TorchFont
TorchFont is an unofficial library based on PyTorch for deep learning with vector fonts. It is not affiliated with or endorsed by the PyTorch project.
TorchFont is local-first: point GlyphDataset at a font directory or a
repository checkout that already exists on disk, and TorchFont turns font files
into lightweight glyph references. Load outlines explicitly with LoadGlyph
in your transform pipeline when tensors are needed.
Installation
The package requires Python 3.10+ and PyTorch 2.3+.
Install TorchFont with uv:
uv add torchfont
Or with pip:
pip install torchfont
Quickstart
from torch.utils.data import DataLoader
from torch.nn.utils.rnn import pad_sequence
from torchfont.datasets import GlyphDataset
from torchfont.structures import GlyphData, Outline
from torchfont.transforms import LoadGlyph
def collate_fn(batch: list[GlyphData[Outline]]):
types = pad_sequence([item.data.types for item in batch], batch_first=True)
coords = pad_sequence([item.data.coords for item in batch], batch_first=True)
return types, coords
dataset = GlyphDataset(
root="~/fonts", # or "tests/fonts" in this repository
patterns=("*.ttf",),
codepoints=range(0x20, 0x7F), # printable ASCII
transform=LoadGlyph(),
)
loader = DataLoader(dataset, batch_size=8, shuffle=True, collate_fn=collate_fn)
types_t, coords_t = next(iter(loader))
print(types_t.shape) # (8, L)
print(coords_t.shape) # (8, L, 6)
What TorchFont Focuses On
- local font directories and repository checkouts as the input boundary
- Rust-backed indexing plus explicit outline loading through lightweight glyph references
torchvision.transforms.v2-style semantic pipelines for adapting glyph samples- PyTorch
DataLoaderintegration through ordinary user-definedcollate_fnfunctions
Manage font repository synchronization with Git or another tool, then point
GlyphDataset(root=...) at the resulting directory.
Citation
If you find TorchFont useful in your work, please consider citing the following BibTeX entry:
@software{fujioka2025torchfont,
author = {Fujioka, Takumu},
title = {{TorchFont: A Machine Learning library for Vector Fonts}},
year = {2025},
url = {https://github.com/torchfont/torchfont}
}
1 maintainer
Metadata
1 maintainer
Release files for torchfont 0.12.0
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Source distribution (sdist)
| File | Size | Uploaded | |
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| torchfont-0.12.0.tar.gz | 7.2 MB | Details |
Built distributions (wheels)
Total release size: 34.0 MB
Release files / torchfont-0.12.0.tar.gz
| Download URL | torchfont-0.12.0.tar.gz |
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Release files / torchfont-0.12.0-cp314-cp314t-win_arm64.whl
| Download URL | torchfont-0.12.0-cp314-cp314t-win_arm64.whl |
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| Size | 2.6 MB |
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Release files / torchfont-0.12.0-cp314-cp314t-win_amd64.whl
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