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ocr
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rten
text-recognition
text-detection
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paddleocr
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feat: add pure-Rust MNN and ONNX model weights

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  1. .gitattributes +15 -0
  2. README.md +70 -61
  3. SHA256SUMS +206 -122
  4. indraocr/det.mnn +3 -0
  5. indraocr/det.onnx +3 -0
  6. indraocr/indra_det.mnn +3 -0
  7. indraocr/indra_det.onnx +3 -0
  8. indraocr/indra_math_dec_init.onnx +3 -0
  9. indraocr/indra_math_dec_init.rten +2 -2
  10. indraocr/indra_math_dec_step.onnx +3 -0
  11. indraocr/indra_math_dec_step.rten +2 -2
  12. indraocr/indra_math_enc.onnx +3 -0
  13. indraocr/indra_math_enc.rten +2 -2
  14. indraocr/indra_mathcls.onnx +3 -0
  15. indraocr/indra_order.onnx +3 -0
  16. indraocr/indra_order.rten +2 -2
  17. indraocr/indra_orient.onnx +3 -0
  18. indraocr/indra_rec.mnn +3 -0
  19. indraocr/indra_rec.onnx +3 -0
  20. indraocr/indra_rec.rten +2 -2
  21. indraocr/indra_rec_cjk.onnx +3 -0
  22. indraocr/indra_rec_rtl.onnx +3 -0
  23. indraocr/indra_rec_world.onnx +3 -0
  24. indraocr/indra_script.onnx +3 -0
  25. indraocr/math_dec_init.onnx +3 -0
  26. indraocr/math_dec_init.rten +2 -2
  27. indraocr/math_dec_step.onnx +3 -0
  28. indraocr/math_dec_step.rten +2 -2
  29. indraocr/math_enc.onnx +3 -0
  30. indraocr/math_enc.rten +2 -2
  31. indraocr/mathcls.onnx +3 -0
  32. indraocr/order.onnx +3 -0
  33. indraocr/order.rten +2 -2
  34. indraocr/orient.onnx +3 -0
  35. indraocr/rec.mnn +3 -0
  36. indraocr/rec.onnx +3 -0
  37. indraocr/rec.rten +2 -2
  38. indraocr/rec_cjk.onnx +3 -0
  39. indraocr/rec_rtl.onnx +3 -0
  40. indraocr/rec_world.onnx +3 -0
  41. indraocr/script.onnx +3 -0
  42. modules/cls.mnn +3 -0
  43. modules/cls.onnx +3 -0
  44. modules/layout_cdla.mnn +3 -0
  45. modules/layout_cdla.onnx +3 -0
  46. modules/layout_publaynet.mnn +3 -0
  47. modules/layout_publaynet.onnx +3 -0
  48. modules/orient.mnn +3 -0
  49. modules/orient.onnx +3 -0
  50. modules/ppocr_cls.mnn +3 -0
.gitattributes CHANGED
@@ -117,3 +117,18 @@ ppocrv6-tiny/det.rten filter=lfs diff=lfs merge=lfs -text
117
  ppocrv6-tiny/rec.rten filter=lfs diff=lfs merge=lfs -text
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  ppocrv6-tiny-int8/det.rten filter=lfs diff=lfs merge=lfs -text
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  ppocrv6-tiny-int8/rec.rten filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ppocrv6-tiny/rec.rten filter=lfs diff=lfs merge=lfs -text
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  ppocrv6-tiny-int8/det.rten filter=lfs diff=lfs merge=lfs -text
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  ppocrv6-tiny-int8/rec.rten filter=lfs diff=lfs merge=lfs -text
120
+ indraocr/det.mnn filter=lfs diff=lfs merge=lfs -text
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+ indraocr/indra_det.mnn filter=lfs diff=lfs merge=lfs -text
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+ indraocr/indra_rec.mnn filter=lfs diff=lfs merge=lfs -text
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+ indraocr/rec.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/cls.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/layout_cdla.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/layout_publaynet.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/orient.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/ppocr_cls.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/ppocr_orient.mnn filter=lfs diff=lfs merge=lfs -text
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+ modules/uvdoc.mnn filter=lfs diff=lfs merge=lfs -text
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+ ppocrv6-tiny/det.mnn filter=lfs diff=lfs merge=lfs -text
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+ ppocrv6-tiny/ppocrv6_tiny_det.mnn filter=lfs diff=lfs merge=lfs -text
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+ ppocrv6-tiny/ppocrv6_tiny_rec.mnn filter=lfs diff=lfs merge=lfs -text
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+ ppocrv6-tiny/rec.mnn filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -3,21 +3,30 @@ license: mit
3
  pipeline_tag: image-to-text
4
  tags:
5
  - ocr
 
