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Base
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Fastembed
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Langchain Based
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Openai
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Indices
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Base
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Extractors
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Extractors
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Doc Parsers
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Ingests
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Ingests
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<li class="md-nav__item">
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Files
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Qa
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Qa
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<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/indices/qa/citation/" class="md-nav__link">
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Citation
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</a>
</li>
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Text Based
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Rankings
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Rankings
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/indices/rankings/base/" class="md-nav__link">
<span class="md-ellipsis">
Base
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</a>
</li>
<li class="md-nav__item">
<a href="../reference/indices/rankings/cohere/" class="md-nav__link">
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Cohere
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</a>
</li>
<li class="md-nav__item">
<a href="../reference/indices/rankings/llm/" class="md-nav__link">
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Llm
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</li>
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<li class="md-nav__item">
<a href="../reference/indices/splitters/" class="md-nav__link">
<span class="md-ellipsis">
Splitters
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</a>
</li>
<li class="md-nav__item">
<a href="../reference/indices/vectorindex/" class="md-nav__link">
<span class="md-ellipsis">
Vectorindex
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<div class="md-nav__link md-nav__container">
<a href="../reference/llms/" class="md-nav__link ">
<span class="md-ellipsis">
LLMs
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</a>
<label class="md-nav__link " for="__nav_3_7" id="__nav_3_7_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
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<label class="md-nav__title" for="__nav_3_7">
<span class="md-nav__icon md-icon"></span>
LLMs
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/llms/base/" class="md-nav__link">
<span class="md-ellipsis">
Base
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/branching/" class="md-nav__link">
<span class="md-ellipsis">
Branching
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7_3" >
<div class="md-nav__link md-nav__container">
<a href="../reference/llms/chats/" class="md-nav__link ">
<span class="md-ellipsis">
Chats
</span>
</a>
<label class="md-nav__link " for="__nav_3_7_3" id="__nav_3_7_3_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
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<label class="md-nav__title" for="__nav_3_7_3">
<span class="md-nav__icon md-icon"></span>
Chats
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/llms/chats/base/" class="md-nav__link">
<span class="md-ellipsis">
Base
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/chats/endpoint_based/" class="md-nav__link">
<span class="md-ellipsis">
Endpoint Based
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/chats/langchain_based/" class="md-nav__link">
<span class="md-ellipsis">
Langchain Based
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/chats/llamacpp/" class="md-nav__link">
<span class="md-ellipsis">
Llamacpp
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/chats/openai/" class="md-nav__link">
<span class="md-ellipsis">
Openai
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</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7_4" >
<div class="md-nav__link md-nav__container">
<a href="../reference/llms/completions/" class="md-nav__link ">
<span class="md-ellipsis">
Completions
</span>
</a>
<label class="md-nav__link " for="__nav_3_7_4" id="__nav_3_7_4_label" tabindex="0">
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</label>
</div>
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<label class="md-nav__title" for="__nav_3_7_4">
<span class="md-nav__icon md-icon"></span>
Completions
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/llms/completions/base/" class="md-nav__link">
<span class="md-ellipsis">
Base
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/completions/langchain_based/" class="md-nav__link">
<span class="md-ellipsis">
Langchain Based
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../reference/llms/cot/" class="md-nav__link">
