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- README.md +81 -0
- data/train.lance/_indices/5e6cb445-cf6f-450d-b8a8-0c8ceb1d8e4d/auxiliary.idx +3 -0
- data/train.lance/_indices/5e6cb445-cf6f-450d-b8a8-0c8ceb1d8e4d/index.idx +0 -0
- data/train.lance/_indices/737ec6fd-d13f-4bc0-a5b5-94fdd6b8b316/bitmap_page_lookup.lance +0 -0
- data/train.lance/_indices/f638bab1-bc20-4c91-8b67-da71943d4bd2/bitmap_page_lookup.lance +0 -0
- data/train.lance/_transactions/0-54a71fbd-bc4a-4619-b085-bcfc7dc72a6a.txn +0 -0
- data/train.lance/_transactions/1-49933297-0e80-457b-87ba-ee06e4e647e8.txn +0 -0
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- data/train.lance/_versions/18446744073709551611.manifest +0 -0
- data/train.lance/_versions/18446744073709551612.manifest +0 -0
- data/train.lance/_versions/18446744073709551613.manifest +0 -0
- data/train.lance/_versions/18446744073709551614.manifest +0 -0
- data/train.lance/data/10000101011101100100001155503d4baebc977b5d2f773ddb.lance +3 -0
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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data/train.lance/_indices/5e6cb445-cf6f-450d-b8a8-0c8ceb1d8e4d/auxiliary.idx filter=lfs diff=lfs merge=lfs -text
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data/train.lance/data/10000101011101100100001155503d4baebc977b5d2f773ddb.lance filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: cc-by-sa-4.0
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task_categories:
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- image-classification
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- image-feature-extraction
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language:
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- en
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tags:
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- oxford-pets
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- fine-grained
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- pets
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- lance
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- clip-embeddings
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pretty_name: oxford-pets-lance
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size_categories:
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- 1K<n<10K
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---
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# Oxford-IIIT Pet (Lance Format)
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Lance-formatted version of the [Oxford-IIIT Pet dataset](https://www.robots.ox.ac.uk/~vgg/data/pets/) — 7,390 cat & dog photos across 37 breeds — sourced from [`pcuenq/oxford-pets`](https://huggingface.co/datasets/pcuenq/oxford-pets).
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## Schema
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| Column | Type | Notes |
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|---|---|---|
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| `id` | `int64` | Row index |
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| `image` | `large_binary` | Inline JPEG bytes |
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| `label_name` | `string` | One of 37 breeds, underscore-spaced (`british_shorthair`, `golden_retriever`, …) |
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| `is_dog` | `bool` | `true` for dog breeds, `false` for cat breeds |
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| `path` | `string?` | Original filename in the source dataset |
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| `image_emb` | `fixed_size_list<float32, 512>` | OpenCLIP `ViT-B-32` embedding (cosine-normalized) |
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## Pre-built indices
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- `IVF_PQ` on `image_emb` — `metric=cosine`
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- `BITMAP` on `label_name` and `is_dog`
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## Quick start
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```python
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import lance
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ds = lance.dataset("hf://datasets/lance-format/oxford-pets-lance/data/train.lance")
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print(ds.count_rows(), ds.schema.names, ds.list_indices())
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```
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## Filter — only dogs, only golden retrievers, etc.
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```python
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import lance
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ds = lance.dataset("hf://datasets/lance-format/oxford-pets-lance/data/train.lance")
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dogs = ds.scanner(filter="is_dog = true", columns=["label_name"], limit=5).to_table()
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goldens = ds.scanner(filter="label_name = 'golden_retriever'", columns=["id"], limit=5).to_table()
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```
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## Visual similarity search
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```python
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import lance, pyarrow as pa
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ds = lance.dataset("hf://datasets/lance-format/oxford-pets-lance/data/train.lance")
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emb_field = ds.schema.field("image_emb")
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ref = ds.take([0], columns=["image_emb", "label_name"]).to_pylist()[0]
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neighbors = ds.scanner(
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nearest={"column": "image_emb", "q": pa.array([ref["image_emb"]], type=emb_field.type)[0], "k": 5},
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columns=["id", "label_name"],
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).to_table().to_pylist()
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```
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## Source & license
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Converted from [`pcuenq/oxford-pets`](https://huggingface.co/datasets/pcuenq/oxford-pets). Released under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/).
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## Citation
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```
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@inproceedings{parkhi2012cats,
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title={Cats and Dogs},
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author={Parkhi, Omkar M. and Vedaldi, Andrea and Zisserman, Andrew and Jawahar, C. V.},
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booktitle={IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
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year={2012}
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}
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```
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size 1012804
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data/train.lance/data/10000101011101100100001155503d4baebc977b5d2f773ddb.lance
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