6
  - rten
 
7
  - rust
8
  - text-recognition
9
  - text-detection
10
- - onnx
11
  - indra-ocr
12
  - paddleocr
13
  ---
14
 
15
- # RustO Pre-trained RTen OCR Models
16
 
17
- Standalone pre-trained OCR models in pure-Rust [RTen](https://github.com/robertknight/rten) format, optimized for [RustO! (`rusto-rs`)](https://github.com/byrizki/rusto-rs).
18
 
19
  These models enable zero-dependency, high-speed neural OCR inference across Rust, Python, Node.js, WebAssembly (WASM), Android, iOS, React Native, C# .NET, Go, and Flutter.
20
 
 
 
 
 
 
 
 
 
21
  ## Direct URL Access (CORS Enabled)
22
 
23
  All model weights and dictionary files are globally accessible with native CORS headers:
@@ -30,77 +39,77 @@ https://huggingface.co/byrizki/rten-models/resolve/main/<folder>/<filename>
30
 
31
  ## Model Catalog by Directory
32
 
33
- ### 1. Indra OCR (`indraocr/`) — Default Flagship
34
-
35
- | Path | Size | Description |
36
- |:---|:---:|:---|
37
- | `indraocr/det.rten` | 396 KB | Base Detection |
38
- | `indraocr/rec.rten` | 4.9 MB | Base Recognition |
39
- | `indraocr/meta.json` | 207 KB | Vocabulary Metadata |
40
- | `indraocr/order.rten` | 2.9 MB | Neural Reading Order & Column Sorter |
41
- | `indraocr/orient.rten` | 360 KB | Page Orientation Classifier |
42
- | `indraocr/rec_cjk.rten` | 9.8 MB | CJK Recognition (Chinese, Japanese, Korean) |
43
- | `indraocr/rec_rtl.rten` | 4.7 MB | Right-to-Left Recognition (Arabic, Persian, Urdu) |
44
- | `indraocr/rec_world.rten` | 5.4 MB | Extended World Languages Recognition |
45
- | `indraocr/script.rten` | 190 KB | Script & Writing System Classifier |
46
- | `indraocr/mathcls.rten` | 190 KB | Math Formula Detection / Classifier |
47
- | `indraocr/math_enc.rten` | 9.5 MB | Math Formula Encoder |
48
- | `indraocr/math_dec_init.rten` | 1.3 MB | Math Formula Decoder (Init Step) |
49
- | `indraocr/math_dec_step.rten` | 8.1 MB | Math Formula Decoder (Autoregressive Step) |
50
- | `indraocr/math_meta.json` | 11 KB | Math LaTeX Vocabulary |
51
 
52
  ### 2. PP-OCRv6 Tiers
53
 
54
- | Folder | Detection (`det.rten`) | Recognition (`rec.rten`) | Dictionary (`dict.txt`) | Description |
55
- |:---|:---:|:---:|:---:|:---|
56
- | `ppocrv6-tiny/` | 1.8 MB | 4.3 MB | 27 KB | PP-OCRv6 Tiny (Ultra-lightweight) |
57
- | `ppocrv6-tiny-int8/` | 704 KB | 2.7 MB | 27 KB | PP-OCRv6 Tiny INT8 Quantized |
58
- | `ppocrv6-small/` | 9.6 MB | 21 MB | 27 KB | PP-OCRv6 Small High-Recall |
59
- | `ppocrv6-small-int8/` | 2.7 MB | 14 MB | 27 KB | PP-OCRv6 Small INT8 Quantized |
60
- | `ppocrv6-medium/` | 60 MB | 74 MB | 27 KB | PP-OCRv6 Medium High-Capacity |
61
- | `ppocrv6-medium-int8/` | 16 MB | 61 MB | 27 KB | PP-OCRv6 Medium INT8 Quantized |
62
 
63
  ### 3. PP-OCRv5 Tiers
64
 
65
- | Folder | Detection (`det.rten`) | Recognition (`rec.rten`) | Dictionary (`dict.txt`) | Description |
66
- |:---|:---:|:---:|:---:|:---|
67
- | `ppocrv5-mobile/` | 4.7 MB | 16 MB | 73 KB | PP-OCRv5 Mobile |
68
- | `ppocrv5-server/` | 85 MB | 81 MB | 73 KB | PP-OCRv5 Server |
69
 