<span class="md-ellipsis">
Cot
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/linear/" class="md-nav__link">
<span class="md-ellipsis">
Linear
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7_7" >
<div class="md-nav__link md-nav__container">
<a href="../reference/llms/prompts/" class="md-nav__link ">
<span class="md-ellipsis">
Prompts
</span>
</a>
<label class="md-nav__link " for="__nav_3_7_7" id="__nav_3_7_7_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
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<label class="md-nav__title" for="__nav_3_7_7">
<span class="md-nav__icon md-icon"></span>
Prompts
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/llms/prompts/base/" class="md-nav__link">
<span class="md-ellipsis">
Base
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../reference/llms/prompts/template/" class="md-nav__link">
<span class="md-ellipsis">
Template
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_8" >
<div class="md-nav__link md-nav__container">
<a href="../reference/loaders/" class="md-nav__link ">
<span class="md-ellipsis">
Loaders
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</a>
<label class="md-nav__link " for="__nav_3_8" id="__nav_3_8_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
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<label class="md-nav__title" for="__nav_3_8">
<span class="md-nav__icon md-icon"></span>
Loaders
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../reference/loaders/adobe_loader/" class="md-nav__link">
<span class="md-ellipsis">
Adobe Loader
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</a>
</li>
<li class="md-nav__item">
<a href="../reference/loaders/base/" class="md-nav__link">
<span class="md-ellipsis">
Base
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</a>
</li>
<li class="md-nav__item">
<a href="../reference/loaders/composite_loader/" class="md-nav__link">
<span class="md-ellipsis">
Composite Loader
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</li>
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<a href="../reference/loaders/docx_loader/" class="md-nav__link">
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Docx Loader
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<a href="../reference/loaders/excel_loader/" class="md-nav__link">
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Excel Loader
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</a>
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<a href="../reference/loaders/html_loader/" class="md-nav__link">
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Html Loader
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</a>
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<a href="../reference/loaders/mathpix_loader/" class="md-nav__link">
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Mathpix Loader
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<a href="../reference/loaders/ocr_loader/" class="md-nav__link">
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Ocr Loader
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</a>
</li>
<li class="md-nav__item">
<a href="../reference/loaders/unstructured_loader/" class="md-nav__link">
<span class="md-ellipsis">
Unstructured Loader
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<div><h1 id="kotaemon">kotaemon<a class="headerlink" href="#kotaemon" title="Permanent link"></a></h1>
<p>https://github.com/Cinnamon/kotaemon/assets/25688648/815ecf68-3a02-4914-a0dd-3f8ec7e75cd9</p>
<p><a href="https://github.com/Cinnamon/kotaemon">Source Code</a> |
<a href="https://huggingface.co/spaces/lone17/kotaemon-app">Live Demo</a></p>
<p><a href="https://cinnamon.github.io/kotaemon/">User Guide</a> |
<a href="https://cinnamon.github.io/kotaemon/development/">Developer Guide</a> |
<a href="https://github.com/Cinnamon/kotaemon/issues">Feedback</a></p>
<p><a href="https://www.python.org/downloads/release/python-31013/"><img alt="Python 3.10+" src="https://img.shields.io/badge/python-3.10+-blue.svg"></a>
<a href="https://github.com/psf/black"><img alt="Code style: black" src="https://img.shields.io/badge/code%20style-black-000000.svg"></a>
<a href="https://codeium.com"><img alt="built with Codeium" src="https://codeium.com/badges/main"></a></p>
<p>Build and use local RAG-based Question Answering (QA) applications.</p>
<p>This repository would like to appeal to both end users who want to do QA on their
documents and developers who want to build their own QA pipeline.</p>
<ul>
<li>For end users:<ul>
<li>A local Question Answering UI for RAG-based QA.</li>
<li>Supports LLM API providers (OpenAI, AzureOpenAI, Cohere, etc) and local LLMs
(currently only GGUF format is supported via <code>llama-cpp-python</code>).</li>
<li>Easy installation scripts, no environment setup required.</li>
</ul>
</li>
<li>For developers:<ul>
<li>A framework for building your own RAG-based QA pipeline.</li>
<li>See your RAG pipeline in action with the provided UI (built with Gradio).</li>
<li>Share your pipeline so that others can use it.</li>
</ul>
</li>
</ul>
<p>This repository is under active development. Feedback, issues, and PRs are highly
