Abstract: A system and method for automatic parallelization of computer code includes: measuring a performance of a computer program; identifying slow code of the computer program; implementing a computer code analysis of the computer program including: implementing a dependence analysis; implementing a side effect analysis of the computer program; constructing a dependency analysis basic block (DABB) graph for blocks of the code: a graphical representation of one or more possible paths through a respective disparate block of code; constructing a versioned dependency graph that optimizes a performance of the computer program; generating a metaprogram based on the versioned dependency graph; and automatically executing parallelization of the computer program at runtime based on the metaprogram.

Abstract: A real-time reverse image searching for images analogous to a representative frame having patterns, including identifying, on a computing device connected to a network, one of the images as the representative frame as input; providing a processor connected to the network and having access to at least one database comprising vectors associated with respective images and videos, the processor: calculating representations for the patterns in the representative frame to form a representative vector, the representations corresponding to dimensions of the vector; reducing the vector by reducing a number of the dimensions by more than 90% and a maximum trade-off between the quality of the image and the size of vector; detecting, in the at least one database, the vectors most similar to the vector of the representative frame; and offering, in real-time via the network, images and videos associated with the selected vectors. The patterns consist of colors.

Abstract: A real-time reverse image searching for images analogous to a frame having patterns, performed using a processor connected to a network and having access to digital libraries warehousing a plurality of vectors and respective images/videos associated with each of the plurality of vectors, including: calculating representations for each of the patterns in the frame to form a vector, the representations corresponding to dimensions of the vector; reducing a size of the vector by reducing a number of the dimensions to one of about 8% and a maximum trade-off between the quality of the image and the size of vector; detecting, in the digital libraries, of the plurality of vectors that are most similar to the vector of the frame; and offering, in real-time via the network, images/videos associated with the selected of the plurality of vectors, wherein a number of the offered images and videos is pre-determined.

Abstract: A system and method for automatic parallelization of computer code includes: measuring a performance of a computer program; identifying slow code of the computer program; implementing a computer code analysis of the computer program including: implementing a dependence analysis; implementing a side effect analysis of the computer program; constructing a dependency analysis basic block (DABB) graph for blocks of the code: a graphical representation of one or more possible paths through a respective disparate block of code; constructing a versioned dependency graph that optimizes a performance of the computer program; generating a metaprogram based on the versioned dependency graph; and automatically executing parallelization of the computer program at runtime based on the metaprogram.