Hugging Face's logo

Spaces:
AnimalEquality
/
chatbot
Running

App Files Community
chatbot / _proc /_docs /lchain_tool.html
Evan Lesmez
Cleanup notebooks to be nbdev_test friendly
5f3a430
raw
history blame
No virus
57.3 kB
<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
<meta charset="utf-8">
<meta name="generator" content="quarto-1.3.361">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<meta name="description" content="Exploring Langchain Tool capabilities">
<title>lv-recipe-chatbot - lchain_tool</title>
<style>
code{white-space: pre-wrap;}
span.smallcaps{font-variant: small-caps;}
div.columns{display: flex; gap: min(4vw, 1.5em);}
div.column{flex: auto; overflow-x: auto;}
div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
ul.task-list{list-style: none;}
ul.task-list li input[type="checkbox"] {
width: 0.8em;
margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
vertical-align: middle;
}
/* CSS for syntax highlighting */
pre > code.sourceCode { white-space: pre; position: relative; }
pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
pre > code.sourceCode > span:empty { height: 1.2em; }
.sourceCode { overflow: visible; }
code.sourceCode > span { color: inherit; text-decoration: inherit; }
div.sourceCode { margin: 1em 0; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
pre > code.sourceCode { white-space: pre-wrap; }
pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
}
pre.numberSource code
{ counter-reset: source-line 0; }
pre.numberSource code > span
{ position: relative; left: -4em; counter-increment: source-line; }
pre.numberSource code > span > a:first-child::before
{ content: counter(source-line);
position: relative; left: -1em; text-align: right; vertical-align: baseline;
border: none; display: inline-block;
-webkit-touch-callout: none; -webkit-user-select: none;
-khtml-user-select: none; -moz-user-select: none;
-ms-user-select: none; user-select: none;
padding: 0 4px; width: 4em;
}
pre.numberSource { margin-left: 3em; padding-left: 4px; }
div.sourceCode
{ }
@media screen {
pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
}
</style>
<script src="site_libs/quarto-nav/quarto-nav.js"></script>
<script src="site_libs/quarto-nav/headroom.min.js"></script>
<script src="site_libs/clipboard/clipboard.min.js"></script>
<script src="site_libs/quarto-search/autocomplete.umd.js"></script>
<script src="site_libs/quarto-search/fuse.min.js"></script>
<script src="site_libs/quarto-search/quarto-search.js"></script>
<meta name="quarto:offset" content="./">
<script src="site_libs/quarto-html/quarto.js"></script>
<script src="site_libs/quarto-html/popper.min.js"></script>
<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
<script src="site_libs/quarto-html/anchor.min.js"></script>
<link href="site_libs/quarto-html/tippy.css" rel="stylesheet">
<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
<script src="site_libs/bootstrap/bootstrap.min.js"></script>
<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
<script id="quarto-search-options" type="application/json">{
"location": "navbar",
"copy-button": false,
"collapse-after": 3,
"panel-placement": "end",
"type": "overlay",
"limit": 20,
"language": {
"search-no-results-text": "No results",
"search-matching-documents-text": "matching documents",
"search-copy-link-title": "Copy link to search",
"search-hide-matches-text": "Hide additional matches",
"search-more-match-text": "more match in this document",
"search-more-matches-text": "more matches in this document",
"search-clear-button-title": "Clear",
"search-detached-cancel-button-title": "Cancel",
"search-submit-button-title": "Submit",
"search-label": "Search"
}
}</script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" integrity="sha512-c3Nl8+7g4LMSTdrm621y7kf9v3SDPnhxLNhcjFJbKECVnmZHTdo+IRO05sNLTH/D3vA6u1X32ehoLC7WFVdheg==" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.5.1/jquery.min.js" integrity="sha512-bLT0Qm9VnAYZDflyKcBaQ2gg0hSYNQrJ8RilYldYQ1FxQYoCLtUjuuRuZo+fjqhx/qtq/1itJ0C2ejDxltZVFg==" crossorigin="anonymous"></script>
<script type="application/javascript">define('jquery', [],function() {return window.jQuery;})</script>
<link rel="stylesheet" href="styles.css">
<meta property="og:title" content="lv-recipe-chatbot - lchain_tool">
<meta property="og:description" content="Exploring Langchain Tool capabilities">
<meta property="og:image" content="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd36a28ca4ca4a3abf6af168f575eef7bd2e8f81a12e175fcf53.jpeg">
<meta property="og:site-name" content="lv-recipe-chatbot">
<meta name="twitter:title" content="lv-recipe-chatbot - lchain_tool">
<meta name="twitter:description" content="Exploring Langchain Tool capabilities">
<meta name="twitter:image" content="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd36a28ca4ca4a3abf6af168f575eef7bd2e8f81a12e175fcf53.jpeg">
<meta name="twitter:card" content="summary_large_image">
</head>
<body class="nav-sidebar floating nav-fixed">
<div id="quarto-search-results"></div>
<header id="quarto-header" class="headroom fixed-top">
<nav class="navbar navbar-expand-lg navbar-dark ">
<div class="navbar-container container-fluid">
<div class="navbar-brand-container">
<a class="navbar-brand" href="./index.html">
<span class="navbar-title">lv-recipe-chatbot</span>
</a>
</div>
<div class="quarto-navbar-tools ms-auto">
</div>
<div id="quarto-search" class="" title="Search"></div>
