johnlockejrr
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Upload 9 files
Browse files- README.md +18 -3
- language_model.arpa.gz +3 -0
- lexicon.txt +60 -0
- metrics.csv +322 -0
- model +0 -0
- statistics.md +233 -0
- syms.txt +60 -0
- tokens.txt +60 -0
- weights.ckpt +3 -0
README.md
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license: mit
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library_name: PyLaia
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license: mit
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tags:
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- PyLaia
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- PyTorch
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- atr
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- htr
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- ocr
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- modern
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- handwritten
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metrics:
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- CER
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- WER
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language:
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- ar
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datasets:
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- KHATT_v1.0
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pipeline_tag: image-to-text
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language_model.arpa.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:6350a03b69302ea558ed777cf2882d2948a3fc127d78d889d8dcc38586b7969a
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size 265714
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lexicon.txt
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<ctc> <ctc>
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! !
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" "
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# #
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, ,
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- -
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1 1
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; ;
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I I
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_ _
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، ،
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؛ ؛
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؟ ؟
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ء ء
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آ آ
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أ أ
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ؤ ؤ
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إ إ
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ئ ئ
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ا ا
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ب ب
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ة ة
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ت ت
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ث ث
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ج ج
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ح ح
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خ خ
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د د
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ذ ذ
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ر ر
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ز ز
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س س
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ش ش
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ط ط
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ع ع
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غ غ
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ـ ـ
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ف ف
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ق ق
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ك ك
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ل ل
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م م
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و و
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ى ى
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ي ي
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ً ً
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َ َ
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ُ ُ
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ِ ِ
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ّ ّ
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ْ ْ
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<unk> <unk>
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<space> <space>
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metrics.csv
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epoch,lr-RMSprop,tr_cer,tr_loss,tr_wer,va_cer,va_loss,va_wer
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198 |
+
21024,5e-06,,,,,,
|
199 |
+
21608,5e-06,,,,,,
|
200 |
+
22192,5e-06,,,,,,
|
201 |
+
22776,5e-06,,,,,,
|
202 |
+
23360,5e-06,,,,,,
|
203 |
+
23944,5e-06,,,,,,
|
204 |
+
24528,5e-06,,,,,,
|
205 |
+
25112,5e-06,,,,,,
|
206 |
+
25696,5e-06,,,,,,
|
207 |
+
26280,5e-06,,,,,,
|
208 |
+
26864,5e-06,,,,,,
|
209 |
+
27448,5e-06,,,,,,
|
210 |
+
28032,5.000000000000001e-07,,,,,,
|
211 |
+
28616,5.000000000000001e-07,,,,,,
|
212 |
+
29200,5.000000000000001e-07,,,,,,
|
213 |
+
29784,5.000000000000001e-07,,,,,,
|
214 |
+
30368,5.000000000000001e-07,,,,,,
|
215 |
+
30952,5.000000000000001e-07,,,,,,
|
216 |
+
31536,5.000000000000001e-07,,,,,,
|
217 |
+
32120,5.000000000000001e-07,,,,,,
|
218 |
+
32704,5.000000000000001e-07,,,,,,
|
219 |
+
33288,5.000000000000001e-07,,,,,,
|
220 |
+
33872,5.000000000000001e-07,,,,,,
|
221 |
+
34456,5.000000000000001e-07,,,,,,
|
222 |
+
35040,5.000000000000001e-07,,,,,,
|
223 |
+
35624,5.000000000000001e-07,,,,,,
|
224 |
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36208,5.000000000000001e-07,,,,,,
|
225 |
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36792,5.000000000000001e-07,,,,,,
|
226 |
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37376,5.000000000000001e-07,,,,,,
|
227 |
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37960,5.000000000000001e-07,,,,,,
|
228 |
