Files
galaxy/tools/stats/gsummary.py
T
2010-04-01 20:36:31 -04:00

115 lines
4.5 KiB
Python
Executable File

#!/usr/bin/env python
import sys, re, tempfile
from rpy import *
# Older py compatibility
try:
set()
except:
from sets import Set as set
assert sys.version_info[:2] >= ( 2, 4 )
def stop_err( msg ):
sys.stderr.write( msg )
sys.exit()
def S3_METHODS( all="key" ):
Group_Math = [ "abs", "sign", "sqrt", "floor", "ceiling", "trunc", "round", "signif",
"exp", "log", "cos", "sin", "tan", "acos", "asin", "atan", "cosh", "sinh", "tanh",
"acosh", "asinh", "atanh", "lgamma", "gamma", "gammaCody", "digamma", "trigamma",
"cumsum", "cumprod", "cummax", "cummin", "c" ]
Group_Ops = [ "+", "-", "*", "/", "^", "%%", "%/%", "&", "|", "!", "==", "!=", "<", "<=", ">=", ">", "(", ")", "~", "," ]
if all is "key":
return { 'Math' : Group_Math, 'Ops' : Group_Ops }
def main():
try:
datafile = sys.argv[1]
outfile_name = sys.argv[2]
expression = sys.argv[3]
except:
stop_err( 'Usage: python gsummary.py input_file ouput_file expression' )
math_allowed = S3_METHODS()[ 'Math' ]
ops_allowed = S3_METHODS()[ 'Ops' ]
# Check for invalid expressions
for word in re.compile( '[a-zA-Z]+' ).findall( expression ):
if word and not word in math_allowed:
stop_err( "Invalid expression '%s': term '%s' is not recognized or allowed" %( expression, word ) )
symbols = set()
for symbol in re.compile( '[^a-z0-9\s]+' ).findall( expression ):
if symbol and not symbol in ops_allowed:
stop_err( "Invalid expression '%s': operator '%s' is not recognized or allowed" % ( expression, symbol ) )
else:
symbols.add( symbol )
if len( symbols ) == 1 and ',' in symbols:
# User may have entered a comma-separated list r_data_frame columns
stop_err( "Invalid columns '%s': this tool requires a single column or expression" % expression )
# Find all column references in the expression
cols = []
for col in re.compile( 'c[0-9]+' ).findall( expression ):
try:
cols.append( int( col[1:] ) - 1 )
except:
pass
tmp_file = tempfile.NamedTemporaryFile( 'w+b' )
# Write the R header row to the temporary file
hdr_str = "\t".join( "c%s" % str( col+1 ) for col in cols )
tmp_file.write( "%s\n" % hdr_str )
skipped_lines = 0
first_invalid_line = 0
i = 0
for i, line in enumerate( file( datafile ) ):
line = line.rstrip( '\r\n' )
if line and not line.startswith( '#' ):
valid = True
fields = line.split( '\t' )
# Write the R data row to the temporary file
for col in cols:
try:
float( fields[ col ] )
except:
skipped_lines += 1
if not first_invalid_line:
first_invalid_line = i + 1
valid = False
break
if valid:
data_str = "\t".join( fields[ col ] for col in cols )
tmp_file.write( "%s\n" % data_str )
tmp_file.flush()
if skipped_lines == i + 1:
stop_err( "Invalid column or column data values invalid for computation. See tool tips and syntax for data requirements." )
else:
# summary function and return labels
summary_func = r( "function( x ) { c( sum=sum( as.numeric( x ), na.rm=T ), mean=mean( as.numeric( x ), na.rm=T ), stdev=sd( as.numeric( x ), na.rm=T ), quantile( as.numeric( x ), na.rm=TRUE ) ) }" )
headings = [ 'sum', 'mean', 'stdev', '0%', '25%', '50%', '75%', '100%' ]
headings_str = "\t".join( headings )
set_default_mode( NO_CONVERSION )
r_data_frame = r.read_table( tmp_file.name, header=True, sep="\t" )
outfile = open( outfile_name, 'w' )
for col in re.compile( 'c[0-9]+' ).findall( expression ):
r.assign( col, r[ "$" ]( r_data_frame, col ) )
try:
summary = summary_func( r( expression ) )
except RException, s:
outfile.close()
stop_err( "Computation resulted in the following error: %s" % str( s ) )
summary = summary.as_py( BASIC_CONVERSION )
outfile.write( "#%s\n" % headings_str )
outfile.write( "%s\n" % "\t".join( [ "%g" % ( summary[ k ] ) for k in headings ] ) )
outfile.close()
if skipped_lines:
print "Skipped %d invalid lines beginning with line #%d. See tool tips for data requirements." % ( skipped_lines, first_invalid_line )
if __name__ == "__main__": main()