</div> <!-- /container-fluid -->
</nav>
<nav class="quarto-secondary-nav">
<div class="container-fluid d-flex">
<button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
<i class="bi bi-layout-text-sidebar-reverse"></i>
</button>
<nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./lchain_tool.html">lchain_tool</a></li></ol></nav>
<a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
</a>
</div>
</nav>
</header>
<!-- content -->
<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
<!-- sidebar -->
<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
<div class="sidebar-menu-container">
<ul class="list-unstyled mt-1">
<li class="sidebar-item">
<div class="sidebar-item-container">
<a href="./index.html" class="sidebar-item-text sidebar-link">
<span class="menu-text">lv-recipe-chatbot</span></a>
</div>
</li>
<li class="sidebar-item">
<div class="sidebar-item-container">
<a href="./engineer_prompt.html" class="sidebar-item-text sidebar-link">
<span class="menu-text">engineer_prompt</span></a>
</div>
</li>
<li class="sidebar-item">
<div class="sidebar-item-container">
<a href="./app.html" class="sidebar-item-text sidebar-link">
<span class="menu-text">app</span></a>
</div>
</li>
<li class="sidebar-item">
<div class="sidebar-item-container">
<a href="./lchain_tool.html" class="sidebar-item-text sidebar-link active">
<span class="menu-text">lchain_tool</span></a>
</div>
</li>
<li class="sidebar-item">
<div class="sidebar-item-container">
<a href="./ingredient_vision.html" class="sidebar-item-text sidebar-link">
<span class="menu-text">ingredient_vision</span></a>
</div>
</li>
<li class="sidebar-item">
<div class="sidebar-item-container">
<a href="./edamam_api.html" class="sidebar-item-text sidebar-link">
<span class="menu-text">edamam_api</span></a>
</div>
</li>
</ul>
</div>
</nav>
<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
<!-- margin-sidebar -->
<div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
<nav id="TOC" role="doc-toc" class="toc-active">
<h2 id="toc-title">On this page</h2>
<ul>
<li><a href="#serpapiwrapper" id="toc-serpapiwrapper" class="nav-link active" data-scroll-target="#serpapiwrapper">SerpAPIWrapper</a></li>
<li><a href="#recipeserpapiwrapper" id="toc-recipeserpapiwrapper" class="nav-link" data-scroll-target="#recipeserpapiwrapper">RecipeSerpAPIWrapper</a></li>
<li><a href="#load_tools" id="toc-load_tools" class="nav-link" data-scroll-target="#load_tools">load_tools</a></li>
</ul>
<div class="toc-actions"><div><i class="bi bi-git"></i></div><div class="action-links"><p><a href="https://gitlab.com/animalequality/lv-recipe-chatbot/issues/new" class="toc-action">Report an issue</a></p></div></div></nav>
</div>
<!-- main -->
<main class="content" id="quarto-document-content">
<header id="title-block-header" class="quarto-title-block default">
<div class="quarto-title">
<h1 class="title">lchain_tool</h1>
</div>
<div>
<div class="description">
Exploring Langchain Tool capabilities
</div>
</div>
<div class="quarto-title-meta">
</div>
</header>
<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> dotenv <span class="im">import</span> load_dotenv</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>load_dotenv()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-display">
<pre><code>True</code></pre>
</div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>llm <span class="op">=</span> ChatOpenAI(temperature<span class="op">=</span><span class="dv">0</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>tools <span class="op">=</span> load_tools([<span class="st">"llm-math"</span>], llm<span class="op">=</span>llm)</span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>agent <span class="op">=</span> initialize_agent(</span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> tools,</span>
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> llm,</span>
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a> agent<span class="op">=</span>AgentType.CHAT_ZERO_SHOT_REACT_DESCRIPTION,</span>
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a> handle_parsing_errors<span class="op">=</span><span class="va">True</span>,</span>
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a> verbose<span class="op">=</span><span class="va">True</span>,</span>
<span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>agent(<span class="st">"What is the 3</span><span class="sc">% o</span><span class="st">f of 300 * 30?"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>
&gt; Entering new AgentExecutor chain...
We can calculate this using the Calculator tool.
Action:
```
{
"action": "Calculator",
"action_input": "0.03 * 300 * 30"
}
```
Observation: Answer: 270.0
Thought:Could not parse LLM output: This is the correct answer to the question.
Observation: Invalid or incomplete response
Thought:Let me try the same action again.
Action:
```
{
"action": "Calculator",
"action_input": "0.03 * 300 * 30"
}
```
Observation: Answer: 270.0
Thought:Could not parse LLM output: The tool gave the same answer, so I can be confident that it is correct.
Observation: Invalid or incomplete response
Thought:There seems to be an issue with the LLM response. Let me try a different way to calculate the answer.
Action:
```
{
"action": "Calculator",
"action_input": "300 * 30 * 0.03"
}
```
Observation: Answer: 270.0
Thought:I have successfully calculated the answer to the question using the calculator tool.
