Upload app.ipynb
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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": "aa888f76-87d5-4579-ba40-64fa4920ada7",
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"metadata": {},
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"outputs": [],
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"source": [
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"#|default_exp dino"
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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": "179b3037-1735-44af-adaa-5bc209685a27",
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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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"\n",
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"from fastai.vision.widgets import *\n",
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"import gradio as gr\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": 4,
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"id": "e054d964-519f-4656-8e01-91e13d713130",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"PILImage mode=RGB size=192x192"
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]
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},
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"execution_count": 4,
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"metadata": {},
|
41 |
+
"output_type": "execute_result"
|
42 |
+
}
|
43 |
+
],
|
44 |
+
"source": [
|
45 |
+
"im = PILImage.create('images.jpeg')\n",
|
46 |
+
"im.thumbnail((192,192))\n",
|
47 |
+
"im"
|
48 |
+
]
|
49 |
+
},
|
50 |
+
{
|
51 |
+
"cell_type": "code",
|
52 |
+
"execution_count": 5,
|
53 |
+
"id": "d26b931e-fc66-4143-ac50-f24320b1b7cf",
|
54 |
+
"metadata": {},
|
55 |
+
"outputs": [],
|
56 |
+
"source": [
|
57 |
+
"#|export\n",
|
58 |
+
"learn = load_learner('export.pkl')\n"
|
59 |
+
]
|
60 |
+
},
|
61 |
+
{
|
62 |
+
"cell_type": "code",
|
63 |
+
"execution_count": 6,
|
64 |
+
"id": "5ac40b15-b88f-48d3-8f6b-de816813e556",
|
65 |
+
"metadata": {},
|
66 |
+
"outputs": [
|
67 |
+
{
|
68 |
+
"data": {
|
69 |
+
"text/html": [
|
70 |
+
"\n",
|
71 |
+
"<style>\n",
|
72 |
+
" /* Turns off some styling */\n",
|
73 |
+
" progress {\n",
|
74 |
+
" /* gets rid of default border in Firefox and Opera. */\n",
|
75 |
+
" border: none;\n",
|
76 |
+
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
|
77 |
+
" background-size: auto;\n",
|
78 |
+
" }\n",
|
79 |
+
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
|
80 |
+
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
|
81 |
+
" }\n",
|
82 |
+
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
|
83 |
+
" background: #F44336;\n",
|
84 |
+
" }\n",
|
85 |
+
"</style>\n"
|
86 |
+
],
|
87 |
+
"text/plain": [
|
88 |
+
"<IPython.core.display.HTML object>"
|
89 |
+
]
|
90 |
+
},
|
91 |
+
"metadata": {},
|
92 |
+
"output_type": "display_data"
|
93 |
+
},
|
94 |
+
{
|
95 |
+
"data": {
|
96 |
+
"text/html": [],
|
97 |
+
"text/plain": [
|
98 |
+
"<IPython.core.display.HTML object>"
|
99 |
+
]
|
100 |
+
},
|
101 |
+
"metadata": {},
|
102 |
+
"output_type": "display_data"
|
103 |
+
},
|
104 |
+
{
|
105 |
+
"name": "stdout",
|
106 |
+
"output_type": "stream",
|
107 |
+
"text": [
|
108 |
+
"CPU times: user 631 ms, sys: 88 ms, total: 720 ms\n",
|
109 |
+
"Wall time: 214 ms\n"
|
110 |
+
]
|
111 |
+
},
|
112 |
+
{
|
113 |
+
"data": {
|
114 |
+
"text/plain": [
|
115 |
+
"('trex',\n",
|
116 |
+
" tensor(3),\n",
|
117 |
+
" tensor([2.8448e-05, 7.2189e-06, 2.6055e-06, 9.9986e-01, 9.7011e-05]))"
|
118 |
+
]
|
119 |
+
},
|
120 |
+
"execution_count": 6,
|
121 |
+
"metadata": {},
|
122 |
+
"output_type": "execute_result"
|
123 |
+
}
|
124 |
+
],
|
125 |
+
"source": [
|
126 |
+
"%time learn.predict(im)"
|
127 |
+
]
|
128 |
+
},
|
129 |
+
{
|
130 |
+
"cell_type": "code",
|
131 |
+
"execution_count": 7,
|
132 |
+
"id": "70ee397c-aea2-49e5-b5ce-f3a166941588",
|
133 |
+
"metadata": {},
|
134 |
+
"outputs": [],
|
135 |
+
"source": [
|
136 |
+
"#|export\n",
|
137 |
+
"categories = ('ankylosaurus', 'brontosaurus', 'pterodactyl', 'trex', 'triceraptops')\n",
|
138 |
+
"\n",
|
139 |
+
"def classify(img):\n",
|
140 |
+
" pred, idx, probs = learn.predict(img)\n",
|
141 |
+
" return dict(zip(categories, map(float,probs)))"