70
  ### 4. PP-OCRv4 Tiers
71
 
72
- | Folder | Detection (`det.rten`) | Recognition (`rec.rten`) | Dictionary (`dict.txt`) | Description |
 
 
 
 
 
 
 
73
  |:---|:---:|:---:|:---:|:---|
74
- | `ppocrv4-mobile/` | 4.6 MB | 11 MB | 26 KB | PP-OCRv4 Mobile |
75
- | `ppocrv4-server/` | 109 MB | 87 MB | 26 KB | PP-OCRv4 Server |
 
 
 
76
 
77
- ### 5. Multilingual Recognizers (`multilingual/`)
78
 
79
- | Language | Recognition Asset | Dictionary Asset |
80
  |:---|:---|:---|
81
- | **Arabic** | `multilingual/ppocrv5_rec_arabic.rten` | `multilingual/ppocrv5_dict_arabic.txt` |
82
- | **Cyrillic** | `multilingual/ppocrv5_rec_cyrillic.rten` | `multilingual/ppocrv5_dict_cyrillic.txt` |
83
- | **Devanagari (Hindi)** | `multilingual/ppocrv5_rec_devanagari.rten` | `multilingual/ppocrv5_dict_devanagari.txt` |
84
- | **Greek** | `multilingual/ppocrv5_rec_el.rten` | `multilingual/ppocrv5_dict_el.txt` |
85
- | **East Slavic** | `multilingual/ppocrv5_rec_eslav.rten` | `multilingual/ppocrv5_dict_eslav.txt` |
86
- | **Korean** | `multilingual/ppocrv5_rec_korean.rten` | `multilingual/ppocrv5_dict_korean.txt` |
87
- | **Latin** | `multilingual/ppocrv5_rec_latin.rten` | `multilingual/ppocrv5_dict_latin.txt` |
88
- | **Tamil** | `multilingual/ppocrv5_rec_ta.rten` | `multilingual/ppocrv5_dict_ta.txt` |
89
- | **Telugu** | `multilingual/ppocrv5_rec_te.rten` | `multilingual/ppocrv5_dict_te.txt` |
90
- | **Thai** | `multilingual/ppocrv5_rec_th.rten` | `multilingual/ppocrv5_dict_th.txt` |
91
- | **Japanese** | `multilingual/ppocrv4_rec_japan.rten` | `multilingual/ppocrv4_dict_japan.txt` |
92
- | **Traditional Chinese** | `multilingual/ppocrv4_rec_chinese_cht.rten` | `multilingual/ppocrv4_dict_chinese_cht.txt` |
93
- | **Kannada** | `multilingual/ppocrv4_rec_kannada.rten` | `multilingual/ppocrv4_dict_kannada.txt` |
94
-
95
- ### 6. Document Intelligence & Pipeline Extras (`modules/`)
96
-
97
- | Path | Size | Purpose |
98
- |:---|:---:|:---|
99
- | `modules/cls.rten` | 590 KB | Text-Line 180° Direction Classifier |
100
- | `modules/orient.rten` | 6.4 MB | Document Page 90°/180°/270° Orientation Detector |
101
- | `modules/uvdoc.rten` | 30 MB | 3D Document Dewarping & Unwarping |
102
- | `modules/layout_cdla.rten` | 7.1 MB | Document Layout Analysis (CDLA 10-Class) |
103
- | `modules/layout_publaynet.rten` | 7.1 MB | Document Layout Analysis (PubLayNet 5-Class) |
104
 
105
  ---
106
 
 
3
  pipeline_tag: image-to-text
4
  tags:
5
  - ocr
6
+ - mnn
7
  - rten
8
+ - onnx
9
  - rust
10
  - text-recognition
11
  - text-detection
 
12
  - indra-ocr
13
  - paddleocr
14
  ---
15
 
16
+ # RustO Pre-trained OCR Models
17
 
18
+ Standalone pre-trained OCR models in pure-Rust Alibaba MNN (`rusto-nn`), RTen (`rusto-rten`), and ONNX formats, optimized for [RustO! (`rusto-rs`)](https://github.com/byrizki/rusto-rs).
19
 
20
  These models enable zero-dependency, high-speed neural OCR inference across Rust, Python, Node.js, WebAssembly (WASM), Android, iOS, React Native, C# .NET, Go, and Flutter.
21
 