Final Answer: 270.0
&gt; Finished chain.</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>{'input': 'What is the 3% of of 300 * 30?', 'output': '270.0'}</code></pre>
</div>
</div>
<p><a href="https://python.langchain.com/en/latest/modules/agents/tools/examples/google_serper.html#searching-for-google-images">SerpAPI Google Images</a></p>
<div class="cell">
<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>params <span class="op">=</span> {</span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> <span class="st">"q"</span>: <span class="st">"Vegan pad thai recipes"</span>,</span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a> <span class="st">"location"</span>: <span class="st">"United States"</span>,</span>
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a> <span class="st">"hl"</span>: <span class="st">"en"</span>,</span>
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a> <span class="st">"gl"</span>: <span class="st">"us"</span>,</span>
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a> <span class="st">"api_key"</span>: os.environ[<span class="st">"SERPAPI_API_KEY"</span>],</span>
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb9-8"><a href="#cb9-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb9-9"><a href="#cb9-9" aria-hidden="true" tabindex="-1"></a>search <span class="op">=</span> GoogleSearch(params)</span>
<span id="cb9-10"><a href="#cb9-10" aria-hidden="true" tabindex="-1"></a>results <span class="op">=</span> search.get_dict()</span>
<span id="cb9-11"><a href="#cb9-11" aria-hidden="true" tabindex="-1"></a>recipes_results <span class="op">=</span> results[<span class="st">"recipes_results"</span>]</span>
<span id="cb9-12"><a href="#cb9-12" aria-hidden="true" tabindex="-1"></a>recipes_results</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-display">
<pre><code>[{'title': 'Easy Tofu Pad Thai',
'link': 'https://minimalistbaker.com/easy-tofu-pad-thai/',
'source': 'Minimalist Baker',
'rating': 4.9,
'reviews': 117,
'total_time': '30 min',
'ingredients': ['Pad thai rice',
'peanut sauce',
'thai red',
'soy sauce',
'bean sprouts']},
{'title': 'Vegan Pad Thai',
'link': 'https://www.noracooks.com/vegan-pad-thai/',
'source': 'Nora Cooks',
'rating': 5.0,
'reviews': 53,
'total_time': '30 min',
'ingredients': ['Stir fry rice',
'mung bean sprouts',
'soy sauce',
'maple syrup',
'sriracha hot sauce']},
{'title': 'Vegan Pad Thai',
'link': 'https://www.pickuplimes.com/recipe/speedy-vegan-pad-thai-116',
'source': 'Pick Up Limes',
'rating': 5.0,
'reviews': 34,
'total_time': '30 min',
'ingredients': ['Brown rice noodles',
'red hot',
'soy sauce',
'bean sprouts',
'sriracha hot sauce']}]</code></pre>
</div>
</div>
<hr>
<section id="serpapiwrapper" class="level3">
<h3 class="anchored" data-anchor-id="serpapiwrapper">SerpAPIWrapper</h3>
<blockquote class="blockquote">
<pre><code> SerpAPIWrapper (search_engine:Any=None, params:dict={'engine': 'google',
'google_domain': 'google.com', 'gl': 'us', 'hl': 'en'},
serpapi_api_key:Optional[str]=None,
aiosession:Optional[aiohttp.client.ClientSession]=None)</code></pre>
</blockquote>
<p>Wrapper around SerpAPI.</p>
<p>To use, you should have the <code>google-search-results</code> python package installed, and the environment variable <code>SERPAPI_API_KEY</code> set with your API key, or pass <code>serpapi_api_key</code> as a named parameter to the constructor.</p>
<p>Example: .. code-block:: python</p>
<pre><code> from langchain import SerpAPIWrapper
serpapi = SerpAPIWrapper()</code></pre>
<hr>
<p><a href="https://gitlab.com/animalequality/lv-recipe-chatbot/blob/main/lv_recipe_chatbot/lchain_tool.py#L19" target="_blank" style="float:right; font-size:smaller">source</a></p>
</section>
<section id="recipeserpapiwrapper" class="level3">
<h3 class="anchored" data-anchor-id="recipeserpapiwrapper">RecipeSerpAPIWrapper</h3>
<blockquote class="blockquote">
<pre><code> RecipeSerpAPIWrapper (search_engine:Any=None, params:dict={'engine':
'google', 'google_domain': 'google.com', 'gl':
'us', 'hl': 'en'},
serpapi_api_key:Optional[str]=None, aiosession:Opti
onal[aiohttp.client.ClientSession]=None)</code></pre>
</blockquote>
<p>Wrapper around SerpAPI.</p>
<p>To use, you should have the <code>google-search-results</code> python package installed, and the environment variable <code>SERPAPI_API_KEY</code> set with your API key, or pass <code>serpapi_api_key</code> as a named parameter to the constructor.</p>
<p>Example: .. code-block:: python</p>
<pre><code> from langchain import SerpAPIWrapper
serpapi = SerpAPIWrapper()</code></pre>
<div class="cell">
<div class="sourceCode cell-code" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>params <span class="op">=</span> {</span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a> <span class="st">"location"</span>: <span class="st">"United States"</span>,</span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a> <span class="st">"hl"</span>: <span class="st">"en"</span>,</span>
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a> <span class="st">"gl"</span>: <span class="st">"us"</span>,</span>
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a>search <span class="op">=</span> RecipeSerpAPIWrapper(params<span class="op">=</span>params)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb16"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>vegan_recipes <span class="op">=</span> search.run(<span class="st">"Vegan fried rice recipes"</span>)</span>
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>vegan_recipes[<span class="dv">0</span>:<span class="dv">3</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-display">
<pre><code>[{'title': 'Easy Vegan Fried Rice',
'link': 'https://minimalistbaker.com/easy-vegan-fried-rice/',
'source': 'Minimalist Baker',
'rating': 4.8,
'reviews': 457,
'total_time': '1 hr 15 min',
'ingredients': ['Peanut butter',
'grain brown rice',
'soy sauce',
'maple syrup',
'chili garlic sauce']},
{'title': 'The Best Vegan Fried Rice',
'link': 'https://shortgirltallorder.com/best-vegan-fried-rice',
'source': 'Short Girl Tall Order',
'rating': 4.8,
'reviews': 65,
'total_time': '28 min',
'ingredients': ['Soy sauce',
'white rice',
'rice wine vinegar',
'sugar',
'fresh peas']},
{'title': 'Vegan Fried Rice',
'link': 'https://www.noracooks.com/vegan-fried-rice/',
'source': 'Nora Cooks',
'rating': 5.0,
'reviews': 15,
'total_time': '20 min',
'ingredients': ['Gluten free',
'nutritional yeast',
