Files
galaxy/tools/filters/join.py
T

364 lines
15 KiB
Python

#!/usr/bin/env python
#Dan Blankenberg
"""
Script to Join Two Files on specified columns.
Takes two tab delimited files, two column numbers (base 1) and outputs a new tab delimited file with lines joined by tabs.
User can also opt to have have non-joining rows of file1 echoed.
"""
import json
import optparse
import os
import psyco_full
import struct
import sys
import tempfile
from galaxy.util.bunch import Bunch
from galaxy.util import stringify_dictionary_keys
class OffsetList:
def __init__( self, filesize = 0, fmt = None ):
self.file = tempfile.NamedTemporaryFile( 'w+b' )
if fmt:
self.fmt = fmt
elif filesize and filesize <= sys.maxint * 2:
self.fmt = 'I'
else:
self.fmt = 'Q'
self.fmt_size = struct.calcsize( self.fmt )
@property
def size( self ):
self.file.flush()
return self.file_size / self.fmt_size
@property
def file_size( self ):
self.file.flush()
return os.stat( self.file.name ).st_size
def add_offset( self, offset ):
if not isinstance( offset, list ):
offset = [offset]
self.file.seek( self.file_size )
for off in offset:
self.file.write( struct.pack( self.fmt, off ) )
def get_offsets( self, start = 0 ):
self.file.seek( start * self.fmt_size )
while True:
packed = self.file.read( self.fmt_size )
if not packed: break
yield struct.unpack( self.fmt, packed )[0]
def get_offset_by_index( self, index ):
self.file.seek( index * self.fmt_size )
return struct.unpack( self.fmt, self.file.read( self.fmt_size ) )[0]
def set_offset_at_index( self, index, offset ):
if not isinstance( offset, list ):
offset = [offset]
if index >= self.size:
self.add_offset( offset )
else:
temp_file = tempfile.NamedTemporaryFile( 'w+b' )
self.file.seek( 0 )
temp_file.write( self.file.read( ( index ) * self.fmt_size ) )
for off in offset:
temp_file.write( struct.pack( self.fmt, off ) )
temp_file.write( self.file.read() )
self.file = temp_file
class SortedOffsets( OffsetList ):
def __init__( self, indexed_filename, column, split = None ):
OffsetList.__init__( self, os.stat( indexed_filename ).st_size )
self.indexed_filename = indexed_filename
self.indexed_file = open( indexed_filename, 'rb' )
self.column = column
self.split = split
self.last_identifier = None
self.last_identifier_merged = None
self.last_offset_merged = 0
def merge_with_dict( self, new_offset_dict ):
if not new_offset_dict: return #no items to merge in
keys = new_offset_dict.keys()
keys.sort()
identifier2 = keys.pop( 0 )
result_offsets = OffsetList( fmt = self.fmt )
offsets1 = enumerate( self.get_offsets() )
try:
index1, offset1 = offsets1.next()
identifier1 = self.get_identifier_by_offset( offset1 )
except StopIteration:
offset1 = None
identifier1 = None
index1 = 0
while True:
if identifier1 is None and identifier2 is None:
self.file = result_offsets.file #self is now merged results
return
elif identifier1 is None or ( identifier2 and identifier2 < identifier1 ):
result_offsets.add_offset( new_offset_dict[identifier2] )
if keys:
identifier2 = keys.pop( 0 )
else:
identifier2 = None
elif identifier2 is None:
result_offsets.file.seek( result_offsets.file_size )
self.file.seek( index1 * self.fmt_size )
result_offsets.file.write( self.file.read() )
identifier1 = None
offset1 = None
else:
result_offsets.add_offset( offset1 )
try:
index1, offset1 = offsets1.next()
identifier1 = self.get_identifier_by_offset( offset1 )
except StopIteration:
offset1 = None
identifier1 = None
index1 += 1
#methods to help link offsets to lines, ids, etc
def get_identifier_by_line( self, line ):
if isinstance( line, str ):
fields = line.rstrip( '\r\n' ).split( self.split )
if self.column < len( fields ):
return fields[self.column]
return None
def get_line_by_offset( self, offset ):
self.indexed_file.seek( offset )
return self.indexed_file.readline()
def get_identifier_by_offset( self, offset ):
return self.get_identifier_by_line( self.get_line_by_offset( offset ) )
#indexed set of offsets, index is built on demand
class OffsetIndex:
def __init__( self, filename, column, split = None, index_depth = 3 ):
self.filename = filename
self.file = open( filename, 'rb' )
self.column = column
self.split = split
self._offsets = {}
self._index = None
self.index_depth = index_depth
def _build_index( self ):
self._index = {}
for start_char, sorted_offsets in self._offsets.items():
self._index[start_char]={}
for i, offset in enumerate( sorted_offsets.get_offsets() ):
identifier = sorted_offsets.get_identifier_by_offset( offset )
if identifier[0:self.index_depth] not in self._index[start_char]:
self._index[start_char][identifier[0:self.index_depth]] = i
def get_lines_by_identifier( self, identifier ):
if not identifier: return
#if index doesn't exist, build it
if self._index is None: self._build_index()
#identifier cannot exist
if identifier[0] not in self._index or identifier[0:self.index_depth] not in self._index[identifier[0]]:
return
#identifier might exist, search for it
offset_index = self._index[identifier[0]][identifier[0:self.index_depth]]
while True:
if offset_index >= self._offsets[identifier[0]].size:
return
offset = self._offsets[identifier[0]].get_offset_by_index( offset_index )
identifier2 = self._offsets[identifier[0]].get_identifier_by_offset( offset )
if not identifier2 or identifier2 > identifier:
return
if identifier2 == identifier:
yield self._offsets[identifier[0]].get_line_by_offset( offset )
offset_index += 1
def get_offsets( self ):
keys = self._offsets.keys()
keys.sort()
for key in keys:
for offset in self._offsets[key].get_offsets():
yield offset
def get_line_by_offset( self, offset ):
self.file.seek( offset )
return self.file.readline()
def get_identifiers_offsets( self ):
keys = self._offsets.keys()
keys.sort()
for key in keys:
for offset in self._offsets[key].get_offsets():
yield self._offsets[key].get_identifier_by_offset( offset ), offset
def get_identifier_by_line( self, line ):
if isinstance( line, str ):
fields = line.rstrip( '\r\n' ).split( self.split )
if self.column < len( fields ):
return fields[self.column]
return None
def merge_with_dict( self, d ):
if not d: return #no data to merge
self._index = None
keys = d.keys()
keys.sort()
identifier = keys.pop( 0 )
first_char = identifier[0]
temp = { identifier: d[identifier] }
while True:
if not keys:
if first_char not in self._offsets:
self._offsets[first_char] = SortedOffsets( self.filename, self.column, self.split )
self._offsets[first_char].merge_with_dict( temp )
return
identifier = keys.pop( 0 )
if identifier[0] == first_char:
temp[identifier] = d[identifier]
else:
if first_char not in self._offsets:
self._offsets[first_char] = SortedOffsets( self.filename, self.column, self.split )
self._offsets[first_char].merge_with_dict( temp )
temp = { identifier: d[identifier] }
first_char = identifier[0]
class BufferedIndex:
def __init__( self, filename, column, split = None, buffer = 1000000, index_depth = 3 ):
self.index = OffsetIndex( filename, column, split, index_depth )
self.buffered_offsets = {}
f = open( filename, 'rb' )
offset = f.tell()
identified_offset_count = 1
while True:
offset = f.tell()
line = f.readline()
if not line: break #EOF
identifier = self.index.get_identifier_by_line( line )
if identifier:
#flush buffered offsets, if buffer size reached
if buffer and identified_offset_count % buffer == 0:
self.index.merge_with_dict( self.buffered_offsets )
self.buffered_offsets = {}
if identifier not in self.buffered_offsets:
self.buffered_offsets[identifier] = []
self.buffered_offsets[identifier].append( offset )
identified_offset_count += 1
f.close()
def get_lines_by_identifier( self, identifier ):
for line in self.index.get_lines_by_identifier( identifier ):
yield line
if identifier in self.buffered_offsets:
for offset in self.buffered_offsets[identifier]:
yield self.index.get_line_by_offset( offset )
def fill_empty_columns( line, split, fill_values ):
if not fill_values:
return line
filled_columns = []
for i, field in enumerate( line.split( split ) ):
if field or i >= len( fill_values ):
