File size: 75,570 Bytes
add0a20
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b841de18-c3f6-40cf-b287-8e69d357e693",
   "metadata": {},
   "source": [
    "# Dog vs Cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e7fee5a5-c409-417d-8e67-c95edb716722",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#/export\n",
    "from fastai.vision.all import *\n",
    "import gradio as gr\n",
    "\n",
    "def is_cat(x): return x[0].isupper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5d451449-9438-40a3-ad51-83f504ff9fd4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "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",
      "text/plain": [
       "PILImage mode=RGB size=192x192"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = PILImage.create('dog.jpeg')\n",
    "im.thumbnail((192,192))\n",
    "im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bba66ac7-6111-4d4d-b7ae-fae7f212987f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#/export\n",
    "learn = load_learner('model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0d1af5e4-dbe6-4085-8fdb-c31943062c0b",
   "metadata": {
    "tags": []
   },
   "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": [
       "('False', tensor(0), tensor([9.9998e-01, 1.8985e-05]))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d08078a7-a499-4501-b8cb-e5c3bf8276c9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#/export\n",
    "categories = ('dog', 'cat')\n",
    "\n",
    "def classify_image(img):\n",
    "    pred, idx, prob = learn.predict(img)\n",
    "    return dict(zip(categories, map(float, prob)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "534d8df7-77f3-448d-b10a-56d8f544a086",
   "metadata": {
    "tags": []
   },
   "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": [
       "{'dog': 0.9999810457229614, 'cat': 1.8984945199918002e-05}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_image(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ab484aad-c88e-4159-b718-7c6403cbab55",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_60549/1372384400.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_60549/1372384400.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
      "  image = gr.inputs.Image(shape=(192,192))\n",
      "/tmp/ipykernel_60549/1372384400.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_60549/1372384400.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
      "  label = gr.outputs.Label()\n"
     ]
    },
    {
     "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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#/export\n",
    "image = gr.inputs.Image(shape=(192,192))\n",
    "label = gr.outputs.Label()\n",
    "examples = ['dog.jpeg', 'cat.jpeg', 'geow.jpg']\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
    "intf.launch(inline=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a394a4c7-62ad-4d38-830e-22abe9da6f94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Export successful\n"
     ]
    }
   ],
   "source": [
    "import nbdev\n",
    "nbdev.export.nb_export('app.ipynb', './')\n",
    "print('Export successful')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e24acad-0cf1-42cd-9269-6c47305cb45d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Fastcourse",
   "language": "python",
   "name": "fastcourse"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}