'toasted sesame oil',
'carrots',
'olive oil']}]</code></pre>
</div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb18"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>params <span class="op">=</span> {</span>
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a> <span class="st">"engine"</span>: <span class="st">"google_images"</span>,</span>
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a> <span class="st">"q"</span>: <span class="st">"Vegan pad thai recipes"</span>,</span>
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a> <span class="st">"location"</span>: <span class="st">"United States"</span>,</span>
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a> <span class="st">"api_key"</span>: os.environ[<span class="st">"SERPAPI_API_KEY"</span>],</span>
<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a>search <span class="op">=</span> GoogleSearch(params)</span>
<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a>results <span class="op">=</span> search.get_dict()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb19"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> r <span class="kw">in</span> results[<span class="st">"images_results"</span>][<span class="dv">0</span>:<span class="dv">5</span>]:</span>
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a> display(r[<span class="st">"title"</span>], r[<span class="st">"link"</span>], Image(url<span class="op">=</span>r[<span class="st">"thumbnail"</span>]))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-display">
<pre><code>'Easy Tofu Pad Thai (Vegan) | Minimalist Baker Recipes'</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>'https://minimalistbaker.com/easy-tofu-pad-thai/'</code></pre>
</div>
<div class="cell-output cell-output-display">
<img src="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd36a28ca4ca4a3abf6af168f575eef7bd2e8f81a12e175fcf53.jpeg">
</div>
<div class="cell-output cell-output-display">
<pre><code>'Healthier vegan pad thai - Lazy Cat Kitchen'</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>'https://www.lazycatkitchen.com/healthier-vegan-pad-thai/'</code></pre>
</div>
<div class="cell-output cell-output-display">
<img src="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd36dee6fed89369c822a79ad529f726d1a65fdd09459c0a0b6a.jpeg">
</div>
<div class="cell-output cell-output-display">
<pre><code>'The Best Vegan Pad Thai - Full of Plants'</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>'https://fullofplants.com/the-best-vegan-pad-thai/'</code></pre>
</div>
<div class="cell-output cell-output-display">
<img src="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd3695828a207980e4280bb4e14cdccb84ebf5350f19237416f8.jpeg">
</div>
<div class="cell-output cell-output-display">
<pre><code>'Easy Vegan Pad Thai - Oh My Veggies'</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>'https://ohmyveggies.com/easy-vegan-pad-thai/'</code></pre>
</div>
<div class="cell-output cell-output-display">
<img src="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd36885ca51553e15b434e41039ef307ecbb4869522eeeefcfa5.jpeg">
</div>
<div class="cell-output cell-output-display">
<pre><code>'Easy Vegan Pad Thai - My Darling Vegan'</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>'https://www.mydarlingvegan.com/vegan-pad-thai/'</code></pre>
</div>
<div class="cell-output cell-output-display">
<img src="https://serpapi.com/searches/6480db18c56d93170a8e715f/images/6f34b4708ae4dd36a554bfded8055a9df50470d25fe62e19b9de5f16e262497f.jpeg">
</div>
</div>
<hr>
</section>
<section id="load_tools" class="level3">
<h3 class="anchored" data-anchor-id="load_tools">load_tools</h3>
<blockquote class="blockquote">
<pre><code> load_tools (tool_names:List[str],
llm:Optional[langchain.base_language.BaseLanguageModel]=None,
callbacks:Union[List[langchain.callbacks.base.BaseCallbackHan
dler],langchain.callbacks.base.BaseCallbackManager,NoneType]=
None, **kwargs:Any)</code></pre>
</blockquote>
<p>Load tools based on their name.</p>
<p>Args: tool_names: name of tools to load. llm: Optional language model, may be needed to initialize certain tools. callbacks: Optional callback manager or list of callback handlers. If not provided, default global callback manager will be used.</p>
<p>Returns: List of tools.</p>
<p>Here is the SerpAPIWrapper tool implementation</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> langchain.agents.load_tools <span class="im">import</span> _get_serpapi</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb32"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a>??_get_serpapi</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-display">
<div class="ansi-escaped-output">
<pre><span class="ansi-red-fg">Signature:</span> _get_serpapi<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">**</span>kwargs<span class="ansi-blue-fg">:</span> Any<span class="ansi-blue-fg">)</span> <span class="ansi-blue-fg">-&gt;</span> langchain<span class="ansi-blue-fg">.</span>tools<span class="ansi-blue-fg">.</span>base<span class="ansi-blue-fg">.</span>BaseTool
<span class="ansi-red-fg">Docstring:</span> &lt;no docstring&gt;
<span class="ansi-red-fg">Source:</span>
<span class="ansi-green-fg">def</span> _get_serpapi<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">**</span>kwargs<span class="ansi-blue-fg">:</span> Any<span class="ansi-blue-fg">)</span> <span class="ansi-blue-fg">-&gt;</span> BaseTool<span class="ansi-blue-fg">:</span>
<span class="ansi-green-fg">return</span> Tool<span class="ansi-blue-fg">(</span>
name<span class="ansi-blue-fg">=</span><span class="ansi-blue-fg">"Search"</span><span class="ansi-blue-fg">,</span>
description<span class="ansi-blue-fg">=</span><span class="ansi-blue-fg">"A search engine. Useful for when you need to answer questions about current events. Input should be a search query."</span><span class="ansi-blue-fg">,</span>
func<span class="ansi-blue-fg">=</span>SerpAPIWrapper<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">**</span>kwargs<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">.</span>run<span class="ansi-blue-fg">,</span>
coroutine<span class="ansi-blue-fg">=</span>SerpAPIWrapper<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">**</span>kwargs<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">.</span>arun<span class="ansi-blue-fg">,</span>
<span class="ansi-blue-fg">)</span>
<span class="ansi-red-fg">File:</span> ~/AnimalEquality/lv-recipe-chatbot/env/lib/python3.10/site-packages/langchain/agents/load_tools.py
