⮉

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, , , .. , , . , , , . - , !
: » »
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(AI)

, ,

: ←     →: ←  1 2 3 4 5 6 7 8  9 10  →
: A1enushka,
Habbenula


: 80
2026 .
: 9
  #22 14:02

gecube :
[q]
-
- ( jpg, - ) -
[/q]



х , .
, .
gecube

I-Z58 >I-Z138 > ... > I-A6397

: 404
2015 .
: 207
  #22 14:12
[q]
, .
[/q]

, - .
---
- gb12335 @gecube
4head


4head

: 9
2013 .
: 14
  #25 1:23
: , . : A, B C. , , , , .

GPT-6 Astra, GPT-6.1 Sol, GPT-6 Luna, Claude Fable 5.1, Claude Opus 5.5, Kimi K3, Grok 4.7 Gemini 4 Argon. high . , ; .

. . , . , . ; .

, , 2 2 Codex Cursor. , .



[q]
: sample_A.png, sample_B.png sample_C.png. . 13 , A, B C. , .

, . , Python/Pillow. . , , , : . , .

, OCR/HTR-, , . . , . -, .

, . , .
1.
: , , , , , . , , . . ; .
. : , . , . ; ∅. , .
. , , . {: ...}, {: ...}. .
[], [?]. . , . , , .

2.
, , ( / / ) . , . , . .

3.
36 , . , , . ; . .

. , .
[/q]




: A 4900 × 1670, B 2725 × 495, C 1335 × 535 . : , . Sol A 2048 × 698. , .

. , . . Codex 30, 26 17 Astra, Sol Luna; 73 .

. Astra, Sol Luna . Fable, Opus Kimi . Opus , Kimi . Grok ; Argon , , . , . Codex ; Fable, Opus Kimi . Grok ; .

, . ; . Grok Argon . : , . ∅.

GPT-6 Astra, xhigh (3 ). , ; . . , ; . . , .

A.

