Cleaned up processes

Pets_Classification/__init__.py

@@ -1 +0,0 @@
-__version__ = "0.0.1"

Pets_Classification/app.py

@@ -1,31 +0,0 @@
-# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
-
-# %% auto 0
-__all__ = ['plt', 'learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
-
-# %% ../app.ipynb 2
-from fastai.vision.all import *
-import gradio as gr
-import pathlib as pl
-plt = platform.system()
-
-def is_cat(x): return x[0].isupper()
-
-# %% ../app.ipynb 4
-if plt == 'Linux' : pl.WindowsPath = pl.PosixPath
-learn = load_learner('model.pkl')
-
-# %% ../app.ipynb 6
-categories = ('Dog', 'Cat')
-
-def classify_image(img):
-    pred,idx,probs = learn.predict(img)
-    return dict(zip(categories, map(float,probs)))
-
-# %% ../app.ipynb 8
-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)

app.html

@@ -67,6 +67,9 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
 <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">
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" integrity="sha512-c3Nl8+7g4LMSTdrm621y7kf9v3SDPnhxLNhcjFJbKECVnmZHTdo+IRO05sNLTH/D3vA6u1X32ehoLC7WFVdheg==" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.5.1/jquery.min.js" integrity="sha512-bLT0Qm9VnAYZDflyKcBaQ2gg0hSYNQrJ8RilYldYQ1FxQYoCLtUjuuRuZo+fjqhx/qtq/1itJ0C2ejDxltZVFg==" crossorigin="anonymous"></script>
+<script type="application/javascript">define('jquery', [],function() {return window.jQuery;})</script>
 
 
 </head>
@@ -79,53 +82,288 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
 
 
 
