PotLyrics lyric alignment models

ONNX models used by PotLyrics (a free, non-commercial desktop lyrics app) to align line-level lyrics (LRC) to the vocals of a song, character by character, fully offline on the CPU.

Pipeline: htdemucs.onnx separates the vocals → lyrics are romanized (Japanese via MeCab + ipadic, Chinese via pinyin) → mms.onnx produces CTC emissions and a Viterbi forced alignment gives the time of every character.

File What it is Source License
htdemucs.onnx Hybrid Transformer Demucs (htdemucs), inner network only (STFT/iSTFT are done outside), MatMul weights dynamically quantized to int8 facebookresearch/demucs — Rouard, Massa, Défossez, Hybrid Transformers for Music Source Separation (ICASSP 2023) MIT
mms.onnx MMS forced-alignment model (torchaudio.pipelines.MMS_FA), wav2vec2 without the final log-softmax, MatMul weights quantized to int8 (per channel) Pratap et al., Scaling Speech Technology to 1,000+ Languages (2023), via torchaudio CC-BY-NC 4.0 (non-commercial)
mms_vocab.json Labels of mms.onnx (blank -, 26 letters, ', plus * for the unknown-token column added at runtime) same as above CC-BY-NC 4.0
ipadic.zip IPAdic dictionary compiled for MeCab (as shipped by the ipadic Python package) polm/ipadic-py, NAIST / ICOT IPAdic license (permissive, see ipadic/COPYING)
manifest.json File sizes and SHA-256, read by the app before downloading — —

The repository as a whole is published under CC-BY-NC 4.0 because of the MMS weights. The conversion was done only for use in PotLyrics; no fine-tuning was applied.

Accuracy (for reference)

One Last Kiss (Hikaru Utada), aligned from a line-level LRC and compared with the hand-made word timing from the AMLL TTML database: median error per character 67 ms, 82 % within 200 ms (the non-quantized PyTorch models give 66 ms / 83 %). About 100–130 s per 4-minute song with 8 CPU threads.

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