---
title: VIL Encoder
emoji: ⚙️
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: "4.31.5"
python_version: "3.10"
app_file: app.py
pinned: false
---

# VIL Encoder Space

Dataset-backed VIL encoder with similarity search and glyphstring sigil render.

## Features
- Tri-key input: visible / braille / hanzi
- Learned encoder checkpoint
- FAISS nearest-neighbor retrieval
- Deterministic glyphstring sigil render