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README.md

@@ -9,7 +9,7 @@ tags:
   - mon
   - mnw
   - onnx
-  - tflite
+  - coreml
   - mobilenetv3
   - crnn
 ---
@@ -26,18 +26,17 @@ Unified SDKs are available for seamless integration into existing applications.
 
 | SDK                                                                      | Platform | Registry |
 | :----------------------------------------------------------------------- | :------- | :------- |
-| [monocr-onnx](https://github.com/MonDevHub/monocr-onnx/tree/main/python) | Python   | PyPI     |
-| [monocr](https://github.com/MonDevHub/monocr-onnx/tree/main/js)          | Node.js  | npm      |
-| [monocr-go](https://github.com/MonDevHub/monocr-onnx/tree/main/go)       | Go       | GitHub   |
+| [monocr-onnx](https://github.com/MonDevHub/monocr-onnx/tree/main/python) | Python   | PyPI     | Production |
+| [monocr](https://github.com/MonDevHub/monocr-onnx/tree/main/js)          | Node.js  | npm      | Production |
+| [monocr-go](https://github.com/MonDevHub/monocr-onnx/tree/main/go)       | Go       | GitHub   | Production |
+| [monocr-rust](https://github.com/MonDevHub/monocr-onnx/tree/main/rust)   | Rust     | GitHub   | Production |
 
 ## Model Checkpoints
 
 | Format            | Path                    | Intended Use Case                                  |
 | :---------------- | :---------------------- | :------------------------------------------------- |
 | **ONNX**          | `onnx/monocr.onnx`      | Standard deployments (Server/Desktop).             |
-| **TFLite (int8)** | `tflite/monocr.tflite`  | Extreme edge/mobile (Low latency, minimized size). |
-| **TFLite (fp16)** | `tflite/float16.tflite` | High-efficiency mobile GPU acceleration.           |
-| **TFLite (fp32)** | `tflite/float32.tflite` | High-precision mobile inference.                   |
+| **Core ML**       | `coreml/monocr.mlpackage`| Apple ecosystem (iOS/macOS/watchOS).               |
 | **PyTorch**       | `pytorch/monocr.ckpt`   | Training, fine-tuning, and research.               |
 
 ## Performance Metrics
@@ -76,9 +75,9 @@ Unified SDKs are available for seamless integration into existing applications.
 
 ## Technical Specification
 
-- **Input Tensors**: Grayscale (1-channel), 128px Height, Variable Width.
-- **Image Preprocessing**: Aspect-ratio preserving resize to 128px height, followed by `[0, 1]` pixel normalization.
-- **Decoding Strategy**: Connectionist Temporal Classification (CTC) Beam Search Decoding (width=10).
+- **Input Tensors**: Grayscale (1-channel), 128px Height, 1024px Width (padded).
+- **Image Preprocessing**: Aspect-ratio preserving resize to 128px height, padded to 1024px with white background, followed by `[-1, 1]` pixel normalization.
+- **Decoding Strategy**: Connectionist Temporal Classification (CTC) Greedy Decoding (Default).
 - **Vocabulary**: 315 characters (Mon, Burmese, digits, punctuation, and symbols). Encoding is standard UTF-8 (see `charset.txt`).
 
 ## Integration Guidelines

coreml/monocr.mlpackage/Data/com.apple.CoreML/model.mlmodel

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coreml/monocr.mlpackage/Data/com.apple.CoreML/weights/weight.bin

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coreml/monocr.mlpackage/Manifest.json

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+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "4AE68C8B-1120-434B-A9B6-1F1E72FB9ACE": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        },
+        "9CCFDE08-4B02-4A5A-A4C7-739C067777A5": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        }
+    },
+    "rootModelIdentifier": "9CCFDE08-4B02-4A5A-A4C7-739C067777A5"
+}