22
+ ## Supported Formats
23
+
24
+ | Format | Extension | Engine Support | Recommended Environment |
25
+ |:---|:---:|:---|:---|
26
+ | **MNN** | `.mnn` | `rusto-nn` (Pure-Rust Alibaba MNN) | **Default** for Native (Linux, macOS, Windows, Android, iOS) |
27
+ | **RTen** | `.rten` | `rusto-rten` (Pure-Rust RTen) | **Default** for WebAssembly (WASM) & zero-C-toolchain setups |
28
+ | **ONNX** | `.onnx` | ONNX Runtime / Direct inspection | Cross-framework inspection, training pipelines, tract |
29
+
30
  ## Direct URL Access (CORS Enabled)
31
 
32
  All model weights and dictionary files are globally accessible with native CORS headers:
 
39
 
40
  ## Model Catalog by Directory
41
 
42
+ ### 1. Indra OCR (`indraocr/`) — Flagship Layout & Multi-Script Engine
43
+
44
+ | Asset Base | MNN (`.mnn`) | ONNX (`.onnx`) | RTen (`.rten`) | Description |
45
+ |:---|:---:|:---:|:---:|:---|
46
+ | `indraocr/det` | 384 KB | 381 KB | 396 KB | Base Detection |
47
+ | `indraocr/rec` | 4.9 MB | 4.9 MB | 4.9 MB | Base Recognition |
48
+ | `indraocr/meta.json` | - | 207 KB | - | Vocabulary Metadata |
49
+ | `indraocr/order` | - | 2.9 MB | 2.9 MB | Neural Reading Order & Column Sorter |
50
+ | `indraocr/orient` | - | 360 KB | 370 KB | Page Orientation Classifier |
51
+ | `indraocr/rec_cjk` | - | 9.8 MB | 9.8 MB | CJK Recognition (Chinese, Japanese, Korean) |
52
+ | `indraocr/rec_rtl` | - | 4.6 MB | 4.7 MB | Right-to-Left Recognition (Arabic, Persian, Urdu) |
53
+ | `indraocr/rec_world` | - | 5.4 MB | 5.4 MB | Extended World Languages Recognition |
54
+ | `indraocr/script` | - | 188 KB | 191 KB | Script & Writing System Classifier |
55
+ | `indraocr/mathcls` | - | 187 KB | 191 KB | Math Formula Detection / Classifier |
56
+ | `indraocr/math_enc` | - | 9.5 MB | 9.5 MB | Math Formula Encoder |
57
+ | `indraocr/math_dec_init` | - | 1.3 MB | 1.4 MB | Math Formula Decoder (Init Step) |
58
+ | `indraocr/math_dec_step` | - | 8.1 MB | 8.1 MB | Math Formula Decoder (Autoregressive Step) |
59
+ | `indraocr/math_meta.json` | - | 7.7 KB | - | Math LaTeX Vocabulary |
60
 
61
  ### 2. PP-OCRv6 Tiers
62
 
63
+ | Folder | Detection Formats | Recognition Formats | Dictionary | Description |
64
+ |:---|:---|:---|:---:|:---|
65
+ | `ppocrv6-tiny/` | `det.mnn`, `det.onnx`, `det.rten` | `rec.mnn`, `rec.onnx`, `rec.rten` | `dict.txt` (27 KB) | PP-OCRv6 Tiny (Default Ultra-lightweight) |
66
+ | `ppocrv6-tiny-int8/` | `det.onnx`, `det.rten` | `rec.onnx`, `rec.rten` | `dict.txt` (27 KB) | PP-OCRv6 Tiny INT8 Quantized |
67
+ | `ppocrv6-small/` | `det.onnx` | `rec.onnx` | `dict.txt` (74 KB) | PP-OCRv6 Small High-Recall |
68
+ | `ppocrv6-small-int8/` | `det.onnx`, `det.rten` | `rec.onnx`, `rec.rten` | `dict.txt` (74 KB) | PP-OCRv6 Small INT8 Quantized |
69
+ | `ppocrv6-medium/` | `det.onnx` | `rec.onnx` | `dict.txt` (74 KB) | PP-OCRv6 Medium High-Capacity |
70
+ | `ppocrv6-medium-int8/` | `det.onnx`, `det.rten` | `rec.onnx`, `rec.rten` | `dict.txt` (74 KB) | PP-OCRv6 Medium INT8 Quantized |
71
 
72
  ### 3. PP-OCRv5 Tiers
73
 
74
+ | Folder | Detection Formats | Recognition Formats | Dictionary | Description |
75
+ |:---|:---|:---|:---:|:---|
76
+ | `ppocrv5-mobile/` | `det.onnx`, `det.rten` | `rec.onnx`, `rec.rten` | `dict.txt` (73 KB) | PP-OCRv5 Mobile |
77
+ | `ppocrv5-server/` | `det.rten` | `rec.rten` | `dict.txt` (73 KB) | PP-OCRv5 Server |
78
 
