Methods, systems, articles of manufacture and apparatus to identify code semantics

An apparatus to identify code semantics, the apparatus comprising:

• interface circuitry to access a first request to execute a service;
• and
• 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 corresponding 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 Integrate 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:
• validated repository parse circuitry to identify embedding values corresponding to validated code;
• syntax analysis circuitry to identify syntax information based on statistical recurrence metrics of the embedding values;
• bidirectional model circuitry to train a forward semantic model and a backward semantic model based on (a) semantic information corresponding to the syntax information and (b) divisional segmentation information corresponding to the syntax information;
• and
• target repository mining circuitry to generate target code model input fragments including learned syntactic information, learned semantic information, and learned divisional segmentation information,
• wherein the target code model input fragments are to facilitate inference with the forward semantic model and the backward semantic model.