from abc import ABCMeta, abstractmethod import os from importlib import import_module #def datasetFactory(datasetName, *args, **kwargs): def datasetFactory(datasetName, videodataDIR, BVPdataDIR): try: moduleName = datasetName.lower() className = datasetName.upper() datasetModule = import_module('pyVHR.datasets.' + moduleName) #, package='pyVHR') classOBJ = getattr(datasetModule, className) #obj = classOBJ(*args, **kwargs) obj = classOBJ(videodataDIR, BVPdataDIR) except (AttributeError, ModuleNotFoundError): raise ImportError('{} is not part of pyVHR dataset collection!'.format(datasetName)) return obj class Dataset(metaclass=ABCMeta): """ Manage datasets (parent class for new datasets) """ def __init__(self, videodataDIR=None, BVPdataDIR=None): # -- load filenames self.videoFilenames = [] # list of all video filenames self.sigFilenames = [] # list of all Sig filenames self.numVideos = 0 # num of videos in the dataset self.videodataDIR = videodataDIR self.BVPdataDIR = BVPdataDIR self.loadFilenames() def loadFilenames(self): """Load dataset file names: define vars videoFilenames and BVPFilenames""" # -- loop on the dir struct of the dataset getting filenames for root, dirs, files in os.walk(self.videodataDIR): for f in files: filename = os.path.join(root, f) path, name = os.path.split(filename) # -- select video if filename.endswith(self.video_EXT) and (name.find(self.VIDEO_SUBSTRING)>=0): self.videoFilenames.append(filename) # -- select signal if filename.endswith(self.SIG_EXT) and (name.find(self.SIG_SUBSTRING)>=0): self.sigFilenames.append(filename) # -- number of videos self.numVideos = len(self.videoFilenames) def getVideoFilename(self, videoIdx=0): """Get video filename given the progressive index""" return self.videoFilenames[videoIdx] def getSigFilename(self, videoIdx=0): """Get Signal filename given the progressive index""" return self.sigFilenames[videoIdx] @abstractmethod def readSigfile(self, filename): """ Load signal from file. Return a BVPsignal/ECGsignal object. """ pass