diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
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diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
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diff --git a/docs/build/doctrees/quickstart.doctree b/docs/build/doctrees/quickstart.doctree
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diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
deleted file mode 100644
index 5fb6279de50d1a2a59b42de088033cc26ed69143..0000000000000000000000000000000000000000
--- a/docs/build/html/.buildinfo
+++ /dev/null
@@ -1,4 +0,0 @@
-# Sphinx build info version 1
-# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 6d2df66aa6f93c86aae075c298bca014
-tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
deleted file mode 100644
index 0d07a3efeba6f02ffe236879c12cc05c58ae25db..0000000000000000000000000000000000000000
--- a/docs/build/html/_sources/index.rst.txt
+++ /dev/null
@@ -1,22 +0,0 @@
-.. Semantic Router documentation master file, created by
-   sphinx-quickstart on Thu Aug  1 12:25:22 2024.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
-
-Semantic Router documentation
-=============================
-
-Semantic Router is a superfast decision-making layer for your LLMs and agents. Rather than waiting for slow LLM generations to make tool-use decisions, we use the magic of semantic vector space to make those decisions — *routing* our requests using *semantic* meaning.
-
-## Integrations
-
-The *encoders* of semantic router include easy-to-use integrations with `Cohere <https://github.com/aurelio-labs/semantic-router/blob/main/semantic_router/encoders/cohere.py>`_, `OpenAI <https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/openai-embed-3.ipynb>`_, `Hugging Face <https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/huggingface.ipynb>`_, `FastEmbed <https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/fastembed.ipynb>`_, and `more <https://github.com/aurelio-labs/semantic-router/tree/main/semantic_router/encoders>`_ — we even support `multi-modality <https://github.com/aurelio-labs/semantic-router/blob/main/docs/07-multi-modal.ipynb>`_!.
-
-Our utterance vector space also integrates with `Pinecone <https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/pinecone.ipynb>`_ and `Qdrant <https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/qdrant.ipynb>`_!
-
-.. toctree::
-   :maxdepth: 2
-   :caption: Contents:
-
-   quickstart
-
diff --git a/docs/build/html/_sources/quickstart.rst.txt b/docs/build/html/_sources/quickstart.rst.txt
deleted file mode 100644
index b37655476afcedb7fc40e5cb1252f6d642c1551b..0000000000000000000000000000000000000000
--- a/docs/build/html/_sources/quickstart.rst.txt
+++ /dev/null
@@ -1,98 +0,0 @@
-Quickstart
-==========
-
-To get started with *semantic-router* we install it like so::
-
-    pip install -qU semantic-router
-
-.. warning::
-   If wanting to use a fully local version of semantic router you can use ``HuggingFaceEncoder`` and ``LlamaCppLLM`` (``pip install -qU "semantic-router[local]"``, see `here <https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb>`_). To use the ``HybridRouteLayer`` you must ``pip install -qU "semantic-router[hybrid]"``.
-
-We begin by defining a set of ``Route`` objects. These are the decision paths that the semantic router can decide to use, let's try two simple routes for now — one for talk on *politics* and another for *chitchat*:
-
-.. code-block:: python
-
-    from semantic_router import Route
-
-    # we could use this as a guide for our chatbot to avoid political conversations
-    politics = Route(
-        name="politics",
-        utterances=[
-            "isn't politics the best thing ever",
-            "why don't you tell me about your political opinions",
-            "don't you just love the president",
-            "they're going to destroy this country!",
-            "they will save the country!",
-        ],
-    )
-
-    # this could be used as an indicator to our chatbot to switch to a more
-    # conversational prompt
-    chitchat = Route(
-        name="chitchat",
-        utterances=[
-            "how's the weather today?",
-            "how are things going?",
-            "lovely weather today",
-            "the weather is horrendous",
-            "let's go to the chippy",
-        ],
-    )
-
-    # we place both of our decisions together into single list
-    routes = [politics, chitchat]
-
-We have our routes ready, now we initialize an embedding / encoder model. We currently support a ``CohereEncoder`` and ``OpenAIEncoder`` — more encoders will be added soon. To initialize them we do:
-
-.. code-block:: python
-
-    import os
-    from semantic_router.encoders import CohereEncoder, OpenAIEncoder
-
-    # for Cohere
-    os.environ["COHERE_API_KEY"] = "<YOUR_API_KEY>"
-    encoder = CohereEncoder()
-
-    # or for OpenAI
-    os.environ["OPENAI_API_KEY"] = "<YOUR_API_KEY>"
-    encoder = OpenAIEncoder()
-
-With our ``routes`` and ``encoder`` defined we now create a ``RouteLayer``. The route layer handles our semantic decision making.
-
-.. code-block:: python
-
-    from semantic_router.layer import RouteLayer
-
-    rl = RouteLayer(encoder=encoder, routes=routes)
-
-We can now use our route layer to make super fast decisions based on user queries. Let's try with two queries that should trigger our route decisions:
-
-.. code-block:: python
-
-    rl("don't you love politics?").name
-
-.. code-block::
-
-    [Out]: 'politics'
-
-Correct decision, let's try another:
-
-.. code-block:: python
-
-    rl("how's the weather today?").name
-
-.. code-block::
-
-    [Out]: 'chitchat'
-
-We get both decisions correct! Now lets try sending an unrelated query:
-
-.. code-block:: python
-
-    rl("I'm interested in learning about llama 2").name
-
-.. code-block::
-
-    [Out]:
-
-In this case, no decision could be made as we had no matches — so our route layer returned ``None``!