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38544,5.000000000000001e-07,,,,,,
|
229 |
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39128,5.000000000000001e-07,,,,,,
|
230 |
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39712,5.000000000000001e-07,,,,,,
|
231 |
+
40296,5.000000000000001e-07,,,,,,
|
232 |
+
40880,5.000000000000001e-07,,,,,,
|
233 |
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41464,5.000000000000001e-07,,,,,,
|
234 |
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42048,5.000000000000001e-07,,,,,,
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235 |
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42632,5.000000000000001e-07,,,,,,
|
236 |
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43216,5.000000000000001e-08,,,,,,
|
237 |
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43800,5.000000000000001e-08,,,,,,
|
238 |
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44384,5.000000000000001e-08,,,,,,
|
239 |
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44968,5.000000000000001e-08,,,,,,
|
240 |
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45552,5.000000000000001e-08,,,,,,
|
241 |
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46136,5.000000000000002e-09,,,,,,
|
242 |
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46720,5.000000000000002e-09,,,,,,
|
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47304,5.000000000000002e-09,,,,,,
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47888,5.000000000000002e-09,,,,,,
|
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48472,5.000000000000002e-09,,,,,,
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49056,5.000000000000002e-09,,,,,,
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49640,5.000000000000002e-09,,,,,,
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248 |
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50224,5.000000000000002e-09,,,,,,
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249 |
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50808,5.000000000000002e-09,,,,,,
|
250 |
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51392,5.000000000000002e-09,,,,,,
|
251 |
+
51976,5.000000000000002e-09,,,,,,
|
252 |
+
52560,5.000000000000002e-09,,,,,,
|
253 |
+
53144,5.000000000000002e-09,,,,,,
|
254 |
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53728,5.000000000000002e-09,,,,,,
|
255 |
+
54312,5.000000000000002e-09,,,,,,
|
256 |
+
54896,5.000000000000002e-09,,,,,,
|
257 |
+
55480,5.000000000000002e-09,,,,,,
|
258 |
+
56064,5.000000000000002e-09,,,,,,
|
259 |
+
56648,5.000000000000002e-09,,,,,,
|
260 |
+
57232,5.000000000000002e-09,,,,,,
|
261 |
+
57816,5.000000000000002e-09,,,,,,
|
262 |
+
58400,5.000000000000002e-09,,,,,,
|
263 |
+
58984,5.000000000000002e-09,,,,,,
|
264 |
+
59568,5.000000000000002e-09,,,,,,
|
265 |
+
60152,5.000000000000002e-09,,,,,,
|
266 |
+
60736,5.000000000000002e-09,,,,,,
|
267 |
+
61320,5.000000000000002e-09,,,,,,
|
268 |
+
61904,5.000000000000002e-09,,,,,,
|
269 |
+
62488,5.000000000000002e-09,,,,,,
|
270 |
+
63072,5.000000000000002e-09,,,,,,
|
271 |
+
63656,5.000000000000002e-09,,,,,,
|
272 |
+
64240,5.000000000000002e-09,,,,,,
|
273 |
+
