Héctor Tarrido-Picart commited on
Commit
c91e778
1 Parent(s): da15c63

my first real app

Browse files

add model, app.py, example photos, jupyter notebook

.idea/.gitignore ADDED
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+ # Default ignored files
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+ /shelf/
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+ /workspace.xml
.idea/inspectionProfiles/profiles_settings.xml ADDED
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+ <component name="InspectionProjectProfileManager">
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+ <settings>
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+ <option name="USE_PROJECT_PROFILE" value="false" />
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+ <version value="1.0" />
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+ </settings>
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+ </component>
.idea/misc.xml ADDED
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+ <?xml version="1.0" encoding="UTF-8"?>
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+ <project version="4">
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+ <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8 (powerline-down-id)" project-jdk-type="Python SDK" />
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+ </project>
.idea/modules.xml ADDED
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+ <?xml version="1.0" encoding="UTF-8"?>
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+ <project version="4">
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+ <component name="ProjectModuleManager">
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+ <modules>
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+ <module fileurl="file://$PROJECT_DIR$/.idea/powerline-down-id.iml" filepath="$PROJECT_DIR$/.idea/powerline-down-id.iml" />
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+ </modules>
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+ </component>
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+ </project>
.idea/powerline-down-id.iml ADDED
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+ <?xml version="1.0" encoding="UTF-8"?>
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+ <module type="PYTHON_MODULE" version="4">
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+ <component name="NewModuleRootManager">
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+ <content url="file://$MODULE_DIR$" />
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+ <orderEntry type="inheritedJdk" />
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+ <orderEntry type="sourceFolder" forTests="false" />
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+ </component>
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+ </module>
.idea/vcs.xml ADDED
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+ <?xml version="1.0" encoding="UTF-8"?>
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+ <project version="4">
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+ <component name="VcsDirectoryMappings">
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+ <mapping directory="$PROJECT_DIR$" vcs="Git" />
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+ </component>
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+ </project>
.ipynb_checkpoints/powerline app-checkpoint.ipynb ADDED
@@ -0,0 +1,125 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "cells": [
3
+ {
4
+ "cell_type": "code",
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+ "execution_count": 1,
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+ "id": "250fcb86",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#|default_exp app"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "id": "ea967051",
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+ "metadata": {},
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+ "source": [
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+ "# Powerline app"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 12,
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+ "id": "3f54ef95",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "ename": "ModuleNotFoundError",
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+ "evalue": "No module named 'gradio'",
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+ "output_type": "error",
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+ "traceback": [
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+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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+ "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
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+ "Cell \u001b[0;32mIn[12], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m#| export\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfastai\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mvision\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mall\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgradio\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgr\u001b[39;00m\n",
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+ "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'gradio'"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "#| export\n",
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+ "from fastai.vision.all import *\n",
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+ "import gradio as gr"
43
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 8,
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+ "id": "d25179ca",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#| export\n",
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+ "learn = load_learner('model.pkl')"
54
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 9,
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+ "id": "d752f05b",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#| export\n",
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+ "labels = learn.dls.vocab\n",
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+ "\n",
66
+ "def predict(img):\n",
67
+ " img = PILImage.create(img)\n",
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+ " pred,pred_idx,probs = learn.predict(img)\n",
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+ " return {labels[i]: float(probs[i]) for i in range(len(labels))}"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 10,
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+ "id": "80d55893",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "ename": "NameError",
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+ "evalue": "name 'gr' is not defined",
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+ "output_type": "error",
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+ "traceback": [
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+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
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+ "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mgr\u001b[49m\u001b[38;5;241m.\u001b[39mInterface(fn\u001b[38;5;241m=\u001b[39mpredict, inputs\u001b[38;5;241m=\u001b[39mgr\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mImage(shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m512\u001b[39m, \u001b[38;5;241m512\u001b[39m)), outputs\u001b[38;5;241m=\u001b[39mgr\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mLabel(num_top_classes\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m))\u001b[38;5;241m.\u001b[39mlaunch(share\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
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+ "\u001b[0;31mNameError\u001b[0m: name 'gr' is not defined"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "#| export\n",
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+ "gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "id": "9e304d06",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3 (ipykernel)",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.8.17"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
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+ }
app.py CHANGED
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+ from fastai.vision.all import *
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+ import gradio as gr
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+
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+ learn = load_learner('model.pkl')
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+
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+ categories = ['palm tree down', 'powerline down', 'powerline arcing']
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+
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred,idx,probs = learn.predict(img)
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+ return dict(zip(categories, map(float, probs)))
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+
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+ images = gr.inputs.Image(shape=(512, 512))
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+ labels = gr.outputs.Label()
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+ examples = ['powerline_down.jpg', 'powerline_tree.jpg']
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+
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+ intf = gr.Interface(fn=predict,
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+ inputs=images,
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+ outputs=labels,
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+ examples=examples)
