first

app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: Untitled.ipynb.
+
+# %% auto 0
+__all__ = ['temp', 'model', 'learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
+
+# %% Untitled.ipynb 1
+import numpy as np
+import pandas as pd
+
+# %% Untitled.ipynb 2
+from fastai.vision.all import *
+import gradio as gr
+
+def is_cat(x): return x[0].isupper()
+
+# %% Untitled.ipynb 3
+from pathlib import Path
+import pathlib
+temp = pathlib.PosixPath
+
+
+# %% Untitled.ipynb 4
+model = Path('model.pkl')
+learn = load_learner(model, cpu=True)
+
+# %% Untitled.ipynb 7
+categories = ['dog', 'cat']
+
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% Untitled.ipynb 9
+image = gr.Image()
+label = gr.Label()
+examples = ['dog.jpg', 'cat.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False, share=True)

model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7b43dc41b4856785e5267a9ebbce44c3d4b4f5f826479d5a5f292851f4f45f03
+size 47061419

requirements.txt

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+asgiref==3.8.1
+blinker==1.4
+command-not-found==0.3
+cryptography==3.4.8
+dbus-python==1.2.18
+distlib==0.3.8
+distro==1.7.0
+distro-info==1.1+ubuntu0.1
+Django==5.1.2
+filelock==3.16.1
+httplib2==0.20.2
+importlib-metadata==4.6.4
+jeepney==0.7.1
+keyring==23.5.0
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+more-itertools==8.10.0
+mysqlclient==2.2.4
+netifaces==0.11.0
+numpy==2.1.2
+oauthlib==3.2.0
+platformdirs==4.3.6
+PyGObject==3.42.1
+PyJWT==2.3.0
+pyparsing==2.4.7
+python-apt==2.4.0+ubuntu2
+PyYAML==5.4.1
+SecretStorage==3.3.1
+six==1.16.0
+sqlparse==0.5.1
+systemd-python==234
+typing_extensions==4.12.2
+ubuntu-advantage-tools==8001
+ufw==0.36.1
+unattended-upgrades==0.1
+virtualenv==20.26.6
+wadllib==1.3.6
+zipp==1.0.0