Abstract: A method for removing branches from trained deep learning models is provided. The method includes steps (i)-(v). In step (i), a trained model is obtained. The trained model has a branch structure involving one or more original convolutional layers and a shortcut connection. In step (ii), the shortcut connection is removed from the branch structure. In step (iii), a reparameterization model is built by linearly expanding each of the original convolutional layers into a reparameterization block in the reparameterization model. In step (iv), parameters of the reparameterization blocks are optimized by training the reparameterization model. In step (v), each of the optimized reparameterization blocks is transformed into a reparameterized convolutional layer to form a branchless structure that replaces the branch structure in the trained model.

Abstract: A power mesh structure for an integrated circuit is provided. A power switch cell is installed on the chip of the integrated circuit to control the switching operations of the power domain. The power meshes of the power mesh structure is specially designed. The power wires with different electrical properties are arranged in the same column or the same row to reduce the layout area of the power mesh on the material layer.

Abstract: A power mesh structure for an integrated circuit is provided. A power switch cell is installed on the chip of the integrated circuit to control the switching operations of the power domain. The power meshes of the power mesh structure is specially designed. The power wires with different electrical properties are arranged in the same column or the same row to reduce the layout area of the power mesh on the material layer.

Abstract: A power distribution network adapted to provide power to a plurality of components in an integrated circuit is provided. The power distribution network includes a power distribution trunk path, a plurality of first power distribution branch paths, and a plurality of second power distribution branch paths. The power distribution trunk path is used for transmitting the power. A long axis direction of the power distribution trunk path is a first direction. The first power distribution branch paths and the second power distribution branch paths are electrically connected to the power distribution trunk path. A long axis direction of the first power distribution branch paths is a second direction different from the first direction. A long axis direction of the second power distribution branch paths is a third direction different from the first direction and the second direction.

Abstract: A power distribution network adapted to provide power to a plurality of components in an integrated circuit is provided. The power distribution network includes a power distribution trunk path, a plurality of first power distribution branch paths, and a plurality of second power distribution branch paths. The power distribution trunk path is used for transmitting the power. A long axis direction of the power distribution trunk path is a first direction. The first power distribution branch paths and the second power distribution branch paths are electrically connected to the power distribution trunk path. A long axis direction of the first power distribution branch paths is a second direction different from the first direction. A long axis direction of the second power distribution branch paths is a third direction different from the first direction and the second direction.