sample-A.png

A
GPT-6 Astra, xhigh (3 )GPT-6 AstraGPT-6.1 SolGPT-6 LunaClaude Fable 5.1Claude Opus 5.5Kimi K3Grok 4.7Gemini 4 Argon
1- → Bauer Moses Adamsh. Sparre; Bauer , Adamsh. Moses Adam[ss.?] [Sparre?]; [Bauer?],
: [Moses?] Adamss. Sparre; 		Moses [Adamsſn?] Sparre; [Bauer?]
: [Moses?] Adamss. Sparre; [Dräng?]		 ; LarsMoses Adams. Sparre; Bauer,
: Mich[.] Adams[s.] Sparr[e?]		Moses Adamsoh. Sparre; Bauer
: Ms? Adams[oh?] Sparre		Hemmansegare Moses Sparre; Hofs Adamph. Spaare; Bauer[Moses / Adolfs?] Adamss. Sparre
1- → 1796179617961903
: 1796, 		179617961782 Jan: 117961796
1- → c. 29/9 24.; c. [] 29/9 24
: [22?]/9 21		[] 29/9 24
: [E.?] d. 24/9		 [d.?] 29/9 24
: [d.?] 29/4 24		[] 29/9 24
: [2?]9/[4?] 24		1807 Nov: 1d. 29/4 24 ; 9/[x?] 24
2- → , Weib.; Sara Steph. T:r Liukinen; T:r , Liukinen Weib; Sara Steph [Liukinen?]
: med: Sara Steph [Liikinen?]		[Weib?]; Sara [Steph:?] Liukinen
: med; Sara Steph:[sd?] [Ellikinen?]
: Joseph & Elisabeth, 		Sara Steph. T. Liukinen; melb. (Weib )
: Sara Steph. T. S[iu]kinen[?]		weib; Sara Steph. [D:r?] LiukinenHustru Maria Henriksdrweib. Sara Steph. f. Liikinenmedb. Sara Steph. dr Liukinen;
2- → 29/9 180329/9 180329/9 1803
: 5/1803, 		29/9 1803
: [3/?] 1803		29/9 1803
: 1803		1781 Apr: 1329/9 180329/9 1803
3- → , , Sohn. Bauer.; Adam Mosesh. Sparre; Mosesh. Sohn. Bauer.; Adam Moses [Sparre?]
: Joh. Adam.; Adam [Moses.?] Sparre		Sohn. Bauer.; Adam [Mosesſn?] Sparre
: Joh. [Haaver?]; Adam [Mosess.?] Sparre		Joh.; Adam,
: Joh. Maier.; Adam Fräule		Sohn. Bauer.; Adam Moses. Sparre
: Sohn. Bauer.; Adam Michails. Sparr[e?]		Soh[n?]. Bauer; Adam Mosesoh. Sparre : Sonen Jacob Joh. Bauer.; Adam Moseiß SpaareSohn [Bauer / Mauer?]; Adam [Mosess. / Adolfss.?] Sparre
3- → 28/1 182728/1 182728/1 18271827
: 28/7/1827		28/1 1827
: 28/[?] 1827		28/1 1827
: 28/[?] 1827		Jacob: 1809 Febr: 1228/7 182728/1 [ 28/7?] 1827
3- → 17/11 184517/11 1845
: 17/11 1843		17/11 1845
: 17/11 1843
: 17/11/1845 		17/11 184517/11 1845
: [17/?] 1845		 ; 17/11 184517/11 1845
4-, → Swester; Maria Moses T:r Sparre; Swester , T:r [Swester?]; Maria Moses [T.?] [Sparre?]
: [Jungfr?]; Maria [Steph:dr?] [Sparri?]		[Swester?]; Maria [Mosesſn?] Sparre
: [Svegdr?]; Maria [Steph:sd?] [Sparri?]		 Swester; Maria Moses T[:r] Sparre
: [Tochter?]; [Anna?] Michails[.] Spar[re?]		Swester; Maria Moses [T:r?/D:r?] Sparre
: [Tochter?]; [Maria?] [Mose?]		 : Michel, Lisa, JohanSvester; Maria Stefs. T. Spaare[Syster / Dotter?]; Maria Moses dr Sparre
4- → 20/4 1829; 20/4 182920/4 1829 20/[5] 1829; 4
: 2[?]/[?] 18[2?]9		20/4 1829
: [1839?]		 ; 20/4 184720/4 1829
→ , 1847, 2 3 : 2/3 30/112/3 30/112/3 30/11
: 2/2 30/11		 2/3 30/11
: 30/3[?]		2/3 30/11
: [3/3?], [30/11?]		 ; 2/3 30/112/3 30/11
→ , 15 Februar 1842; , 14 14. Februar 1842
: [15?] Januar		15 Februar 1842
: Januar
: 1824, 		1[5] Februar 1842
: 		1[5?] [Februar?] 1842
: 15. [Januar?]		7/2 1850 14. Februar 1842[15 / 19?] Februar 1842
→ Todtgefunden auf der Strasse bei Seredni Rogatka den 15 Februar / 1842 und in Kupsilla beerdigt durch Veranst. des Landgerichts. , . ; ; . ; beerdigt; [Landgerichts?] ; beerdigt; Landgerichts
: Todtgefunden, 		Todtgefunden beerdigt Landgerichts
: 		Todtgefunden beerdigt Landger[ichts?]
: 		; Wång Feber; beendigt beerdigt; : ; Landgericht
→ , , Verh: 22/9 18{} nach / Murjala {} 294. Verh:, ; ; [Vers:?] 22/9 [18] nach 29[?] Verh[.] 22/8 1[8??] nach [Pag?] 294
: [Starb?] 1849[?]		Verh: 22/9 18[] nach; ; 22/8 1849 nach [] 295; [Verh: / Vertr:?] [27/8 44 / 22/8 44?] nach Pg 294



, . Astra Sol Joh. Sohn. Bauer. , , . Januar Februar. ; .

Fable : Mich. Moses. . , , . Starb () . . : , .

Grok : beerdigt, , beendigt, . Kimi : , , 1850 . , . ; , .

B.

sample-B.png

B
GPT-6 Astra, xhigh (3 )GPT-6 AstraGPT-6.1 SolGPT-6 LunaClaude Fable 5.1Claude Opus 5.5Kimi K3Grok 4.7Gemini 4 Argon
→ ; 1857; 39 ; 1857 ; 185[7?] ; 1857 ; 185[7]
: 1837		 ; 1857 : , 1851 ; 1857 ; 185[7]
→ 14 / 28[14?] / 28[14?] / [28?]
: [14?] / [28?]		14 / 28
: 14		14 / 28; 28
: 14; 		6 14 / 2814 / ∅;
→ 20; 220
: 2		 20;
: 22; 		2[0?]
: [2?][0?]; [?]		ѣ 16 1857 20; /
→ 21; , [3?]
: 2		[21?]
: 2		 2[1]
: 2[3?]		2 : 8 22- [ 23?]
→ / / / i; / /
: [?]		 []
: ; 		i / [?]
: 		[?/?] / [?] / [?]
: [Ѳ? / ?]		 ;
→ , - / - / . [?]; -i
: [?] [?]; [?]		 [ѣ?];
: ; 		[] ; i [ѳ?] [?]; -[?] ; ; ѣ;
→ - / Ѳ / . ; [?][?] ; [?] ; [] Ѳ; [?] [?/?]; : , ϸ ; Ѳ;
→ . , [?] [?]
: [?] [ѣ?]		. [] [?] [?] []
: [.?] [?] 		[.?/.?] [?] . [ / ?] [ / ?]
→ ∅∅∅
: ∅		∅∅ ∅∅
→ , , 1857 / 8 10. ; ; 1857 / 8 10 8 1857; 1857 8 N 19
: 		[[?]] 1857 ; [?] 8 ; 1[8?] ; 8 ; [ 8 ?]



