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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>

<meta charset="utf-8">
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<title>app</title>
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<div class="cell" data-execution_count="1">
<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="op">%</span>pip install gradio<span class="op">==</span><span class="fl">3.50</span></span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>pip install fastai</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>pip install ipywidgets</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>Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: gradio==3.50 in /usr/local/lib/python3.10/dist-packages (3.50.0)
Requirement already satisfied: uvicorn&gt;=0.14.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.25.0)
Requirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (4.9.0)
Requirement already satisfied: pillow&lt;11.0,&gt;=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (10.2.0)
Requirement already satisfied: aiofiles&lt;24.0,&gt;=22.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (23.2.1)
Requirement already satisfied: pandas&lt;3.0,&gt;=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (2.1.4)
Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (2.1.3)
Requirement already satisfied: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,&lt;3.0.0,&gt;=1.7.4 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (2.5.3)
Requirement already satisfied: websockets&lt;12.0,&gt;=10.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (11.0.3)
Requirement already satisfied: python-multipart in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.0.6)
Requirement already satisfied: gradio-client==0.6.1 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.6.1)
Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (23.2)
Requirement already satisfied: numpy~=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (1.26.2)
Requirement already satisfied: orjson~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (3.9.10)
Requirement already satisfied: huggingface-hub&gt;=0.14.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.20.1)
Requirement already satisfied: ffmpy in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.3.1)
Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (3.8.2)
Requirement already satisfied: importlib-resources&lt;7.0,&gt;=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (6.1.1)
Requirement already satisfied: requests~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (2.31.0)
Requirement already satisfied: pydub in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.25.1)
Requirement already satisfied: jinja2&lt;4.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (3.1.2)
Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.108.0)
Requirement already satisfied: altair&lt;6.0,&gt;=4.2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (5.2.0)
Requirement already satisfied: semantic-version~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (2.10.0)
Requirement already satisfied: httpx in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.26.0)
Requirement already satisfied: pyyaml&lt;7.0,&gt;=5.0 in /usr/lib/python3/dist-packages (from gradio==3.50) (5.4.1)
Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio-client==0.6.1-&gt;gradio==3.50) (2023.12.2)
Requirement already satisfied: jsonschema&gt;=3.0 in /usr/local/lib/python3.10/dist-packages (from altair&lt;6.0,&gt;=4.2.0-&gt;gradio==3.50) (4.20.0)
Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair&lt;6.0,&gt;=4.2.0-&gt;gradio==3.50) (0.12.0)
Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub&gt;=0.14.0-&gt;gradio==3.50) (3.13.1)
Requirement already satisfied: tqdm&gt;=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub&gt;=0.14.0-&gt;gradio==3.50) (4.66.1)
Requirement already satisfied: contourpy&gt;=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0-&gt;gradio==3.50) (1.2.0)
Requirement already satisfied: python-dateutil&gt;=2.7 in /home/devcontainers/.local/lib/python3.10/site-packages (from matplotlib~=3.0-&gt;gradio==3.50) (2.8.2)
Requirement already satisfied: pyparsing&gt;=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib~=3.0-&gt;gradio==3.50) (2.4.7)
Requirement already satisfied: fonttools&gt;=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0-&gt;gradio==3.50) (4.47.0)
Requirement already satisfied: cycler&gt;=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0-&gt;gradio==3.50) (0.12.1)
Requirement already satisfied: kiwisolver&gt;=1.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0-&gt;gradio==3.50) (1.4.5)
Requirement already satisfied: pytz&gt;=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas&lt;3.0,&gt;=1.0-&gt;gradio==3.50) (2023.3.post1)
Requirement already satisfied: tzdata&gt;=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas&lt;3.0,&gt;=1.0-&gt;gradio==3.50) (2023.4)
Requirement already satisfied: annotated-types&gt;=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,&lt;3.0.0,&gt;=1.7.4-&gt;gradio==3.50) (0.6.0)
Requirement already satisfied: pydantic-core==2.14.6 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,&lt;3.0.0,&gt;=1.7.4-&gt;gradio==3.50) (2.14.6)
Requirement already satisfied: charset-normalizer&lt;4,&gt;=2 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0-&gt;gradio==3.50) (3.3.2)
Requirement already satisfied: urllib3&lt;3,&gt;=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0-&gt;gradio==3.50) (2.1.0)
Requirement already satisfied: certifi&gt;=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0-&gt;gradio==3.50) (2023.11.17)
