Jpmorgan Chase Bank, N.a.

Yash Satsangi

Sean Moran

Shaltiel Eloul

Fanny Silavong

Agathe Lhérondelle

Systems and methods for code repository embedding using attention mechanism for tagging and summarization are disclosed. According to one embodiment, a method for code repository embedding may include: (1) extracting, by a computer program executed by an electronic device, docstring embeddings, code embeddings, and dependency embeddings from scripts in a repository (2) applying, by the computer program, a machine learning algorithm to each of the docstring embeddings, code embeddings, and dependency embeddings; (3) concatenating, by the computer program, outputs of the machine learning algorithm; (4) weighting, by the computer program, the concatenated outputs of the machine learning algorithm using an attention mechanism, resulting in a repository representation comprising an abstract vector; and (5) tagging or summarizing, by the computer program, the script using its repository representation.

Systems and methods for code repository embedding for tagging and summarization tasks using attention on multiple code domains

Systems and methods for auto-captioning repositories from source code are disclosed. A method for code repository embedding may include a computer program executed by an electronic device: (1) extracting docstring embeddings, code embeddings, and dependency embeddings from scripts in a repository; (2) applying a machine learning algorithm to each of the docstring embeddings, the code embeddings, and the dependency embeddings, wherein outputs of each of the machine learning algorithms comprises a vector; (3) concatenating the vectors into an output embedding vector; (4) weighting the output embedding vector using an attention mechanism, resulting in a repository representation comprising an abstract vector; (5) generating a plurality of tags for the repository representation or the output embedding vector representing the weights of the tags, using a trained neural network; (6) applying a tags-to-caption transformer to the tags or the output embedding vector, resulting in a caption; and (7) outputting the caption.

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Tilburg, Netherlands

Yash Satsangi