\ No newline at end of file
diff --git a/docs/build/html/_static/alabaster.css b/docs/build/html/_static/alabaster.css
deleted file mode 100644
index e3174bf93330c46c312dd303435df091aed0b230..0000000000000000000000000000000000000000
--- a/docs/build/html/_static/alabaster.css
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diff --git a/docs/build/html/_static/custom.css b/docs/build/html/_static/custom.css
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deleted file mode 100644
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-  // can safely bound to a different name (_ = Documentation.gettext)
-  gettext: (string) => {
-    const translated = Documentation.TRANSLATIONS[string];
-    switch (typeof translated) {
-      case "undefined":
-        return string; // no translation
-      case "string":
-        return translated; // translation exists
-      default:
-        return translated[0]; // (singular, plural) translation tuple exists
-    }
-  },
-
-  ngettext: (singular, plural, n) => {
-    const translated = Documentation.TRANSLATIONS[singular];
-    if (typeof translated !== "undefined")
-      return translated[Documentation.PLURAL_EXPR(n)];
-    return n === 1 ? singular : plural;
-  },
-
-  addTranslations: (catalog) => {
-    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
-    Documentation.PLURAL_EXPR = new Function(
-      "n",
-      `return (${catalog.plural_expr})`
-    );
-    Documentation.LOCALE = catalog.locale;
-  },
-
-  /**
-   * helper function to focus on search bar
-   */
-  focusSearchBar: () => {
-    document.querySelectorAll("input[name=q]")[0]?.focus();
-  },
-
-  /**
-   * Initialise the domain index toggle buttons
-   */
-  initDomainIndexTable: () => {
-    const toggler = (el) => {
-      const idNumber = el.id.substr(7);
-      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
-      if (el.src.substr(-9) === "minus.png") {
-        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
-        toggledRows.forEach((el) => (el.style.display = "none"));
-      } else {
-        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
-        toggledRows.forEach((el) => (el.style.display = ""));
-      }
-    };
-
-    const togglerElements = document.querySelectorAll("img.toggler");
-    togglerElements.forEach((el) =>
-      el.addEventListener("click", (event) => toggler(event.currentTarget))
-    );
-    togglerElements.forEach((el) => (el.style.display = ""));
-    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
-  },
-
-  initOnKeyListeners: () => {
-    // only install a listener if it is really needed
-    if (
-      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
-      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
-    )
-      return;
-
-    document.addEventListener("keydown", (event) => {
-      // bail for input elements
-      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
-      // bail with special keys
-      if (event.altKey || event.ctrlKey || event.metaKey) return;
-
-      if (!event.shiftKey) {
-        switch (event.key) {
-          case "ArrowLeft":
-            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
-
-            const prevLink = document.querySelector('link[rel="prev"]');
-            if (prevLink && prevLink.href) {
-              window.location.href = prevLink.href;
-              event.preventDefault();
-            }
-            break;
-          case "ArrowRight":
-            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
-
-            const nextLink = document.querySelector('link[rel="next"]');
-            if (nextLink && nextLink.href) {
-              window.location.href = nextLink.href;
-              event.preventDefault();
-            }
-            break;
-        }
-      }
-
-      // some keyboard layouts may need Shift to get /
-      switch (event.key) {
-        case "/":
-          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
-          Documentation.focusSearchBar();
-          event.preventDefault();
-      }
-    });
-  },
-};
-
-// quick alias for translations
-const _ = Documentation.gettext;
-
-_ready(Documentation.init);
diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js
deleted file mode 100644
index 0faf7d8c1f91689badbec63fa3c0b7746702ac22..0000000000000000000000000000000000000000
--- a/docs/build/html/_static/documentation_options.js
+++ /dev/null
@@ -1,13 +0,0 @@
-const DOCUMENTATION_OPTIONS = {
-    VERSION: '0.0.55',
-    LANGUAGE: 'en',
-    COLLAPSE_INDEX: false,
-    BUILDER: 'html',
-    FILE_SUFFIX: '.html',
-    LINK_SUFFIX: '.html',
-    HAS_SOURCE: true,
-    SOURCELINK_SUFFIX: '.txt',
-    NAVIGATION_WITH_KEYS: false,
-    SHOW_SEARCH_SUMMARY: true,
-    ENABLE_SEARCH_SHORTCUTS: true,
-};
\ No newline at end of file
diff --git a/docs/build/html/_static/file.png b/docs/build/html/_static/file.png
deleted file mode 100644
index a858a410e4faa62ce324d814e4b816fff83a6fb3..0000000000000000000000000000000000000000
Binary files a/docs/build/html/_static/file.png and /dev/null differ
diff --git a/docs/build/html/_static/language_data.js b/docs/build/html/_static/language_data.js
deleted file mode 100644
index 367b8ed81b4e411bee6f81208dba76fbe37e0e15..0000000000000000000000000000000000000000
--- a/docs/build/html/_static/language_data.js
+++ /dev/null
@@ -1,199 +0,0 @@
-/*
- * language_data.js
- * ~~~~~~~~~~~~~~~~
- *
- * This script contains the language-specific data used by searchtools.js,
- * namely the list of stopwords, stemmer, scorer and splitter.
- *
- * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
- * :license: BSD, see LICENSE for details.
- *
- */
-
-var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
-
-
-/* Non-minified version is copied as a separate JS file, if available */
-
-/**
- * Porter Stemmer
- */
-var Stemmer = function() {
-
-  var step2list = {
-    ational: 'ate',
-    tional: 'tion',
-    enci: 'ence',
-    anci: 'ance',
-    izer: 'ize',
-    bli: 'ble',
-    alli: 'al',
-    entli: 'ent',
-    eli: 'e',
-    ousli: 'ous',
-    ization: 'ize',
-    ation: 'ate',
-    ator: 'ate',
-    alism: 'al',
-    iveness: 'ive',
-    fulness: 'ful',
-    ousness: 'ous',
-    aliti: 'al',
-    iviti: 'ive',
-    biliti: 'ble',
-    logi: 'log'
-  };
-
-  var step3list = {
-    icate: 'ic',
-    ative: '',
-    alize: 'al',
-    iciti: 'ic',
-    ical: 'ic',
-    ful: '',
-    ness: ''
-  };
-
-  var c = "[^aeiou]";          // consonant
-  var v = "[aeiouy]";          // vowel
-  var C = c + "[^aeiouy]*";    // consonant sequence
-  var V = v + "[aeiou]*";      // vowel sequence
-
-  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
-  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
-  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
-  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
-
-  this.stemWord = function (w) {
-    var stem;
-    var suffix;
-    var firstch;
-    var origword = w;
-
-    if (w.length < 3)
-      return w;
-
-    var re;
-    var re2;
-    var re3;
-    var re4;
-
-    firstch = w.substr(0,1);
-    if (firstch == "y")
-      w = firstch.toUpperCase() + w.substr(1);
-
-    // Step 1a
-    re = /^(.+?)(ss|i)es$/;
-    re2 = /^(.+?)([^s])s$/;
-
-    if (re.test(w))
-      w = w.replace(re,"$1$2");
-    else if (re2.test(w))
-      w = w.replace(re2,"$1$2");
-
-    // Step 1b
-    re = /^(.+?)eed$/;
-    re2 = /^(.+?)(ed|ing)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      re = new RegExp(mgr0);
-      if (re.test(fp[1])) {
-        re = /.$/;
-        w = w.replace(re,"");
-      }
-    }
-    else if (re2.test(w)) {
-      var fp = re2.exec(w);
-      stem = fp[1];
-      re2 = new RegExp(s_v);
-      if (re2.test(stem)) {
-        w = stem;
-        re2 = /(at|bl|iz)$/;
-        re3 = new RegExp("([^aeiouylsz])\\1$");
-        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
-        if (re2.test(w))
-          w = w + "e";
-        else if (re3.test(w)) {
