File size: 37,944 Bytes
f9af47f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: fastbook in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (0.0.28)\n",
      "Requirement already satisfied: pandas in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (1.4.4)\n",
      "Requirement already satisfied: packaging in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (21.3)\n",
      "Requirement already satisfied: fastai>=2.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (2.7.9)\n",
      "Requirement already satisfied: pip in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from fastbook) (22.2.2)\n",
      "Requirement already satisfied: transformers in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (4.21.3)\n",
      "Requirement already satisfied: sentencepiece in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (0.1.97)\n",
      "Requirement already satisfied: requests in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (2.28.1)\n",
      "Requirement already satisfied: datasets in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (2.4.0)\n",
      "Requirement already satisfied: graphviz in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastbook) (0.20.1)\n",
      "Requirement already satisfied: scikit-learn in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.1.2)\n",
      "Requirement already satisfied: fastcore<1.6,>=1.4.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.5.26)\n",
      "Requirement already satisfied: matplotlib in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (3.5.3)\n",
      "Requirement already satisfied: torch<1.14,>=1.7 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.12.1)\n",
      "Requirement already satisfied: fastdownload<2,>=0.0.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (0.0.7)\n",
      "Requirement already satisfied: fastprogress>=0.2.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.0.3)\n",
      "Requirement already satisfied: pyyaml in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (6.0)\n",
      "Requirement already satisfied: torchvision>=0.8.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (0.13.1)\n",
      "Requirement already satisfied: scipy in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (1.9.1)\n",
      "Requirement already satisfied: pillow>6.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (9.2.0)\n",
      "Requirement already satisfied: spacy<4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai>=2.6->fastbook) (3.4.1)\n",
      "Requirement already satisfied: xxhash in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (3.0.0)\n",
      "Requirement already satisfied: huggingface-hub<1.0.0,>=0.1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.9.1)\n",
      "Requirement already satisfied: numpy>=1.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (1.23.3)\n",
      "Requirement already satisfied: aiohttp in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (3.8.1)\n",
      "Requirement already satisfied: pyarrow>=6.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (9.0.0)\n",
      "Requirement already satisfied: tqdm>=4.62.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (4.64.1)\n",
      "Requirement already satisfied: dill<0.3.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.3.5.1)\n",
      "Requirement already satisfied: responses<0.19 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.18.0)\n",
      "Requirement already satisfied: fsspec[http]>=2021.11.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (2022.8.2)\n",
      "Requirement already satisfied: multiprocess in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from datasets->fastbook) (0.70.13)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (3.3)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (1.26.12)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (2.1.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastbook) (2022.6.15.1)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from packaging->fastbook) (3.0.9)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pandas->fastbook) (2022.2.1)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pandas->fastbook) (2.8.2)\n",
      "Requirement already satisfied: regex!=2019.12.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from transformers->fastbook) (2022.9.13)\n",
      "Requirement already satisfied: filelock in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from transformers->fastbook) (3.8.0)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from transformers->fastbook) (0.12.1)\n",
      "Requirement already satisfied: attrs>=17.3.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (22.1.0)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (1.3.1)\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (1.8.1)\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (4.0.2)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (6.0.2)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->datasets->fastbook) (1.2.0)\n",
      "Requirement already satisfied: typing-extensions>=3.7.4.3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets->fastbook) (4.3.0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from python-dateutil>=2.8.1->pandas->fastbook) (1.16.0)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.0.7)\n",
      "Requirement already satisfied: pathy>=0.3.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (0.6.2)\n",
      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (1.0.8)\n",
      "Requirement already satisfied: setuptools in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from spacy<4->fastai>=2.6->fastbook) (63.2.0)\n",
      "Requirement already satisfied: typer<0.5.0,>=0.3.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (0.4.2)\n",
      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.3.0)\n",
      "Requirement already satisfied: jinja2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.1.2)\n",
      "Requirement already satisfied: thinc<8.2.0,>=8.1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (8.1.1)\n",
      "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (0.10.1)\n",
      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (1.0.3)\n",
      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.10.0,>=1.7.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (1.9.2)\n",
      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (2.4.4)\n",
      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.9 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (3.0.10)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (2.0.6)\n",
      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai>=2.6->fastbook) (2.0.8)\n",
      "Requirement already satisfied: colorama in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from tqdm>=4.62.1->datasets->fastbook) (0.4.5)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai>=2.6->fastbook) (1.4.4)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai>=2.6->fastbook) (4.37.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai>=2.6->fastbook) (0.11.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai>=2.6->fastbook) (3.1.0)\n",
      "Requirement already satisfied: joblib>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai>=2.6->fastbook) (1.1.0)\n",
      "Requirement already satisfied: smart-open<6.0.0,>=5.2.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pathy>=0.3.5->spacy<4->fastai>=2.6->fastbook) (5.2.1)\n",
      "Requirement already satisfied: blis<0.10.0,>=0.7.8 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai>=2.6->fastbook) (0.9.1)\n",
      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai>=2.6->fastbook) (0.0.1)\n",
      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from typer<0.5.0,>=0.3.0->spacy<4->fastai>=2.6->fastbook) (8.1.3)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from jinja2->spacy<4->fastai>=2.6->fastbook) (2.1.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: fastai in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (2.7.9)\n",
