salarymakage commited on
Commit ยท
0dc001e
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Parent(s): 68c3d3a
update
Browse files- README.md +20 -1
- config.yml +12 -0
- khmer_dict.txt +179 -0
- model.safetensors +3 -0
README.md
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| **Input Size** | `32px` | Lower resolution for speed. |
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| **Params** | **~1.6 Million** | Very small, suitable for mobile/CPU. |
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## Usage
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### 1. Run Inference (ONNX)
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```
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*Note: Ensure you use `--height 32` as this model was trained on lower resolution images.*
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-
### 2.
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* **Training Data**: 9,000 (9k) synthetic Khmer text line images.
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* **CER (Character Error Rate)**: ~15-20% (Estimated on diverse data).
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* **WER (Word Error Rate)**: ~30-40%.
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| **Input Size** | `32px` | Lower resolution for speed. |
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| **Params** | **~1.6 Million** | Very small, suitable for mobile/CPU. |
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## File Structure
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```
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model9k/
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โโโ model.safetensors # PyTorch weights (SafeTensors format)
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โโโ model.onnx # Exported ONNX model
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โโโ config.yml # Model configuration
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โโโ khmer_dict.txt # Character vocabulary list
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โโโ model_vocab.json # Full vocabulary mapping
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โโโ README.md # This file
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```
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## Usage
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### 1. Run Inference (ONNX)
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```
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*Note: Ensure you use `--height 32` as this model was trained on lower resolution images.*
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### 2. Load Weights (SafeTensors)
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```python
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from safetensors.torch import load_file
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state_dict = load_file("model9k/model.safetensors")
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# load into model...
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```
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### 3. Performance & Data
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* **Training Data**: 9,000 (9k) synthetic Khmer text line images.
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* **CER (Character Error Rate)**: ~15-20% (Estimated on diverse data).
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* **WER (Word Error Rate)**: ~30-40%.
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config.yml
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model:
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name: small
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target_h: 32
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backbone:
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type: lightweight
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head:
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type: transformer_ctc
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d_model: 128
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num_layers: 2
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vocab:
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blank_token: '[BLANK]'
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pad_token: '[PAD]'
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khmer_dict.txt
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โ
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:0a4b4f5a36fb5f5bd4a08164bf4d9d7bbcd3c2ce47f05f6a3e34bc8ef6620182
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size 6550612
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