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- config.json +80 -0
- model.safetensors +3 -0
README.md
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Here's how the README file for your `surya-ocr-arabic` model could look:
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---
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# Surya OCR Arabic
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This repository contains the `surya-ocr-arabic` model, which is based on a modified SegFormer architecture. The model was fine-tuned for document layout detection tasks.
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## Setup Instructions
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### Clone the Surya OCR GitHub Repository
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To use the `SegformerForRegressionMask` class, you need to clone the Surya OCR GitHub repository:
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```bash
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git clone https://github.com/vikp/surya_.git
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cd surya
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```
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### Switch to v0.4.14
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```bash
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git checkout f7c6c04
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```
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### Install Dependencies
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You can install the required dependencies using the following command:
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```bash
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pip install -r requirements.txt
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```
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### Import and Use the Model
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You can load and use the `surya-ocr-arabic` model as follows:
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```python
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from surya.surya.model.detection.segformer import SegformerForRegressionMask
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import torch
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model = SegformerForRegressionMask.from_pretrained("ketanmore/surya-ocr-arabic-segment", torch_dtype=torch.float32).to(device)
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```
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config.json
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{
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"_name_or_path": "vikp/surya_det2",
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"architectures": [
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"SegformerForRegressionMask"
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],
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"attention_probs_dropout_prob": 0.0,
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"classifier_dropout_prob": 0.1,
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"decoder_hidden_size": 768,
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"decoder_layer_hidden_size": 192,
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"decoder_upsample_rate": 2,
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"depths": [
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3,
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4,
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9,
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3
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],
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"downsampling_rates": [
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1,
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4,
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8,
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16
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],
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"drop_path_rate": 0.1,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_sizes": [
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64,
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128,
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320,
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512
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],
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"id2label": {
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"0": "blank",
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"1": "text"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"label2id": {
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"blank": 0,
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"text": 1
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},
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"layer_norm_eps": 1e-06,
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"mlp_ratios": [
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4,
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4,
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4,
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4
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],
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"model_type": "segformer",
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"num_attention_heads": [
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1,
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2,
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5,
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8
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],
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"num_channels": 3,
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"num_encoder_blocks": 4,
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"patch_sizes": [
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7,
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3,
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3,
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3
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],
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"reshape_last_stage": true,
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"semantic_loss_ignore_index": -1,
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"sr_ratios": [
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8,
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4,
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2,
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1
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],
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"strides": [
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4,
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2,
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2
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],
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"torch_dtype": "float32",
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"transformers_version": "4.44.0"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:f0ea4e8d36542029f2398ee982cfca61aa43a8ada62f64a099868aa0d157ef35
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size 119881240
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