Super-squash branch 'main' using huggingface_hub

Co-authored-by: karma689 <karma689@users.noreply.huggingface.co>

.gitattributes

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README.md

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+---
+language:
+- bo
+task_categories:
+- image-classification
+tags:
+- tibetan
+- manuscript
+- page-orientation
+- dinov3
+- bdrc
+pretty_name: Tibetan Page Orientation Classifier Dataset
+size_categories:
+- 1K<n<10K
+dataset_info:
+  features:
+  - name: id
+    dtype: string
+  - name: image_bytes
+    dtype: image
+  - name: class
+    dtype:
+      class_label:
+        names:
+          '0': non_flipped
+          '1': flipped
+  - name: script
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 0
+    num_examples: 6832
+  - name: validation
+    num_bytes: 0
+    num_examples: 854
+  - name: test
+    num_bytes: 0
+    num_examples: 854
+  download_size: 0
+  dataset_size: 0
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: train/train-*.parquet
+  - split: validation
+    path: val/val-*.parquet
+  - split: test
+    path: test/test-*.parquet
+---
+
+# Tibetan Page Orientation Dataset
+
+Covers 7 Tibetan script families: Danyig, Druma, Gyuyig, Multi-Scripts, Pedri, Tsugdri, Uchen.
+
+
+## Dataset composition
+
+Each manuscript page appears **twice**: once as the original scan (`non_flipped`) and once rotated 180° (`flipped`). The model's task is to distinguish these two orientations.
+
+Scripts are balanced — each of the 7 script families contributes the same number of pages (downsampled to the smallest family).
+
+| Script (`script`) | train pages | val pages | test pages | total pages | total images |
+|-------------------|------------:|----------:|-----------:|------------:|-------------:|
+| Danyig | 488 | 61 | 61 | 610 | 1,220 |
+| Druma | 488 | 61 | 61 | 610 | 1,220 |
+| Gyuyig | 488 | 61 | 61 | 610 | 1,220 |
+| Multi-Scripts | 488 | 61 | 61 | 610 | 1,220 |
+| Pedri | 488 | 61 | 61 | 610 | 1,220 |
+| Tsugdri | 488 | 61 | 61 | 610 | 1,220 |
+| Uchen | 488 | 61 | 61 | 610 | 1,220 |
+
+## Splits
+
+Manuscript-stratified 80/10/10 split: each manuscript work appears in exactly one of train / val / test (no data leakage across splits). 
+
+| Split | Pages | Images | Manuscripts |
+|-------|------:|-------:|------------:|
+| train | 3,416 | 6,832 | 1,798 |
+| validation | 427 | 854 | 214 |
+| test | 427 | 854 | 226 |
+| **Total** | **4,270** | **8,540** | |
+
+Page-level split manifest: [`splits/split.json`](splits/split.json).
+
+**Split policy:** `work_hash_balanced` — manuscript leaks: train↔val 0; train↔test 0; val↔test 0.
+
+## Parquet schema
+
+| Column | Type | Values |
+|--------|------|--------|
+| `id` | string | `W123-I456__non_flipped` or `W123-I456__flipped` |
+| `image_bytes` | binary | JPEG page image |
+| `class` | string | `non_flipped` (label 0) or `flipped` (label 1) |
+| `script` | string | Parent script family (e.g. `Uchen`, `Druma`, `Multi-Scripts`) |
+
+Shards: `train/train-*.parquet`, `val/val-*.parquet`, `test/test-*.parquet`.
+Train rows are **shuffled** — non_flipped and flipped images from all scripts are interleaved rather than grouped by page or class.
+
+See [`split_stats.json`](split_stats.json) and [`split_stats.md`](split_stats.md) for row-level counts.
+
+## Load in Python
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("BDRC/dinov3-binary-page-orientation-dataset")
+train = ds["train"]       # 6,832 images (3,416 pages × 2)
+val   = ds["validation"]  # 854 images
+test  = ds["test"]        # 854 images
+```
+
+```python
+from io import BytesIO
+from PIL import Image
+
+row = train[0]
+img = Image.open(BytesIO(row["image_bytes"])).convert("RGB")
+print(row["id"])     # e.g. W123-I456__non_flipped
+print(row["class"])  # non_flipped or flipped
+print(row["script"]) # e.g. Uchen
+```
+
+## Train a model
+
+```bash
+python experiments/flip_classifier/train.py \
+  --hf-dataset BDRC/dinov3-binary-page-orientation-dataset
+```
+
+## Citation
+
+```bibtex
+@misc{bdrcpageorientation,
+  title  = {Tibetan Page Orientation Dataset},
+  author = {Buddhist Digital Resource Center and OpenPecha},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/BDRC/dinov3-binary-page-orientation-dataset},
+  note   = {Images from BDRC}
+}
+```
+
+## License
+
+Images taken from the open access collection of the Buddhist Digital Resource Center. Not all images are in the public domain, some are from recent publications possibly under copyright. We provide the images under the Fair Use copyright exception, but any reuse of this dataset will have to be based on a copyright analysis. We provide the classification data under the CC0 1.0 Universal (Public Domain Dedication).
+
+## Acknowledgements
+
+All images are provided by the Buddhist Digital Resource Center (BDRC). This dataset was developed by Dharmaduta from specifications provided by BDRC for the project "The BDRC Etext Corpus", with funding from the Khyentse Foundation. **[Buddhist Digital Resource Center](https://www.bdrc.io)** (BDRC). Developed by Dharmaduta / OpenPecha.