-          re = /.$/;
-          w = w.replace(re,"");
-        }
-        else if (re4.test(w))
-          w = w + "e";
-      }
-    }
-
-    // Step 1c
-    re = /^(.+?)y$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(s_v);
-      if (re.test(stem))
-        w = stem + "i";
-    }
-
-    // Step 2
-    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      suffix = fp[2];
-      re = new RegExp(mgr0);
-      if (re.test(stem))
-        w = stem + step2list[suffix];
-    }
-
-    // Step 3
-    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      suffix = fp[2];
-      re = new RegExp(mgr0);
-      if (re.test(stem))
-        w = stem + step3list[suffix];
-    }
-
-    // Step 4
-    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
-    re2 = /^(.+?)(s|t)(ion)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(mgr1);
-      if (re.test(stem))
-        w = stem;
-    }
-    else if (re2.test(w)) {
-      var fp = re2.exec(w);
-      stem = fp[1] + fp[2];
-      re2 = new RegExp(mgr1);
-      if (re2.test(stem))
-        w = stem;
-    }
-
-    // Step 5
-    re = /^(.+?)e$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(mgr1);
-      re2 = new RegExp(meq1);
-      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
-      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
-        w = stem;
-    }
-    re = /ll$/;
-    re2 = new RegExp(mgr1);
-    if (re.test(w) && re2.test(w)) {
-      re = /.$/;
-      w = w.replace(re,"");
-    }
-
-    // and turn initial Y back to y
-    if (firstch == "y")
-      w = firstch.toLowerCase() + w.substr(1);
-    return w;
-  }
-}
-
diff --git a/docs/build/html/_static/minus.png b/docs/build/html/_static/minus.png
deleted file mode 100644
index d96755fdaf8bb2214971e0db9c1fd3077d7c419d..0000000000000000000000000000000000000000
Binary files a/docs/build/html/_static/minus.png and /dev/null differ
diff --git a/docs/build/html/_static/plus.png b/docs/build/html/_static/plus.png
deleted file mode 100644
index 7107cec93a979b9a5f64843235a16651d563ce2d..0000000000000000000000000000000000000000
Binary files a/docs/build/html/_static/plus.png and /dev/null differ
diff --git a/docs/build/html/_static/pygments.css b/docs/build/html/_static/pygments.css
deleted file mode 100644
index 04a41742edf4a1a0579bad1865a552ec5d1e29b1..0000000000000000000000000000000000000000
--- a/docs/build/html/_static/pygments.css
+++ /dev/null
@@ -1,84 +0,0 @@
-pre { line-height: 125%; }
-td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
-span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
-td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-.highlight .hll { background-color: #ffffcc }
-.highlight { background: #f8f8f8; }
-.highlight .c { color: #8f5902; font-style: italic } /* Comment */
-.highlight .err { color: #a40000; border: 1px solid #ef2929 } /* Error */
-.highlight .g { color: #000000 } /* Generic */
-.highlight .k { color: #004461; font-weight: bold } /* Keyword */
-.highlight .l { color: #000000 } /* Literal */
-.highlight .n { color: #000000 } /* Name */
-.highlight .o { color: #582800 } /* Operator */
-.highlight .x { color: #000000 } /* Other */
-.highlight .p { color: #000000; font-weight: bold } /* Punctuation */
-.highlight .ch { color: #8f5902; font-style: italic } /* Comment.Hashbang */
-.highlight .cm { color: #8f5902; font-style: italic } /* Comment.Multiline */
-.highlight .cp { color: #8f5902 } /* Comment.Preproc */
-.highlight .cpf { color: #8f5902; font-style: italic } /* Comment.PreprocFile */
-.highlight .c1 { color: #8f5902; font-style: italic } /* Comment.Single */
-.highlight .cs { color: #8f5902; font-style: italic } /* Comment.Special */
-.highlight .gd { color: #a40000 } /* Generic.Deleted */
-.highlight .ge { color: #000000; font-style: italic } /* Generic.Emph */
-.highlight .ges { color: #000000 } /* Generic.EmphStrong */
-.highlight .gr { color: #ef2929 } /* Generic.Error */
-.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
-.highlight .gi { color: #00A000 } /* Generic.Inserted */
-.highlight .go { color: #888888 } /* Generic.Output */
-.highlight .gp { color: #745334 } /* Generic.Prompt */
-.highlight .gs { color: #000000; font-weight: bold } /* Generic.Strong */
-.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
-.highlight .gt { color: #a40000; font-weight: bold } /* Generic.Traceback */
-.highlight .kc { color: #004461; font-weight: bold } /* Keyword.Constant */
-.highlight .kd { color: #004461; font-weight: bold } /* Keyword.Declaration */
-.highlight .kn { color: #004461; font-weight: bold } /* Keyword.Namespace */
-.highlight .kp { color: #004461; font-weight: bold } /* Keyword.Pseudo */
-.highlight .kr { color: #004461; font-weight: bold } /* Keyword.Reserved */
-.highlight .kt { color: #004461; font-weight: bold } /* Keyword.Type */
-.highlight .ld { color: #000000 } /* Literal.Date */
-.highlight .m { color: #990000 } /* Literal.Number */
-.highlight .s { color: #4e9a06 } /* Literal.String */
-.highlight .na { color: #c4a000 } /* Name.Attribute */
-.highlight .nb { color: #004461 } /* Name.Builtin */
-.highlight .nc { color: #000000 } /* Name.Class */
-.highlight .no { color: #000000 } /* Name.Constant */
-.highlight .nd { color: #888888 } /* Name.Decorator */
-.highlight .ni { color: #ce5c00 } /* Name.Entity */
-.highlight .ne { color: #cc0000; font-weight: bold } /* Name.Exception */
-.highlight .nf { color: #000000 } /* Name.Function */
-.highlight .nl { color: #f57900 } /* Name.Label */
-.highlight .nn { color: #000000 } /* Name.Namespace */
-.highlight .nx { color: #000000 } /* Name.Other */
-.highlight .py { color: #000000 } /* Name.Property */
-.highlight .nt { color: #004461; font-weight: bold } /* Name.Tag */
-.highlight .nv { color: #000000 } /* Name.Variable */
-.highlight .ow { color: #004461; font-weight: bold } /* Operator.Word */
-.highlight .pm { color: #000000; font-weight: bold } /* Punctuation.Marker */
-.highlight .w { color: #f8f8f8 } /* Text.Whitespace */
-.highlight .mb { color: #990000 } /* Literal.Number.Bin */
-.highlight .mf { color: #990000 } /* Literal.Number.Float */
-.highlight .mh { color: #990000 } /* Literal.Number.Hex */
-.highlight .mi { color: #990000 } /* Literal.Number.Integer */
-.highlight .mo { color: #990000 } /* Literal.Number.Oct */
-.highlight .sa { color: #4e9a06 } /* Literal.String.Affix */
-.highlight .sb { color: #4e9a06 } /* Literal.String.Backtick */
-.highlight .sc { color: #4e9a06 } /* Literal.String.Char */
-.highlight .dl { color: #4e9a06 } /* Literal.String.Delimiter */
-.highlight .sd { color: #8f5902; font-style: italic } /* Literal.String.Doc */
-.highlight .s2 { color: #4e9a06 } /* Literal.String.Double */
-.highlight .se { color: #4e9a06 } /* Literal.String.Escape */
-.highlight .sh { color: #4e9a06 } /* Literal.String.Heredoc */
-.highlight .si { color: #4e9a06 } /* Literal.String.Interpol */
-.highlight .sx { color: #4e9a06 } /* Literal.String.Other */
-.highlight .sr { color: #4e9a06 } /* Literal.String.Regex */
-.highlight .s1 { color: #4e9a06 } /* Literal.String.Single */
-.highlight .ss { color: #4e9a06 } /* Literal.String.Symbol */
-.highlight .bp { color: #3465a4 } /* Name.Builtin.Pseudo */
-.highlight .fm { color: #000000 } /* Name.Function.Magic */
-.highlight .vc { color: #000000 } /* Name.Variable.Class */
-.highlight .vg { color: #000000 } /* Name.Variable.Global */
-.highlight .vi { color: #000000 } /* Name.Variable.Instance */
-.highlight .vm { color: #000000 } /* Name.Variable.Magic */
-.highlight .il { color: #990000 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/docs/build/html/_static/searchtools.js b/docs/build/html/_static/searchtools.js
deleted file mode 100644
index b08d58c9b9b9a439ea5ec1739984ea24627d8c53..0000000000000000000000000000000000000000
--- a/docs/build/html/_static/searchtools.js
+++ /dev/null
@@ -1,620 +0,0 @@
-/*
- * searchtools.js
- * ~~~~~~~~~~~~~~~~
- *
- * Sphinx JavaScript utilities for the full-text search.