. , , , 14 28. . , .

Fable [?]. Sol , . Astra , . Opus , ; .

. Ÿ 8 . Grok 8 . Fable , , , .

: 22/22 . 20 21 ; . Sol 20 / [21?] AI-. Kimi : , .

: . . . , ; .

C.

sample-C.png

C
GPT-6 Astra, xhigh (3 )GPT-6 AstraGPT-6.1 SolGPT-6 LunaClaude Fable 5.1Claude Opus 5.5Kimi K3Grok 4.7Gemini 4 Argon
→ ; ߻,
:
→ 1212
: [52?]		52[12?]
: 		1212121212
1- → , , ; 48; 28. [?]; [48?]; 28 [?]; 48; 28; [48?]; [28?]
: ѣ [?]; 48; 28		 ѣ; 48; 28 [?/?][?/?]; [4?]8; 28 ; 57 ( ); 48; 28 [ / ?]; [48/58?]; 28
2- → , , , ; 40; 24. [?] ; 40; 24 ; 40; 24; [29?];
: ; 		[]i ; 40; 24[?/?] [?]; [4?]0; 24 ; 60 ( ); 40; 24 [/?]; 40; 24
2- 3- → ѣ ѣ ѣ ѣ ѣ : , 2- 3- : [ ?]; ѣ
3- → , , ѣ; 49; 7. ѣ; [49?]; [7?][ѣ?]; 49; [7?]; [19?];
: [ѣ?]; [1?]		; 49; 4; [4?]9; [4?/7?]; 15 ( ); 19; 7; [49/59?]; 7
4- → , , ; 50; 5. ; ; 60; 6[?]; 50; 6[?]; [60?];
: {?}; 50 60; 5		; 50; 5; [5?/6?]0; [5?/6?]; 13 ( ); 60; 5; [50/60?]; 5
5- → , , ; 51; 2; 61; 2; 51; 2[?]; [61?];
: ; 51 61; 2		; 51; 2; [5?/6?]1; 2; 4 ( ); 61; 2; [51/61?]; 2
6- → , , ; 52; 1I; 62; 1; 52; 1[?]; [62?];
: ; 52 62; 1		I; 52; 1; [5?/6?]2; 1 ; 12Jakoob; 62; 1; [52/62?]; 1
7- → , , , ; 41; 13. ; , [?] ; 41; 23 ; 41; 13; [13?];
: ; 41; 23		[]i [ѣ]; 41; 13; ҅ [?/?]; [4?]1; 13; ( ); 41; 13 [ / ?]; 41; 13; ?
→ ; / . . , .; ;
: 		; ; ( );



, . , . Astra Sol ; Fable Opus , . Argon ? , . , , .

. Astra 23 13 6062. Sol 13 5052, : 6 5. 7 , 5 13 . , .

Luna C ߻, . B. C : . , , .

Kimi , . ; ѣ . Argon, , . . : , . , . , .

Kimi C. , . . , 28 24 57 60. . ; .

, . Kimi , , . : , . , , . : . Kimi . : , .



, . Fable Sol; Astra A, B . Opus , . Luna Kimi , .

. , , ; . .

: , , , . , . , .
 (5)
darina608


darina608


: 839
2012 .
: 405
  #25 17:39
. . , , .

29 . : 3 ( , )
:
, , . ( , ), 75% // 25% ( )... .
, ( ) .

: IMG_20261025_172218_078.jpg
---
- , .
- .
--
-
- , .,
Norseman


.
: 266
2009 .
: 370
  #25 22:10
>> darina608 25 2026 17:39

. , . , :)
 (2)
darina608


darina608


: 839
2012 .
: 405
  #25 22:26

Norseman :
[q]
>> darina608 25 2026 17:39

. , . ,
[/q]


, , , ** ... , ... ...