filled_columns.append( field )
else:
filled_columns.append( fill_values[i] )
if len( fill_values ) > len( filled_columns ):
filled_columns.extend( fill_values[ len( filled_columns ) : ] )
return split.join( filled_columns )
def join_files( filename1, column1, filename2, column2, out_filename, split = None, buffer = 1000000, keep_unmatched = False, keep_partial = False, index_depth = 3, fill_options = None ):
#return identifier based upon line
def get_identifier_by_line( line, column, split = None ):
if isinstance( line, str ):
fields = line.rstrip( '\r\n' ).split( split )
if column < len( fields ):
return fields[column]
return None
if fill_options is None:
fill_options = Bunch( fill_unjoined_only = True, file1_columns = None, file2_columns = None )
out = open( out_filename, 'w+b' )
index = BufferedIndex( filename2, column2, split, buffer, index_depth )
for line1 in open( filename1, 'rb' ):
identifier = get_identifier_by_line( line1, column1, split )
if identifier:
written = False
for line2 in index.get_lines_by_identifier( identifier ):
if not fill_options.fill_unjoined_only:
out.write( "%s%s%s\n" % ( fill_empty_columns( line1.rstrip( '\r\n' ), split, fill_options.file1_columns ), split, fill_empty_columns( line2.rstrip( '\r\n' ), split, fill_options.file2_columns ) ) )
else:
out.write( "%s%s%s\n" % ( line1.rstrip( '\r\n' ), split, line2.rstrip( '\r\n' ) ) )
written = True
if not written and keep_unmatched:
out.write( fill_empty_columns( line1.rstrip( '\r\n' ), split, fill_options.file1_columns ) )
if fill_options:
if fill_options.file2_columns:
out.write( "%s%s" % ( split, fill_empty_columns( "", split, fill_options.file2_columns ) ) )
out.write( "\n" )
elif keep_partial:
out.write( fill_empty_columns( line1.rstrip( '\r\n' ), split, fill_options.file1_columns ) )
if fill_options:
if fill_options.file2_columns:
out.write( "%s%s" % ( split, fill_empty_columns( "", split, fill_options.file2_columns ) ) )
out.write( "\n" )
out.close()
def main():
parser = optparse.OptionParser()
parser.add_option(
'-b','--buffer',
dest='buffer',
type='int',default=1000000,
help='Number of lines to buffer at a time. Default: 1,000,000 lines. A buffer of 0 will attempt to use memory only.'
)
parser.add_option(
'-d','--index_depth',
dest='index_depth',
type='int',default=3,
help='Depth to use on filebased offset indexing. Default: 3.'
)
parser.add_option(
'-p','--keep_partial',
action='store_true',
dest='keep_partial',
default=False,
help='Keep rows in first input which are missing identifiers.')
parser.add_option(
'-u','--keep_unmatched',
action='store_true',
dest='keep_unmatched',
default=False,
help='Keep rows in first input which are not joined with the second input.')
parser.add_option(
'-f','--fill_options_file',
dest='fill_options_file',
type='str',default=None,
help='Fill empty columns with a values from a JSONified file.')
options, args = parser.parse_args()
fill_options = None
if options.fill_options_file is not None:
try:
fill_options = Bunch( **stringify_dictionary_keys( json.load( open( options.fill_options_file ) ) ) ) #json.load( open( options.fill_options_file ) )
except Exception, e:
print "Warning: Ignoring fill options due to json error (%s)." % e
if fill_options is None:
fill_options = Bunch()
if 'fill_unjoined_only' not in fill_options:
fill_options.fill_unjoined_only = True
if 'file1_columns' not in fill_options:
fill_options.file1_columns = None
if 'file2_columns' not in fill_options:
fill_options.file2_columns = None
try:
filename1 = args[0]
filename2 = args[1]
column1 = int( args[2] ) - 1
column2 = int( args[3] ) - 1
out_filename = args[4]
except:
print >> sys.stderr, "Error parsing command line."
sys.exit()
#Character for splitting fields and joining lines
split = "\t"
return join_files( filename1, column1, filename2, column2, out_filename, split, options.buffer, options.keep_unmatched, options.keep_partial, options.index_depth, fill_options = fill_options )
if __name__ == "__main__": main()