Complete Overhaul and Linux Integration

.gitignore

@@ -1,2 +1,8 @@
 .ipynb_checkpoints/
 Pets_Classification.ipynb
+tutorial-env/
+test.yaml
+settings.ini
+app_files/
+.vscode/
+settings.ini

Pets_Classification/_modidx.py

@@ -1,8 +0,0 @@
-# Autogenerated by nbdev
-
-d = { 'settings': { 'branch': 'main',
-                'doc_baseurl': '/',
-                'doc_host': 'https://AyyCompadre.github.io',
-                'git_url': 'https://github.com/AyyCompadre/Pets_Classification',
-                'lib_path': 'Pets_Classification'},
-  'syms': {}}

app

@@ -1,79 +0,0 @@
-#!/usr/bin/env python
-
-# In[ ]:
-
-#|default_exp
-
-# In[5]:
-
-get_ipython().run_line_magic("pip", "install gradio==3.50")
-get_ipython().run_line_magic("pip", "install nbdev")
-get_ipython().run_line_magic("nbdev_migrate", '')
-get_ipython().run_line_magic("pip", "install fastai")
-get_ipython().run_line_magic("pip", "install ipywidgets")
-get_ipython().run_line_magic("pip", "install git+https://github.com/fastai/nbdev.git gradio fastcore")
-
-# In[6]:
-
-import pathlib as pl
-
-import gradio as gr
-import nbdev
-#|export
-from fastai.vision.all import *
-from fastcore.net import HTTPError, urljson
-
-plt = platform.system()
-
-
-def is_cat(x):
-	return x[0].isupper()
-
-
-# In[ ]:
-
-im = PILImage.create("dog.jpg")
-im.thumbnail((192, 192))
-im
-
-# In[ ]:
-
-#|export
-if plt == "Linux":
-	pl.WindowsPath = pl.PosixPath
-learn = load_learner("model.pkl")
-
-# In[ ]:
-
-learn.predict(im)
-
-# In[ ]:
-
-#|export
-categories = ("Dog", "Cat")
-
-
-def classify_image(img):
-	pred, idx, probs = learn.predict(img)
-	return dict(zip(categories, map(float, probs)))
-
-
-# In[ ]:
-
-classify_image(im)
-
-# In[ ]:
-
-#|export
-image = gr.Image(height=192, width=192)
-label = gr.Label()
-examples = ["dog.jpg", "cat.jpg", "dunno.jpg"]
-
-intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
-intf.launch(inline=False)
-
-# In[7]:
-
-from nbdev.export import nb_export
-
-nb_export("app.ipynb", "app")

app.html

@@ -0,0 +1,370 @@
+<!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; }
+.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="app_files/libs/clipboard/clipboard.min.js"></script>
+<script src="app_files/libs/quarto-html/quarto.js"></script>
+<script src="app_files/libs/quarto-html/popper.min.js"></script>
+<script src="app_files/libs/quarto-html/tippy.umd.min.js"></script>
+<script src="app_files/libs/quarto-html/anchor.min.js"></script>
+<link href="app_files/libs/quarto-html/tippy.css" rel="stylesheet">
+<link href="app_files/libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
+<script src="app_files/libs/bootstrap/bootstrap.min.js"></script>
+<link href="app_files/libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
+<link href="app_files/libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
+
+
+</head>
+
+<body class="fullcontent">
+
+<div id="quarto-content" class="page-columns page-rows-contents page-layout-article">
+
+<main class="content" id="quarto-document-content">
+
+
+
+<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="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>
+<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><span class="im">from</span> fastai.vision.<span class="bu">all</span> <span class="im">import</span> <span class="op">*</span></span>
+<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> gradio <span class="im">as</span> gr</span>
+<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pathlib <span class="im">as</span> pl</span>
+<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>plt <span class="op">=</span> platform.system()</span>
+<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb2-6"><a href="#cb2-6" 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">
+<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>im <span class="op">=</span> PILImage.create(<span class="st">'dog.jpg'</span>)</span>
+<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>im.thumbnail((<span class="dv">192</span>,<span class="dv">192</span>))</span>
+<span id="cb3-3"><a href="#cb3-3" 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>
+<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><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="cb4-2"><a href="#cb4-2" 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">
+<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>learn.predict(im)</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>categories <span class="op">=</span> (<span class="st">'Dog'</span>, <span class="st">'Cat'</span>)</span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> classify_image(img):</span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a>    pred,idx,probs <span class="op">=</span> learn.predict(img)</span>
+<span id="cb6-5"><a href="#cb6-5" 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">
+<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" 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>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" 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="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>label <span class="op">=</span> gr.Label()</span>
+<span id="cb8-3"><a href="#cb8-3" 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="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb8-5"><a href="#cb8-5" 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="cb8-6"><a href="#cb8-6" 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>
+<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><span class="im">import</span> jupytext</span>
+<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>nb <span class="op">=</span> jupytext.read(<span class="st">"app.ipynb"</span>)</span>
+<span id="cb9-3"><a href="#cb9-3" 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>
+</div>
+
+</main>
+<!-- /main column -->
+<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");
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+      bodyEl.classList.add("quarto-light");
+      bodyEl.classList.remove("quarto-dark");
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+  const clipboard = new window.ClipboardJS('.code-copy-button', {
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+      button.setAttribute("data-bs-placement", "left");
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+        { trigger: "manual", 
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+    const citeInfo = findCites(ref);
+    if (citeInfo) {
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+        return popup.innerHTML;
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+  }
+});
+</script>
+</div> <!-- /content -->
+
+
+
+</body></html>

