one-for-all / README.md
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metadata
title: One for All  Soul Transfer
emoji: 🧬
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 5.33.2
app_file: app.py
pinned: false
license: mit

One for All demo

One for All distills 5 heterogeneous teacher LLMs (Qwen2.5-1.5B, SmolLM2-1.7B, Phi-3.5-mini, gemma-2-2b-it, MiniCPM-2B) into a single Qwen2.5-0.5B student via gated CKA geometry distillation (Path B — geometry-only, tokenizer-agnostic).

Tabs

  • ∀ Almas — 3D UMAP soul space of all 6 models over 24 probe texts. Type a prompt to run the student live on ZeroGPU and see where it lands in the embedding space.
  • ⬡ Geometria — CKA alignment heatmap across all model pairs.
  • ↗ Treino — Loss curves and gate evolution over training steps.