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Runtime error
Runtime error
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a892385
1
Parent(s):
d5aaf1e
initial app commit
Browse files- app.ipynb +133 -0
- app.py +0 -0
- requirements.txt +1 -0
app.ipynb
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "d2c2b738",
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"metadata": {},
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"outputs": [],
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"source": [
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"from fastai.vision.all import *\n",
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"import gradio as gr"
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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": 2,
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"id": "b92d24f3",
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"metadata": {},
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"outputs": [],
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"source": [
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"# search_terms = ('hard hat','construction gloves','safety glasses','construction boots', 'screw driver','hammer','f150')\n"
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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": "34ebdca4",
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"metadata": {},
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"outputs": [],
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"source": [
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"# path = Path('construction_photos')"
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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": 4,
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"id": "04347f65",
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"metadata": {},
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"outputs": [],
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"source": [
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"# dls = DataBlock(\n",
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"# blocks=(ImageBlock,CategoryBlock),\n",
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"# getters=None,\n",
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"# n_inp=None,\n",
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"# item_tfms=[Resize(224,method='squish')],\n",
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"# get_items=get_image_files,\n",
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"# splitter=RandomSplitter(seed=42),\n",
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"# get_y=parent_label,\n",
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"# ).dataloaders(path,bs=128)"
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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": 5,
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"id": "85098e65",
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"metadata": {},
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"outputs": [],
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"source": [
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"learn = load_learner('construction_things.pkl')"
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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": 6,
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"id": "a6ed198b",
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"metadata": {},
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"outputs": [],
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"source": [
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"def classify_image(img):\n",
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" pred,idx,probs = learn.predict(img)\n",
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" return dict(zip(dls.vocab,map(float,probs)))\n",
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"# classify_image(get_image_files(path)[100])"
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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": 7,
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"id": "b2f582a8",
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"metadata": {},
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"outputs": [
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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://127.0.0.1:7860/\n",
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"\n",
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"To create a public link, set `share=True` in `launch()`.\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"(<fastapi.applications.FastAPI at 0x7ff6a8761430>,\n",
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" 'http://127.0.0.1:7860/',\n",
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" None)"
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]
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},
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"execution_count": 7,
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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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"source": [
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"image = gr.inputs.Image(shape=(192,192))\n",
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"label = gr.outputs.Label()\n",
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"interface = gr.Interface(fn=classify_image,inputs=image,outputs=label)\n",
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"# interface.launch(inline=True)\n",
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"interface.launch(inline=False)"
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]
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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": "3.9.7"
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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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}
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app.py
ADDED
File without changes
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requirements.txt
ADDED
@@ -0,0 +1 @@
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fastai
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