- *
- * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
- * :license: BSD, see LICENSE for details.
- *
- */
-"use strict";
-
-/**
- * Simple result scoring code.
- */
-if (typeof Scorer === "undefined") {
-  var Scorer = {
-    // Implement the following function to further tweak the score for each result
-    // The function takes a result array [docname, title, anchor, descr, score, filename]
-    // and returns the new score.
-    /*
-    score: result => {
-      const [docname, title, anchor, descr, score, filename] = result
-      return score
-    },
-    */
-
-    // query matches the full name of an object
-    objNameMatch: 11,
-    // or matches in the last dotted part of the object name
-    objPartialMatch: 6,
-    // Additive scores depending on the priority of the object
-    objPrio: {
-      0: 15, // used to be importantResults
-      1: 5, // used to be objectResults
-      2: -5, // used to be unimportantResults
-    },
-    //  Used when the priority is not in the mapping.
-    objPrioDefault: 0,
-
-    // query found in title
-    title: 15,
-    partialTitle: 7,
-    // query found in terms
-    term: 5,
-    partialTerm: 2,
-  };
-}
-
-const _removeChildren = (element) => {
-  while (element && element.lastChild) element.removeChild(element.lastChild);
-};
-
-/**
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
- */
-const _escapeRegExp = (string) =>
-  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
-
-const _displayItem = (item, searchTerms, highlightTerms) => {
-  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
-  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
-  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
-  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
-  const contentRoot = document.documentElement.dataset.content_root;
-
-  const [docName, title, anchor, descr, score, _filename] = item;
-
-  let listItem = document.createElement("li");
-  let requestUrl;
-  let linkUrl;
-  if (docBuilder === "dirhtml") {
-    // dirhtml builder
-    let dirname = docName + "/";
-    if (dirname.match(/\/index\/$/))
-      dirname = dirname.substring(0, dirname.length - 6);
-    else if (dirname === "index/") dirname = "";
-    requestUrl = contentRoot + dirname;
-    linkUrl = requestUrl;
-  } else {
-    // normal html builders
-    requestUrl = contentRoot + docName + docFileSuffix;
-    linkUrl = docName + docLinkSuffix;
-  }
-  let linkEl = listItem.appendChild(document.createElement("a"));
-  linkEl.href = linkUrl + anchor;
-  linkEl.dataset.score = score;
-  linkEl.innerHTML = title;
-  if (descr) {
-    listItem.appendChild(document.createElement("span")).innerHTML =
-      " (" + descr + ")";
-    // highlight search terms in the description
-    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
-  }
-  else if (showSearchSummary)
-    fetch(requestUrl)
-      .then((responseData) => responseData.text())
-      .then((data) => {
-        if (data)
-          listItem.appendChild(
-            Search.makeSearchSummary(data, searchTerms, anchor)
-          );
-        // highlight search terms in the summary
-        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
-      });
-  Search.output.appendChild(listItem);
-};
-const _finishSearch = (resultCount) => {
-  Search.stopPulse();
-  Search.title.innerText = _("Search Results");
-  if (!resultCount)
-    Search.status.innerText = Documentation.gettext(
-      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
-    );
-  else
-    Search.status.innerText = _(
-      "Search finished, found ${resultCount} page(s) matching the search query."
-    ).replace('${resultCount}', resultCount);
-};
-const _displayNextItem = (
-  results,
-  resultCount,
-  searchTerms,
-  highlightTerms,
-) => {
-  // results left, load the summary and display it
-  // this is intended to be dynamic (don't sub resultsCount)
-  if (results.length) {
-    _displayItem(results.pop(), searchTerms, highlightTerms);
-    setTimeout(
-      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
-      5
-    );
-  }
-  // search finished, update title and status message
-  else _finishSearch(resultCount);
-};
-// Helper function used by query() to order search results.
-// Each input is an array of [docname, title, anchor, descr, score, filename].
-// Order the results by score (in opposite order of appearance, since the
-// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
-const _orderResultsByScoreThenName = (a, b) => {
-  const leftScore = a[4];
-  const rightScore = b[4];
-  if (leftScore === rightScore) {
-    // same score: sort alphabetically
-    const leftTitle = a[1].toLowerCase();
-    const rightTitle = b[1].toLowerCase();
-    if (leftTitle === rightTitle) return 0;
-    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
-  }
-  return leftScore > rightScore ? 1 : -1;
-};
-
-/**
- * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
- * custom function per language.
- *
- * The regular expression works by splitting the string on consecutive characters
- * that are not Unicode letters, numbers, underscores, or emoji characters.
- * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
- */
-if (typeof splitQuery === "undefined") {
-  var splitQuery = (query) => query
-      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
-      .filter(term => term)  // remove remaining empty strings
-}
-
-/**
- * Search Module
- */
-const Search = {
-  _index: null,
-  _queued_query: null,
-  _pulse_status: -1,
-
-  htmlToText: (htmlString, anchor) => {
-    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlink", "script", "style"]) {
-      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
-    }
-    if (anchor) {
-      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
-      if (anchorContent) return anchorContent.textContent;
-
-      console.warn(
-        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
-      );
-    }
-
-    // if anchor not specified or not found, fall back to main content
-    const docContent = htmlElement.querySelector('[role="main"]');
-    if (docContent) return docContent.textContent;
-
-    console.warn(
-      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
-    );
-    return "";
-  },
-
-  init: () => {
-    const query = new URLSearchParams(window.location.search).get("q");
-    document
-      .querySelectorAll('input[name="q"]')
-      .forEach((el) => (el.value = query));
-    if (query) Search.performSearch(query);
-  },
-
-  loadIndex: (url) =>
-    (document.body.appendChild(document.createElement("script")).src = url),
-
-  setIndex: (index) => {
-    Search._index = index;
-    if (Search._queued_query !== null) {
-      const query = Search._queued_query;
-      Search._queued_query = null;
-      Search.query(query);
-    }
-  },
-
-  hasIndex: () => Search._index !== null,
-
-  deferQuery: (query) => (Search._queued_query = query),
-
-  stopPulse: () => (Search._pulse_status = -1),
-
-  startPulse: () => {
-    if (Search._pulse_status >= 0) return;
-
-    const pulse = () => {
-      Search._pulse_status = (Search._pulse_status + 1) % 4;
-      Search.dots.innerText = ".".repeat(Search._pulse_status);
-      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
-    };
-    pulse();
-  },
-
-  /**
-   * perform a search for something (or wait until index is loaded)
-   */
-  performSearch: (query) => {
-    // create the required interface elements
-    const searchText = document.createElement("h2");
-    searchText.textContent = _("Searching");
-    const searchSummary = document.createElement("p");
-    searchSummary.classList.add("search-summary");
-    searchSummary.innerText = "";
-    const searchList = document.createElement("ul");
-    searchList.classList.add("search");
-
-    const out = document.getElementById("search-results");
-    Search.title = out.appendChild(searchText);
-    Search.dots = Search.title.appendChild(document.createElement("span"));
-    Search.status = out.appendChild(searchSummary);
-    Search.output = out.appendChild(searchList);
-
-    const searchProgress = document.getElementById("search-progress");
-    // Some themes don't use the search progress node
-    if (searchProgress) {
-      searchProgress.innerText = _("Preparing search...");
-    }
-    Search.startPulse();
-
-    // index already loaded, the browser was quick!
