US 2024/0201958 A1 · IDENTIFYING METHOD FOOTPRINTS USING VECTOR EMBEDDINGS

Abstract

Methods, systems, apparatuses, devices, and computer program products are described. A system may collect a first set of profiling data associated with computational resource consumption of one or more code implementations or methods. The system may use a vector embedding translation to convert the profiling data into one or more vector spaces. Each vector space may include a set of vectors, and each vector may correspond to an execution of a code implementation or method. The system may use the vector spaces to generate a model representation of the computational resource consumption of the one or more code implementations. In some cases, the system may collect and convert a second set of real-time profiling data into vector spaces, which the system may compare to the model representation such that users may identify deviations from resource consumption footprints.

Claims20

Dependent claims

A method for data processing, comprising:

collecting a first set of metrics associated with computational resource consumption of one or more code implementations:
converting the first set of metrics into one or more first vector spaces corresponding to the one or more code implementations using a vector embedding translation, wherein a vector space of the one or more first vector spaces comprises a plurality of vectors, and wherein a vector of the plurality of vectors corresponds to an execution of a code implementation:
generating a model representation of the computational resource consumption of the one or more code implementations based at least in part on the one or more first vector spaces:
converting a second set of metrics associated with the computational resource consumption of the one or more code implementations into one or more second vector spaces corresponding to the one or more code implementations;
and
outputting a result of a comparison between the one or more second vector spaces and the model representation.

3 more elements

An apparatus for data processing, comprising:

a processor:
memory coupled with the processor:
and
instructions stored in the memory and executable by the processor to cause the apparatus to:
collect a first set of metrics associated with computational resource consumption of one or more code implementations:
convert the first set of metrics into one or more first vector spaces corresponding to the one or more code implementations using a vector embedding translation, wherein a vector space of the one or more first vector spaces comprises a plurality of vectors, and wherein a vector of the plurality of vectors corresponds to an execution of a code implementation:
generate a model representation of the computational resource consumption of the one or more code implementations based at least in part on the one or more first vector spaces:
convert a second set of metrics associated with the computational resource consumption of the one or more code implementations into one or more second vector spaces corresponding to the one or more code implementations;
and
output a result of a comparison between the one or more second vector spaces and the model representation.

7 more elements

A non-transitory computer-readable medium storing code for data processing, the code comprising instructions executable by a processor to:

collect a first set of metrics associated with computational resource consumption of one or more code implementations:
convert the first set of metrics into one or more first vector spaces corresponding to the one or more code implementations using a vector embedding translation, wherein a vector space of the one or more first vector spaces comprises a plurality of vectors, and wherein a vector of the plurality of vectors corresponds to an execution of a code implementation:
generate a model representation of the computational resource consumption of the one or more code implementations based at least in part on the one or more first vector spaces:
convert a second set of metrics associated with the computational resource consumption of the one or more code implementations into one or more second vector spaces corresponding to the one or more code implementations:
and
output a result of a comparison between the one or more second vector spaces and the model representation.

3 more elements

Dependencies are inferred from the claim text.

Identifying method footprints using vector embeddings

Life of this patent

Identifying method footprints using vector embeddings

Life of this patent

Abstract

Claims20