def aspace_mds(): from csc.conceptnet.analogyspace import conceptnet_2d_from_db cnet = conceptnet_2d_from_db('en') aspace = cnet.normalized().svd(k=100) labels = cnet.label_list(0) ptmatrix = data(aspace.u) ptmatrix *= data(aspace.svals) proj = mds(ptmatrix) result = proj.project(data(aspace.u)) return LabeledView(DenseTensor(result), [labels, None])
from luminoso.whereami import * from csc.conceptnet.analogyspace import conceptnet_2d_from_db import cPickle as pickle picklefile = open(package_dir+'/study_skel/Matrices/conceptnet.pickle', 'w') cnet = conceptnet_2d_from_db('en') pickle.dump(cnet, picklefile) picklefile.close()
def _get_size_blend(): sizes = get_picklecached_thing(FILEPATH+os.sep+'sizematrix.pickle.gz', _make_size_matrix) cnet = get_picklecached_thing(FILEPATH+os.sep+'cnet.pickle.gz', lambda: conceptnet_2d_from_db('en')) size_blend = Blend([sizes, cnet]).normalized(mode=[0,1]).bake() return size_blend
from luminoso.whereami import * from csc.conceptnet.analogyspace import conceptnet_2d_from_db import cPickle as pickle picklefile = open(package_dir + '/study_skel/Matrices/conceptnet.pickle', 'w') cnet = conceptnet_2d_from_db('en') pickle.dump(cnet, picklefile) picklefile.close()
def _get_color_blend(): colors = get_picklecached_thing(FILEPATH+os.sep+'colormatrix.pickle.gz', _make_color_matrix) cnet = get_picklecached_thing(FILEPATH+os.sep+'cnet.pickle.gz', lambda: conceptnet_2d_from_db('en')) colorblend = Blend([colors, cnet]).normalized(mode=[0,1]).bake() return colorblend