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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25Z"/></svg>
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<h1 id="how-to-instantiate-a-greatai-service">How to instantiate a GreatAI service<a class="headerlink" href="#how-to-instantiate-a-greatai-service" title="Permanent link">#</a></h1>
|
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<p>The core value of the <code>great-ai</code> library lies in its <a class="autorefs autorefs-internal" href="../../reference/#great_ai.GreatAI">great_ai.deploy.GreatAI</a> class. In order to take advantage of it, you need to create an instance wrapping your code.</p>
|
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<p>Let's say that you have the following greeter function:</p>
|
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<div class="highlight"><span class="filename">greeter.py</span><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="k">def</span> <span class="nf">my_greeter_function</span><span class="p">(</span><span class="n">your_name</span><span class="p">):</span>
|
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<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">'Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!'</span>
|
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</code></pre></div>
|
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<p>You can simply decorate (wrap) this function with the <code>GreatAI.create</code> factory.</p>
|
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<div class="highlight"><span class="filename">greeter.py</span><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">GreatAI</span>
|
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<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>
|
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<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
|
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<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="k">def</span> <span class="nf">greeter</span><span class="p">(</span><span class="n">your_name</span><span class="p">):</span>
|
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<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">'Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!'</span>
|
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</code></pre></div>
|
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<details class="info">
|
|
<summary>Why not simply use <code>@GreatAI?</code></summary>
|
|
<p>The purpose of the <code>GreatAI.create</code> is simply to provide you with type-checking through MyPy, Pylance, and similar libraries. However, the overloading support for <code>__new__</code> is lacking in MyPy, thus, a static factory method is used instead.</p>
|
|
</details>
|
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<h2 id="with-types">With types<a class="headerlink" href="#with-types" title="Permanent link">#</a></h2>
|
|
<p><a href="https://realpython.com/python-type-checking/" target="_blank">Type annotating your codebase</a> can save you from lots of trivial mistakes, that's why it's highly advised. Simply add the expected types to your function's signature.</p>
|
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<div class="highlight"><span class="filename">type_safe_greeter.py</span><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">GreatAI</span>
|
|
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>
|
|
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
|
|
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="k">def</span> <span class="nf">type_safe_greeter</span><span class="p">(</span><span class="n">your_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
|
|
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">'Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!'</span>
|
|
</code></pre></div>
|
|
<p>This not only allows you to statically typecheck your code, but by default, GreatAI will check it during runtime as well using <a href="https://github.com/agronholm/typeguard" target="_blank">typeguard</a>.</p>
|
|
<h2 id="with-async">With async<a class="headerlink" href="#with-async" title="Permanent link">#</a></h2>
|
|
<p>Asynchronous code can result in immense performance gains in certain cases. For example, you might rely on a third-party service, do database access, or <a href="/how-to-guides/call-remote">call a remote GreatAI instance</a>. In these cases, you can simply make your function <code>async</code> without any other changes.</p>
|
|
<div class="highlight"><span class="filename">async_greeter.py</span><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">GreatAI</span>
|
|
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="kn">from</span> <span class="nn">asyncio</span> <span class="kn">import</span> <span class="n">sleep</span>
|
|
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a>
|
|
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
|
|
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="k">async</span> <span class="k">def</span> <span class="nf">async_greeter</span><span class="p">(</span><span class="n">your_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
|
|
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a> <span class="k">await</span> <span class="n">sleep</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="c1"># simulate IO-heavy operation</span>
|
|
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">'Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!'</span>
|
|
</code></pre></div>
|
|
<h2 id="with-decorators">With decorators<a class="headerlink" href="#with-decorators" title="Permanent link">#</a></h2>
|
