Upload OS-Atlas batch 1

README.md

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+---
+license: other
+tags:
+- cua-lite
+- gui
+- sft
+task_categories:
+- image-text-to-text
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path:
+    - "*/*/[t]rain.parquet"
+    - "*/*/train/*.parquet"
+    - "*/*/train/*/*.parquet"
+  - split: validation
+    path:
+    - "*/*/[v]alidation.parquet"
+    - "*/*/validation/*.parquet"
+    - "*/*/validation/*/*.parquet"
+- config_name: desktop
+  data_files:
+  - split: train
+    path:
+    - "desktop/*/[t]rain.parquet"
+    - "desktop/*/train/*.parquet"
+    - "desktop/*/train/*/*.parquet"
+  - split: validation
+    path:
+    - "desktop/*/[v]alidation.parquet"
+    - "desktop/*/validation/*.parquet"
+    - "desktop/*/validation/*/*.parquet"
+- config_name: mobile
+  data_files:
+  - split: train
+    path:
+    - "mobile/*/[t]rain.parquet"
+    - "mobile/*/train/*.parquet"
+    - "mobile/*/train/*/*.parquet"
+  - split: validation
+    path:
+    - "mobile/*/[v]alidation.parquet"
+    - "mobile/*/validation/*.parquet"
+    - "mobile/*/validation/*/*.parquet"
+- config_name: web
+  data_files:
+  - split: train
+    path:
+    - "web/*/[t]rain.parquet"
+    - "web/*/train/*.parquet"
+    - "web/*/train/*/*.parquet"
+  - split: validation
+    path:
+    - "web/*/[v]alidation.parquet"
+    - "web/*/validation/*.parquet"
+    - "web/*/validation/*/*.parquet"
+- config_name: desktop-grounding-bbox
+  data_files:
+  - split: train
+    path:
+    - "desktop/grounding-bbox/[t]rain.parquet"
+    - "desktop/grounding-bbox/train/*.parquet"
+    - "desktop/grounding-bbox/train/*/*.parquet"
+  - split: validation
+    path:
+    - "desktop/grounding-bbox/[v]alidation.parquet"
+    - "desktop/grounding-bbox/validation/*.parquet"
+    - "desktop/grounding-bbox/validation/*/*.parquet"
+- config_name: mobile-grounding-bbox
+  data_files:
+  - split: train
+    path:
+    - "mobile/grounding-bbox/[t]rain.parquet"
+    - "mobile/grounding-bbox/train/*.parquet"
+    - "mobile/grounding-bbox/train/*/*.parquet"
+  - split: validation
+    path:
+    - "mobile/grounding-bbox/[v]alidation.parquet"
+    - "mobile/grounding-bbox/validation/*.parquet"
+    - "mobile/grounding-bbox/validation/*/*.parquet"
+- config_name: web-grounding-bbox
+  data_files:
+  - split: train
+    path:
+    - "web/grounding-bbox/[t]rain.parquet"
+    - "web/grounding-bbox/train/*.parquet"
+    - "web/grounding-bbox/train/*/*.parquet"
+  - split: validation
+    path:
+    - "web/grounding-bbox/[v]alidation.parquet"
+    - "web/grounding-bbox/validation/*.parquet"
+    - "web/grounding-bbox/validation/*/*.parquet"
+---
+
+# cua-lite/OS-Atlas
+
+cua-lite preprocessed version of OS-Atlas (OS-Copilot/OS-Atlas-data). grounding:bbox across three platforms and five sub-sources: desktop (windows, linux, macos), mobile (amex), web (fineweb).
+
+## Origin
+
+- [https://huggingface.co/datasets/OS-Copilot/OS-Atlas-data](https://huggingface.co/datasets/OS-Copilot/OS-Atlas-data)
+
+## Load via `datasets`
+
+```python
+from datasets import load_dataset
+
+# entire dataset
+ds = load_dataset("cua-lite/OS-Atlas")
+
+# just one platform
+ds = load_dataset("cua-lite/OS-Atlas", "desktop")
+
+# just one (platform, task_type) cohort
+ds = load_dataset("cua-lite/OS-Atlas", "desktop-grounding-bbox")
+```
+
+You can also filter by `metadata.platform` / `metadata.task_type` /
+`metadata.others.*` after loading; every row carries a rich `metadata`
+struct (see schema below).
+
+## Schema
+
+Each row has these columns:
+
+| column | type | notes |
+|---|---|---|