-<div class="cell">
+<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)
+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)
+Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (1.12)
+Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch&lt;2.2,&gt;=1.10-&gt;fastai) (3.2.1)
+Requirement already satisfied: nvidia-cuda-cupti-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-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107-&gt;torch&lt;2.2,&gt;=1.10-&gt;fastai) (12.3.101)
+Requirement already satisfied: python-dateutil&gt;=2.7 in /home/devcontainers/.local/lib/python3.10/site-packages (from matplotlib-&gt;fastai) (2.8.2)
+Requirement already satisfied: contourpy&gt;=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib-&gt;fastai) (1.2.0)
+Requirement already satisfied: cycler&gt;=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib-&gt;fastai) (0.12.1)
+Requirement already satisfied: pyparsing&gt;=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib-&gt;fastai) (2.4.7)
+Requirement already satisfied: fonttools&gt;=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib-&gt;fastai) (4.47.0)
+Requirement already satisfied: kiwisolver&gt;=1.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib-&gt;fastai) (1.4.5)
+Requirement already satisfied: pytz&gt;=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas-&gt;fastai) (2023.3.post1)
+Requirement already satisfied: tzdata&gt;=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas-&gt;fastai) (2023.4)
+Requirement already satisfied: joblib&gt;=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn-&gt;fastai) (1.3.2)
+Requirement already satisfied: threadpoolctl&gt;=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn-&gt;fastai) (3.2.0)
+Requirement already satisfied: annotated-types&gt;=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,&lt;3.0.0,&gt;=1.7.4-&gt;spacy&lt;4-&gt;fastai) (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,&lt;3.0.0,&gt;=1.7.4-&gt;spacy&lt;4-&gt;fastai) (2.14.6)
+Requirement already satisfied: six&gt;=1.5 in /usr/lib/python3/dist-packages (from python-dateutil&gt;=2.7-&gt;matplotlib-&gt;fastai) (1.16.0)
+Requirement already satisfied: blis&lt;0.8.0,&gt;=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc&lt;8.3.0,&gt;=8.1.8-&gt;spacy&lt;4-&gt;fastai) (0.7.11)
+Requirement already satisfied: confection&lt;1.0.0,&gt;=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc&lt;8.3.0,&gt;=8.1.8-&gt;spacy&lt;4-&gt;fastai) (0.1.4)
+Requirement already satisfied: click&lt;9.0.0,&gt;=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer&lt;0.10.0,&gt;=0.3.0-&gt;spacy&lt;4-&gt;fastai) (8.1.7)
+Requirement already satisfied: cloudpathlib&lt;0.17.0,&gt;=0.7.0 in /usr/local/lib/python3.10/dist-packages (from weasel&lt;0.4.0,&gt;=0.1.0-&gt;spacy&lt;4-&gt;fastai) (0.16.0)
+Requirement already satisfied: MarkupSafe&gt;=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2-&gt;spacy&lt;4-&gt;fastai) (2.1.3)
+Requirement already satisfied: mpmath&gt;=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy-&gt;torch&lt;2.2,&gt;=1.10-&gt;fastai) (1.3.0)
+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: ipywidgets in /usr/local/lib/python3.10/dist-packages (8.0.4)
+Requirement already satisfied: widgetsnbextension~=4.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets) (4.0.9)
+Requirement already satisfied: ipython&gt;=6.1.0 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipywidgets) (8.19.0)
+Requirement already satisfied: ipykernel&gt;=4.5.1 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipywidgets) (6.28.0)
+Requirement already satisfied: jupyterlab-widgets~=3.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets) (3.0.9)
+Requirement already satisfied: traitlets&gt;=4.3.1 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipywidgets) (5.14.1)
+Requirement already satisfied: debugpy&gt;=1.6.5 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (1.8.0)
+Requirement already satisfied: comm&gt;=0.1.1 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (0.2.1)
+Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.10/dist-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (1.5.8)
+Requirement already satisfied: pyzmq&gt;=24 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (25.1.2)
+Requirement already satisfied: tornado&gt;=6.1 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (6.4)
+Requirement already satisfied: matplotlib-inline&gt;=0.1 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (0.1.6)
+Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (23.2)
+Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (5.9.7)
+Requirement already satisfied: jupyter-core!=5.0.*,&gt;=4.12 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (5.7.0)
+Requirement already satisfied: jupyter-client&gt;=6.1.12 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipykernel&gt;=4.5.1-&gt;ipywidgets) (8.6.0)
+Requirement already satisfied: pexpect&gt;4.3 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (4.9.0)
+Requirement already satisfied: prompt-toolkit&lt;3.1.0,&gt;=3.0.41 in /usr/local/lib/python3.10/dist-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (3.0.43)
+Requirement already satisfied: decorator in /home/devcontainers/.local/lib/python3.10/site-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (5.1.1)
+Requirement already satisfied: exceptiongroup in /home/devcontainers/.local/lib/python3.10/site-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (1.2.0)
+Requirement already satisfied: pygments&gt;=2.4.0 in /usr/local/lib/python3.10/dist-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (2.17.2)
+Requirement already satisfied: jedi&gt;=0.16 in /home/devcontainers/.local/lib/python3.10/site-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (0.19.1)
+Requirement already satisfied: stack-data in /home/devcontainers/.local/lib/python3.10/site-packages (from ipython&gt;=6.1.0-&gt;ipywidgets) (0.6.3)
+Requirement already satisfied: parso&lt;0.9.0,&gt;=0.8.3 in /home/devcontainers/.local/lib/python3.10/site-packages (from jedi&gt;=0.16-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (0.8.3)
+Requirement already satisfied: python-dateutil&gt;=2.8.2 in /home/devcontainers/.local/lib/python3.10/site-packages (from jupyter-client&gt;=6.1.12-&gt;ipykernel&gt;=4.5.1-&gt;ipywidgets) (2.8.2)
+Requirement already satisfied: platformdirs&gt;=2.5 in /home/devcontainers/.local/lib/python3.10/site-packages (from jupyter-core!=5.0.*,&gt;=4.12-&gt;ipykernel&gt;=4.5.1-&gt;ipywidgets) (4.1.0)
+Requirement already satisfied: ptyprocess&gt;=0.5 in /home/devcontainers/.local/lib/python3.10/site-packages (from pexpect&gt;4.3-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (0.7.0)
+Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit&lt;3.1.0,&gt;=3.0.41-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (0.2.12)
+Requirement already satisfied: asttokens&gt;=2.1.0 in /home/devcontainers/.local/lib/python3.10/site-packages (from stack-data-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (2.4.1)
+Requirement already satisfied: pure-eval in /home/devcontainers/.local/lib/python3.10/site-packages (from stack-data-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (0.2.2)
+Requirement already satisfied: executing&gt;=1.2.0 in /home/devcontainers/.local/lib/python3.10/site-packages (from stack-data-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (2.0.1)
+Requirement already satisfied: six&gt;=1.12.0 in /usr/lib/python3/dist-packages (from asttokens&gt;=2.1.0-&gt;stack-data-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (1.16.0)
+Note: you may need to restart the kernel to use updated packages.</code></pre>
 </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 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">
-<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 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 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 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">
-<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 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 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 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>
 </div>
 
 </main>

app.py

@@ -1,23 +1,9 @@
-# ---
-# 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
-
-# +
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
+
+# %% auto 0
+__all__ = ['plt', 'learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
+
+# %% ../app.ipynb 2
 from fastai.vision.all import *
 import gradio as gr
 import pathlib as pl
@@ -25,39 +11,21 @@ plt = platform.system()
 
 def is_cat(x): return x[0].isupper()
 
-
-# + tags=["hide-input"]
-im = PILImage.create('dog.jpg')
-im.thumbnail((192,192))
-im
-# -
-
+# %% ../app.ipynb 4
 if plt == 'Linux' : pl.WindowsPath = pl.PosixPath
 learn = load_learner('model.pkl')
 
-# + tags=["hide-input"]
-learn.predict(im)
-
-# +
+# %% ../app.ipynb 6
 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)
-
-# +
+# %% ../app.ipynb 8
 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")