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blbufferlib's Introduction

blBufferLIB

What is it?

blBufferLIB is a header-only template library that defines a generic shareable N-Dimensional contiguous space that can be used among multiple threads or multiple processes.

  • It defines the type blBuffer<DataType,MaxNumOfDimensions>, together with specialized templates such as blSharedMemoryBuffer<DataType,NumOfDimensions> that make working with shared memory a breeze.
  • It defines useful circular iterators and circular reverse iterators, as well as multiple read iterators and a single write iterator that allow multiple threads or multiple applications to communicate easily

How do I use it?

The library is a header only template library that you can use by just including its header as follows:

#include <blBufferLIB.hpp>

// Everything is defined within the namespace: "blBufferLIB"

// More Examples coming soon...

Why would I want to use this?

There could be many reasons where this blBuffer class would come in handy:

  • For example, it can be seen as a 2D-buffer to represent images or 2D matrices, which can be used interchangibly with opencv's "IplImage", "CvMat" and "cv::Mat" structures in opencv's algorithms

    • It can be seen as a 3D-buffer to represent video streams, or 3D matrices

    • It can be seen as a 3D-buffer to represent Laplacian Pyramids or Gaussian Pyramids

    • It can be seen as a 4D-buffer to represent streams of Laplacian Pyramids or Gaussian Pyramids of videos or webcam feeds

    • It can be seen as a generic N-Dimensional contiguous buffer to represent custom data for advanced analisys algorithm and more

The main idea is that the data is contiguous, but is interpreted as an N-Dimensional space, so for example if you define a (3 x 4 x 6 x 10) buffer, the contiguous data will be seen as:

  • 10 different slices of (3 x 4 x 6) data points

    • of which each slice is 6 pages of (3 x 4) data points

    • of which each page is 4 columns of (3) data points

    • of which each row is a single data point

A little deeper...

  • The blBuffer class can:

    • Hold its own contiguous data

    • Or wrap existing user supplied external contiguous data

      • That means that if you wrap for example an std::vector<DataType> with blBuffer<DataType,MaxNumOfDimensions>, it would then allow the contiguous std::vector<DataType> array to be seen as an N-Dimensional buffer
  • The buffer defines size(i) and length(i) functions which return the respective dimensional sizes/lengths as well as the size() and length() functions which return the overall buffer length

  • The buffer also defines specially named size functions such as rows, cols, pages, height, width, depth for the first 3 dimensions

    • rows and height functions return the size of the 1st dimension
    • cols and width functions return the size of the 2nd dimension
    • pages and depth functions return the size of the 3rd dimension
  • The blBuffer class defines access functions operator() and at functions as well as their circular counterparts such as circ_at so that the buffer's data, either internal or external, can be accessed with N-Dimensional sets of coordinates:

For example:

// A user can define a buffer with a
// "Maximum number of dimensions" which
// limit the number of dimensions of the
// buffer

// Here we create a buffer that holds "doubles"
// with a maximum number of dimensions equal to 10

blBufferLIB::blBuffer<double,10> myBuffer;



// We then make it a 3d buffer with a size equal to (3 x 3 x 10)
// (The remaining 7 dimensional sizes are defaulted to equal 1)

myBuffer.create(3,3,10);



// Here we access the second data point
// as if the buffer was a 1d-buffer
// even though we said it was a 3d buffer

auto dataPoint = myBuffer(2);



// Here we access a data point
// using 3d coordinates

auto dataPoint2 = myBuffer(0,2,3);



// Here we access a data point
// cicularly as if buffer was a
// 1d-buffer

auto dataPoint3 = myBuffer.circ_at(100023);



// Here we access a data point
// circularly using 3d coordinates

auto dataPoint3 = myBuffer.circ_at(1000,2231,124);



// Here we ask for the size/length
// of the 2nd dimension
// (Could use either "size" or "length")

auto width = myBuffer.size(2);

The blBuffer class defines many additional abstract concepts that allow the user to do some advanced manipulation of data with little to no effort:

  • It defines iterators for iterating through the entire data like a normal std::vector<T>:

    • begin()/end()

    • cbegin()/cend()

    • rbegin()/rend()

    • crbegin()/crend()

  • It defines stl-algorithms-compatible circular_iterators which can be used in stl-like algorithms such as std::copy:

    • circ_begin(maxNumOfCirculations)

      • circular iterator that equals circ_end() iterator when its number of circulations == maxNumOfCirculations
    • circ_end()

    • circ_cbegin(maxNumOfCirculations)/circ_cend()

      • same as the above but for const access
    • circ_rbegin(maxNumOfCirculations)

      • same as above but moves backwards in the buffer
    • circ_rend()

    • circ_crbegin(maxNumOfCirculations)/circ_crend()

      • same as above but for const access
  • It defines a Region Of Interest (ROI) with its own roi_at and roi_circ_at access functions

    • This is especially useful when using blBuffer as a substitute for cv::Mat or IplImage in OpenCV algorithms
  • It defines all the equivalent roi circular iterators as the ones above, which can be used in stl-like algorithms to parse through the buffer's ROI

The blBuffer class defines also a single circular write iterator with corresponding write functions that are thread-safe and allow multiple parallel threads to write onto a common buffer

  • The buffer offers a isBufferBeingCurrentlyWrittenTo() function which allows a user to ask whether the buffer is being currently written to

  • The overloaded write functions allow the user to write data to the buffer from many types of input buffers, such as:

    • raw array

    • std::vector<T>

    • raw pointers with a specified size

    • OpenCV's IplImage, CvMat, cv::Mat structures

  • The write and corresponding write_no_wait functions do exactly that, they write data to the buffer, with the option to wait or quit without waiting in case another thread is currently writing to the buffer

  • The write iterator is circular and will wrap around and continue writing, thus allowing threads to keep writing additional data to the buffer, where oldest data gets over-written with new data

The blBuffer class defines read iterators with corresponding read functions that allow a user to read data from the buffer into a specified external buffer

  • every read function takes as its first input an id

    • The specified id uses the read<id> iterator

      • For example one thread could keep track of what it's read by using the read(0) function, while another thread would use read(1) function, another thread the read(-293) function and so on.
    • The blBuffer object instantiates a read<id> iterator if it doesn't have one yet, or uses the existing one if it already has one

Under current development

The blBufferLIB is under current development, and the interface may change as I introduce more concepts to it

Dependencies

  • Mostly c++11 and some c++17 things like template folding

License?

MIT License

Do what you like with the source, use it however you like, maybe even as a reference or learning material

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