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<p>GreatAI can decorate already decorated functions. The only restriction is that <code>@GreatAI.create</code> always have to come last. There are two built-in decorators that you can use to customise your function.</p>
|
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<h3 id="using-use_model">Using <code>use_model</code><a class="headerlink" href="#using-use_model" title="Permanent link">#</a></h3>
|
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<p>If you have previously saved a model with <code>save_model</code>, you can inject it into your function by calling <code>use_model</code>.</p>
|
|
<div class="highlight"><span class="filename">greeter_with_model.py</span><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">GreatAI</span><span class="p">,</span> <span class="n">use_model</span>
|
|
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>
|
|
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
|
|
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="nd">@use_model</span><span class="p">(</span><span class="s1">'name_of_my_model'</span><span class="p">,</span> <span class="n">version</span><span class="o">=</span><span class="s1">'latest'</span><span class="p">)</span> <span class="c1">#(1)</span>
|
|
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="k">def</span> <span class="nf">type_safe_greeter</span><span class="p">(</span><span class="n">your_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
|
|
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">'Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!'</span>
|
|
<a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a>
|
|
<a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a><span class="k">assert</span> <span class="n">type_safe_greeter</span><span class="p">(</span><span class="s1">'Andras'</span><span class="p">)</span><span class="o">.</span><span class="n">output</span> <span class="o">==</span> <span class="s1">'Hi Andras'</span>
|
|
</code></pre></div>
|
|
<ol>
|
|
<li>By default, the parameter named <code>model</code> will be replaced by the loaded model. This behaviour can be customised by setting the <code>model_kwarg_name</code>. This way, even multiple models can be injected into a single function.</li>
|
|
</ol>
|
|
<div class="admonition important">
|
|
<p class="admonition-title">Important</p>
|
|
<p>You must call <code>@use_model</code> before <code>GreatAI.create</code>. Feel free to use <code>@use_model</code> in other places of the code base, it works equally well outside of GreatAI services. </p>
|
|
</div>
|
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<h3 id="using-parameter">Using <code>parameter</code><a class="headerlink" href="#using-parameter" title="Permanent link">#</a></h3>
|
|
<p>If you wish to turn of logging or specify custom validation for your parameters, you can use the <code>@parameter</code> decorator.</p>
|
|
<div class="admonition note">
|
|
<p class="admonition-title">Note</p>
|
|
<p>By default, all parameters that are not affected by an explicit <code>@parameter</code> or <code>@use_model</code> decorator, are automatically decorated with <code>@parameter</code> when <code>GreatAI.create</code> is called.</p>
|
|
</div>
|
|
<p>```python "greeter_with_validation.py"
|
|
from great_ai import GreatAI, use_model</p>
|
|
<p>@GreatAI.create
|
|
@use_model('name_of_my_model', version='latest')
|
|
def type_safe_greeter(your_name: str, model) -> str:
|
|
return f'Hi {your_name}!'</p>
|
|
<p>assert type_safe_greeter('Andras').output == 'Hi Andras'
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>!!! important
|
|
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a> You must call `@parameter` before `GreatAI.create`. Feel free to use `@parameter` in other places of the code base, it works equally well outside of GreatAI services.
|
|
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a>
|
|
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a>
|
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<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a>## Complex example
|
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<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a>
|
|
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a>Refer to the following example summarising the options you have when instantiating a GreatAI service.
|
|
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a>
|
|
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a>```python title="complex.py"
|
|
<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a>from great_ai import save_model, GreatAI, parameter, use_model
|
|
<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a>
|
|
<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a>save_model(4, 'secret-number') #(2)
|
|
<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a>
|
|
<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a>@GreatAI.create
|
|
<a id="__codelineno-5-15" name="__codelineno-5-15" href="#__codelineno-5-15"></a>@parameter('positive_number', validator=lambda n: n > 0)
|
|
<a id="__codelineno-5-16" name="__codelineno-5-16" href="#__codelineno-5-16"></a>@use_model('secret-number', version='latest', model_kwarg_name='secret')
|
|
<a id="__codelineno-5-17" name="__codelineno-5-17" href="#__codelineno-5-17"></a>def add_number(positive_number: int, secret: int) -> int:
|
|
<a id="__codelineno-5-18" name="__codelineno-5-18" href="#__codelineno-5-18"></a> return positive_number + secret
|
|
<a id="__codelineno-5-19" name="__codelineno-5-19" href="#__codelineno-5-19"></a>
|
|
<a id="__codelineno-5-20" name="__codelineno-5-20" href="#__codelineno-5-20"></a>assert add_number(1).output == 5
|
|
</code></pre></div></p>
|
|
<ol>
|
|
<li>Refer to <a href="/how-to-guides/store-models">storing models</a> for specifying where to store your models. </li>
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