split_stats.json

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+{
+  "source": "parquet_build",
+  "classes": [
+    "flipped",
+    "non_flipped"
+  ],
+  "num_classes": 2,
+  "image_counts_per_class": {
+    "train": {
+      "flipped": 3416,
+      "non_flipped": 3416
+    },
+    "val": {
+      "flipped": 427,
+      "non_flipped": 427
+    },
+    "test": {
+      "flipped": 427,
+      "non_flipped": 427
+    }
+  },
+  "images_per_split": {
+    "train": 6832,
+    "val": 854,
+    "test": 854
+  },
+  "images_total": 8540,
+  "image_counts_total_per_class": {
+    "flipped": 4270,
+    "non_flipped": 4270
+  },
+  "repo_id": "BDRC/dinov3-binary-page-orientation-dataset",
+  "max_shard_size": "100MB",
+  "shard_files": {
+    "test": [
+      "test/test-00000.parquet",
+      "test/test-00001.parquet",
+      "test/test-00002.parquet",
+      "test/test-00003.parquet",
+      "test/test-00004.parquet",
+      "test/test-00005.parquet"
+    ],
+    "val": [
+      "val/val-00000.parquet",
+      "val/val-00001.parquet",
+      "val/val-00002.parquet",
+      "val/val-00003.parquet",
+      "val/val-00004.parquet"
+    ],
+    "train": [
+      "train/train-00000.parquet",
+      "train/train-00001.parquet",
+      "train/train-00002.parquet",
+      "train/train-00003.parquet",
+      "train/train-00004.parquet",
+      "train/train-00005.parquet",
+      "train/train-00006.parquet",
+      "train/train-00007.parquet",
+      "train/train-00008.parquet",
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+      "train/train-00010.parquet",
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+      "train/train-00012.parquet",
+      "train/train-00013.parquet",
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+      "train/train-00015.parquet",
+      "train/train-00016.parquet",
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+      "train/train-00041.parquet",
+      "train/train-00042.parquet"
+    ]
+  },
+  "parquet_hub_layout": "split_dirs",
+  "orientation_mode": true
+}

split_stats.md

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+# Split statistics
+
+- **Source:** `parquet_build`
+- **Total images:** 8,540
+
+
+## Images per split
+
+| Split | Total |
+|-------|------:|
+| train | 6,832 |
+| val | 854 |
+| test | 854 |
+
+## Images per class (per split)
+
+| Class | train | val | test | **All** |
+|-------|------:|------:|------:|------:|
+| flipped | 3,416 | 427 | 427 | 4,270 |
+| non_flipped | 3,416 | 427 | 427 | 4,270 |