64824,5.000000000000002e-09,,,,,,
|
274 |
+
65408,5.000000000000002e-09,,,,,,
|
275 |
+
65992,5.000000000000002e-09,,,,,,
|
276 |
+
66576,5.000000000000002e-09,,,,,,
|
277 |
+
67160,5.000000000000002e-09,,,,,,
|
278 |
+
67744,5.000000000000002e-09,,,,,,
|
279 |
+
68328,5.000000000000002e-09,,,,,,
|
280 |
+
68912,5.000000000000002e-09,,,,,,
|
281 |
+
69496,5.000000000000002e-09,,,,,,
|
282 |
+
70080,5.000000000000002e-09,,,,,,
|
283 |
+
70664,5.000000000000002e-09,,,,,,
|
284 |
+
71248,5.000000000000002e-09,,,,,,
|
285 |
+
71832,5.000000000000002e-09,,,,,,
|
286 |
+
72416,5.000000000000002e-09,,,,,,
|
287 |
+
73000,5.000000000000002e-09,,,,,,
|
288 |
+
73584,5.000000000000002e-09,,,,,,
|
289 |
+
74168,5.000000000000002e-09,,,,,,
|
290 |
+
74752,5.000000000000002e-09,,,,,,
|
291 |
+
75336,5.000000000000002e-09,,,,,,
|
292 |
+
75920,5.000000000000002e-09,,,,,,
|
293 |
+
76504,5.000000000000002e-09,,,,,,
|
294 |
+
77088,5.000000000000002e-09,,,,,,
|
295 |
+
77672,5.000000000000002e-09,,,,,,
|
296 |
+
78256,5.000000000000002e-09,,,,,,
|
297 |
+
78840,5.000000000000002e-09,,,,,,
|
298 |
+
79424,5.000000000000002e-09,,,,,,
|
299 |
+
80008,5.000000000000002e-09,,,,,,
|
300 |
+
80592,5.000000000000002e-09,,,,,,
|
301 |
+
81176,5.000000000000002e-09,,,,,,
|
302 |
+
81760,5.000000000000002e-09,,,,,,
|
303 |
+
82344,5.000000000000002e-09,,,,,,
|
304 |
+
82928,5.000000000000002e-09,,,,,,
|
305 |
+
83512,5.000000000000002e-09,,,,,,
|
306 |
+
84096,5.000000000000002e-09,,,,,,
|
307 |
+
84680,5.000000000000002e-09,,,,,,
|
308 |
+
85264,5.000000000000002e-09,,,,,,
|
309 |
+
85848,5.000000000000002e-09,,,,,,
|
310 |
+
86432,5.000000000000002e-09,,,,,,
|
311 |
+
87016,5.000000000000002e-09,,,,,,
|
312 |
+
87600,5.000000000000002e-09,,,,,,
|
313 |
+
88184,5.000000000000002e-09,,,,,,
|
314 |
+
88768,5.000000000000002e-09,,,,,,
|
315 |
+
89352,5.000000000000002e-09,,,,,,
|
316 |
+
89936,5.000000000000002e-09,,,,,,
|
317 |
+
90520,5.000000000000002e-09,,,,,,
|
318 |
+
91104,5.000000000000002e-09,,,,,,
|
319 |
+
91688,5.000000000000002e-09,,,,,,
|
320 |
+
92272,5.000000000000002e-09,,,,,,
|
321 |
+
92856,5.000000000000002e-09,,,,,,
|
322 |
+
93440,5.000000000000002e-09,,,,,,
|
model
ADDED
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|
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statistics.md
ADDED
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|
1 |
+
|
2 |
+
Statistics
|
3 |
+
==========
|
4 |
+
|
5 |
+
# Train
|
6 |
+
|
7 |
+
## Images statistics
|
8 |
+
|
9 |
+
| Metric | Width | Height |
|
10 |
+
| :------| :-----: | :----: |
|
11 |
+
| Count | 4672 | 4672 |
|
12 |
+
| Min | 39 | 128 |
|
13 |
+
| Max | 4431 | 128 |
|
14 |
+
| Mean | 1678.42 | 128.0 |
|
15 |
+
| Median | 1785 | 128 |
|
16 |
+
|
17 |
+
## Labels statistics
|
18 |
+
|
19 |
+
| Metric | Chars | Words |
|
20 |
+
| :------| :----: | :---: |
|
21 |
+
| Min | 3 | 1 |
|
22 |
+
| Max | 118 | 29 |
|
23 |
+
| Mean | 60.53 | 14.12 |
|
24 |
+
| Median | 62 | 14 |
|
25 |
+
| Total | 282792 | 65990 |
|
26 |
+
|
27 |
+
### Characters statistics
|
28 |
+
|
29 |
+
| Character | Occurrence |
|
30 |
+
| :---------|----------: |
|
31 |
+
| <space> | 61517 |
|
32 |
+
| ا | 26942 |
|
33 |
+
| ل | 22924 |
|
34 |
+
| ن | 12305 |
|