Requirement already satisfied: idna&lt;4,&gt;=2.5 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0-&gt;gradio==3.50) (3.6)
Requirement already satisfied: click&gt;=7.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn&gt;=0.14.0-&gt;gradio==3.50) (8.1.7)
Requirement already satisfied: h11&gt;=0.8 in /usr/local/lib/python3.10/dist-packages (from uvicorn&gt;=0.14.0-&gt;gradio==3.50) (0.14.0)
Requirement already satisfied: starlette&lt;0.33.0,&gt;=0.29.0 in /usr/local/lib/python3.10/dist-packages (from fastapi-&gt;gradio==3.50) (0.32.0.post1)
Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx-&gt;gradio==3.50) (1.3.0)
Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx-&gt;gradio==3.50) (1.0.2)
Requirement already satisfied: anyio in /usr/local/lib/python3.10/dist-packages (from httpx-&gt;gradio==3.50) (4.2.0)
Requirement already satisfied: rpds-py&gt;=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema&gt;=3.0-&gt;altair&lt;6.0,&gt;=4.2.0-&gt;gradio==3.50) (0.16.2)
Requirement already satisfied: jsonschema-specifications&gt;=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema&gt;=3.0-&gt;altair&lt;6.0,&gt;=4.2.0-&gt;gradio==3.50) (2023.12.1)
Requirement already satisfied: referencing&gt;=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema&gt;=3.0-&gt;altair&lt;6.0,&gt;=4.2.0-&gt;gradio==3.50) (0.32.0)
Requirement already satisfied: attrs&gt;=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema&gt;=3.0-&gt;altair&lt;6.0,&gt;=4.2.0-&gt;gradio==3.50) (23.2.0)
Requirement already satisfied: six&gt;=1.5 in /usr/lib/python3/dist-packages (from python-dateutil&gt;=2.7-&gt;matplotlib~=3.0-&gt;gradio==3.50) (1.16.0)
Requirement already satisfied: exceptiongroup&gt;=1.0.2 in /home/devcontainers/.local/lib/python3.10/site-packages (from anyio-&gt;httpx-&gt;gradio==3.50) (1.2.0)
Note: you may need to restart the kernel to use updated packages.
Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: fastai in /usr/local/lib/python3.10/dist-packages (2.7.13)
Requirement already satisfied: spacy&lt;4 in /usr/local/lib/python3.10/dist-packages (from fastai) (3.7.2)
Requirement already satisfied: torch&lt;2.2,&gt;=1.10 in /usr/local/lib/python3.10/dist-packages (from fastai) (2.1.2)
Requirement already satisfied: pip in /usr/lib/python3/dist-packages (from fastai) (22.0.2)
Requirement already satisfied: fastprogress&gt;=0.2.4 in /usr/local/lib/python3.10/dist-packages (from fastai) (1.0.3)
Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from fastai) (1.11.4)
Requirement already satisfied: fastcore&lt;1.6,&gt;=1.5.29 in /usr/local/lib/python3.10/dist-packages (from fastai) (1.5.29)
Requirement already satisfied: fastdownload&lt;2,&gt;=0.0.5 in /usr/local/lib/python3.10/dist-packages (from fastai) (0.0.7)
Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from fastai) (2.1.4)
Requirement already satisfied: pillow&gt;=9.0.0 in /usr/local/lib/python3.10/dist-packages (from fastai) (10.2.0)
Requirement already satisfied: pyyaml in /usr/lib/python3/dist-packages (from fastai) (5.4.1)
Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from fastai) (1.3.2)
Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from fastai) (23.2)
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Note: you may need to restart the kernel to use updated packages.
Defaulting to user installation because normal site-packages is not writeable
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Note: you may need to restart the kernel to use updated packages.</code></pre>
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</div>
<div class="cell" data-execution_count="2">
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> fastai.vision.<span class="bu">all</span> <span class="im">import</span> <span class="op">*</span></span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> gradio <span class="im">as</span> gr</span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pathlib <span class="im">as</span> pl</span>
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a>plt <span class="op">=</span> platform.system()</span>
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> is_cat(x): <span class="cf">return</span> x[<span class="dv">0</span>].isupper()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-execution_count="3">
<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>im <span class="op">=</span> PILImage.create(<span class="st">'dog.jpg'</span>)</span>
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>im.thumbnail((<span class="dv">192</span>,<span class="dv">192</span>))</span>
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>im</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" data-execution_count="3">
<p><img src="app_files/figure-html/cell-4-output-1.png" class="img-fluid"></p>
</div>
</div>
<div class="cell" data-execution_count="4">
<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><span class="cf">if</span> plt <span class="op">==</span> <span class="st">'Linux'</span> : pl.WindowsPath <span class="op">=</span> pl.PosixPath</span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>learn <span class="op">=</span> load_learner(<span class="st">'model.pkl'</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-execution_count="5">
<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>learn.predict(im)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stderr">
<pre><code>/usr/local/lib/python3.10/dist-packages/fastai/torch_core.py:263: UserWarning: 'has_mps' is deprecated, please use 'torch.backends.mps.is_built()'
  return getattr(torch, 'has_mps', False)</code></pre>
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<div class="cell-output cell-output-display">

