Parallelization Mode
The IDSL ensemble software package has integrated two parallelization modes to enhance the processing efficiency of data. To ensure compatibility with diverse operating systems, the parLapply module is utilized for Windows OS, and the mclapply module is employed for Unix-based OS within the parallel package of R. In the event of any difficulties with these functions on the system, a possible solution is to use only one thread to circumvent the error.
In this approach, the processing function is parallelized for the peaks in one sample at a time, resulting in a faster processing speed for individual samples. This approach is recommended when processing only a few samples.
In this approach, the processing function is parallelized across the entire batch, resulting in a faster processing speed for all samples. This approach is recommended for large-scale sample processing.
FSDB and IPDB objects may occupy significant amounts of RAM memory. Therefore, before using these large objects, it is recommended that you select the number of processing threads based on the memory limit of your processing station.