Version 2.31.0

• New Features

  • ONNX

    • Support Qwen 3VL in AdaScale ONNX (35d2440)

  • Torch

    • Add Gemma 3 support for AdaScale (a2da0de)
    • LoRA integration (0b90d8a)

• Removed Features

  • Torch
    • Delete AutoQuant (a238275)
    • Delete bias correction (a238275)
    • Delete quantizable transformer (a238275)
    • Delete winnow (a238275)

• Bug fixes and Improvements

  • ONNX

    • Fuse supergroups to ONNX function nodes in QuantSim init (441ac6d)
    • Enable ONNX initializer deduplication pass in torch>=2.12 (21dc8e0)
    • Detect post-writing norm incompatibility in ONNX SpinQuant (85bdbdb)
    • Remove incorrect entries from grid-preserving ops list (4007d7f)
    • Set self.session = None to avoid double memory allocation during rebuild session (18664a4)
    • Give fused supergroup nodes intuitive naming (a775b6e)

  • Torch

    • Raise ValueError for unsupported architectures in PyTorch SpinQuant (a962614)

• Documentation

  • Add zero_point_shift to 1.0.0 encoding spec documentation (094dead)
  • Add float8/float4 encoding to 2.0.0 spec documentation (02e75aa)