<style>
    /* Turns off some styling */
    progress {
        /* gets rid of default border in Firefox and Opera. */
        border: none;
        /* Needs to be in here for Safari polyfill so background images work as expected. */
        background-size: auto;
    }
    progress:not([value]), progress:not([value])::-webkit-progress-bar {
        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);
    }
    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {
        background: #F44336;
    }
</style>
</div>
<div class="cell-output cell-output-display">

</div>
<div class="cell-output cell-output-display" data-execution_count="5">
<pre><code>('False', tensor(0), tensor([9.9995e-01, 4.5986e-05]))</code></pre>
</div>
</div>
<div class="cell" data-execution_count="6">
<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>categories <span class="op">=</span> (<span class="st">'Dog'</span>, <span class="st">'Cat'</span>)</span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> classify_image(img):</span>
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a>    pred,idx,probs <span class="op">=</span> learn.predict(img)</span>
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a>    <span class="cf">return</span> <span class="bu">dict</span>(<span class="bu">zip</span>(categories, <span class="bu">map</span>(<span class="bu">float</span>,probs)))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-execution_count="7">
<div class="sourceCode cell-code" id="cb10"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>classify_image(im)</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">

<style>
    /* Turns off some styling */
    progress {
        /* gets rid of default border in Firefox and Opera. */
        border: none;
        /* Needs to be in here for Safari polyfill so background images work as expected. */
        background-size: auto;
    }
    progress:not([value]), progress:not([value])::-webkit-progress-bar {
        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);
    }
    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {
        background: #F44336;
    }
</style>
</div>
<div class="cell-output cell-output-display">

</div>
<div class="cell-output cell-output-display" data-execution_count="7">
<pre><code>{'Dog': 0.9999539852142334, 'Cat': 4.598570376401767e-05}</code></pre>
</div>
</div>
<div class="cell" data-execution_count="8">
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>image <span class="op">=</span> gr.Image(height<span class="op">=</span><span class="dv">192</span>, width <span class="op">=</span> <span class="dv">192</span>)</span>
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>label <span class="op">=</span> gr.Label()</span>
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a>examples <span class="op">=</span> [<span class="st">'dog.jpg'</span>, <span class="st">'cat.jpg'</span>, <span class="st">'dunno.jpg'</span>]</span>
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a>intf <span class="op">=</span> gr.Interface(fn<span class="op">=</span>classify_image, inputs <span class="op">=</span> image, outputs<span class="op">=</span>label, examples <span class="op">=</span> examples)</span>
<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a>intf.launch(inline<span class="op">=</span><span class="va">False</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>Running on local URL:  http://127.0.0.1:7860

To create a public link, set `share=True` in `launch()`.</code></pre>
</div>
<div class="cell-output cell-output-display" data-execution_count="8">
<pre><code></code></pre>
</div>
</div>
<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><span class="im">import</span> jupytext</span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a>nb <span class="op">=</span> jupytext.read(<span class="st">"app.ipynb"</span>)</span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>jupytext.write(nb, <span class="st">"app.py"</span>, fmt <span class="op">=</span> <span class="st">"qmd"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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