monocr.json

@@ -1,7 +1,7 @@
 {
-  "charset": " !\"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\\]^_`abcdefghijklmnopqrstuvwxyz{|}~£¥¦§©«¬°±²³´µ·¸¹º»¾ÀÁÂÄÅÆÇÉÊÌÍÑÓÖ×ØÜÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüþĀāıŒœŠšŽžƒːμπကခဂဃငစဆဇဈဉညဋဌဍဎဏတထဒဓနပဖဗဘမယရလဝသဟဠအဢဣဤဥဦဧဨဩဪါာိီုူေဲဳဴဵံ့း္်ျြွှဿ၀၁၂၃၄၅၆၇၈၉၊။၌၍၎၏ၐၑၓၚၛၜၝၞၟၠၡၢၣၤၥၨၪၰၱၲၳၴၵၷၸၹၺၻၼၾၿႀႄႅႆႇႈႉႊႏ႐႒႓႔႕႘႙ႜႝ႟–‘’‚“”•…−",
+  "charset": " !\"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\\]^_`abcdefghijklmnopqrstuvwxyz{|}~£¥¦§©«¬°±²³´µ·¸¹º»¾ÀÁÂÄÅÆÇÉÊÌÍÑÓÖ×ØÜÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüþĀāăćčĐđĒēėěğġĦħīİıņŋŌōőŒœŚśşŠšţũŪūŻŽžƒơƭưƿǎǐǔșɐɑɒɓɔɕɖɗəɛɜɡɣɦɨɪɬɰɲɳɴɹɾʁʃʄʈʊʋʑʒʔʰʲʷʻʾʿˀˈˌː˥˦̟̥̩̪̰̀́̂̃̄̋̏̚͡ΆΒΔΕΜΝΠΣΤΧάέήίαβγδεζηθικλμνξοπρςστυφχψωόύώАБДЗИМНОРСТабвгдежзийклмнопрстухцчшщыьэюяүӨөְֱִֵֶַָֹּׁׂאבדהוחיכלםמןסעפקרשתءأإئابةتثجحخدرسفقكلمنهويَِْٹپکگیंअआईकखगङचजटठडढणतथदधनपफबभमयरलळवशषसह़ािीुूृेैोौ्ংআউকখগঙচজঝঠঢণতদধনপবভমযরলশষহ়ািীুূেৈো্ৰਖਚਤਨਮਰਲਸਿੀੂੇੰੱੴકચતરાૈ્ଆକଖଢଣତଦଧପବଭମରଶଷାିୁୂୈ୍அஇகஙசஞடணதநனபமயரலளழவாிுூெேை்ంకఖగచణతదధపబమరవశాిీుైౌ్ಂಅಆಕಖಗಚಣತದಧನಪಬಮಯರಲಳವಶಾಿುೆೇೈೌ್ംകചടണതപമയരറലളവഷസിൂെൈ്අඕකතදධනබමයරවසහ්ාිුෙෝกขคฆงจฉชซญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรฤลวศษสหฬอฮฯะัาำิีึืฺุูเแโใไๆ็่้๊์ํ๑๒๕๖๘ຂງຊດທບພຣວສຫະາິູຼ་།༥ཀགཆདནཔབམཛཟའརཤསིེོུྟྱྲླကခဂဃငစဆဇဈဉညဋဌဍဎဏတထဒဓနပဖဗဘမယရလဝသဟဠအဢဣဤဥဦဧဨဩဪါာိီုူေဲဳဴဵံ့း္်ျြွှဿ၀၁၂၃၄၅၆၇၈၉၊။၌၍၎၏ၐၑၓၚၛၜၝၞၟၠၡၢၣၤၥၨၪၰၱၲၳၴၵၷၸၹၺၻၼၾၿႀႄႅႆႇႈႉႊႏ႐႒႓႔႕႘႙ႜႝ႟ὴ–‘’‚“”•−",
   "img_height": 128,
-  "opset_version": 17,
   "model_version": "2.0",
+  "format": "mlpackage",
   "architecture": "MobileNetV3-Large + BiLSTM + CTC"
 }

onnx/charset.txt

@@ -1 +1 @@
- !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~£¥¦§©«¬°±²³´·¸¹»ÀÁÂÄÅÆÇÉÊÌÍÑÓÖ×ØÜÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüþĀāăćčĐđĒēėěğġĦħīİıņŋŌōőŒœŚśşŠšţũŪūŻŽž˥˦२๑๒๕๖๘་།༥ကခဂဃငစဆဇဈဉညဋဌဍဎဏတထဒဓနပဖဗဘမယရလဝသဟဠအဢဣဤဥဦဧဨဩဪါာိီုူေဲဳဴဵံ့း္်ျြွှဿ၀၁၂၃၄၅၆၇၈၉၊။၌၍၎၏ၐၑၓၚၛၜၝၞၟၠၡၢၣၤၥၨၪၰၱၲၳၴၵၷၸၹၺၻၼၾၿႀႄႅႆႇႈႉႊႏ႐႒႓႔႕႘႙ႜႝ႟–‘’‚“”•…⇒−
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onnx/monocr.json

