Intel corporation (20240346341). METHOD AND APPARATUS FOR FUSING LAYERS OF DIFFERENT MODELS simplified abstract
Contents
METHOD AND APPARATUS FOR FUSING LAYERS OF DIFFERENT MODELS
Organization Name
Inventor(s)
Guangming Chen of Shanghai (CN)
Zhengxu Huang of Shanghai (CN)
Jingxuan Dong of Shanghai (CN)
METHOD AND APPARATUS FOR FUSING LAYERS OF DIFFERENT MODELS - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240346341 titled 'METHOD AND APPARATUS FOR FUSING LAYERS OF DIFFERENT MODELS
The patent application describes a method and apparatus for fusing layers of different models.
- Searching layers from different models and determining whether to perform layer fusing
- Fusing instructions in the layers from different models into a fused instruction
- Combining input data for the instructions in the layers from different models into combined input data
- Allocating a continuous storage area in memory for the combined input data
- Loading the combined input data for the fused instruction from the continuous storage area to perform the instruction
- Storing output data obtained after performing the fused instruction into a continuous storage area in memory
Potential Applications: - This technology can be used in 3D printing to combine layers from different models seamlessly. - It can be applied in computer graphics to merge elements from various sources. - Automation systems can benefit from this method to streamline processes involving multiple models.
Problems Solved: - Simplifies the process of combining layers from different models. - Enhances efficiency in data processing and storage. - Improves the overall performance of systems utilizing fused instructions.
Benefits: - Increased productivity and accuracy in layer fusion tasks. - Reduction in memory usage and storage requirements. - Enhanced capabilities for handling complex models and instructions.
Commercial Applications: Title: "Innovative Layer Fusion Technology for Enhanced Data Processing" This technology can be utilized in industries such as manufacturing, design, and robotics for optimizing operations and improving output quality.
Questions about Layer Fusion Technology: 1. How does this method improve the efficiency of combining layers from different models? - This method streamlines the process by fusing instructions and input data, reducing the need for separate handling of each layer. 2. What are the potential implications of using continuous storage areas in memory for combined input data? - Continuous storage areas optimize memory usage and facilitate faster access to data, enhancing overall system performance.
Original Abstract Submitted
the disclosure relates to method and apparatus for fusing layers of different models. the method for fusing layers of different models comprises: searching layers from different models and determining whether to perform layer fusing; fusing instructions in the layers from different models into a fused instruction in response to determining to perform layer fusing; combining input data for the instructions in the layers from different models into a combined input data; allocating a continuous storage area in a memory for the combined input data; loading the combined input data for the fused instruction from the continuous storage area in the memory to perform the fused instruction; and storing output data obtained after performing the fused instruction into a continuous storage area in the memory.