app.ipynb

@@ -3,198 +3,8 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "14661eb4",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "#|default_exp app"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "ddaca300",
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: gradio==3.50 in /usr/local/lib/python3.10/dist-packages (3.50.0)\n",
-      "Requirement already satisfied: python-multipart in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.0.6)\n",
-      "Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (0.108.0)\n",
-      "Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (3.8.2)\n",
-      "Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.50) (10.2.0)\n",
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-      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
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-      "Requirement already satisfied: comm>=0.1.1 in /root/.local/lib/python3.10/site-packages (from ipykernel>=4.5.1->ipywidgets) (0.2.1)\n",
-      "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from ipykernel>=4.5.1->ipywidgets) (5.9.7)\n",
-      "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from ipykernel>=4.5.1->ipywidgets) (23.2)\n",
-      "Requirement already satisfied: pyzmq>=24 in /root/.local/lib/python3.10/site-packages (from ipykernel>=4.5.1->ipywidgets) (25.1.2)\n",
-      "Requirement already satisfied: tornado>=6.1 in /root/.local/lib/python3.10/site-packages (from ipykernel>=4.5.1->ipywidgets) (6.4)\n",
-      "Requirement already satisfied: matplotlib-inline>=0.1 in /root/.local/lib/python3.10/site-packages (from ipykernel>=4.5.1->ipywidgets) (0.1.6)\n",
-      "Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /root/.local/lib/python3.10/site-packages (from ipykernel>=4.5.1->ipywidgets) (5.6.1)\n",
-      "Requirement already satisfied: pygments>=2.4.0 in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets) (2.17.2)\n",
-      "Requirement already satisfied: pexpect>4.3 in /root/.local/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (4.9.0)\n",
-      "Requirement already satisfied: jedi>=0.16 in /root/.local/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (0.19.1)\n",
-      "Requirement already satisfied: decorator in /root/.local/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (5.1.1)\n",
-      "Requirement already satisfied: exceptiongroup in /root/.local/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (1.2.0)\n",
-      "Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets) (3.0.43)\n",
-      "Requirement already satisfied: stack-data in /root/.local/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (0.6.3)\n",
-      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /root/.local/lib/python3.10/site-packages (from jedi>=0.16->ipython>=6.1.0->ipywidgets) (0.8.3)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /root/.local/lib/python3.10/site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (2.8.2)\n",
-      "Requirement already satisfied: platformdirs>=2.5 in /root/.local/lib/python3.10/site-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel>=4.5.1->ipywidgets) (4.1.0)\n",
-      "Requirement already satisfied: ptyprocess>=0.5 in /root/.local/lib/python3.10/site-packages (from pexpect>4.3->ipython>=6.1.0->ipywidgets) (0.7.0)\n",
-      "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython>=6.1.0->ipywidgets) (0.2.12)\n",
-      "Requirement already satisfied: asttokens>=2.1.0 in /root/.local/lib/python3.10/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.4.1)\n",
-      "Requirement already satisfied: pure-eval in /root/.local/lib/python3.10/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (0.2.2)\n",
-      "Requirement already satisfied: executing>=1.2.0 in /root/.local/lib/python3.10/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.0.1)\n",
-      "Requirement already satisfied: six>=1.12.0 in /usr/lib/python3/dist-packages (from asttokens>=2.1.0->stack-data->ipython>=6.1.0->ipywidgets) (1.16.0)\n",
-      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
-      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
    "source": [
     "%pip install gradio==3.50\n",
     "%pip install fastai\n",
@@ -203,12 +13,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "e44d41d8",
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#|export\n",
     "from fastai.vision.all import *\n",
     "import gradio as gr\n",
     "import pathlib as pl\n",
@@ -220,7 +28,6 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1546f70c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -231,12 +38,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "73f7b5ff",
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#|export\n",
     "if plt == 'Linux' : pl.WindowsPath = pl.PosixPath\n",
     "learn = load_learner('model.pkl')"
    ]
@@ -244,10 +49,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ee58aaa",
-   "metadata": {
-    "scrolled": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "learn.predict(im)"
@@ -256,11 +58,9 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41f098ce",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#|export\n",
     "categories = ('Dog', 'Cat')\n",
     "\n",
     "def classify_image(img):\n",
@@ -271,7 +71,6 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6e1113e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -281,11 +80,9 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0c075cb6",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#|export\n",
     "image = gr.Image(height=192, width = 192)\n",
     "label = gr.Label()\n",
     "examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']\n",
@@ -296,51 +93,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "c81de2ea",
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "FileExistsError",
-     "evalue": "[Errno 17] File exists: 'app'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[4], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m \n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m export\n\u001b[0;32m----> 3\u001b[0m \u001b[43mexport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb_export\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mapp.ipynb\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mapp\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/nbdev/export.py:77\u001b[0m, in \u001b[0;36mnb_export\u001b[0;34m(nbname, lib_path, procs, debug, mod_maker, name)\u001b[0m\n\u001b[1;32m     73\u001b[0m     warn(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNotebook \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnbname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m uses `#|export` without `#|default_exp` cell.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     74\u001b[0m          \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNote nbdev2 no longer supports nbdev1 syntax. Run `nbdev_migrate` to upgrade.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     75\u001b[0m          \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSee https://nbdev.fast.ai/getting_started.html for more information.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     76\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m---> 77\u001b[0m mm \u001b[38;5;241m=\u001b[39m \u001b[43mmod_maker\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlib_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnm\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnb_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnbname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mis_new\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mbool\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmod\u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m#\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     78\u001b[0m mm\u001b[38;5;241m.\u001b[39mmake(cells, all_cells, lib_path\u001b[38;5;241m=\u001b[39mlib_path)\n",
-      "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/nbdev/maker.py:68\u001b[0m, in \u001b[0;36mModuleMaker.__init__\u001b[0;34m(self, dest, name, nb_path, is_new, parse)\u001b[0m\n\u001b[1;32m     66\u001b[0m store_attr()\n\u001b[1;32m     67\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfname \u001b[38;5;241m=\u001b[39m dest\u001b[38;5;241m/\u001b[39m(name\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.py\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 68\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_new: \u001b[43mdest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparents\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexist_ok\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m     69\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m: \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfname\u001b[38;5;241m.\u001b[39mexists(), \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not exist\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdest2nb \u001b[38;5;241m=\u001b[39m nb_path\u001b[38;5;241m.\u001b[39mrelpath(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfname\u001b[38;5;241m.\u001b[39mparent)\u001b[38;5;241m.\u001b[39mas_posix()\n",
-      "File \u001b[0;32m/usr/lib/python3.10/pathlib.py:1175\u001b[0m, in \u001b[0;36mPath.mkdir\u001b[0;34m(self, mode, parents, exist_ok)\u001b[0m\n\u001b[1;32m   1171\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1172\u001b[0m \u001b[38;5;124;03mCreate a new directory at this given path.\u001b[39;00m\n\u001b[1;32m   1173\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1174\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1175\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_accessor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1176\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m:\n\u001b[1;32m   1177\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m parents \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparent \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mself\u001b[39m:\n",
-      "\u001b[0;31mFileExistsError\u001b[0m: [Errno 17] File exists: 'app'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "import nbdev \n",
-    "from nbdev import export\n",
-    "export.nb_export('app.ipynb', 'app')"
+    "import jupytext\n",
+    "nb = jupytext.read(\"app.ipynb\")\n",
+    "jupytext.write(nb, \"app.py\", fmt = \"qmd\")"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "tutorial-env",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
    "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
    "version": "3.10.12"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 5
+ "nbformat_minor": 2
 }

