Technical Preview

🐳 Docker Image Update

Changed required Docker image from sophgo/tpuc_dev:v2.2 to sophgo/tpuc_dev:v3.1, which is based on Ubuntu 22.04.

📖 Documentation

Updated docs to add more parameters in model deployment.

🐛 Bug Fixes

Fixed TPU-MLIR dialect Python binding for DEBUG mode.
Resolved backward training bug.
Addressed average pooling and max pooling issues.
Several other bug fixes related to Winograd inference, training, and more.

🚀 Feature Additions

Added Deconv3D backend support.
Support for dynamic tile added for bm1684x.
Added Winograd feature.
Several other feature additions, including dual-core support in debugger, MatMulSliceMerge support for int8/int4, and more.

🔧 Code Maintenance

Code renaming and cleaning.
Regression adjustments and tests.

⚙️ Backend Updates

Backend updates for various architectures including BM1684 and sg2260.