File size: 123,626 Bytes
a60c626
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "61e04301-38df-4884-b6a5-22c9ea0b8f42",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|default_exp app"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eea0a34c-610b-4cda-a0d0-d33fc5a4d8c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmartinec/Library/Python/3.9/lib/python/site-packages/urllib3/__init__.py:34: NotOpenSSLWarning: urllib3 v2 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 2.8.3'. See: https://github.com/urllib3/urllib3/issues/3020\n",
      "  warnings.warn(\n",
      "/Users/dmartinec/Library/Python/3.9/lib/python/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
      "  _torch_pytree._register_pytree_node(\n"
     ]
    }
   ],
   "source": [
    "#|export\n",
    "from fastai.vision.all import *\n",
    "import gradio as gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "56b1b84c-124c-4a00-b3a9-825a73b3176c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "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",
      "text/plain": [
       "PILImage mode=RGB size=192x192"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = PILImage.create('images/Finley.jpeg')\n",
    "im.thumbnail((192,192))\n",
    "im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "efc4a6b6-3351-4679-8d43-6b05895b38a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "# Copied from https://n90l9ahmyv.clg07azjl.paperspacegradient.com/lab/tree/bear_multicat.ipynb\n",
    "\n",
    "# from parent_label\n",
    "def get_y(o):\n",
    "    parent_name = Path(o).parent.name\n",
    "    if parent_name in bear_types:\n",
    "        return [parent_name]\n",
    "    return []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64fb2afb-d5ae-4fe9-8ede-f269fc731277",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "learn = load_learner('Finley_multicat.pkl') #'export.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "458d4f3f-44c7-40d1-b3f4-ec32505bcd3e",
   "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": [
       "('Finley', tensor(0), tensor([9.9999e-01, 9.3897e-06]))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a8b789a2-2333-44ad-b786-ba8d85cc9225",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "categories = ('Finley', 'bird')\n",
    "\n",
    "def classify_image(im):\n",
    "    pred, idx, probs = learn.predict(im)\n",
    "    return dict(zip(categories, map(float, probs)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1faf012d-8159-4aae-b3a9-9c17751fc187",
   "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": [
       "{'Finley': 0.9999905824661255, 'bird': 9.389701517648064e-06}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_image(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5e10c092-c82d-4d85-8cb9-c7dc791269fc",
   "metadata": {},
   "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": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dmartinec/Library/Python/3.9/lib/python/site-packages/gradio/analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. \n",
      "--------\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "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",
    "image = gr.Image(width=192, height=192)\n",
    "label = gr.Label()\n",
    "examples = ['images/Finley.jpeg', 'images/bird.jpg']\n",
    "\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
    "intf.launch(inline=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2017b1ba-f8d3-4a1d-98da-f52ce147df14",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nbdev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9e1976f1-79bb-496a-85e0-107766999c62",
   "metadata": {},
   "outputs": [],
   "source": [
    "nbdev.export.nb_export('app.ipynb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23dff3b1-1a5e-4d46-bdc2-fc0aa2c1eb03",
   "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}