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dat.py
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#!/usr/bin/python
from __future__ import division
from __future__ import print_function
from builtins import str
from builtins import range
from builtins import object
import sys
import array
import logging
logger = logging.getLogger(__name__)
class dat(object):
def __init__(self, filename):
self.gene_list = []
self.gene_table = {}
self.open_file(filename)
self.gene_index = {}
for i in range(len(self.gene_list)):
self.gene_index[self.gene_list[i]] = i
logger.debug("Got %s genes.", len(self.gene_list))
def open_file(self, filename):
logger.debug("Opening %s", filename)
dab_file = open(filename, 'rb')
# get number of genes
a = array.array('I')
a.fromfile(dab_file, 1)
size = a[0]
logger.debug("Expecting %s genes.", size)
# get gene names
start = 4
end = 4
count = 0
while count < size:
dab_file.seek(end)
chrs = dab_file.read(2)
if chrs == b'\x00\x00':
dab_file.seek(start)
#gene = str(dab_file.read(end - start))
#gene = gene.strip()
byte_genes = dab_file.read(end - start)
byte_str = byte_genes.decode()
gene = byte_str.replace('\x00', '')
self.gene_list.append(gene)
self.gene_table[gene] = count
start = end + 2
count += 1
end += 1
if not count % 5000 and start == end: # Read 5k and on to next set
logger.debug("Read %s gene names.", count)
end += 1
# get half matrix values
total = size * (size - 1) // 2
dab_file.seek(start)
self.dat = array.array('f')
self.dat.fromfile(dab_file, total)
assert len(self.dat) == total
def get_size(self):
return len(self.gene_list)
def get_gene(self, id):
return self.gene_list[id]
def get_value(self, gene1, gene2):
g1 = min(gene1, gene2)
g2 = max(gene1, gene2)
# index of first id
start = self.arith_sum((len(self.gene_list)) - g1,
(len(self.gene_list) - 1))
start += (g2 - g1) - 1 # index of second id
try:
v = self.dat[int(start)]
except IndexError:
print('Error: ', start, gene1, gene2)
exit()
return v
def get_scaled_value(self, gene1, gene2, prior_new, prior_old):
r = prior_new / prior_old
r_diff = (1 - prior_new) / (1 - prior_old)
weight = self.get_value(gene1, gene2)
return weight * r / (weight * r + (1 - weight) * r_diff)
def get_index(self, gene):
try:
return self.gene_index[gene]
except KeyError:
return None
def arith_sum(self, x, y):
return .5 * (y - x + 1) * (x + y)
def print_table(self, out_file=sys.stdout):
cols = ['GENE']
cols.extend(self.gene_list)
print("\t".join(cols), file=out_file)
for i in range(0, self.get_size()):
line = []
line.append(self.gene_list[i])
for j in range(0, i):
v = self.get_value(i, j)
line.append(str(v))
line.append("1")
for j in range(i + 1, self.get_size()):
v = self.get_value(i, j)
line.append(str(v))
print("\t".join(line), file=out_file)
def print_flat(self, out_file=sys.stdout):
for i in range(0, self.get_size()):
for j in range(i + 1, self.get_size()):
print(self.gene_list[i] + '\t' +
self.gene_list[j] + '\t' + str(self.get_value(i, j)),
file=out_file)
def get_neighbors(self, gene_str, cutoff):
neighbors = set()
gene_id = self.get_index(gene_str)
if gene_id is None:
return neighbors
for i in range(0, len(self.gene_list)):
if self.get_value(gene_id, i) > cutoff:
neighbors.add(self.gene_list[i])
return neighbors
def get_all_neighbor_vals(self, gene_id):
vals = list()
# gene_id = self.get_index(gene_str)
if gene_id is None:
return vals
for i in range(gene_id):
vals.append(self.get_value(gene_id, i))
for i in range(gene_id + 1, self.get_size()):
vals.append(self.get_value(gene_id, i))
return vals
def get_all_scaled_neighbor_vals(self, gene_id, prior_new, prior_old):
vals = list()
if gene_id is None:
return vals
for i in range(gene_id):
vals.append(self.get_scaled_value(gene_id, i, prior_new,
prior_old))
for i in range(gene_id + 1, self.get_size()):
vals.append(self.get_scaled_value(gene_id, i, prior_new,
prior_old))
return vals
def get_all_neighbor_val_dict(self, gene_id):
n_vals = dict()
if gene_id is None:
return n_vals
for i in range(gene_id):
n_vals[i] = self.get_value(gene_id, i)
for i in range(gene_id + 1, self.get_size()):
n_vals[i] = self.get_value(gene_id, i)
return n_vals
def get(self, gene_str):
vals = []
idx = self.get_index(gene_str)
if idx is None:
return vals
for i in range(0, idx):
start = self.arith_sum((len(self.gene_list)) - i,
(len(self.gene_list) - 1))
start += (idx - i) - 1
v = self.dat[int(start)]
vals.append(v)
start = self.arith_sum((len(self.gene_list)) - idx,
(len(self.gene_list) - 1))
start -= 1
vals += self.dat[int(start):int(start) + len(self.gene_list) - idx]
return vals
if __name__ == '__main__':
from argparse import ArgumentParser
usage = "usage: %(prog)s [options]"
parser = ArgumentParser(prog=usage)
parser.add_argument("-i", "--dab-file", dest="dab", help="DAB file",
metavar="FILE")
parser.add_argument("-o", "--output-file", dest="out",
help="Output file (DAT or PCL)", metavar="FILE")
parser.add_argument("-v", "--verbose", dest="verbose", action='store_true',
help="output debug loglevel")
parser.add_argument('-V', '--version', action='version',
version="%(prog)s dev-unreleased")
args = parser.parse_args()
if args.verbose: # Setup logging at desired level
logging.basicConfig(level=logging.DEBUG)
else:
logging.basicConfig(level=logging.WARNING)
logger.debug("Args: %s", args)
if args.dab is None:
sys.stderr.write("--dab file is required.\n")
sys.exit()
pcl_out = args.out.endswith('.pcl')
dat_out = args.out.endswith('.dat')
if args.out is not None and not pcl_out and not dat_out:
sys.stderr.write("Unknown file format for: " + args.out + "\n")
sys.exit()
dab = dat(args.dab)
if args.out is None:
dab.print_table()
else:
ofile = open(args.out, 'w')
if pcl_out:
dab.print_table(ofile)
elif dat_out:
dab.print_flat(ofile)
ofile.close()