appreciated. Your input is valuable as it helps us persuade our business guys to support
open source.</p>
<h2 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link"></a></h2>
<div class="language-shell highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-1">1</a></span>
<span class="normal"><a href="#__codelineno-0-2">2</a></span>
<span class="normal"><a href="#__codelineno-0-3">3</a></span>
<span class="normal"><a href="#__codelineno-0-4">4</a></span>
<span class="normal"><a href="#__codelineno-0-5">5</a></span>
<span class="normal"><a href="#__codelineno-0-6">6</a></span>
<span class="normal"><a href="#__codelineno-0-7">7</a></span>
<span class="normal"><a href="#__codelineno-0-8">8</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1"></a><span class="c1"># Create a environment</span>
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2"></a>python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>kotaemon-env
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3"></a>
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4"></a><span class="c1"># Activate the environment</span>
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5"></a><span class="nb">source</span><span class="w"> </span>kotaemon-env/bin/activate
</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6"></a>
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7"></a><span class="c1"># Install the package</span>
</span><span id="__span-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8"></a>pip<span class="w"> </span>install<span class="w"> </span>git+https://github.com/Cinnamon/kotaemon.git
</span></code></pre></div></td></tr></table></div>
<h2 id="creating-your-application">Creating your application<a class="headerlink" href="#creating-your-application" title="Permanent link"></a></h2>
<p>In order to create your own application, you need to prepare these files:</p>
<ul>
<li><code>flowsettings.py</code></li>
<li><code>app.py</code></li>
<li><code>.env</code> (Optional)</li>
</ul>
<h3 id="flowsettingspy"><code>flowsettings.py</code><a class="headerlink" href="#flowsettingspy" title="Permanent link"></a></h3>
<p>This file contains the configuration of your application. You can use the example
<a href="https://github.com/Cinnamon/kotaemon/blob/main/libs/ktem/flowsettings.py">here</a> as the
starting point.</p>
<h3 id="apppy"><code>app.py</code><a class="headerlink" href="#apppy" title="Permanent link"></a></h3>
<p>This file is where you create your Gradio app object. This can be as simple as:</p>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-1-1">1</a></span>
<span class="normal"><a href="#__codelineno-1-2">2</a></span>
<span class="normal"><a href="#__codelineno-1-3">3</a></span>
<span class="normal"><a href="#__codelineno-1-4">4</a></span>
<span class="normal"><a href="#__codelineno-1-5">5</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1"></a><span class="kn">from</span> <span class="nn">ktem.main</span> <span class="kn">import</span> <span class="n">App</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2"></a>
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3"></a><span class="n">app</span> <span class="o">=</span> <span class="n">App</span><span class="p">()</span>
</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4"></a><span class="n">demo</span> <span class="o">=</span> <span class="n">app</span><span class="o">.</span><span class="n">make</span><span class="p">()</span>
</span><span id="__span-1-5"><a id="__codelineno-1-5" name="__codelineno-1-5"></a><span class="n">demo</span><span class="o">.</span><span class="n">launch</span><span class="p">()</span>
</span></code></pre></div></td></tr></table></div>
<h3 id="env-optional"><code>.env</code> (Optional)<a class="headerlink" href="#env-optional" title="Permanent link"></a></h3>
<p>This file provides another way to configure your models and credentials.</p>
<details>
<summary>Configure model via the .env file</summary>
<p>Alternatively, you can configure the models via the <code>.env</code> file with the information needed to connect to the LLMs. This file is located in
the folder of the application. If you don't see it, you can create one.</p>
<p>Currently, the following providers are supported:</p>
<h4 id="openai">OpenAI<a class="headerlink" href="#openai" title="Permanent link"></a></h4>
<p>In the <code>.env</code> file, set the <code>OPENAI_API_KEY</code> variable with your OpenAI API key in order
to enable access to OpenAI's models. There are other variables that can be modified,
please feel free to edit them to fit your case. Otherwise, the default parameter should
work for most people.</p>
<div class="language-shell highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-2-1">1</a></span>
<span class="normal"><a href="#__codelineno-2-2">2</a></span>
<span class="normal"><a href="#__codelineno-2-3">3</a></span>
<span class="normal"><a href="#__codelineno-2-4">4</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1"></a><span class="nv">OPENAI_API_BASE</span><span class="o">=</span>https://api.openai.com/v1
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2"></a><span class="nv">OPENAI_API_KEY</span><span class="o">=</span>&lt;your<span class="w"> </span>OpenAI<span class="w"> </span>API<span class="w"> </span>key<span class="w"> </span>here&gt;
