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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "7cd0d8fa",
"metadata": {},
"outputs": [],
"source": [
"#|default_exp app"
]
},
{
"cell_type": "markdown",
"id": "7195af18",
"metadata": {},
"source": [
"## Gradio Elephants"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "44eb0ad3",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"from fastai.vision.all import *\n",
"import gradio as gr\n",
"import timm"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3295ef11",
"metadata": {},
"outputs": [
{
"data": {
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\n",
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\n",
"text/plain": [
"PILImage mode=RGB size=224x140"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = PILImage.create('baby_african_elephant.jpg')\n",
"im.thumbnail((224,224))\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ae2bc6ac",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"learn = load_learner('model.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "6e0bf9da",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"('african', tensor(0), tensor([0.9955, 0.0034, 0.0011]))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0419ed3a",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"categories = learn.dls.vocab\n",
"\n",
"def classify_image(img):\n",
" pred,idx,probs = learn.predict(img)\n",
" return dict(zip(categories, map(float,probs)))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "762dec00",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'african': 0.995481014251709,\n",
" 'asian': 0.0033741977531462908,\n",
" 'mammoth': 0.0011448308359831572}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(im)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "930cf172",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90495/3075341471.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
" image = gr.inputs.Image(shape=(192, 192))\n",
"/tmp/ipykernel_90495/3075341471.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
" image = gr.inputs.Image(shape=(192, 192))\n",
"/tmp/ipykernel_90495/3075341471.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
" label = gr.outputs.Label()\n",
"/tmp/ipykernel_90495/3075341471.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
" label = gr.outputs.Label()\n"
]
}
],
"source": [
"#|export\n",
"image = gr.inputs.Image(shape=(192, 192))\n",
"label = gr.outputs.Label()\n",
"examples = ['baby_african_elephant.jpg', 'baby_asian_elephant.jpg', 'mammoth_plushie.jpg']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "4f463e23",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7861\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/plain": []
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#|export\n",
"intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
"intf.launch(inline=False)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ff9d5c73",
"metadata": {},
"outputs": [],
"source": [
"import nbdev"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "eb95104b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Export successful\n"
]
}
],
"source": [
"nbdev.export.nb_export('elephants.ipynb', './app')\n",
"print('Export successful')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "46890f2a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.6"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": false,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|