<span class="ansi-red-fg">Type:</span> function</pre>
</div>
</div>
</div>
<p>Let’s use that for inspiration for our recipe version of the tool</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb33"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a>params <span class="op">=</span> {</span>
<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a> <span class="st">"location"</span>: <span class="st">"United States"</span>,</span>
<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a> <span class="st">"hl"</span>: <span class="st">"en"</span>,</span>
<span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a> <span class="st">"gl"</span>: <span class="st">"us"</span>,</span>
<span id="cb33-5"><a href="#cb33-5" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb33-6"><a href="#cb33-6" aria-hidden="true" tabindex="-1"></a>search <span class="op">=</span> RecipeSerpAPIWrapper(params<span class="op">=</span>params)</span>
<span id="cb33-7"><a href="#cb33-7" aria-hidden="true" tabindex="-1"></a>serpapi_recipe_tool <span class="op">=</span> Tool(</span>
<span id="cb33-8"><a href="#cb33-8" aria-hidden="true" tabindex="-1"></a> name<span class="op">=</span><span class="st">"Vegan Recipe Search"</span>,</span>
<span id="cb33-9"><a href="#cb33-9" aria-hidden="true" tabindex="-1"></a> description<span class="op">=</span><span class="st">"A search engine. Useful for when you need to fetch existing vetted vegan recipes. Input should be a vegan recipe search query."</span>,</span>
<span id="cb33-10"><a href="#cb33-10" aria-hidden="true" tabindex="-1"></a> func<span class="op">=</span>search.run,</span>
<span id="cb33-11"><a href="#cb33-11" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb34"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a><span class="at">@tool</span></span>
<span id="cb34-2"><a href="#cb34-2" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> time(text: <span class="bu">str</span>) <span class="op">-&gt;</span> <span class="bu">str</span>:</span>
<span id="cb34-3"><a href="#cb34-3" aria-hidden="true" tabindex="-1"></a> <span class="co">"""Returns todays date, use this for any</span></span>
<span id="cb34-4"><a href="#cb34-4" aria-hidden="true" tabindex="-1"></a><span class="co"> questions related to knowing todays date.</span></span>
<span id="cb34-5"><a href="#cb34-5" aria-hidden="true" tabindex="-1"></a><span class="co"> The input should always be an empty string,</span></span>
<span id="cb34-6"><a href="#cb34-6" aria-hidden="true" tabindex="-1"></a><span class="co"> and this function will always return todays</span></span>
<span id="cb34-7"><a href="#cb34-7" aria-hidden="true" tabindex="-1"></a><span class="co"> date - any date mathmatics should occur</span></span>
<span id="cb34-8"><a href="#cb34-8" aria-hidden="true" tabindex="-1"></a><span class="co"> outside this function."""</span></span>
<span id="cb34-9"><a href="#cb34-9" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="bu">str</span>(date.today())</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb35"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a>agent <span class="op">=</span> initialize_agent(</span>
<span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a> [time],</span>
<span id="cb35-3"><a href="#cb35-3" aria-hidden="true" tabindex="-1"></a> llm,</span>
<span id="cb35-4"><a href="#cb35-4" aria-hidden="true" tabindex="-1"></a> agent<span class="op">=</span>AgentType.CHAT_ZERO_SHOT_REACT_DESCRIPTION,</span>
<span id="cb35-5"><a href="#cb35-5" aria-hidden="true" tabindex="-1"></a> handle_parsing_errors<span class="op">=</span><span class="va">True</span>,</span>
<span id="cb35-6"><a href="#cb35-6" aria-hidden="true" tabindex="-1"></a> verbose<span class="op">=</span><span class="va">True</span>,</span>
<span id="cb35-7"><a href="#cb35-7" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb36"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a><span class="at">@tool</span></span>
<span id="cb36-2"><a href="#cb36-2" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> vegan_recipe_serpapi_search(text: <span class="bu">str</span>) <span class="op">-&gt;</span> <span class="bu">str</span>:</span>
<span id="cb36-3"><a href="#cb36-3" aria-hidden="true" tabindex="-1"></a> <span class="co">"""Returns a JSON/Python list of dictionaries of recipe data with keys in format:</span></span>
<span id="cb36-4"><a href="#cb36-4" aria-hidden="true" tabindex="-1"></a><span class="co"> ```</span></span>
<span id="cb36-5"><a href="#cb36-5" aria-hidden="true" tabindex="-1"></a><span class="co"> 'title': str,</span></span>
<span id="cb36-6"><a href="#cb36-6" aria-hidden="true" tabindex="-1"></a><span class="co"> 'link': str,</span></span>
<span id="cb36-7"><a href="#cb36-7" aria-hidden="true" tabindex="-1"></a><span class="co"> 'source': str,</span></span>
<span id="cb36-8"><a href="#cb36-8" aria-hidden="true" tabindex="-1"></a><span class="co"> 'rating': int,</span></span>
<span id="cb36-9"><a href="#cb36-9" aria-hidden="true" tabindex="-1"></a><span class="co"> 'reviews': int,</span></span>
<span id="cb36-10"><a href="#cb36-10" aria-hidden="true" tabindex="-1"></a><span class="co"> 'total_time': str,</span></span>
<span id="cb36-11"><a href="#cb36-11" aria-hidden="true" tabindex="-1"></a><span class="co"> 'ingredients': [</span></span>
<span id="cb36-12"><a href="#cb36-12" aria-hidden="true" tabindex="-1"></a><span class="co"> str,</span></span>
<span id="cb36-13"><a href="#cb36-13" aria-hidden="true" tabindex="-1"></a><span class="co"> str,</span></span>
<span id="cb36-14"><a href="#cb36-14" aria-hidden="true" tabindex="-1"></a><span class="co"> ```</span></span>
<span id="cb36-15"><a href="#cb36-15" aria-hidden="true" tabindex="-1"></a><span class="co"> The input must be the name of a vegan recipe </span><span class="ch">\</span></span>
<span id="cb36-16"><a href="#cb36-16" aria-hidden="true" tabindex="-1"></a><span class="co"> or query parameters such as ingredients to include, prep time, cuisine region. </span><span class="ch">\</span></span>
<span id="cb36-17"><a href="#cb36-17" aria-hidden="true" tabindex="-1"></a><span class="co"> Only execute the search for vegan recipes and ingredients. </span><span class="ch">\</span></span>
<span id="cb36-18"><a href="#cb36-18" aria-hidden="true" tabindex="-1"></a><span class="co"> If the SerpAPI request errors or recipes are not found, </span><span class="ch">\</span></span>