-    if (Search.hasIndex()) Search.query(query);
-    else Search.deferQuery(query);
-  },
-
-  _parseQuery: (query) => {
-    // stem the search terms and add them to the correct list
-    const stemmer = new Stemmer();
-    const searchTerms = new Set();
-    const excludedTerms = new Set();
-    const highlightTerms = new Set();
-    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
-    splitQuery(query.trim()).forEach((queryTerm) => {
-      const queryTermLower = queryTerm.toLowerCase();
-
-      // maybe skip this "word"
-      // stopwords array is from language_data.js
-      if (
-        stopwords.indexOf(queryTermLower) !== -1 ||
-        queryTerm.match(/^\d+$/)
-      )
-        return;
-
-      // stem the word
-      let word = stemmer.stemWord(queryTermLower);
-      // select the correct list
-      if (word[0] === "-") excludedTerms.add(word.substr(1));
-      else {
-        searchTerms.add(word);
-        highlightTerms.add(queryTermLower);
-      }
-    });
-
-    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
-      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
-    }
-
-    // console.debug("SEARCH: searching for:");
-    // console.info("required: ", [...searchTerms]);
-    // console.info("excluded: ", [...excludedTerms]);
-
-    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
-  },
-
-  /**
-   * execute search (requires search index to be loaded)
-   */
-  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-    const allTitles = Search._index.alltitles;
-    const indexEntries = Search._index.indexentries;
-
-    // Collect multiple result groups to be sorted separately and then ordered.
-    // Each is an array of [docname, title, anchor, descr, score, filename].
-    const normalResults = [];
-    const nonMainIndexResults = [];
-
-    _removeChildren(document.getElementById("search-progress"));
-
-    const queryLower = query.toLowerCase().trim();
-    for (const [title, foundTitles] of Object.entries(allTitles)) {
-      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
-        for (const [file, id] of foundTitles) {
-          const score = Math.round(Scorer.title * queryLower.length / title.length);
-          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
-          normalResults.push([
-            docNames[file],
-            titles[file] !== title ? `${titles[file]} > ${title}` : title,
-            id !== null ? "#" + id : "",
-            null,
-            score + boost,
-            filenames[file],
-          ]);
-        }
-      }
-    }
-
-    // search for explicit entries in index directives
-    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
-      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
-        for (const [file, id, isMain] of foundEntries) {
-          const score = Math.round(100 * queryLower.length / entry.length);
-          const result = [
-            docNames[file],
-            titles[file],
-            id ? "#" + id : "",
-            null,
-            score,
-            filenames[file],
-          ];
-          if (isMain) {
-            normalResults.push(result);
-          } else {
-            nonMainIndexResults.push(result);
-          }
-        }
-      }
-    }
-
-    // lookup as object
-    objectTerms.forEach((term) =>
-      normalResults.push(...Search.performObjectSearch(term, objectTerms))
-    );
-
-    // lookup as search terms in fulltext
-    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
-
-    // let the scorer override scores with a custom scoring function
-    if (Scorer.score) {
-      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
-      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
-    }
-
-    // Sort each group of results by score and then alphabetically by name.
-    normalResults.sort(_orderResultsByScoreThenName);
-    nonMainIndexResults.sort(_orderResultsByScoreThenName);
-
-    // Combine the result groups in (reverse) order.
-    // Non-main index entries are typically arbitrary cross-references,
-    // so display them after other results.
-    let results = [...nonMainIndexResults, ...normalResults];
-
-    // remove duplicate search results
-    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
-    let seen = new Set();
-    results = results.reverse().reduce((acc, result) => {
-      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
-      if (!seen.has(resultStr)) {
-        acc.push(result);
-        seen.add(resultStr);
-      }
-      return acc;
-    }, []);
-
-    return results.reverse();
-  },
-
-  query: (query) => {
-    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
-    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
-
-    // for debugging
-    //Search.lastresults = results.slice();  // a copy
-    // console.info("search results:", Search.lastresults);
-
-    // print the results
-    _displayNextItem(results, results.length, searchTerms, highlightTerms);
-  },
-
-  /**
-   * search for object names
-   */
-  performObjectSearch: (object, objectTerms) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const objects = Search._index.objects;
-    const objNames = Search._index.objnames;
-    const titles = Search._index.titles;
-
-    const results = [];
-
-    const objectSearchCallback = (prefix, match) => {
-      const name = match[4]
-      const fullname = (prefix ? prefix + "." : "") + name;
-      const fullnameLower = fullname.toLowerCase();
-      if (fullnameLower.indexOf(object) < 0) return;
-
-      let score = 0;
-      const parts = fullnameLower.split(".");
-
-      // check for different match types: exact matches of full name or
-      // "last name" (i.e. last dotted part)
-      if (fullnameLower === object || parts.slice(-1)[0] === object)
-        score += Scorer.objNameMatch;
-      else if (parts.slice(-1)[0].indexOf(object) > -1)
-        score += Scorer.objPartialMatch; // matches in last name
-
-      const objName = objNames[match[1]][2];
-      const title = titles[match[0]];
-
-      // If more than one term searched for, we require other words to be
-      // found in the name/title/description
-      const otherTerms = new Set(objectTerms);
-      otherTerms.delete(object);
-      if (otherTerms.size > 0) {
-        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
-        if (
-          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
-        )
-          return;
-      }
-
-      let anchor = match[3];
-      if (anchor === "") anchor = fullname;
-      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
-
-      const descr = objName + _(", in ") + title;
-
-      // add custom score for some objects according to scorer
-      if (Scorer.objPrio.hasOwnProperty(match[2]))
-        score += Scorer.objPrio[match[2]];
-      else score += Scorer.objPrioDefault;
-
-      results.push([
-        docNames[match[0]],
-        fullname,
-        "#" + anchor,
-        descr,
-        score,
-        filenames[match[0]],
-      ]);
-    };
-    Object.keys(objects).forEach((prefix) =>
-      objects[prefix].forEach((array) =>
-        objectSearchCallback(prefix, array)
-      )
-    );
-    return results;
-  },
-
-  /**
-   * search for full-text terms in the index
-   */
-  performTermsSearch: (searchTerms, excludedTerms) => {
-    // prepare search
-    const terms = Search._index.terms;
-    const titleTerms = Search._index.titleterms;
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-
-    const scoreMap = new Map();
-    const fileMap = new Map();
-
-    // perform the search on the required terms
-    searchTerms.forEach((word) => {
-      const files = [];
-      const arr = [
-        { files: terms[word], score: Scorer.term },
-        { files: titleTerms[word], score: Scorer.title },
-      ];
-      // add support for partial matches
-      if (word.length > 2) {
-        const escapedWord = _escapeRegExp(word);
-        if (!terms.hasOwnProperty(word)) {
-          Object.keys(terms).forEach((term) => {
-            if (term.match(escapedWord))
-              arr.push({ files: terms[term], score: Scorer.partialTerm });
-          });
-        }
-        if (!titleTerms.hasOwnProperty(word)) {
-          Object.keys(titleTerms).forEach((term) => {
-            if (term.match(escapedWord))
-              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
-          });
-        }
-      }
-
-      // no match but word was a required one
-      if (arr.every((record) => record.files === undefined)) return;
-
-      // found search word in contents
-      arr.forEach((record) => {
-        if (record.files === undefined) return;
-
-        let recordFiles = record.files;
-        if (recordFiles.length === undefined) recordFiles = [recordFiles];
-        files.push(...recordFiles);
-
-        // set score for the word in each file
-        recordFiles.forEach((file) => {
-          if (!scoreMap.has(file)) scoreMap.set(file, {});
-          scoreMap.get(file)[word] = record.score;
-        });
-      });
-
-      // create the mapping
-      files.forEach((file) => {
-        if (!fileMap.has(file)) fileMap.set(file, [word]);
-        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
-      });
-    });
-
-    // now check if the files don't contain excluded terms
-    const results = [];
-    for (const [file, wordList] of fileMap) {
-      // check if all requirements are matched
-
-      // as search terms with length < 3 are discarded
-      const filteredTermCount = [...searchTerms].filter(
-        (term) => term.length > 2
-      ).length;
-      if (
-        wordList.length !== searchTerms.size &&
-        wordList.length !== filteredTermCount
-      )
-        continue;
-
-      // ensure that none of the excluded terms is in the search result
-      if (
-        [...excludedTerms].some(
-          (term) =>
-            terms[term] === file ||
-            titleTerms[term] === file ||
-            (terms[term] || []).includes(file) ||
-            (titleTerms[term] || []).includes(file)
-        )
-      )
-        break;
-
-      // select one (max) score for the file.