app.py

@@ -0,0 +1,63 @@
+# ---
+# jupyter:
+#   jupytext:
+#     text_representation:
+#       extension: .py
+#       format_name: light
+#       format_version: '1.5'
+#       jupytext_version: 1.16.0
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# + tags=["hide-input"]
+# %pip install gradio==3.50
+# %pip install fastai
+# %pip install ipywidgets
+
+# +
+from fastai.vision.all import *
+import gradio as gr
+import pathlib as pl
+plt = platform.system()
+
+def is_cat(x): return x[0].isupper()
+
+
+# + tags=["hide-input"]
+im = PILImage.create('dog.jpg')
+im.thumbnail((192,192))
+im
+# -
+
+if plt == 'Linux' : pl.WindowsPath = pl.PosixPath
+learn = load_learner('model.pkl')
+
+# + tags=["hide-input"]
+learn.predict(im)
+
+# +
+categories = ('Dog', 'Cat')
+
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+
+# + tags=["hide-input"]
+classify_image(im)
+
+# +
+image = gr.Image(height=192, width = 192)
+label = gr.Label()
+examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs = image, outputs=label, examples = examples)
+intf.launch(inline=False)
+
+# + tags=["hide-input"]
+import jupytext
+nb = jupytext.read("app.ipynb")
+jupytext.write(nb, "app.py", fmt = "qmd")

settings.ini

@@ -4,7 +4,7 @@
 
 ### Python library ###
 repo = Pets_Classification
-lib_name = Pets_Classification
+lib_name = %(repo)s
 version = 0.0.1
 min_python = 3.7
 license = apache2
@@ -31,7 +31,7 @@ audience = Developers
 author = William Downing
 author_email = will.downing00@gmail.com
 copyright = 2024 onwards, %(author)s
-description = This is the calssifier between dogs and cats
+description = 
 keywords = nbdev jupyter notebook python
 language = English
 status = 3