diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 243f0ccab265dab72295db1e1516dd9f1256a9ad..d2e69363330c0b90a7cbff5d01fc218922e6a270 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -17,7 +17,7 @@ build:
# Build documentation in the "docs/" directory with Sphinx
sphinx:
- configuration: docs/conf.py
+ configuration: ./docs/source/conf.py
# Optionally build your docs in additional formats such as PDF and ePub
# formats:
diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 3f6cbcf2da3368dbcb9f61567b26789cf90aac75..c366757386dc6f23238e705abd8b4c34da298789 100644
Binary files a/docs/build/doctrees/environment.pickle and b/docs/build/doctrees/environment.pickle differ
diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index 384c04db99c12c799ed45c98736d367b61b50035..12ffe681303949e996a75f9c261cf0cee90f06e7 100644
Binary files a/docs/build/doctrees/index.doctree and b/docs/build/doctrees/index.doctree differ
diff --git a/docs/build/doctrees/quickstart.doctree b/docs/build/doctrees/quickstart.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..237d6b52bf65676c3a4070c43b3efda329e1d1d3
Binary files /dev/null and b/docs/build/doctrees/quickstart.doctree differ
diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
index 761199b2e6b5369f7af757c0c93915e33ce964c6..5fb6279de50d1a2a59b42de088033cc26ed69143 100644
--- a/docs/build/html/.buildinfo
+++ b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
# 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: b045aa0ea82ed36b5de0726e6cfa8149
+config: 6d2df66aa6f93c86aae075c298bca014
tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 1fb0f6bc6216d65e5ad233862c9395ce8fda103e..0d07a3efeba6f02ffe236879c12cc05c58ae25db 100644
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -6,12 +6,17 @@
Semantic Router documentation
=============================
-Add your content using ``reStructuredText`` syntax. See the
-`reStructuredText <https://www.sphinx-doc.org/en/master/usage/restructuredtext/index.html>`_
-documentation for details.
+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
new file mode 100644
index 0000000000000000000000000000000000000000..b37655476afcedb7fc40e5cb1252f6d642c1551b
--- /dev/null
+++ b/docs/build/html/_sources/quickstart.rst.txt
@@ -0,0 +1,98 @@
+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/genindex.html b/docs/build/html/genindex.html
index 329c75f236a45522777747ba179df3cd5b9bd655..9d5cb1a192716bbc501328957f02c902dd54ad7e 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -53,6 +53,10 @@
<h3>Navigation</h3>
+<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 class="relations">
<h3>Related Topics</h3>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index ed99b194c756188448ad3a6651be607e2a5ad061..5d5caccb984712f25f26fe41c78d736ee650eca6 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -13,6 +13,7 @@
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
+ <link rel="next" title="Quickstart" href="quickstart.html" />
<link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,10 +33,15 @@
<section id="semantic-router-documentation">
<h1>Semantic Router documentation<a class="headerlink" href="#semantic-router-documentation" title="Link to this heading">¶</a></h1>
-<p>Add your content using <code class="docutils literal notranslate"><span class="pre">reStructuredText</span></code> syntax. See the
-<a class="reference external" href="https://www.sphinx-doc.org/en/master/usage/restructuredtext/index.html">reStructuredText</a>
-documentation for details.</p>
+<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>
@@ -56,11 +62,16 @@ documentation for details.</p>
<h3>Navigation</h3>
+<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 class="relations">
<h3>Related Topics</h3>
<ul>
<li><a href="#">Documentation overview</a><ul>
+ <li>Next: <a href="quickstart.html" title="next chapter">Quickstart</a></li>
</ul></li>
</ul>
</div>
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
index 0db59178f18b0761f032469c90f768ca2a8057b2..798dd58fe0ce62d7106f395bb896e6563936a5bb 100644
Binary files a/docs/build/html/objects.inv and b/docs/build/html/objects.inv differ
diff --git a/docs/build/html/quickstart.html b/docs/build/html/quickstart.html
new file mode 100644
index 0000000000000000000000000000000000000000..d2ab1b516515bcf8c9178172222a4156777d6f6f
--- /dev/null
+++ b/docs/build/html/quickstart.html
@@ -0,0 +1,187 @@
+<!DOCTYPE html>
+
+<html lang="en" data-content_root="./">
+ <head>
+ <meta charset="utf-8" />
+ <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+ <title>Quickstart — 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="genindex.html" />
+ <link rel="search" title="Search" href="search.html" />
+ <link rel="prev" title="Semantic Router documentation" href="index.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">
+
+ <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">"semantic-router[local]"</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">"semantic-router[hybrid]"</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">"politics"</span><span class="p">,</span>
+ <span class="n">utterances</span><span class="o">=</span><span class="p">[</span>
+ <span class="s2">"isn't politics the best thing ever"</span><span class="p">,</span>
+ <span class="s2">"why don't you tell me about your political opinions"</span><span class="p">,</span>
+ <span class="s2">"don't you just love the president"</span><span class="p">,</span>
+ <span class="s2">"they're going to destroy this country!"</span><span class="p">,</span>
+ <span class="s2">"they will save the country!"</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">"chitchat"</span><span class="p">,</span>
+ <span class="n">utterances</span><span class="o">=</span><span class="p">[</span>
+ <span class="s2">"how's the weather today?"</span><span class="p">,</span>
+ <span class="s2">"how are things going?"</span><span class="p">,</span>
+ <span class="s2">"lovely weather today"</span><span class="p">,</span>
+ <span class="s2">"the weather is horrendous"</span><span class="p">,</span>
+ <span class="s2">"let's go to the chippy"</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">"COHERE_API_KEY"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"<YOUR_API_KEY>"</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">"OPENAI_API_KEY"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"<YOUR_API_KEY>"</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">"don't you love politics?"</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">'politics'</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">"how's the weather today?"</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">'chitchat'</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">"I'm interested in learning about llama 2"</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>
+
+ </div>
+ </div>
+ <div class="sphinxsidebar" role="navigation" aria-label="Main">
+ <div class="sphinxsidebarwrapper">
+<h1 class="logo"><a href="index.html">Semantic Router</a></h1>
+
+
+
+
+
+
+
+
+<h3>Navigation</h3>
+<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>
+ </ul></li>
+</ul>
+</div>
+<search id="searchbox" style="display: none" role="search">
+ <h3 id="searchlabel">Quick search</h3>
+ <div class="searchformwrapper">
+ <form class="search" action="search.html" method="get">
+ <input type="text" name="q" aria-labelledby="searchlabel" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"/>
+ <input type="submit" value="Go" />
+ </form>
+ </div>
+</search>
+<script>document.getElementById('searchbox').style.display = "block"</script>
+
+
+
+
+
+
+
+
+ </div>
+ </div>
+ <div class="clearer"></div>
+ </div>
+ <div class="footer">
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+
+ |
+ Powered by <a href="https://www.sphinx-doc.org/">Sphinx 7.4.7</a>
+ & <a href="https://alabaster.readthedocs.io">Alabaster 0.7.16</a>
+
+ |
+ <a href="_sources/quickstart.rst.txt"
+ rel="nofollow">Page source</a>
+ </div>
+
+
+
+
+ </body>
+</html>
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diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 723964c26a6b64abf1be42e0cc00259a7c96e8a4..19511ba746f32d3ba0567197713ef588183ffcd8 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -80,6 +80,10 @@
<h3>Navigation</h3>
+<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 class="relations">
<h3>Related Topics</h3>
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index d37a819ce7a73ae35c8ab750cd1a9f8ff24bb700..e81afba0e0d9e19467f3d3a7219e021216b53099 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
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