-      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
-      // add result to the result list
-      results.push([
-        docNames[file],
-        titles[file],
-        "",
-        null,
-        score,
-        filenames[file],
-      ]);
-    }
-    return results;
-  },
-
-  /**
-   * helper function to return a node containing the
-   * search summary for a given text. keywords is a list
-   * of stemmed words.
-   */
-  makeSearchSummary: (htmlText, keywords, anchor) => {
-    const text = Search.htmlToText(htmlText, anchor);
-    if (text === "") return null;
-
-    const textLower = text.toLowerCase();
-    const actualStartPosition = [...keywords]
-      .map((k) => textLower.indexOf(k.toLowerCase()))
-      .filter((i) => i > -1)
-      .slice(-1)[0];
-    const startWithContext = Math.max(actualStartPosition - 120, 0);
-
-    const top = startWithContext === 0 ? "" : "...";
-    const tail = startWithContext + 240 < text.length ? "..." : "";
-
-    let summary = document.createElement("p");
-    summary.classList.add("context");
-    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
-
-    return summary;
-  },
-};
-
-_ready(Search.init);
diff --git a/docs/build/html/_static/sphinx_highlight.js b/docs/build/html/_static/sphinx_highlight.js
deleted file mode 100644
index 8a96c69a1942318413af68fd459122b56edd8d69..0000000000000000000000000000000000000000
--- a/docs/build/html/_static/sphinx_highlight.js
+++ /dev/null
@@ -1,154 +0,0 @@
-/* Highlighting utilities for Sphinx HTML documentation. */
-"use strict";
-
-const SPHINX_HIGHLIGHT_ENABLED = true
-
-/**
- * highlight a given string on a node by wrapping it in
- * span elements with the given class name.
- */
-const _highlight = (node, addItems, text, className) => {
-  if (node.nodeType === Node.TEXT_NODE) {
-    const val = node.nodeValue;
-    const parent = node.parentNode;
-    const pos = val.toLowerCase().indexOf(text);
-    if (
-      pos >= 0 &&
-      !parent.classList.contains(className) &&
-      !parent.classList.contains("nohighlight")
-    ) {
-      let span;
-
-      const closestNode = parent.closest("body, svg, foreignObject");
-      const isInSVG = closestNode && closestNode.matches("svg");
-      if (isInSVG) {
-        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
-      } else {
-        span = document.createElement("span");
-        span.classList.add(className);
-      }
-
-      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
-      const rest = document.createTextNode(val.substr(pos + text.length));
-      parent.insertBefore(
-        span,
-        parent.insertBefore(
-          rest,
-          node.nextSibling
-        )
-      );
-      node.nodeValue = val.substr(0, pos);
-      /* There may be more occurrences of search term in this node. So call this
-       * function recursively on the remaining fragment.
-       */
-      _highlight(rest, addItems, text, className);
-
-      if (isInSVG) {
-        const rect = document.createElementNS(
-          "http://www.w3.org/2000/svg",
-          "rect"
-        );
-        const bbox = parent.getBBox();
-        rect.x.baseVal.value = bbox.x;
-        rect.y.baseVal.value = bbox.y;
-        rect.width.baseVal.value = bbox.width;
-        rect.height.baseVal.value = bbox.height;
-        rect.setAttribute("class", className);
-        addItems.push({ parent: parent, target: rect });
-      }
-    }
-  } else if (node.matches && !node.matches("button, select, textarea")) {
-    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
-  }
-};
-const _highlightText = (thisNode, text, className) => {
-  let addItems = [];
-  _highlight(thisNode, addItems, text, className);
-  addItems.forEach((obj) =>
-    obj.parent.insertAdjacentElement("beforebegin", obj.target)
-  );
-};
-
-/**
- * Small JavaScript module for the documentation.
- */
-const SphinxHighlight = {
-
-  /**
-   * highlight the search words provided in localstorage in the text
-   */
-  highlightSearchWords: () => {
-    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
-
-    // get and clear terms from localstorage
-    const url = new URL(window.location);
-    const highlight =
-        localStorage.getItem("sphinx_highlight_terms")
-        || url.searchParams.get("highlight")
-        || "";
-    localStorage.removeItem("sphinx_highlight_terms")
-    url.searchParams.delete("highlight");
-    window.history.replaceState({}, "", url);
-
-    // get individual terms from highlight string
-    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
-    if (terms.length === 0) return; // nothing to do
-
-    // There should never be more than one element matching "div.body"
-    const divBody = document.querySelectorAll("div.body");
-    const body = divBody.length ? divBody[0] : document.querySelector("body");
-    window.setTimeout(() => {
-      terms.forEach((term) => _highlightText(body, term, "highlighted"));
-    }, 10);
-
-    const searchBox = document.getElementById("searchbox");
-    if (searchBox === null) return;
-    searchBox.appendChild(
-      document
-        .createRange()
-        .createContextualFragment(
-          '<p class="highlight-link">' +
-            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
-            _("Hide Search Matches") +
-            "</a></p>"
-        )
-    );
-  },
-
-  /**
-   * helper function to hide the search marks again
-   */
-  hideSearchWords: () => {
-    document
-      .querySelectorAll("#searchbox .highlight-link")
-      .forEach((el) => el.remove());
-    document
-      .querySelectorAll("span.highlighted")
-      .forEach((el) => el.classList.remove("highlighted"));
-    localStorage.removeItem("sphinx_highlight_terms")
-  },
-
-  initEscapeListener: () => {
-    // only install a listener if it is really needed
-    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
-
-    document.addEventListener("keydown", (event) => {
-      // bail for input elements
-      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
-      // bail with special keys
-      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
-      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
-        SphinxHighlight.hideSearchWords();
-        event.preventDefault();
-      }
-    });
-  },
-};
-
-_ready(() => {
-  /* Do not call highlightSearchWords() when we are on the search page.
-   * It will highlight words from the *previous* search query.