<span id="cb36-19"><a href="#cb36-19" aria-hidden="true" tabindex="-1"></a><span class="co"> an explanation message will be returned instead of the recipe JSON."""</span></span>
<span id="cb36-20"><a href="#cb36-20" aria-hidden="true" tabindex="-1"></a> params <span class="op">=</span> {</span>
<span id="cb36-21"><a href="#cb36-21" aria-hidden="true" tabindex="-1"></a> <span class="st">"q"</span>: text,</span>
<span id="cb36-22"><a href="#cb36-22" aria-hidden="true" tabindex="-1"></a> <span class="st">"location"</span>: <span class="st">"United States"</span>,</span>
<span id="cb36-23"><a href="#cb36-23" aria-hidden="true" tabindex="-1"></a> <span class="st">"hl"</span>: <span class="st">"en"</span>,</span>
<span id="cb36-24"><a href="#cb36-24" aria-hidden="true" tabindex="-1"></a> <span class="st">"gl"</span>: <span class="st">"us"</span>,</span>
<span id="cb36-25"><a href="#cb36-25" aria-hidden="true" tabindex="-1"></a> <span class="st">"api_key"</span>: os.environ[<span class="st">"SERPAPI_API_KEY"</span>],</span>
<span id="cb36-26"><a href="#cb36-26" aria-hidden="true" tabindex="-1"></a> }</span>
<span id="cb36-27"><a href="#cb36-27" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb36-28"><a href="#cb36-28" aria-hidden="true" tabindex="-1"></a> search <span class="op">=</span> GoogleSearch(params)</span>
<span id="cb36-29"><a href="#cb36-29" aria-hidden="true" tabindex="-1"></a> results <span class="op">=</span> search.get_dict()</span>
<span id="cb36-30"><a href="#cb36-30" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> <span class="st">"error"</span> <span class="kw">in</span> results.keys():</span>
<span id="cb36-31"><a href="#cb36-31" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="ss">f"Received an error from SerpAPI: </span><span class="sc">{</span>results[<span class="st">'error'</span>]<span class="sc">}</span><span class="ch">\n</span><span class="ss"> Query: </span><span class="sc">{</span>text<span class="sc">}</span><span class="ss">"</span></span>
<span id="cb36-32"><a href="#cb36-32" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb36-33"><a href="#cb36-33" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> <span class="st">"recipes_results"</span> <span class="kw">in</span> results.keys():</span>
<span id="cb36-34"><a href="#cb36-34" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="bu">str</span>(results[<span class="st">"recipes_results"</span>])</span>
<span id="cb36-35"><a href="#cb36-35" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb36-36"><a href="#cb36-36" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="st">"No recipes found for that query"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p>Create an agent with the tool</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb37"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a>agent <span class="op">=</span> initialize_agent(</span>
<span id="cb37-2"><a href="#cb37-2" aria-hidden="true" tabindex="-1"></a> tools<span class="op">=</span>[vegan_recipe_serpapi_search],</span>
<span id="cb37-3"><a href="#cb37-3" aria-hidden="true" tabindex="-1"></a> llm<span class="op">=</span>llm,</span>
<span id="cb37-4"><a href="#cb37-4" aria-hidden="true" tabindex="-1"></a> agent<span class="op">=</span>AgentType.CHAT_ZERO_SHOT_REACT_DESCRIPTION,</span>
<span id="cb37-5"><a href="#cb37-5" aria-hidden="true" tabindex="-1"></a> handle_parsing_errors<span class="op">=</span><span class="va">True</span>,</span>
<span id="cb37-6"><a href="#cb37-6" aria-hidden="true" tabindex="-1"></a> verbose<span class="op">=</span><span class="va">True</span>,</span>
<span id="cb37-7"><a href="#cb37-7" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb38"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a>agent.run(<span class="st">"Search vegan pad thai recipes"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>
&gt; Entering new AgentExecutor chain...
Thought: I can use the `vegan_recipe_serpapi_search` tool to search for vegan pad thai recipes.
Action:
```
{
"action": "vegan_recipe_serpapi_search",
"action_input": "vegan pad thai"
}
```
Observation: [{'title': 'Vegan Pad Thai', 'link': 'https://www.noracooks.com/vegan-pad-thai/', 'source': 'Nora Cooks', 'rating': 5.0, 'reviews': 53, 'total_time': '30 min', 'ingredients': ['Stir fry rice', 'mung bean sprouts', 'soy sauce', 'maple syrup', 'sriracha hot sauce']}, {'title': 'Easy Tofu Pad Thai', 'link': 'https://minimalistbaker.com/easy-tofu-pad-thai/', 'source': 'Minimalist Baker', 'rating': 4.9, 'reviews': 117, 'total_time': '30 min', 'ingredients': ['Pad thai rice', 'peanut sauce', 'thai red', 'soy sauce', 'bean sprouts']}, {'title': 'Vegan Pad Thai', 'link': 'https://www.pickuplimes.com/recipe/speedy-vegan-pad-thai-116', 'source': 'Pick Up Limes', 'rating': 5.0, 'reviews': 34, 'total_time': '30 min', 'ingredients': ['Brown rice noodles', 'red hot', 'soy sauce', 'bean sprouts', 'sriracha hot sauce']}]
Thought:Could not parse LLM output: The `vegan_recipe_serpapi_search` tool returned a list of three vegan pad thai recipes with their titles, links, sources, ratings, reviews, total time, and ingredients.
Observation: Invalid or incomplete response
Thought:I will try running the `vegan_recipe_serpapi_search` tool again with the input "vegan pad thai".
Action:
```
{
"action": "vegan_recipe_serpapi_search",
"action_input": "vegan pad thai"
}
```
Observation: [{'title': 'Vegan Pad Thai', 'link': 'https://www.noracooks.com/vegan-pad-thai/', 'source': 'Nora Cooks', 'rating': 5.0, 'reviews': 53, 'total_time': '30 min', 'ingredients': ['Stir fry rice', 'mung bean sprouts', 'soy sauce', 'maple syrup', 'sriracha hot sauce']}, {'title': 'Easy Tofu Pad Thai', 'link': 'https://minimalistbaker.com/easy-tofu-pad-thai/', 'source': 'Minimalist Baker', 'rating': 4.9, 'reviews': 117, 'total_time': '30 min', 'ingredients': ['Pad thai rice', 'peanut sauce', 'thai red', 'soy sauce', 'bean sprouts']}, {'title': 'Vegan Pad Thai', 'link': 'https://www.pickuplimes.com/recipe/speedy-vegan-pad-thai-116', 'source': 'Pick Up Limes', 'rating': 5.0, 'reviews': 34, 'total_time': '30 min', 'ingredients': ['Brown rice noodles', 'red hot', 'soy sauce', 'bean sprouts', 'sriracha hot sauce']}]
Thought:Could not parse LLM output: The `vegan_recipe_serpapi_search` tool returned a list of three vegan pad thai recipes with their titles, links, sources, ratings, reviews, total time, and ingredients.