35 |
+
| ي | 11490 |
|
36 |
+
| م | 10719 |
|
37 |
+
| ب | 10308 |
|
38 |
+
| ف | 8701 |
|
39 |
+
| ر | 8690 |
|
40 |
+
| و | 8119 |
|
41 |
+
| ه | 8056 |
|
42 |
+
| ع | 6453 |
|
43 |
+
| ح | 6375 |
|
44 |
+
| ت | 6009 |
|
45 |
+
| ، | 5518 |
|
46 |
+
| ج | 5368 |
|
47 |
+
| ك | 4518 |
|
48 |
+
| . | 4285 |
|
49 |
+
| خ | 3859 |
|
50 |
+
| ص | 3847 |
|
51 |
+
| س | 3827 |
|
52 |
+
| غ | 3794 |
|
53 |
+
| أ | 3636 |
|
54 |
+
| ط | 3370 |
|
55 |
+
| ق | 3120 |
|
56 |
+
| ظ | 3103 |
|
57 |
+
| د | 3071 |
|
58 |
+
| ض | 3060 |
|
59 |
+
| ث | 2989 |
|
60 |
+
| ش | 2854 |
|
61 |
+
| ة | 2704 |
|
62 |
+
| ؤ | 1738 |
|
63 |
+
| ذ | 1598 |
|
64 |
+
| ز | 1583 |
|
65 |
+
| ئ | 1455 |
|
66 |
+
| ـ | 1377 |
|
67 |
+
| إ | 767 |
|
68 |
+
| آ | 715 |
|
69 |
+
| ء | 701 |
|
70 |
+
| : | 675 |
|
71 |
+
| # | 354 |
|
72 |
+
| ى | 197 |
|
73 |
+
| , | 62 |
|
74 |
+
| - | 20 |
|
75 |
+
| ّ | 3 |
|
76 |
+
| ؛ | 3 |
|
77 |
+
| َ | 3 |
|
78 |
+
| ! | 2 |
|
79 |
+
| ؟ | 2 |
|
80 |
+
| ُ | 2 |
|
81 |
+
| " | 1 |
|
82 |
+
| 1 | 1 |
|
83 |
+
| ِ | 1 |
|
84 |
+
| ; | 1 |
|
85 |
+
|
86 |
+
# Val
|
87 |
+
|
88 |
+
## Images statistics
|
89 |
+
|
90 |
+
| Metric | Width | Height |
|
91 |
+
| :------| :-----: | :----: |
|
92 |
+
| Count | 963 | 963 |
|
93 |
+
| Min | 87 | 128 |
|
94 |
+
| Max | 4828 | 128 |
|
95 |
+
| Mean | 1637.52 | 128.0 |
|
96 |
+
| Median | 1702 | 128 |
|
97 |
+
|
98 |
+
## Labels statistics
|
99 |
+
|
100 |
+
| Metric | Chars | Words |
|
101 |
+
| :------| :---: | :---: |
|
102 |
+
| Min | 5 | 1 |
|
103 |
+
| Max | 107 | 28 |
|
104 |
+
| Mean | 60.41 | 13.83 |
|
105 |
+
| Median | 61 | 13 |
|
106 |
+
| Total | 58176 | 13323 |
|
107 |
+
|
108 |
+
### Characters statistics
|
109 |
+
|
110 |
+
| Character | Occurrence |
|
111 |
+
| :---------|----------: |
|
112 |
+
| <space> | 12416 |
|
113 |
+
| ا | 5556 |
|
114 |
+
| ل | 4677 |
|
115 |
+
| ن | 2548 |
|
116 |
+
| ي | 2406 |
|
117 |
+
| م | 2221 |
|
118 |
+
| ب | 2143 |
|
119 |
+
| ر | 1869 |
|
120 |
+
| ف | 1805 |
|
121 |
+
| و | 1709 |
|
122 |
+
| ه | 1674 |
|
123 |
+
| ع | 1330 |
|
124 |
+
| ح | 1312 |
|
125 |
+
| ت | 1216 |
|
126 |
+
| ، | 1167 |
|
127 |
+
| ج | 1098 |
|
128 |
+
| ك | 925 |
|
129 |
+
| . | 868 |
|
130 |
+
| ص | 799 |
|
131 |
+
| خ | 795 |
|
132 |
+
| س | 784 |
|
133 |
+
| غ | 779 |
|
134 |
+
| أ | 721 |
|
135 |
+
| ط | 711 |
|
136 |
+
| ظ | 660 |
|
137 |
+
| ق | 655 |
|
138 |
+
| د | 626 |
|
139 |
+
| ث | 618 |
|
140 |
+
| ض | 615 |
|
141 |
+
| ش | 599 |
|
142 |
+
| ة | 542 |
|
143 |
+
| ؤ | 378 |
|
144 |
+
| ذ | 334 |
|
145 |
+
| ز | 326 |
|
146 |
+
| ئ | 297 |
|
147 |
+
| ـ | 266 |
|
148 |
+
| آ | 156 |
|
149 |
+
| ء | 155 |
|
150 |
+
| إ | 147 |
|
151 |
+
| : | 141 |
|
152 |
+
| # | 96 |
|
153 |
+
| , | 17 |
|
154 |
+
| ى | 15 |
|
155 |
+
| I | 1 |
|
156 |
+
| َ | 1 |
|
157 |
+
| _ | 1 |
|
158 |
+
| ً | 1 |
|
159 |
+
|
160 |
+
# Test
|
161 |
+
|
162 |
+
## Images statistics
|
163 |
+
|
164 |
+
| Metric | Width | Height |
|
165 |
+
| :------| :-----: | :----: |
|
166 |
+
| Count | 1038 | 1038 |
|
167 |
+
| Min | 38 | 128 |
|
168 |
+
| Max | 3970 | 128 |
|
169 |
+
| Mean | 1685.75 | 128.0 |
|
170 |
+
| Median | 1792 | 128 |
|
171 |
+
|
172 |
+
## Labels statistics
|
173 |
+
|
174 |
+
| Metric | Chars | Words |