-   */
-  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
-  SphinxHighlight.initEscapeListener();
-});
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
deleted file mode 100644
index 9d5cb1a192716bbc501328957f02c902dd54ad7e..0000000000000000000000000000000000000000
--- a/docs/build/html/genindex.html
+++ /dev/null
@@ -1,103 +0,0 @@
-<!DOCTYPE html>
-
-<html lang="en" data-content_root="./">
-  <head>
-    <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Index &#8212; Semantic Router 0.0.55 documentation</title>
-    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d1102ebc" />
-    <link rel="stylesheet" type="text/css" href="_static/alabaster.css?v=12dfc556" />
-    <script src="_static/documentation_options.js?v=b87b3bc5"></script>
-    <script src="_static/doctools.js?v=9a2dae69"></script>
-    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
-    <link rel="index" title="Index" href="#" />
-    <link rel="search" title="Search" href="search.html" />
-   
-  <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-  
-
-  
-  
-
-  </head><body>
-  
-
-    <div class="document">
-      <div class="documentwrapper">
-        <div class="bodywrapper">
-          
-
-          <div class="body" role="main">
-            
-
-<h1 id="index">Index</h1>
-
-<div class="genindex-jumpbox">
- 
-</div>
-
-
-          </div>
-          
-        </div>
-      </div>
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-<!DOCTYPE html>
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-            
-  <section id="semantic-router-documentation">
-<h1>Semantic Router documentation<a class="headerlink" href="#semantic-router-documentation" title="Link to this heading">¶</a></h1>
-<p>Semantic Router is a superfast decision-making layer for your LLMs and agents. Rather than waiting for slow LLM generations to make tool-use decisions, we use the magic of semantic vector space to make those decisions — <em>routing</em> our requests using <em>semantic</em> meaning.</p>
-<p>## Integrations</p>
-<p>The <em>encoders</em> of semantic router include easy-to-use integrations with <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/semantic_router/encoders/cohere.py">Cohere</a>, <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/openai-embed-3.ipynb">OpenAI</a>, <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/huggingface.ipynb">Hugging Face</a>, <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/fastembed.ipynb">FastEmbed</a>, and <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/tree/main/semantic_router/encoders">more</a> — we even support <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/07-multi-modal.ipynb">multi-modality</a>!.</p>
-<p>Our utterance vector space also integrates with <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/pinecone.ipynb">Pinecone</a> and <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/qdrant.ipynb">Qdrant</a>!</p>
-<div class="toctree-wrapper compound">
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="quickstart.html">Quickstart</a></li>
-</ul>
-</div>
-</section>
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-<h1 class="logo"><a href="#">Semantic Router</a></h1>
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-<ul>
-<li class="toctree-l1"><a class="reference internal" href="quickstart.html">Quickstart</a></li>
-</ul>
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-<h3>Related Topics</h3>
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-<!DOCTYPE html>
-
-<html lang="en" data-content_root="./">
-  <head>
-    <meta charset="utf-8" />
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-  <section id="quickstart">
-<h1>Quickstart<a class="headerlink" href="#quickstart" title="Link to this heading">¶</a></h1>
-<p>To get started with <em>semantic-router</em> we install it like so:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="o">-</span><span class="n">qU</span> <span class="n">semantic</span><span class="o">-</span><span class="n">router</span>
-</pre></div>
-</div>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>If wanting to use a fully local version of semantic router you can use <code class="docutils literal notranslate"><span class="pre">HuggingFaceEncoder</span></code> and <code class="docutils literal notranslate"><span class="pre">LlamaCppLLM</span></code> (<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">-qU</span> <span class="pre">&quot;semantic-router[local]&quot;</span></code>, see <a class="reference external" href="https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb">here</a>). To use the <code class="docutils literal notranslate"><span class="pre">HybridRouteLayer</span></code> you must <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">-qU</span> <span class="pre">&quot;semantic-router[hybrid]&quot;</span></code>.</p>
-</div>
-<p>We begin by defining a set of <code class="docutils literal notranslate"><span class="pre">Route</span></code> objects. These are the decision paths that the semantic router can decide to use, let’s try two simple routes for now — one for talk on <em>politics</em> and another for <em>chitchat</em>:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">semantic_router</span> <span class="kn">import</span> <span class="n">Route</span>
-
-<span class="c1"># we could use this as a guide for our chatbot to avoid political conversations</span>
-<span class="n">politics</span> <span class="o">=</span> <span class="n">Route</span><span class="p">(</span>
-    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;politics&quot;</span><span class="p">,</span>
-    <span class="n">utterances</span><span class="o">=</span><span class="p">[</span>
-        <span class="s2">&quot;isn&#39;t politics the best thing ever&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;why don&#39;t you tell me about your political opinions&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;don&#39;t you just love the president&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;they&#39;re going to destroy this country!&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;they will save the country!&quot;</span><span class="p">,</span>
-    <span class="p">],</span>
-<span class="p">)</span>
-
-<span class="c1"># this could be used as an indicator to our chatbot to switch to a more</span>
-<span class="c1"># conversational prompt</span>
-<span class="n">chitchat</span> <span class="o">=</span> <span class="n">Route</span><span class="p">(</span>
-    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;chitchat&quot;</span><span class="p">,</span>
-    <span class="n">utterances</span><span class="o">=</span><span class="p">[</span>
-        <span class="s2">&quot;how&#39;s the weather today?&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;how are things going?&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;lovely weather today&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;the weather is horrendous&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;let&#39;s go to the chippy&quot;</span><span class="p">,</span>
-    <span class="p">],</span>
-<span class="p">)</span>
-
-<span class="c1"># we place both of our decisions together into single list</span>
-<span class="n">routes</span> <span class="o">=</span> <span class="p">[</span><span class="n">politics</span><span class="p">,</span> <span class="n">chitchat</span><span class="p">]</span>
-</pre></div>
-</div>
-<p>We have our routes ready, now we initialize an embedding / encoder model. We currently support a <code class="docutils literal notranslate"><span class="pre">CohereEncoder</span></code> and <code class="docutils literal notranslate"><span class="pre">OpenAIEncoder</span></code> — more encoders will be added soon. To initialize them we do:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
-<span class="kn">from</span> <span class="nn">semantic_router.encoders</span> <span class="kn">import</span> <span class="n">CohereEncoder</span><span class="p">,</span> <span class="n">OpenAIEncoder</span>
-
-<span class="c1"># for Cohere</span>
-<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">&quot;COHERE_API_KEY&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;&lt;YOUR_API_KEY&gt;&quot;</span>
-<span class="n">encoder</span> <span class="o">=</span> <span class="n">CohereEncoder</span><span class="p">()</span>
-
-<span class="c1"># or for OpenAI</span>
-<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">&quot;OPENAI_API_KEY&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;&lt;YOUR_API_KEY&gt;&quot;</span>
-<span class="n">encoder</span> <span class="o">=</span> <span class="n">OpenAIEncoder</span><span class="p">()</span>
-</pre></div>
-</div>
-<p>With our <code class="docutils literal notranslate"><span class="pre">routes</span></code> and <code class="docutils literal notranslate"><span class="pre">encoder</span></code> defined we now create a <code class="docutils literal notranslate"><span class="pre">RouteLayer</span></code>. The route layer handles our semantic decision making.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">semantic_router.layer</span> <span class="kn">import</span> <span class="n">RouteLayer</span>
-
-<span class="n">rl</span> <span class="o">=</span> <span class="n">RouteLayer</span><span class="p">(</span><span class="n">encoder</span><span class="o">=</span><span class="n">encoder</span><span class="p">,</span> <span class="n">routes</span><span class="o">=</span><span class="n">routes</span><span class="p">)</span>
-</pre></div>
-</div>
-<p>We can now use our route layer to make super fast decisions based on user queries. Let’s try with two queries that should trigger our route decisions:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">rl</span><span class="p">(</span><span class="s2">&quot;don&#39;t you love politics?&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
-</pre></div>
-</div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="n">Out</span><span class="p">]:</span> <span class="s1">&#39;politics&#39;</span>
-</pre></div>
-</div>
-<p>Correct decision, let’s try another:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">rl</span><span class="p">(</span><span class="s2">&quot;how&#39;s the weather today?&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
-</pre></div>
-</div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="n">Out</span><span class="p">]:</span> <span class="s1">&#39;chitchat&#39;</span>
-</pre></div>
-</div>
-<p>We get both decisions correct! Now lets try sending an unrelated query:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">rl</span><span class="p">(</span><span class="s2">&quot;I&#39;m interested in learning about llama 2&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
-</pre></div>
-</div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="n">Out</span><span class="p">]:</span>
-</pre></div>
-</div>
-<p>In this case, no decision could be made as we had no matches — so our route layer returned <code class="docutils literal notranslate"><span class="pre">None</span></code>!</p>
-</section>
-
-
-          </div>
-          
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-      <div class="sphinxsidebar" role="navigation" aria-label="Main">
-        <div class="sphinxsidebarwrapper">
-<h1 class="logo"><a href="index.html">Semantic Router</a></h1>
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-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
-<ul class="current">
-<li class="toctree-l1 current"><a class="current reference internal" href="#">Quickstart</a></li>
-</ul>
-
-<div class="relations">
-<h3>Related Topics</h3>
-<ul>
-  <li><a href="index.html">Documentation overview</a><ul>
-      <li>Previous: <a href="index.html" title="previous chapter">Semantic Router documentation</a></li>
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-
-        </div>
-      </div>
-      <div class="clearer"></div>
-    </div>
-    <div class="footer">
-      &#169;2024, Aurelio AI.