Observation: Invalid or incomplete response
Thought:I will try running the `vegan_recipe_serpapi_search` tool again with the input "vegan pad thai recipes".
Action:
```
{
"action": "vegan_recipe_serpapi_search",
"action_input": "vegan pad thai recipes"
}
```
Observation: [{'title': 'Easy Tofu Pad Thai', 'link': 'https://minimalistbaker.com/easy-tofu-pad-thai/', 'source': 'Minimalist Baker', 'rating': 4.9, 'reviews': 117, 'total_time': '30 min', 'ingredients': ['Pad thai rice', 'peanut sauce', 'thai red', 'soy sauce', 'bean sprouts']}, {'title': 'Vegan Pad Thai', 'link': 'https://www.noracooks.com/vegan-pad-thai/', 'source': 'Nora Cooks', 'rating': 5.0, 'reviews': 53, 'total_time': '30 min', 'ingredients': ['Stir fry rice', 'mung bean sprouts', 'soy sauce', 'maple syrup', 'sriracha hot sauce']}, {'title': 'Vegan Pad Thai', 'link': 'https://www.pickuplimes.com/recipe/speedy-vegan-pad-thai-116', 'source': 'Pick Up Limes', 'rating': 5.0, 'reviews': 34, 'total_time': '30 min', 'ingredients': ['Brown rice noodles', 'red hot', 'soy sauce', 'bean sprouts', 'sriracha hot sauce']}]
Thought:Could not parse LLM output: I have successfully used the `vegan_recipe_serpapi_search` tool to search for vegan pad thai recipes. The tool returned a list of three vegan pad thai recipes with their titles, links, sources, ratings, reviews, total time, and ingredients.
Observation: Invalid or incomplete response
Thought:I will try running the `vegan_recipe_serpapi_search` tool again with the input "vegan pad thai recipe".
Action:
```
{
"action": "vegan_recipe_serpapi_search",
"action_input": "vegan pad thai recipe"
}
```
Observation: [{'title': 'Easy Tofu Pad Thai', 'link': 'https://minimalistbaker.com/easy-tofu-pad-thai/', 'source': 'Minimalist Baker', 'rating': 4.9, 'reviews': 117, 'total_time': '30 min', 'ingredients': ['Pad thai rice', 'peanut sauce', 'thai red', 'soy sauce', 'bean sprouts']}, {'title': 'Vegan Pad Thai', 'link': 'https://www.noracooks.com/vegan-pad-thai/', 'source': 'Nora Cooks', 'rating': 5.0, 'reviews': 53, 'total_time': '30 min', 'ingredients': ['Stir fry rice', 'mung bean sprouts', 'soy sauce', 'maple syrup', 'sriracha hot sauce']}, {'title': 'Vegan Pad Thai', 'link': 'https://www.pickuplimes.com/recipe/speedy-vegan-pad-thai-116', 'source': 'Pick Up Limes', 'rating': 5.0, 'reviews': 34, 'total_time': '30 min', 'ingredients': ['Brown rice noodles', 'red hot', 'soy sauce', 'bean sprouts', 'sriracha hot sauce']}]
Thought:Could not parse LLM output: I have successfully used the `vegan_recipe_serpapi_search` tool to search for vegan pad thai recipes. The tool returned a list of three vegan pad thai recipes with their titles, links, sources, ratings, reviews, total time, and ingredients.
Final Answer: Here are three vegan pad thai recipes:
1. Easy Tofu Pad Thai from Minimalist Baker
2. Vegan Pad Thai from Nora Cooks
3. Vegan Pad Thai from Pick Up Limes.
&gt; Finished chain.</code></pre>
</div>
<div class="cell-output cell-output-display">
<pre><code>'Here are three vegan pad thai recipes: \n1. Easy Tofu Pad Thai from Minimalist Baker\n2. Vegan Pad Thai from Nora Cooks\n3. Vegan Pad Thai from Pick Up Limes.'</code></pre>
</div>
</div>
<p>This doc should be corrected <a href="https://python.langchain.com/en/latest/modules/agents/tools/examples/serpapi.html">LangChain serpapi doc could be updated</a></p>
<div class="cell">
<div class="sourceCode cell-code" id="cb41"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a>search <span class="op">=</span> GoogleSerperAPIWrapper(<span class="bu">type</span><span class="op">=</span><span class="st">"search"</span>)</span>
<span id="cb41-2"><a href="#cb41-2" aria-hidden="true" tabindex="-1"></a>results <span class="op">=</span> search.results(<span class="st">"Lion"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><a href="https://www.edamam.com/">edamam</a></p>
</section>
</main> <!-- /main -->
<script id="quarto-html-after-body" type="application/javascript">
window.document.addEventListener("DOMContentLoaded", function (event) {
const toggleBodyColorMode = (bsSheetEl) => {
const mode = bsSheetEl.getAttribute("data-mode");
const bodyEl = window.document.querySelector("body");
if (mode === "dark") {
bodyEl.classList.add("quarto-dark");
bodyEl.classList.remove("quarto-light");
} else {
bodyEl.classList.add("quarto-light");
bodyEl.classList.remove("quarto-dark");
}
}
const toggleBodyColorPrimary = () => {
const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
if (bsSheetEl) {
toggleBodyColorMode(bsSheetEl);
}
}
toggleBodyColorPrimary();
const icon = "";
const anchorJS = new window.AnchorJS();
anchorJS.options = {
placement: 'right',
icon: icon
};
anchorJS.add('.anchored');
const isCodeAnnotation = (el) => {
for (const clz of el.classList) {
if (clz.startsWith('code-annotation-')) {
return true;
}
}
return false;
}
const clipboard = new window.ClipboardJS('.code-copy-button', {
text: function(trigger) {
const codeEl = trigger.previousElementSibling.cloneNode(true);
for (const childEl of codeEl.children) {
if (isCodeAnnotation(childEl)) {
childEl.remove();
}
}
return codeEl.innerText;
}
});
clipboard.on('success', function(e) {
// button target
const button = e.trigger;
// don't keep focus
button.blur();
// flash "checked"
button.classList.add('code-copy-button-checked');
var currentTitle = button.getAttribute("title");
button.setAttribute("title", "Copied!");
let tooltip;
if (window.bootstrap) {
button.setAttribute("data-bs-toggle", "tooltip");
button.setAttribute("data-bs-placement", "left");
button.setAttribute("data-bs-title", "Copied!");
tooltip = new bootstrap.Tooltip(button,
{ trigger: "manual",
customClass: "code-copy-button-tooltip",
offset: [0, -8]});
tooltip.show();
}
setTimeout(function() {
if (tooltip) {
tooltip.hide();
button.removeAttribute("data-bs-title");
button.removeAttribute("data-bs-toggle");
button.removeAttribute("data-bs-placement");
}
button.setAttribute("title", currentTitle);
button.classList.remove('code-copy-button-checked');
}, 1000);
// clear code selection
e.clearSelection();
});
function tippyHover(el, contentFn) {
const config = {
allowHTML: true,
content: contentFn,
maxWidth: 500,
delay: 100,
arrow: false,
appendTo: function(el) {
return el.parentElement;
},
interactive: true,
interactiveBorder: 10,
theme: 'quarto',
placement: 'bottom-start'
};
window.tippy(el, config);
}
const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
for (var i=0; i<noterefs.length; i++) {
const ref = noterefs[i];
tippyHover(ref, function() {
// use id or data attribute instead here
let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
try { href = new URL(href).hash; } catch {}
const id = href.replace(/^#\/?/, "");
const note = window.document.getElementById(id);
return note.innerHTML;
});
}
let selectedAnnoteEl;
const selectorForAnnotation = ( cell, annotation) => {
let cellAttr = 'data-code-cell="' + cell + '"';
let lineAttr = 'data-code-annotation="' + annotation + '"';
const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
return selector;
}
const selectCodeLines = (annoteEl) => {
const doc = window.document;
const targetCell = annoteEl.getAttribute("data-target-cell");
const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
const lines = annoteSpan.getAttribute("data-code-lines").split(",");
const lineIds = lines.map((line) => {
return targetCell + "-" + line;
})
let top = null;
let height = null;
let parent = null;
if (lineIds.length > 0) {
//compute the position of the single el (top and bottom and make a div)
const el = window.document.getElementById(lineIds[0]);
top = el.offsetTop;
height = el.offsetHeight;
parent = el.parentElement.parentElement;
if (lineIds.length > 1) {
const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
const bottom = lastEl.offsetTop + lastEl.offsetHeight;
height = bottom - top;
}
if (top !== null && height !== null && parent !== null) {
// cook up a div (if necessary) and position it
let div = window.document.getElementById("code-annotation-line-highlight");
if (div === null) {
div = window.document.createElement("div");
div.setAttribute("id", "code-annotation-line-highlight");
div.style.position = 'absolute';
parent.appendChild(div);
}
div.style.top = top - 2 + "px";
div.style.height = height + 4 + "px";
let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
if (gutterDiv === null) {
gutterDiv = window.document.createElement("div");
gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
gutterDiv.style.position = 'absolute';
const codeCell = window.document.getElementById(targetCell);
const gutter = codeCell.querySelector('.code-annotation-gutter');
gutter.appendChild(gutterDiv);
}
gutterDiv.style.top = top - 2 + "px";
gutterDiv.style.height = height + 4 + "px";
}
selectedAnnoteEl = annoteEl;
}
};
const unselectCodeLines = () => {
const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
elementsIds.forEach((elId) => {
const div = window.document.getElementById(elId);
if (div) {
div.remove();
}
});
selectedAnnoteEl = undefined;
};
// Attach click handler to the DT
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
for (const annoteDlNode of annoteDls) {
annoteDlNode.addEventListener('click', (event) => {
const clickedEl = event.target;
if (clickedEl !== selectedAnnoteEl) {
unselectCodeLines();
const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
if (activeEl) {
activeEl.classList.remove('code-annotation-active');
}
selectCodeLines(clickedEl);
clickedEl.classList.add('code-annotation-active');
} else {
// Unselect the line
unselectCodeLines();
clickedEl.classList.remove('code-annotation-active');
}
});
}
const findCites = (el) => {
const parentEl = el.parentElement;
if (parentEl) {
const cites = parentEl.dataset.cites;
if (cites) {
return {
el,
cites: cites.split(' ')
};
} else {
return findCites(el.parentElement)
}
} else {
return undefined;
}
};
var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
for (var i=0; i<bibliorefs.length; i++) {
const ref = bibliorefs[i];
const citeInfo = findCites(ref);
if (citeInfo) {
tippyHover(citeInfo.el, function() {
var popup = window.document.createElement('div');
citeInfo.cites.forEach(function(cite) {
var citeDiv = window.document.createElement('div');
citeDiv.classList.add('hanging-indent');
citeDiv.classList.add('csl-entry');
var biblioDiv = window.document.getElementById('ref-' + cite);
if (biblioDiv) {
citeDiv.innerHTML = biblioDiv.innerHTML;
}
popup.appendChild(citeDiv);
});
return popup.innerHTML;
});
}
}
});
</script>
</div> <!-- /content -->
</body></html>