---
- , .
- .
--
-
- , .,
4head


4head

: 9
2013 .
: 14
  #26 9:59
 (2)
Norseman


.
: 266
2009 .
: 370
  #26 17:22
! !
iKirpich


: 1
2026 .
: 0
  # 14:20
, !

. Ȼ, .

: . , .

Ȼ ( ):

( .. ).
.


RuStore, . .apk- ( 1.3), .

! , . , ?

RuStore: https://www.rustore.ru/catalog...rch.qnvzrt
4pda: https://4pda.to/forum/index.php?showtopic=1127874

: ZX51V6oYa8xz0rNXZ5lz0xVi6n1jfrpfRf53M-resized.pngf711a707-7198-43f4-b07c-5bf3fb0d2d5c.jpg, 181806 ceee6988-b567-4073-879f-e7bbcb69a038.jpg, 151764 ba0528f2-51d7-41e1-a602-23a7d2d05366.jpg, 129578
 (2)
tehno911


-
: 26
2025 .
: 2
  # 14:55
# : polyscriptor ( ) Windows 10

##

**polyscriptor** , ( Transkribus, / ). ( ).

**github.com**, **python.org**, **huggingface.co** **pytorch.org** .

**:** Windows 10 ( Windows 7) , Python, . - , , (, , ), , Windows 7.

---

## 1. Python

1. https://www.python.org/downloads/
2. **Python 3.12** ( 3.12, 3.13+ ML- ). : https://www.python.org/downloads/release/python-3120/ → "Files" → **Windows installer (64-bit)**.
3. . ** "Add python.exe to PATH"** .
4. "Install Now".
5. ( → `cmd`) :
```
python --version
```
`Python 3.12.x`.

---

## 2. polyscriptor

(, Git) ZIP-:
1. https://github.com/achimrabus/polyscriptor
2. **Code → Download ZIP**.
3. `C:\polyscriptor\` , (`batch_processing.py`, `requirements.txt` ..) **** `C:\polyscriptor\`, `C:\polyscriptor\polyscriptor-main\`. .

( Git) Git Windows (https://git-scm.com/download/win, ), `cmd`:
```
cd C:\
git clone https://github.com/achimrabus/polyscriptor.git
cd polyscriptor
```

---

## 3.

`cmd`, :
```
cd C:\polyscriptor
```

:
```
python -m venv htr_env
htr_env\Scripts\activate
```
`(htr_env)` , ** `cmd`**.

** ** ( pip ):
```
pip install -r requirements.txt -r requirements-kraken.txt --extra-index-url https://download.pytorch.org/whl/cpu
```
( : PyTorch, transformers, kraken ..) , `ERROR`.

:
```
python -c "import torch; print(torch.__version__)"
```
`2.x.x+cpu` .

---

## 4.

**achimrabus/crnn-ctc-russian** XIX ( ~6.9% ).

1. `C:\polyscriptor\models\crnn-ctc-russian\`
2. ( ) 3 https://huggingface.co/achimrabus/crnn-ctc-russian/tree/main :
- `best_model.pt` (~43 )
- `model_config.json`
- `symbols.txt`

---

## 5. -

**:** `uvicorn`, ( `web`, `python polyscriptor_server.py` , ).

```
cd C:\polyscriptor
htr_env\Scripts\activate
python -m uvicorn web.polyscriptor_server:app --host 0.0.0.0 --port 8765
```

:
```
INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8765
```

( , ) .

(Chrome/Edge/Firefox) **** ( `http://`, `https://`):
```
http://127.0.0.1:8765
```

**Polyscriptor HTR**.

---

## 6.

( ):

1. **Engine** → **CRNN-CTC (PyLaia-inspired)**.
2. **Model** → **crnn-ctc-russian** ( , `models`).
3. **Load Model** .
4. **SEGMENTATION → Method** **Kraken Neural (blla)** ( , , ).
5. **Device** → **CPU** (GPU , ).

** :** / ( Method) .

---

## 7.

1. **IMAGE** (/ "Drop image or PDF, or click to browse").
2. ( /, ).
3. **TRANSCRIPTION**.

---

## -

- **`ModuleNotFoundError`** `htr_env\Scripts\activate` `cmd` ( ).
- ** `web\polyscriptor_server.py` ** ; `cd C:\polyscriptor` .
- ** " " / SSL** , `http://127.0.0.1:8765` ( `https`).
- ** ** ( ) 5 ( `cd`, `activate`, `python -m uvicorn ...`) 1-4 .

---

##

, ( , Transkribus, - ) XIX , .
 (1)
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: A1enushka,
» : » » » (AI) [ 166478]
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