      "Requirement already satisfied: scikit-learn in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.1.2)\n",
      "Requirement already satisfied: torch<1.14,>=1.7 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.12.1)\n",
      "Requirement already satisfied: scipy in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.9.1)\n",
      "Requirement already satisfied: pillow>6.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (9.2.0)\n",
      "Requirement already satisfied: pip in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from fastai) (22.2.2)\n",
      "Requirement already satisfied: pandas in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.4.4)\n",
      "Requirement already satisfied: requests in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (2.28.1)\n",
      "Requirement already satisfied: pyyaml in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (6.0)\n",
      "Requirement already satisfied: matplotlib in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (3.5.3)\n",
      "Requirement already satisfied: torchvision>=0.8.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (0.13.1)\n",
      "Requirement already satisfied: fastprogress>=0.2.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.0.3)\n",
      "Requirement already satisfied: spacy<4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (3.4.1)\n",
      "Requirement already satisfied: fastcore<1.6,>=1.4.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (1.5.26)\n",
      "Requirement already satisfied: packaging in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (21.3)\n",
      "Requirement already satisfied: fastdownload<2,>=0.0.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from fastai) (0.0.7)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.0.7)\n",
      "Requirement already satisfied: thinc<8.2.0,>=8.1.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (8.1.1)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (4.64.1)\n",
      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (2.0.8)\n",
      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.3.0)\n",
      "Requirement already satisfied: setuptools in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.10_3.10.2032.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from spacy<4->fastai) (63.2.0)\n",
      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.9 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.0.10)\n",
      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.10.0,>=1.7.4 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.9.2)\n",
      "Requirement already satisfied: jinja2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (3.1.2)\n",
      "Requirement already satisfied: pathy>=0.3.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (0.6.2)\n",
      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (2.4.4)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (2.0.6)\n",
      "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (0.10.1)\n",
      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.0.3)\n",
      "Requirement already satisfied: numpy>=1.15.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.23.3)\n",
      "Requirement already satisfied: typer<0.5.0,>=0.3.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (0.4.2)\n",
      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from spacy<4->fastai) (1.0.8)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from packaging->fastai) (3.0.9)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (2.1.1)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (1.26.12)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (3.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests->fastai) (2022.6.15.1)\n",
      "Requirement already satisfied: typing-extensions in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from torch<1.14,>=1.7->fastai) (4.3.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (1.4.4)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (0.11.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (2.8.2)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from matplotlib->fastai) (4.37.1)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pandas->fastai) (2022.2.1)\n",
      "Requirement already satisfied: joblib>=1.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai) (1.1.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from scikit-learn->fastai) (3.1.0)\n",
      "Requirement already satisfied: smart-open<6.0.0,>=5.2.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from pathy>=0.3.5->spacy<4->fastai) (5.2.1)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from python-dateutil>=2.7->matplotlib->fastai) (1.16.0)\n",
      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai) (0.0.1)\n",
      "Requirement already satisfied: blis<0.10.0,>=0.7.8 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from thinc<8.2.0,>=8.1.0->spacy<4->fastai) (0.9.1)\n",
      "Requirement already satisfied: colorama in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy<4->fastai) (0.4.5)\n",
      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from typer<0.5.0,>=0.3.0->spacy<4->fastai) (8.1.3)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\adnan\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from jinja2->spacy<4->fastai) (2.1.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "#|export\n",
    "%pip install -q gradio\n",
    "%pip install fastbook\n",
    "%pip install fastai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "#hide\n",
    "# ! [ -e /content ] && pip install -Uqq fastbook\n",
    "import fastbook\n",
    "fastbook.setup_book()\n",
    "#hide\n",
    "from fastbook import *\n",
    "from fastai.vision.widgets import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "wDvqC0kn6WRq"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\inputs.py:256: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
      "  warnings.warn(\n",
      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
      "  warnings.warn(value)\n",
      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\outputs.py:196: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
      "  warnings.warn(\n",
      "C:\\Users\\Adnan\\anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n",
      "  warnings.warn(value)\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": [
       "(<gradio.routes.App at 0x22eadf090d0>, 'http://127.0.0.1:7861/', None)"
      ]
     },
     "execution_count": 3,
     "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",
    "\n",
    "import gradio as gr\n",
    "\n",
    "import pathlib\n",
    "temp = pathlib.PosixPath\n",
    "pathlib.PosixPath = pathlib.WindowsPath\n",
    "\n",
    "def is_cat(x): return x[0].isupper() # Presquite code for the model to run\n",
    "\n",
    "learn_inf = load_learner('model.pkl')\n",
    "\n",
    "learn_inf.dls.vocab # Reminds us of the categories\n",
    "\n",
    "categories = learn_inf.dls.vocab\n",
    "def classify_image(img):\n",
    "    pred, idx, probs = learn_inf.predict(img)\n",
    "    return dict(zip(categories, map(float,probs)))\n",
    "\n",
    "image = gr.inputs.Image(shape=(192,192)) \n",
    "label = gr.outputs.Label()\n",
    "examples = [\"Example 1.jpeg\",\"Example 2.jpeg\"]\n",
    "\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
    "intf.launch(inline=False)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3.10.7 64-bit (microsoft store)",
   "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": "3.10.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "76c362c6f96a87fea3e0479897b26c33ad9e30811d4e3dcda7998a6d3796fc1a"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}