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<!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-1.3.450">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title>app</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; }
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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 {
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pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
}
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pre.numberSource code > span > a:first-child::before
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</style>
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<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)
Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from fastai) (3.8.2)
Requirement already satisfied: torchvision&gt;=0.11 in /usr/local/lib/python3.10/dist-packages (from fastai) (0.16.2)
Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from fastai) (2.31.0)
Requirement already satisfied: langcodes&lt;4.0.0,&gt;=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (3.3.0)
Requirement already satisfied: pydantic!=1.8,!=1.8.1,&lt;3.0.0,&gt;=1.7.4 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (2.5.3)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (3.1.2)
Requirement already satisfied: wasabi&lt;1.2.0,&gt;=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (1.1.2)
Requirement already satisfied: weasel&lt;0.4.0,&gt;=0.1.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (0.3.4)
Requirement already satisfied: cymem&lt;2.1.0,&gt;=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (2.0.8)
Requirement already satisfied: srsly&lt;3.0.0,&gt;=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (2.4.8)
Requirement already satisfied: catalogue&lt;2.1.0,&gt;=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (2.0.10)
Requirement already satisfied: spacy-loggers&lt;2.0.0,&gt;=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (1.0.5)
Requirement already satisfied: typer&lt;0.10.0,&gt;=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (0.9.0)
Requirement already satisfied: thinc&lt;8.3.0,&gt;=8.1.8 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (8.2.2)
Requirement already satisfied: smart-open&lt;7.0.0,&gt;=5.2.1 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (6.4.0)
Requirement already satisfied: murmurhash&lt;1.1.0,&gt;=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (1.0.10)
Requirement already satisfied: preshed&lt;3.1.0,&gt;=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (3.0.9)
Requirement already satisfied: numpy&gt;=1.19.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (1.26.2)
Requirement already satisfied: tqdm&lt;5.0.0,&gt;=4.38.0 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (4.66.1)
Requirement already satisfied: spacy-legacy&lt;3.1.0,&gt;=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy&lt;4-&gt;fastai) (3.0.12)
Requirement already satisfied: setuptools in /usr/lib/python3/dist-packages (from spacy&lt;4-&gt;fastai) (59.6.0)
Requirement already satisfied: idna&lt;4,&gt;=2.5 in /usr/local/lib/python3.10/dist-packages (from requests-&gt;fastai) (3.6)
Requirement already satisfied: certifi&gt;=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests-&gt;fastai) (2023.11.17)
Requirement already satisfied: charset-normalizer&lt;4,&gt;=2 in /usr/local/lib/python3.10/dist-packages (from requests-&gt;fastai) (3.3.2)
Requirement already satisfied: urllib3&lt;3,&gt;=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests-&gt;fastai) (2.1.0)
Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (10.3.2.106)
Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (11.4.5.107)
Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (2.1.0)
Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (12.1.0.106)
Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (3.13.1)
Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (8.9.2.26)
Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (12.1.3.1)
Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (2.18.1)
Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (11.0.2.54)
Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (12.1.105)
Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (4.9.0)
Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (12.1.105)
Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (12.1.105)
Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (2023.12.2)
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Note: you may need to restart the kernel to use updated packages.
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Note: you may need to restart the kernel to use updated packages.</code></pre>
</div>
</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>
</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="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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 //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 -->
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