|
175 |
+
| :------| :---: | :---: |
|
176 |
+
| Min | 3 | 1 |
|
177 |
+
| Max | 109 | 30 |
|
178 |
+
| Mean | 58.75 | 13.51 |
|
179 |
+
| Median | 60 | 13 |
|
180 |
+
| Total | 60986 | 14020 |
|
181 |
+
|
182 |
+
### Characters statistics
|
183 |
+
|
184 |
+
| Character | Occurrence |
|
185 |
+
| :---------|----------: |
|
186 |
+
| <space> | 13055 |
|
187 |
+
| ا | 5886 |
|
188 |
+
| ل | 4970 |
|
189 |
+
| ن | 2665 |
|
190 |
+
| ي | 2520 |
|
191 |
+
| م | 2350 |
|
192 |
+
| ب | 2210 |
|
193 |
+
| ر | 1912 |
|
194 |
+
| ف | 1876 |
|
195 |
+
| ه | 1775 |
|
196 |
+
| و | 1756 |
|
197 |
+
| ع | 1365 |
|
198 |
+
| ح | 1359 |
|
199 |
+
| ت | 1308 |
|
200 |
+
| ، | 1206 |
|
201 |
+
| ج | 1154 |
|
202 |
+
| ك | 995 |
|
203 |
+
| . | 898 |
|
204 |
+
| ص | 834 |
|
205 |
+
| خ | 831 |
|
206 |
+
| س | 827 |
|
207 |
+
| غ | 823 |
|
208 |
+
| أ | 770 |
|
209 |
+
| ط | 736 |
|
210 |
+
| ق | 680 |
|
211 |
+
| ظ | 667 |
|
212 |
+
| ض | 656 |
|
213 |
+
| ث | 652 |
|
214 |
+
| د | 643 |
|
215 |
+
| ش | 621 |
|
216 |
+
| ة | 568 |
|
217 |
+
| ؤ | 375 |
|
218 |
+
| ذ | 347 |
|
219 |
+
| ز | 337 |
|
220 |
+
| ئ | 323 |
|
221 |
+
| ـ | 296 |
|
222 |
+
| آ | 159 |
|
223 |
+
| إ | 159 |
|
224 |
+
| ء | 158 |
|
225 |
+
| : | 153 |
|
226 |
+
| # | 77 |
|
227 |
+
| ى | 25 |
|
228 |
+
| - | 3 |
|
229 |
+
| ؟ | 2 |
|
230 |
+
| , | 1 |
|
231 |
+
| ْ | 1 |
|
232 |
+
| ُ | 1 |
|
233 |
+
| ً | 1 |
|
syms.txt
ADDED
@@ -0,0 +1,60 @@
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1 |
+
<ctc> 0
|
2 |
+
! 1
|
3 |
+
" 2
|
4 |
+
# 3
|
5 |
+
, 4
|
6 |
+
- 5
|
7 |
+
. 6
|
8 |
+
1 7
|
9 |
+
: 8
|
10 |
+
; 9
|
11 |
+
I 10
|
12 |
+
_ 11
|
13 |
+
، 12
|
14 |
+
؛ 13
|
15 |
+
؟ 14
|
16 |
+
ء 15
|
17 |
+
آ 16
|
18 |
+
أ 17
|
19 |
+
ؤ 18
|
20 |
+
إ 19
|
21 |
+
ئ 20
|
22 |
+
ا 21
|
23 |
+
ب 22
|
24 |
+
ة 23
|
25 |
+
ت 24
|
26 |
+
ث 25
|
27 |
+
ج 26
|
28 |
+
ح 27
|
29 |
+
خ 28
|
30 |
+
د 29
|
31 |
+
ذ 30
|
32 |
+
ر 31
|
33 |
+
ز 32
|
34 |
+
س 33
|
35 |
+
ش 34
|
36 |
+
ص 35
|
37 |
+
ض 36
|
38 |
+
ط 37
|
39 |
+
ظ 38
|
40 |
+
ع 39
|
41 |
+
غ 40
|
42 |
+
ـ 41
|
43 |
+
ف 42
|
44 |
+
ق 43
|
45 |
+
ك 44
|
46 |
+
ل 45
|
47 |
+
م 46
|
48 |
+
ن 47
|
49 |
+
ه 48
|
50 |
+
و 49
|
51 |
+
ى 50
|
52 |
+
ي 51
|
53 |
+
ً 52
|
54 |
+
َ 53
|
55 |
+
ُ 54
|
56 |
+
ِ 55
|
57 |
+
ّ 56
|
58 |
+
ْ 57
|
59 |
+
<unk> 58
|
60 |
+
<space> 59
|
tokens.txt
ADDED
@@ -0,0 +1,60 @@
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|
|
1 |
+
<ctc>
|
2 |
+
!
|
3 |
+
"
|
4 |
+
#
|
5 |
+
,
|
6 |
+
-
|
7 |
+
.
|
8 |
+
1
|
9 |
+
:
|
10 |
+
;
|
11 |
+
I
|
12 |
+
_
|
13 |
+
،
|
14 |
+
؛
|
15 |
+
؟
|
16 |
+
ء
|
17 |
+
آ
|
18 |
+
أ
|
19 |
+
ؤ
|
20 |
+
إ
|
21 |
+
ئ
|
22 |
+
ا
|
23 |
+
ب
|
24 |
+
ة
|
25 |
+
ت
|
26 |
+
ث
|
27 |
+
ج
|
28 |
+
ح
|
29 |
+
خ
|
30 |
+
د
|
31 |
+
ذ
|
32 |
+
ر
|
33 |
+
ز
|
34 |
+
س
|
35 |
+
ش
|
36 |
+
ص
|
37 |
+
ض
|
38 |
+
ط
|
39 |
+
ظ
|
40 |
+
ع
|
41 |
+
غ
|
42 |
+
ـ
|
43 |
+
ف
|
44 |
+
ق
|
45 |
+
ك
|
46 |
+
ل
|
47 |
+
م
|
48 |
+
ن
|
49 |
+
ه
|
50 |
+
و
|
51 |
+
ى
|
52 |
+
ي
|
53 |
+
ً
|
54 |
+
َ
|
55 |
+
ُ
|
56 |
+
ِ
|
57 |
+
ّ
|
58 |
+
ْ
|
59 |
+
<unk>
|
60 |
+
<space>
|
weights.ckpt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e4fa0d23f9f7466f2a8743364cd07b1be81eed81279f5d474679cf14bcc8a9d4
|
3 |
+
size 42585948
|