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+
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+ intf.launch(share=True)
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:dfe05575ec947c1345d83808c70c04029534976514e44eff13c15d0fd7051e37
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+ size 46958501
powerline app.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
5
+ "execution_count": 1,
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+ "id": "250fcb86",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#|default_exp app"
11
+ ]
12
+ },
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+ {
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+ "cell_type": "markdown",
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+ "id": "ea967051",
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+ "metadata": {},
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+ "source": [
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+ "# Powerline app"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "id": "3f54ef95",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#|export\n",
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+ "from fastai.vision.all import *\n",
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+ "import gradio as gr"
31
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "id": "d25179ca",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#|export\n",
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+ "learn = load_learner('model.pkl')"
42
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 9,
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+ "id": "d752f05b",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#|export\n",
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+ "categories = ['palm tree down', 'powerline down', 'powerline arcing']\n",
53
+ "\n",
54
+ "def predict(img):\n",
55
+ " img = PILImage.create(img)\n",
56
+ " pred,idx,probs = learn.predict(img)\n",
57
+ " return dict(zip(categories, map(float, probs)))"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 10,
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+ "id": "80d55893",
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+ "metadata": {
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+ "scrolled": false
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+ },
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+ "outputs": [
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+ {
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+ "name": "stderr",
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+ "output_type": "stream",
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+ "text": [
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+ "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/inputs.py:257: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
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+ " warnings.warn(\n",
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+ "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
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+ " warnings.warn(value)\n",
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+ "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/outputs.py:197: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
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+ " warnings.warn(\n",
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+ "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n",
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+ " warnings.warn(value)\n"
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+ ]
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+ },
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Running on local URL: http://127.0.0.1:7863\n",
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+ "Running on public URL: https://364e6970d9ec07c222.gradio.live\n",
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+ "\n",
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+ "This share link expires in 72 hours. For free permanent hosting and GPU upgrades (NEW!), check out Spaces: https://huggingface.co/spaces\n"
90
+ ]
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+ },
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div><iframe src=\"https://364e6970d9ec07c222.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
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+ ],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/plain": []
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+ },
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+ "execution_count": 10,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ },
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+ {
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+ "data": {
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+ "text/html": [
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+ "\n",
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+ "<style>\n",
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+ " /* Turns off some styling */\n",
118
+ " progress {\n",
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+ " /* gets rid of default border in Firefox and Opera. */\n",
120
+ " border: none;\n",
121
+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
122
+ " background-size: auto;\n",
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+ " }\n",
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+ " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
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+ " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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+ " }\n",
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+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
128
+ " background: #F44336;\n",
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+ " }\n",
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+ "</style>\n"
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+ ],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/html": [],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/html": [
152
+ "\n",
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+ "<style>\n",
154
+ " /* Turns off some styling */\n",
155
+ " progress {\n",
156
+ " /* gets rid of default border in Firefox and Opera. */\n",
157
+ " border: none;\n",
158
+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
159
+ " background-size: auto;\n",
160
+ " }\n",
161
+ " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
162
+ " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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+ " }\n",
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+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
165
+ " background: #F44336;\n",
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+ " }\n",
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+ "</style>\n"
168
+ ],
169
+ "text/plain": [
170
+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/html": [],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
181
+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
185
+ }
186
+ ],
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+ "source": [
188
+ "#|export\n",
189
+ "images = gr.inputs.Image(shape=(512, 512))\n",
190
+ "labels = gr.outputs.Label()\n",
191
+ "examples = ['powerline_down.jpg', 'powerline_tree.jpg']\n",
192
+ "\n",
193
+ "intf = gr.Interface(fn=predict, \n",
194
+ " inputs=images, \n",
195
+ " outputs=labels,\n",
196
+ " examples=examples)\n",
197
+ "\n",
198
+ "intf.launch(share=True)"
199
+ ]
200
+ },
201
+ {
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+ "cell_type": "code",
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+ "execution_count": 13,
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+ "id": "edcc9a51",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "ename": "ImportError",
209
+ "evalue": "cannot import name 'notebook2script' from 'nbdev.export' (/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/nbdev/export.py)",
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+ "output_type": "error",
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+ "traceback": [
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+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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+ "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)",
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+ "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexport\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m notebook2script\n\u001b[1;32m 2\u001b[0m notebook2script(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpowerline app.ipynb\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
215
+ "\u001b[0;31mImportError\u001b[0m: cannot import name 'notebook2script' from 'nbdev.export' (/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/nbdev/export.py)"
216
+ ]
217
+ }
218
+ ],
219
+ "source": [
220
+ "from nbdev.export import notebook2script\n",
221
+ "notebook2script('powerline app.ipynb')"
222
+ ]
223
+ },
224
+ {
225
+ "cell_type": "code",
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+ "execution_count": null,
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+ "id": "47733e23",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3 (ipykernel)",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
249
+ "version": "3.8.17"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
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+ }
powerline_down.jpg ADDED
powerline_tree.jpg ADDED