+| `image_ids` | list[string] | content-addressed ids (`<sha256>.<ext>`), enables cross-parquet / cross-dataset dedup |
+| `images` | list[Image] | bytes embedded at HF push time; matches `image_ids` index-for-index |
+| `messages` | list[struct] | OpenAI-style turns with `role` + structured `content` |
+| `metadata` | struct | `{platform, task_type, split, others{...}}` |
+
+Coordinate values in `messages` are normalized to `[0, 1000]` integers.
+
+## Layout
+
+```
+<platform>/<task_type>/<split>.parquet                   # single-variant cohort
+<platform>/<task_type>/<split>/<variant>.parquet         # multi-variant cohort
+<platform>/<task_type>/<split>/shard-NNNNN-of-NNNNN.parquet            # + sharded single-variant
+<platform>/<task_type>/<split>/<variant>/shard-NNNNN-of-NNNNN.parquet  # + sharded multi-variant
+```
+
+- `platform` ∈ {desktop, mobile, web}
+- `task_type` directory uses a hyphen where the metadata value uses a colon: `grounding-action/` → `grounding:action`
+- `split` ∈ {train, validation} — `validation` is an in-distribution held-out slice (never used in training); `test` is reserved for out-of-distribution benchmark datasets
+
+## Stats
+
+| platform | task_type | variant | train | validation |
+|---|---|---|---:|---:|
+| desktop | grounding:bbox | linux | 42,327 | 817 |
+| desktop | grounding:bbox | macos | 17,958 | 440 |
+| desktop | grounding:bbox | windows | 1,073,175 | 2,000 |
+| mobile | grounding:bbox | amex | 1,200,434 | 2,000 |
+| mobile | grounding:bbox | aw | 88,078 | 1,753 |
+| mobile | grounding:bbox | ricosca | 169,858 | 3,417 |
+| mobile | grounding:bbox | uibert | 16,353 | 307 |
+| mobile | grounding:bbox | widget | 99,425 | 2,000 |
+| web | grounding:bbox | fineweb | 6,639,491 | 2,000 |
+| web | grounding:bbox | seeclick | 2,112,523 | 2,000 |
+
+## Image storage
+
+Images are content-addressed by SHA-256 and deduplicated within this repo.
+The `images` column on HuggingFace embeds raw bytes so the Hub viewer
+renders thumbnails and `datasets.load_dataset` works out of the box.
+
+For local workflows (SFT export, cross-dataset dedup, split rebalancing),
+run [`reverse.py`](https://github.com/cua-lite/cua-lite/tree/main/scripts/hf_upload)
+on a cloned repo: it extracts each unique `image_id` once to a shared
+`image_store/<hash[:2]>/<hash>.<ext>` and rewrites the parquets to drop
+the `images` column, so rows reference images by hash id only.  The shared
+store is reusable across datasets — the same image in two repos lands in
+one file.
+
+- Total unique images: **1,312,118**
+- Store size: **496.53 GB**
+
+## Notes
+
+Images are heavily reused: each screenshot is typically referenced by dozens of bbox labels. Content-addressed storage collapses this to a far smaller unique-image count than the ~3.58M row count suggests.
+
+## License & citation
+
+See original dataset (OS-Copilot/OS-Atlas-data)
+
+See https://huggingface.co/datasets/OS-Copilot/OS-Atlas-data

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stats.json

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+{
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+  "rows_out": 11476356,
+  "rows_dropped": 0,
+  "unique_images": 1312118,
+  "image_store_bytes": 496525984572,
+  "by_partition": {
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+    "desktop::grounding:bbox::train::macos": 17958,
+    "desktop::grounding:bbox::train::windows": 1073175,
+    "desktop::grounding:bbox::validation::linux": 817,
+    "desktop::grounding:bbox::validation::macos": 440,
+    "desktop::grounding:bbox::validation::windows": 2000,
+    "mobile::grounding:bbox::train::amex": 1200434,
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+  }
+}