'''Genotype database reader This module is a tiny Python library to read a GeneNetwork genotype database. It exports the following functions. * open - Open a genotype database * matrix - Get current matrix * nparray - Get matrix as a 2D numpy array * row - Get row of matrix * column - Get column of matrix Here is a typical invocation to read the entire matrix, row 17 and column 13 from a genotype database at `/tmp/bxd`. from gn3 import genodb with genodb.open('/tmp/bxd') as db: matrix = genodb.matrix(db) print(genodb.nparray(matrix)) print(genodb.row(matrix, 17)) print(genodb.column(matrix, 13)) ''' from collections import namedtuple from contextlib import contextmanager import lmdb import numpy as np # pylint: disable=invalid-name,redefined-builtin GenotypeDatabase = namedtuple('GenotypeDatabase', 'txn hash_length') GenotypeMatrix = namedtuple('GenotypeMatrix', 'array transpose') @contextmanager def open(path): '''Open genotype database.''' env = lmdb.open(path, readonly=True, create=False) txn = env.begin() yield GenotypeDatabase(txn, 32) # 32 bytes in a SHA256 hash txn.abort() env.close() def get_metadata(db, hash, metadata): '''Get metadata associated with hash in genotype database.''' return db.txn.get(hash + b':' + metadata.encode()) def matrix(db): '''Get current matrix from genotype database.''' hash = db.txn.get(b'versions')[0:db.hash_length] read_optimized_blob = db.txn.get(db.txn.get(b'current')) nrows = int.from_bytes(get_metadata(db, hash, 'nrows'), byteorder='little') ncols = int.from_bytes(get_metadata(db, hash, 'ncols'), byteorder='little') return GenotypeMatrix(np.reshape(np.frombuffer(read_optimized_blob[0 : nrows*ncols], dtype=np.uint8), (nrows, ncols)), np.reshape(np.frombuffer(read_optimized_blob[nrows*ncols :], dtype=np.uint8), (nrows, ncols))) def nparray(matrix): '''Get matrix as a 2D numpy array.''' # pylint: disable=redefined-outer-name return matrix.array def row(matrix, index): '''Get row of matrix.''' # pylint: disable=redefined-outer-name return matrix.array[index,:] def column(matrix, index): '''Get column of matrix.''' # pylint: disable=redefined-outer-name return matrix.transpose[index,:]