|
142 |
+
]
|
143 |
+
},
|
144 |
+
{
|
145 |
+
"cell_type": "code",
|
146 |
+
"execution_count": 8,
|
147 |
+
"id": "02b318e3-985f-4cef-9f2d-2f8934210e77",
|
148 |
+
"metadata": {},
|
149 |
+
"outputs": [
|
150 |
+
{
|
151 |
+
"data": {
|
152 |
+
"text/html": [
|
153 |
+
"\n",
|
154 |
+
"<style>\n",
|
155 |
+
" /* Turns off some styling */\n",
|
156 |
+
" progress {\n",
|
157 |
+
" /* gets rid of default border in Firefox and Opera. */\n",
|
158 |
+
" border: none;\n",
|
159 |
+
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
|
160 |
+
" background-size: auto;\n",
|
161 |
+
" }\n",
|
162 |
+
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
|
163 |
+
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
|
164 |
+
" }\n",
|
165 |
+
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
|
166 |
+
" background: #F44336;\n",
|
167 |
+
" }\n",
|
168 |
+
"</style>\n"
|
169 |
+
],
|
170 |
+
"text/plain": [
|
171 |
+
"<IPython.core.display.HTML object>"
|
172 |
+
]
|
173 |
+
},
|
174 |
+
"metadata": {},
|
175 |
+
"output_type": "display_data"
|
176 |
+
},
|
177 |
+
{
|
178 |
+
"data": {
|
179 |
+
"text/html": [],
|
180 |
+
"text/plain": [
|
181 |
+
"<IPython.core.display.HTML object>"
|
182 |
+
]
|
183 |
+
},
|
184 |
+
"metadata": {},
|
185 |
+
"output_type": "display_data"
|
186 |
+
},
|
187 |
+
{
|
188 |
+
"data": {
|
189 |
+
"text/plain": [
|
190 |
+
"{'ankylosaurus': 2.8447859222069383e-05,\n",
|
191 |
+
" 'brontosaurus': 7.218893188110087e-06,\n",
|
192 |
+
" 'pterodactyl': 2.6055167836602777e-06,\n",
|
193 |
+
" 'trex': 0.9998646974563599,\n",
|
194 |
+
" 'triceraptops': 9.701061935629696e-05}"
|
195 |
+
]
|
196 |
+
},
|
197 |
+
"execution_count": 8,
|
198 |
+
"metadata": {},
|
199 |
+
"output_type": "execute_result"
|
200 |
+
}
|
201 |
+
],
|
202 |
+
"source": [
|
203 |
+
"classify(im)"
|
204 |
+
]
|
205 |
+
},
|
206 |
+
{
|
207 |
+
"cell_type": "code",
|
208 |
+
"execution_count": 9,
|
209 |
+
"id": "d3aaefd3-fc30-47f7-9fd2-f1aaa74849ca",
|
210 |
+
"metadata": {},
|
211 |
+
"outputs": [
|
212 |
+
{
|
213 |
+
"name": "stdout",
|
214 |
+
"output_type": "stream",
|
215 |
+
"text": [
|
216 |
+
"Running on local URL: http://127.0.0.1:7860\n",
|
217 |
+
"\n",
|
218 |
+
"To create a public link, set `share=True` in `launch()`.\n"
|
219 |
+
]
|
220 |
+
},
|
221 |
+
{
|
222 |
+
"data": {
|
223 |
+
"text/plain": []
|
224 |
+
},
|
225 |
+
"execution_count": 9,
|
226 |
+
"metadata": {},
|
227 |
+
"output_type": "execute_result"
|
228 |
+
}
|
229 |
+
],
|
230 |
+
"source": [
|
231 |
+
"#|export\n",
|
232 |
+
"\n",
|
233 |
+
"image = gr.Image(width=512, height=512)\n",
|
234 |
+
"label = gr.Label(num_top_classes=3)\n",
|
235 |
+
"examples = ['ankylosaurus.jpg', 'images.jpeg']\n",
|
236 |
+
"\n",
|
237 |
+
"demo = gr.Interface(fn=classify, inputs=image, outputs=label, examples=examples)\n",
|
238 |
+
"demo.launch(inline=False)"
|
239 |
+
]
|
240 |
+
},
|
241 |
+
{
|
242 |
+
"cell_type": "code",
|
243 |
+
"execution_count": 12,
|
244 |
+
"id": "e6deb6ea-7df1-4d1d-82e6-334085ff0145",
|
245 |
+
"metadata": {},
|
246 |
+
"outputs": [],
|
247 |
+
"source": [
|
248 |
+
"import nbdev"
|
249 |
+
]
|
250 |
+
},
|
251 |
+
{
|
252 |
+
"cell_type": "code",
|
253 |
+
"execution_count": 16,
|
254 |
+
"id": "eb30bac7-1d32-431a-b74c-dae0f5427b38",
|
255 |
+
"metadata": {},
|
256 |
+
"outputs": [],
|
257 |
+
"source": [
|
258 |
+
"nbdev.export.nb_export('app.ipynb')\n"
|
259 |
+
]
|
260 |
+
},
|
261 |
+
{
|
262 |
+
"cell_type": "code",
|
263 |
+
"execution_count": null,
|
264 |
+
"id": "14e97183-8dd0-4f2f-bea8-0d7403cc55a6",
|
265 |
+
"metadata": {},
|
266 |
+
"outputs": [],
|
267 |
+
"source": []
|
268 |
+
}
|
269 |
+
],
|
270 |
+
"metadata": {
|
271 |
+
"kernelspec": {
|
272 |
+
"display_name": "Python 3 (ipykernel)",
|
273 |
+
"language": "python",
|
274 |
+
"name": "python3"
|
275 |
+
},
|
276 |
+
"language_info": {
|
277 |
+
"codemirror_mode": {
|
278 |
+
"name": "ipython",
|
279 |
+
"version": 3
|
280 |
+
},
|
281 |
+
"file_extension": ".py",
|
282 |
+
"mimetype": "text/x-python",
|
283 |
+
"name": "python",
|
284 |
+
"nbconvert_exporter": "python",
|
285 |
+
"pygments_lexer": "ipython3",
|
286 |
+
"version": "3.10.12"
|
287 |
+
}
|
288 |
+
},
|
289 |
+
"nbformat": 4,
|
290 |
+
"nbformat_minor": 5
|
291 |
+
}
|