     "        if len(chat_history) < 2:\n",
@@ -98,7 +127,7 @@
     "            user = 0\n",
     "            ai = 1\n",
     "            user_msgs = [msg_pair[user] for msg_pair in chat_history[1:]]\n",
-    "            f_init_prompt = init_prompt.format_prompt(\n",
+    "            f_init_prompt = self.init_prompt.format_prompt(\n",
     "                ingredients=user_msgs[0],\n",
     "                allergies=user_msgs[1],\n",
     "                recipe_freeform_input=user_msg,\n",
@@ -118,7 +147,31 @@
     "            return results.generations[0][0].message.content\n",
     "\n",
     "        response = self.conversation.predict(input=user_msg)\n",
-    "        return response"
+    "        return response\n",
+    "\n",
+    "    def __del__(self):\n",
+    "        del self.vegan_ingred_finder"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Path('/home/evylz/AnimalEquality/lv-recipe-chatbot/assets/images/vegan_ingredients')"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "os.listdir(SAMPLE_IMG_DIR)\n",
+    "SAMPLE_IMG_DIR"
    ]
   },
   {
@@ -127,43 +180,164 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#| export\n",
-    "def launch_demo():\n",
-    "    with gr.Blocks() as demo:\n",
-    "        bot = ConversationBot()\n",
-    "        chatbot = gr.Chatbot(\n",
-    "            value=[(None, bot.ai_prompt_questions[\"ingredients\"].prompt.template)]\n",
-    "        )\n",
-    "\n",
-    "        msg = gr.Textbox()\n",
-    "        clear = gr.Button(\"Clear\")\n",
-    "\n",
-    "        msg.submit(\n",
-    "            fn=bot.respond, inputs=[msg, chatbot], outputs=[msg, chatbot], queue=False\n",
-    "        )\n",
-    "        clear.click(lambda: None, None, chatbot, queue=False).then(bot.reset)\n",
-    "        demo.launch(\n",
-    "            auth=(\n",
-    "                os.environ[\"GRADIO_DEMO_USERNAME\"],\n",
-    "                os.environ[\"GRADIO_DEMO_PASSWORD\"],\n",
-    "            )\n",
-    "        )"
+    "from dotenv import load_dotenv"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "load_dotenv()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 6.19 s, sys: 1.47 s, total: 7.66 s\n",
+      "Wall time: 4.68 s\n"
+     ]
+    }
+   ],
    "source": [
-    "Load environment for the demo"
+    "%time bot = ConversationBot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "I uploaded an image that may contain vegan ingredients.\n",
+      "The description of the image is: `a refrigerator with food inside`.\n",
+      "The extracted ingredients are:\n",
+      "```\n",
+      "cabbage lettuce onion\n",
+      "apples\n",
+      "rice\n",
+      "plant-based milk\n",
+      "```\n",
+      "\n",
+      "CPU times: user 56.7 s, sys: 63.6 ms, total: 56.8 s\n",
+      "Wall time: 5.95 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%time print(bot.run_img(SAMPLE_IMG_DIR / \"veggie-fridge.jpeg\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "HumanMessagePromptTemplate(prompt=PromptTemplate(input_variables=['ingredients'], output_parser=None, partial_variables={}, template='I uploaded an image that may contain vegan ingredients.\\nThe description of the image is: `a refrigerator with food inside`.\\nThe extracted ingredients are:\\n```\\ncabbage lettuce onion\\napples\\nrice\\nplant-based milk\\n```\\nI may type some more ingredients below.\\nIngredients: {ingredients}', template_format='f-string', validate_template=True), additional_kwargs={})"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bot.init_prompt.messages[2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "HumanMessagePromptTemplate(prompt=PromptTemplate(input_variables=['ingredients'], output_parser=None, partial_variables={}, template='Ingredients: {ingredients}', template_format='f-string', validate_template=True), additional_kwargs={})"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "INIT_PROMPT.messages[2]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "from dotenv import load_dotenv"
+    "#| export\n",
+    "\n",
+    "\n",
+    "def create_demo(bot=ConversationBot):\n",
+    "    sample_images = []\n",
+    "    all_imgs = [f\"{SAMPLE_IMG_DIR}/{img}\" for img in os.listdir(SAMPLE_IMG_DIR)]\n",
+    "    for i, img in enumerate(all_imgs):\n",
+    "        if i in [\n",
+    "            1,\n",
+    "            2,\n",
+    "            3,\n",
+    "        ]:\n",
+    "            sample_images.append(img)\n",
+    "    with gr.Blocks() as demo:\n",
+    "        gr_img = gr.Image(type=\"filepath\")\n",
+    "        btn = gr.Button(value=\"Submit image\")\n",
+    "        ingredients_msg = gr.Text(label=\"Ingredients from image\")\n",
+    "        btn.click(bot.run_img, inputs=[gr_img], outputs=[ingredients_msg])\n",
+    "        gr.Examples(\n",
+    "            examples=sample_images,\n",
+    "            inputs=gr_img,\n",
+    "        )\n",
+    "\n",
+    "        chatbot = gr.Chatbot(\n",
+    "            value=[(None, bot.ai_prompt_questions[\"ingredients\"].prompt.template)]\n",
+    "        )\n",
+    "\n",
+    "        msg = gr.Textbox()\n",
+    "        # clear = gr.Button(\"Clear\")\n",
+    "        gr.Markdown(\"**🔃Refresh the page to start from scratch🔃**\")\n",
+    "\n",
+    "        msg.submit(\n",
+    "            fn=bot.respond, inputs=[msg, chatbot], outputs=[msg, chatbot], queue=False\n",
+    "        )\n",
+    "        # clear.click(lambda: None, None, chatbot, queue=False).then(bot.reset)\n",
+    "        return demo"
    ]
   },
   {
@@ -175,15 +349,38 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running on local URL:  http://127.0.0.1:7862\n",
+      "Closing server running on port: 7860\n",
+      "Running on local URL:  http://127.0.0.1:7860\n",
       "\n",
       "To create a public link, set `share=True` in `launch()`.\n"
      ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "load_dotenv()\n",
-    "launch_demo()"
+    "if \"demo\" in globals():\n",
+    "    demo.close()\n",
+    "demo = create_demo(bot)\n",
+    "demo.launch()"
    ]
   },
   {
@@ -197,6 +394,13 @@
     "\n",
     "nbdev.nbdev_export()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {

nbs/gradio_cached_examples/3/log.csv

@@ -0,0 +1,60 @@
+component 0,flag,username,timestamp
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a refrigerator with food inside`.
+The extracted ingredients are:
+```
+cabbage lettuce onion
+apples
+rice
+plant-based milk
+```
+",,,2023-06-09 17:49:37.927972
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a table with a variety of fruits and vegetables`.
+The extracted ingredients are:
+```
+broccoli and tomatoes
+bananas apples oranges
+potatoes
+plant-based milk
+```
+",,,2023-06-09 17:49:45.689277
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a refrigerator filled with food and drinks`.
+The extracted ingredients are:
+```
+broccoli and zucchini
+bananas
+rice
+plant-based milk
+```
+",,,2023-06-09 17:49:54.279231
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a counter with various foods on it`.
+The extracted ingredients are:
+```
+carrots and broccoli
+apples bananas and tomatoes
+rice
+plant-based milk
+```
+",,,2023-06-09 17:50:02.969479
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a wooden table`.
+The extracted ingredients are:
+```
+potatoes and carrots
+apples
+potatoes
+plant-based milk
+```
+",,,2023-06-09 17:50:09.945160
+"I uploaded an image that may contain vegan ingredients.
+The description of the image is: `a table with a variety of fruits and vegetables`.
+The extracted ingredients are:
+```
+peppers broccoli and squash
+watermelon limes and pineapple
+rice
+```
+",,,2023-06-09 17:50:20.121402

nbs/gradio_cached_examples/8/log.csv

@@ -0,0 +1,7 @@
+component 0,flag,username,timestamp
+,,,2023-06-09 17:44:19.054550
+,,,2023-06-09 17:44:24.817475
+,,,2023-06-09 17:44:30.963877
+,,,2023-06-09 17:44:36.517610
+,,,2023-06-09 17:44:41.240948
+,,,2023-06-09 17:44:47.709352

nbs/index.ipynb

@@ -66,10 +66,10 @@
    ],
    "source": [
     "from dotenv import load_dotenv\n",
+    "load_dotenv() # or load environment vars with different method\n",
     "\n",
-    "load_dotenv()\n",
-    "\n",
-    "app.launch_demo()"
+    "app.create_demo(app.ConversationBot())\n",
+    "app.launch()"
    ]
   },
   {