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3"></a><span class="nv">OPENAI_CHAT_MODEL</span><span class="o">=</span>gpt-3.5-turbo
</span><span id="__span-2-4"><a id="__codelineno-2-4" name="__codelineno-2-4"></a><span class="nv">OPENAI_EMBEDDINGS_MODEL</span><span class="o">=</span>text-embedding-ada-002
</span></code></pre></div></td></tr></table></div>
<h4 id="azure-openai">Azure OpenAI<a class="headerlink" href="#azure-openai" title="Permanent link"></a></h4>
<p>For OpenAI models via Azure platform, you need to provide your Azure endpoint and API
key. Your might also need to provide your developments' name for the chat model and the
embedding model depending on how you set up Azure development.</p>
<div class="language-shell highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-3-1">1</a></span>
<span class="normal"><a href="#__codelineno-3-2">2</a></span>
<span class="normal"><a href="#__codelineno-3-3">3</a></span>
<span class="normal"><a href="#__codelineno-3-4">4</a></span>
<span class="normal"><a href="#__codelineno-3-5">5</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1"></a><span class="nv">AZURE_OPENAI_ENDPOINT</span><span class="o">=</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2"></a><span class="nv">AZURE_OPENAI_API_KEY</span><span class="o">=</span>
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3"></a><span class="nv">OPENAI_API_VERSION</span><span class="o">=</span><span class="m">2024</span>-02-15-preview
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4"></a><span class="nv">AZURE_OPENAI_CHAT_DEPLOYMENT</span><span class="o">=</span>gpt-35-turbo
</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5"></a><span class="nv">AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT</span><span class="o">=</span>text-embedding-ada-002
</span></code></pre></div></td></tr></table></div>
<h4 id="local-models">Local models<a class="headerlink" href="#local-models" title="Permanent link"></a></h4>
<ul>
<li>Pros:</li>
<li>Privacy. Your documents will be stored and process locally.</li>
<li>Choices. There are a wide range of LLMs in terms of size, domain, language to choose
from.</li>
<li>Cost. It's free.</li>
<li>Cons:</li>
<li>Quality. Local models are much smaller and thus have lower generative quality than
paid APIs.</li>
<li>Speed. Local models are deployed using your machine so the processing speed is
limited by your hardware.</li>
</ul>
<h5 id="find-and-download-a-llm">Find and download a LLM<a class="headerlink" href="#find-and-download-a-llm" title="Permanent link"></a></h5>
<p>You can search and download a LLM to be ran locally from the <a href="https://huggingface.co/models">Hugging Face
Hub</a>. Currently, these model formats are supported:</p>
<ul>
<li>GGUF</li>
</ul>
<p>You should choose a model whose size is less than your device's memory and should leave
about 2 GB. For example, if you have 16 GB of RAM in total, of which 12 GB is available,
then you should choose a model that takes up at most 10 GB of RAM. Bigger models tend to
give better generation but also take more processing time.</p>
<p>Here are some recommendations and their size in memory:</p>
<ul>
<li><a href="https://huggingface.co/Qwen/Qwen1.5-1.8B-Chat-GGUF/resolve/main/qwen1_5-1_8b-chat-q8_0.gguf?download=true">Qwen1.5-1.8B-Chat-GGUF</a>:
around 2 GB</li>
</ul>
<h5 id="enable-local-models">Enable local models<a class="headerlink" href="#enable-local-models" title="Permanent link"></a></h5>
<p>To add a local model to the model pool, set the <code>LOCAL_MODEL</code> variable in the <code>.env</code>
file to the path of the model file.</p>
<div class="language-shell highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-4-1">1</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1"></a><span class="nv">LOCAL_MODEL</span><span class="o">=</span>&lt;full<span class="w"> </span>path<span class="w"> </span>to<span class="w"> </span>your<span class="w"> </span>model<span class="w"> </span>file&gt;
</span></code></pre></div></td></tr></table></div>
<p>Here is how to get the full path of your model file:</p>
<ul>
<li>On Windows 11: right click the file and select <code>Copy as Path</code>.</li>
</ul>
</details>
<h2 id="start-your-application">Start your application<a class="headerlink" href="#start-your-application" title="Permanent link"></a></h2>
<p>Simply run the following command:</p>
<div class="language-shell highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-5-1">1</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1"></a>python<span class="w"> </span>app.py
</span></code></pre></div></td></tr></table></div>
<p>The app will be automatically launched in your browser.</p>
<p><img alt="Chat tab" src="https://raw.githubusercontent.com/Cinnamon/kotaemon/main/docs/images/chat-tab.png"></p>
<h2 id="customize-your-application">Customize your application<a class="headerlink" href="#customize-your-application" title="Permanent link"></a></h2>
<p>Please refer to the <a href="https://cinnamon.github.io/kotaemon/development/">Developer Guide</a>
for more details.</p></div>
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