-      
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-      Powered by <a href="https://www.sphinx-doc.org/">Sphinx 7.4.7</a>
-      &amp; <a href="https://alabaster.readthedocs.io">Alabaster 0.7.16</a>
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-  </body>
-</html>
\ No newline at end of file
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
deleted file mode 100644
index e81afba0e0d9e19467f3d3a7219e021216b53099..0000000000000000000000000000000000000000
--- a/docs/build/html/searchindex.js
+++ /dev/null
@@ -1 +0,0 @@
-Search.setIndex({"alltitles": {"Contents:": [[0, null]], "Quickstart": [[1, null]], "Semantic Router documentation": [[0, null]]}, "docnames": ["index", "quickstart"], "envversion": {"sphinx": 62, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2}, "filenames": ["index.rst", "quickstart.rst"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": 1, "2": 1, "If": 1, "In": 1, "The": [0, 1], "These": 1, "To": 1, "With": 1, "about": 1, "ad": 1, "add": [], "agent": 0, "also": 0, "an": 1, "anoth": 1, "ar": 1, "avoid": 1, "base": 1, "begin": 1, "best": 1, "both": 1, "can": 1, "case": 1, "chatbot": 1, "chippi": 1, "chitchat": 1, "coher": [0, 1], "cohere_api_kei": 1, "cohereencod": 1, "content": [], "convers": 1, "correct": 1, "could": 1, "countri": 1, "creat": 1, "current": 1, "decid": 1, "decis": [0, 1], "defin": 1, "destroi": 1, "detail": [], "do": 1, "don": 1, "easi": 0, "embed": 1, "encod": [0, 1], "environ": 1, "even": 0, "ever": 1, "face": 0, "fast": 1, "fastemb": 0, "from": 1, "fulli": 1, "gener": 0, "get": 1, "go": 1, "guid": 1, "had": 1, "handl": 1, "have": 1, "here": 1, "horrend": 1, "how": 1, "hug": 0, "huggingfaceencod": 1, "hybrid": 1, "hybridroutelay": 1, "i": [0, 1], "import": 1, "includ": 0, "indic": 1, "initi": 1, "instal": 1, "integr": 0, "interest": 1, "isn": 1, "just": 1, "layer": [0, 1], "learn": 1, "let": 1, "like": 1, "list": 1, "llama": 1, "llamacppllm": 1, "llm": 0, "local": 1, "love": 1, "m": 1, "made": 1, "magic": 0, "make": [0, 1], "match": 1, "me": 1, "mean": 0, "modal": 0, "model": 1, "more": [0, 1], "multi": 0, "must": 1, "name": 1, "none": 1, "now": 1, "o": 1, "object": 1, "one": 1, "openai": [0, 1], "openai_api_kei": 1, "openaiencod": 1, "opinion": 1, "our": [0, 1], "out": 1, "path": 1, "pinecon": 0, "pip": 1, "place": 1, "polit": 1, "presid": 1, "prompt": 1, "qdrant": 0, "qu": 1, "queri": 1, "quickstart": 0, "rather": 0, "re": 1, "readi": 1, "request": 0, "restructuredtext": [], "return": 1, "rl": 1, "rout": [0, 1], "routelay": 1, "router": 1, "save": 1, "see": 1, "semant": 1, "semantic_rout": 1, "send": 1, "set": 1, "should": 1, "simpl": 1, "singl": 1, "slow": 0, "so": 1, "soon": 1, "space": 0, "start": 1, "super": 1, "superfast": 0, "support": [0, 1], "switch": 1, "syntax": [], "t": 1, "talk": 1, "tell": 1, "than": 0, "thei": 1, "them": 1, "thi": 1, "thing": 1, "those": 0, "todai": 1, "togeth": 1, "tool": 0, "trigger": 1, "try": 1, "two": 1, "unrel": 1, "us": [0, 1], "user": 1, "utter": [0, 1], "vector": 0, "version": 1, "wait": 0, "want": 1, "we": [0, 1], "weather": 1, "why": 1, "you": 1, "your": [0, 1], "your_api_kei": 1}, "titles": ["Semantic Router documentation", "Quickstart"], "titleterms": {"content": 0, "document": 0, "quickstart": 1, "router": 0, "semant": 0}})
\ No newline at end of file
diff --git a/docs/source/conf.py b/docs/source/conf.py
index a7aa6634a39086676df995b31196a6453d546dbf..badb608c0270e48a1543ae2bbd8395e8173870a1 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -16,19 +16,15 @@ release = "0.0.55"
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
 
-extensions = [
-    "sphinx.ext.autodoc",
-    "sphinx.ext.autosummary",
-    "sphinxawesome_theme"
-]
+extensions = ["sphinx.ext.autodoc", "sphinx.ext.autosummary", "sphinxawesome_theme"]
 
-#templates_path = ["_templates"]
+# templates_path = ["_templates"]
 exclude_patterns: List[str] = []
 
 
 # -- Options for HTML output -------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
-html_permalinks_icon = '<span>#</span>'
-html_theme = 'sphinxawesome_theme'
+html_permalinks_icon = "<span>#</span>"
+html_theme = "sphinxawesome_theme"
 html_static_path = ["_static"]