79
  ### 4. PP-OCRv4 Tiers
80
 
81
+ | Folder | Detection Formats | Recognition Formats | Dictionary | Description |
82
+ |:---|:---|:---|:---:|:---|
83
+ | `ppocrv4-mobile/` | `det.onnx`, `det.rten` | `rec.onnx`, `rec.rten` | `dict.txt` (26 KB) | PP-OCRv4 Mobile |
84
+ | `ppocrv4-server/` | `det.rten` | `rec.rten` | `dict.txt` (26 KB) | PP-OCRv4 Server |
85
+
86
+ ### 5. Document Intelligence & Pipeline Extras (`modules/`)
87
+
88
+ | Asset Base | MNN (`.mnn`) | ONNX (`.onnx`) | RTen (`.rten`) | Purpose |
89
  |:---|:---:|:---:|:---:|:---|
90
+ | `modules/cls` | 519 KB | 572 KB | 605 KB | Text-Line 180° Direction Classifier |
91
+ | `modules/orient` | 6.5 MB | 6.5 MB | 6.5 MB | Document Page Orientation Detector |
92
+ | `modules/uvdoc` | 31 MB | 31 MB | 31 MB | 3D Document Dewarping & Unwarping |
93
+ | `modules/layout_cdla` | 6.9 MB | 7.1 MB | 7.2 MB | Document Layout Analysis (CDLA 10-Class) |
94
+ | `modules/layout_publaynet` | 6.9 MB | 7.1 MB | 7.2 MB | Document Layout Analysis (PubLayNet 5-Class) |
95
 
96
+ ### 6. Multilingual Recognizers (`multilingual/`)
97
 
98
+ | Language | Recognition Assets | Dictionary Asset |
99
  |:---|:---|:---|
100
+ | **Arabic** | `ppocrv5_rec_arabic.onnx`, `ppocrv5_rec_arabic.rten` | `ppocrv5_dict_arabic.txt` |
101
+ | **Cyrillic** | `ppocrv5_rec_cyrillic.rten` | `ppocrv5_dict_cyrillic.txt` |
102
+ | **Devanagari (Hindi)** | `ppocrv5_rec_devanagari.onnx`, `ppocrv5_rec_devanagari.rten` | `ppocrv5_dict_devanagari.txt` |
103
+ | **Greek** | `ppocrv5_rec_el.rten` | `ppocrv5_dict_el.txt` |
104
+ | **East Slavic** | `ppocrv5_rec_eslav.rten` | `ppocrv5_dict_eslav.txt` |
105
+ | **Korean** | `ppocrv5_rec_korean.onnx`, `ppocrv5_rec_korean.rten` | `ppocrv5_dict_korean.txt` |
106
+ | **Latin** | `ppocrv5_rec_latin.onnx`, `ppocrv5_rec_latin.rten` | `ppocrv5_dict_latin.txt` |
107
+ | **Tamil** | `ppocrv5_rec_ta.rten` | `ppocrv5_dict_ta.txt` |
108
+ | **Telugu** | `ppocrv5_rec_te.rten` | `ppocrv5_dict_te.txt` |
109
+ | **Thai** | `ppocrv5_rec_th.rten` | `ppocrv5_dict_th.txt` |
110
+ | **Japanese** | `ppocrv4_rec_japan.onnx`, `ppocrv4_rec_japan.rten` | `ppocrv4_dict_japan.txt` |
111
+ | **Traditional Chinese** | `ppocrv4_rec_chinese_cht.onnx`, `ppocrv4_rec_chinese_cht.rten` | `ppocrv4_dict_chinese_cht.txt` |
112
+ | **Kannada** | `ppocrv4_rec_kannada.onnx`, `ppocrv4_rec_kannada.rten` | `ppocrv4_dict_kannada.txt` |
 
 
 
 
 
 
 
 
 
 
113
 
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  ---
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SHA256SUMS CHANGED
@@ -1,122 +1,206 @@
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15
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19
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20
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21
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22
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23
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24
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25
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26
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27
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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76
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
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92
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93
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94
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95
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96
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102
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103
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104
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105
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106
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107
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108
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109
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110
- ca1f0196d2a2da2b485e2cda6aaf5ba02258ac71127d577c8a77a75e89b67605 ./ppocrv6-tiny/det.rten
111
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112
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114
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115
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116
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122
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1
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17
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18
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+ c8d1e59f21b04966f179d2d2d8e22b230d22110b3f89855bbbf2624a58c40043 indraocr/indra_rec_world.onnx
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