@@ -1,7 +1,7 @@
 {
-  "charset": " !\"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\\]^_`abcdefghijklmnopqrstuvwxyz{|}~£¥¦§©«¬°±²³´µ·¸¹º»¾ÀÁÂÄÅÆÇÉÊÌÍÑÓÖ×ØÜÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüþĀāıŒœŠšŽžƒːμπကခဂဃငစဆဇဈဉညဋဌဍဎဏတထဒဓနပဖဗဘမယရလဝသဟဠအဢဣဤဥဦဧဨဩဪါာိီုူေဲဳဴဵံ့း္်ျြွှဿ၀၁၂၃၄၅၆၇၈၉၊။၌၍၎၏ၐၑၓၚၛၜၝၞၟၠၡၢၣၤၥၨၪၰၱၲၳၴၵၷၸၹၺၻၼၾၿႀႄႅႆႇႈႉႊႏ႐႒႓႔႕႘႙ႜႝ႟–‘’‚“”•…−",
+  "charset": " !\"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\\]^_`abcdefghijklmnopqrstuvwxyz{|}~£¥¦§©«¬°±²³´µ·¸¹º»¾ÀÁÂÄÅÆÇÉÊÌÍÑÓÖ×ØÜÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüþĀāăćčĐđĒēėěğġĦħīİıņŋŌōőŒœŚśşŠšţũŪūŻŽžƒơƭưƿǎǐǔșɐɑɒɓɔɕɖɗəɛɜɡɣɦɨɪɬɰɲɳɴɹɾʁʃʄʈʊʋʑʒʔʰʲʷʻʾʿˀˈˌː˥˦̟̥̩̪̰̀́̂̃̄̋̏̚͡ΆΒΔΕΜΝΠΣΤΧάέήίαβγδεζηθικλμνξοπρςστυφχψωόύώАБДЗИМНОРСТабвгдежзийклмнопрстухцчшщыьэюяүӨөְֱִֵֶַָֹּׁׂאבדהוחיכלםמןסעפקרשתءأإئابةتثجحخدرسفقكلمنهويَِْٹپکگیंअआईकखगङचजटठडढणतथदधनपफबभमयरलळवशषसह़ािीुूृेैोौ्ংআউকখগঙচজঝঠঢণতদধনপবভমযরলশষহ়ািীুূেৈো্ৰਖਚਤਨਮਰਲਸਿੀੂੇੰੱੴકચતરાૈ્ଆକଖଢଣତଦଧପବଭମରଶଷାିୁୂୈ୍அஇகஙசஞடணதநனபமயரலளழவாிுூெேை்ంకఖగచణతదధపబమరవశాిీుైౌ్ಂಅಆಕಖಗಚಣತದಧನಪಬಮಯರಲಳವಶಾಿುೆೇೈೌ್ംകചടണതപമയരറലളവഷസിൂെൈ്අඕකතදධනබමයරවසහ්ාිුෙෝกขคฆงจฉชซญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรฤลวศษสหฬอฮฯะัาำิีึืฺุูเแโใไๆ็่้๊์ํ๑๒๕๖๘ຂງຊດທບພຣວສຫະາິູຼ་།༥ཀགཆདནཔབམཛཟའརཤསིེོུྟྱྲླကခဂဃငစဆဇဈဉညဋဌဍဎဏတထဒဓနပဖဗဘမယရလဝသဟဠအဢဣဤဥဦဧဨဩဪါာိီုူေဲဳဴဵံ့း္်ျြွှဿ၀၁၂၃၄၅၆၇၈၉၊။၌၍၎၏ၐၑၓၚၛၜၝၞၟၠၡၢၣၤၥၨၪၰၱၲၳၴၵၷၸၹၺၻၼၾၿႀႄႅႆႇႈႉႊႏ႐႒႓႔႕႘႙ႜႝ႟ὴ–‘’‚“”•−",
   "img_height": 128,
-  "opset_version": 17,
   "model_version": "2.0",
+  "format": "mlpackage",
   "architecture": "MobileNetV3-Large + BiLSTM + CTC"
 }

onnx/monocr.onnx

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