Methods and apparatus for a knowledge-based deep learning refactoring model with tightly integrated functional nonparametric memory

An apparatus for a knowledge-based deep learning refactoring model comprising:

• interface circuitry;
• processor circuitry including one or more of:
• at least one of a central processing unit, a graphic processing unit or a digital signal processor, the at least one of the central processing unit, the graphic processing unit or the digital signal processor having control circuitry to control data movement within the processor circuitry, arithmetic and logic circuitry to perform one or more first operations according to instructions, and one or more registers to store a result of the one or more first operations, the instructions in the apparatus;
• a Field Programmable Gate Array (FPGA), the FPGA including logic gate circuitry, a plurality of configurable interconnections, and storage circuitry, the logic gate circuitry and interconnections to perform one or more second operations, the storage circuitry to store a result of the one or more second operations;
• or
• Application Specific Integrated Circuitry (ASIC) including logic gate circuitry to perform one or more third operations;
• the processor circuitry to perform at least one of the first operations, the second operations or the third operations to instantiate:
• extraction cost estimating circuitry to estimate a first information extraction cost corresponding to retrieval of information from a local knowledge base, the extraction cost estimating circuitry to estimate a second information extraction cost corresponding retrieval of information from a remote knowledge base;
• extraction path activating circuitry to select an information source based on the first and second estimated information extraction costs;
• selected source information retrieval circuitry to query the selected information source, and return the queried information;
• knowledge base augmenting circuitry to in response to a determination that the selected information source was an external information source, store the queried information in the local knowledge base;
• and
• knowledge base organizing circuitry to organize the stored information in the local knowledge base.