Jabberjay v0.1.2

Fixed

• SpectraAASIST and SpectraAASIST3 predictions were effectively random —
  lab260's checkpoints nest each AASIST encoder residual block one level
  deeper (aasist.enc.enc.N.0.*) than our port (aasist.enc.enc.N.*).
  PyTorchModelHubMixin.from_pretrained() defaults to strict=False, so the
  mismatch was silent and the entire six-block encoder stayed randomly
  initialised — scores changed from process to process and the bundled
  sample clips were misclassified. Each block is now wrapped in its own
  nn.Sequential to match upstream, and logits are verified bit-identical
  to lab260's reference model.py for all three Spectra models

Changed

• Spectra models now load strictly — load_pretrained() passes
  strict=True, so any future checkpoint/architecture drift raises instead
  of silently leaving layers uninitialised
• Spectra first-run download halved — the Wav2Vec2-XLS-R-300M encoder is
  now built from its config alone instead of downloading the 1.27 GB
  facebook/wav2vec2-xls-r-300m weights, which every Spectra checkpoint
  overwrites with its own fine-tuned copy anyway. Also removes the
  Wav2Vec2Model LOAD REPORT noise printed on every Spectra load
• VIT spectrograms render without pyplot — get_image() draws onto a
  bare matplotlib.figure.Figure, so no GUI backend is started. Output is
  pixel-identical, but detect() with VIT now works off the main thread and
  on Python builds without Tk
• ty invalid-mutable-override ignored under Models/ — ty 0.0.89
  flags every idiomatic nn.Module.forward() override because torch types
  forward as a mutable Callable attribute

Dependencies

• huggingface-hub 1.31.0 → 2.2.0, transformers 5.17.0 → 5.20.1,
  torch 2.14.0 → 2.14.1, pillow 12.3.0 → 13.0.0, numpy 2.5.3 → 2.5.4,
  scikit-learn 1.9.0 → 1.9.1, matplotlib 3.11.1 → 3.11.2 (lockfile;
  verified with the full model sweep — every non-Spectra result is
  identical to v0.1.1)
• Dev: black 26.10.1, ruff 0.17.1, ty 0.0.89, pre-commit 4.7.0
  (pre-commit hook revs bumped to match); astral-sh/setup-uv 10.3.0

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