split_stats_manifest.json

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+{
+  "source": "splits_manifest",
+  "classes": [
+    "Danyig",
+    "Druma",
+    "Gyuyig",
+    "Multi-Scripts",
+    "Pedri",
+    "Tsugdri",
+    "Uchen"
+  ],
+  "num_classes": 7,
+  "image_counts_per_class": {
+    "train": {
+      "Danyig": 488,
+      "Druma": 488,
+      "Gyuyig": 488,
+      "Multi-Scripts": 488,
+      "Pedri": 488,
+      "Tsugdri": 488,
+      "Uchen": 488
+    },
+    "val": {
+      "Danyig": 61,
+      "Druma": 61,
+      "Gyuyig": 61,
+      "Multi-Scripts": 61,
+      "Pedri": 61,
+      "Tsugdri": 61,
+      "Uchen": 61
+    },
+    "test": {
+      "Danyig": 61,
+      "Druma": 61,
+      "Gyuyig": 61,
+      "Multi-Scripts": 61,
+      "Pedri": 61,
+      "Tsugdri": 61,
+      "Uchen": 61
+    }
+  },
+  "images_per_split": {
+    "train": 3416,
+    "val": 427,
+    "test": 427
+  },
+  "images_total": 4270,
+  "image_counts_total_per_class": {
+    "Danyig": 610,
+    "Druma": 610,
+    "Gyuyig": 610,
+    "Multi-Scripts": 610,
+    "Pedri": 610,
+    "Tsugdri": 610,
+    "Uchen": 610
+  },
+  "split_policy": "work_hash_balanced",
+  "task": "orientation",
+  "data_dir": "/Users/karmatashi/Developer/script classification model training/Data/source",
+  "seed": 42,
+  "train_ratio": 0.8,
+  "val_ratio": 0.1,
+  "test_ratio": 0.1,
+  "work_counts": {
+    "train": 1798,
+    "val": 214,
+    "test": 226
+  },
+  "work_leak_counts": {
+    "train_val": 0,
+    "train_test": 0,
+    "val_test": 0,
+    "all_three": 0
+  },
+  "orientation_image_counts": {
+    "train": 6832,
+    "val": 854,
+    "test": 854
+  },
+  "script_page_counts": {
+    "train": {
+      "Danyig": 488,
+      "Druma": 488,
+      "Gyuyig": 488,
+      "Multi-Scripts": 488,
+      "Pedri": 488,
+      "Tsugdri": 488,
+      "Uchen": 488
+    },
+    "val": {
+      "Danyig": 61,
+      "Druma": 61,
+      "Gyuyig": 61,
+      "Multi-Scripts": 61,
+      "Pedri": 61,
+      "Tsugdri": 61,
+      "Uchen": 61
+    },
+    "test": {
+      "Danyig": 61,
+      "Druma": 61,
+      "Gyuyig": 61,
+      "Multi-Scripts": 61,
+      "Pedri": 61,
+      "Tsugdri": 61,
+      "Uchen": 61
+    }
+  }
+}

split_stats_manifest.md

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+# Split statistics
+
+- **Source:** `splits_manifest`
+- **Total images:** 4,270
+
+- **Split policy:** `work_hash_balanced`
+- **Work leaks:** `{'train_val': 0, 'train_test': 0, 'val_test': 0, 'all_three': 0}`
+
+## Images per split
+
+| Split | Total |
+|-------|------:|
+| train | 3,416 |
+| val | 427 |
+| test | 427 |
+
+## Images per class (per split)
+
+| Class | train | val | test | **All** |
+|-------|------:|------:|------:|------:|
+| Danyig | 488 | 61 | 61 | 610 |
+| Druma | 488 | 61 | 61 | 610 |
+| Gyuyig | 488 | 61 | 61 | 610 |
+| Multi-Scripts | 488 | 61 | 61 | 610 |
+| Pedri | 488 | 61 | 61 | 610 |
+| Tsugdri | 488 | 61 | 61 | 610 |
+| Uchen | 488 | 61 | 61 | 610 |

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