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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
from __future__ import print_function | |
import argparse | |
import sys | |
import os | |
import os.path | |
import multiprocessing | |
import ocrolib | |
from ocrolib import edist | |
parser = argparse.ArgumentParser(description = """ | |
Compute the edit distances between ground truth and recognizer output. | |
Run with the ground truth files as arguments, and it will find the | |
corresponnding recognizer output files using the given extension (-x). | |
Missing output files are handled as empty strings, unless the -s | |
option is given. | |
""") | |
parser.add_argument("files",default=[],nargs='*',help="input lines") | |
parser.add_argument("-x","--extension",default=".txt",help="extension for recognizer output, default: %(default)s") | |
# parser.add_argument("-g","--gtextension",default=".gt.txt",help="extension for ground truth, default: %(default)s") | |
parser.add_argument("-k","--kind",default="exact",help="kind of comparison (exact, nospace, letdig, letters, digits, lnc), default: %(default)s") | |
parser.add_argument("-e","--erroronly",action="store_true",help="only output an error rate") | |
parser.add_argument("-s","--skipmissing",action="store_true",help="don't use missing or empty output files in the calculation") | |
parser.add_argument("-Q","--parallel",type=int,default=multiprocessing.cpu_count()) | |
args = parser.parse_args() | |
args.files = ocrolib.glob_all(args.files) | |
if not ".gt." in args.files[0]: | |
sys.stderr.write("warning: compare on .gt.txt files, not .txt files\n") | |
def process1(fname): | |
# fgt = ocrolib.allsplitext(fname)[0]+args.gtextension | |
gt = ocrolib.project_text(ocrolib.read_text(fname),kind=args.kind) | |
ftxt = ocrolib.allsplitext(fname)[0]+args.extension | |
missing = 0 | |
if os.path.exists(ftxt): | |
txt = ocrolib.project_text(ocrolib.read_text(ftxt),kind=args.kind) | |
else: | |
missing = len(gt) | |
txt = "" | |
err = edist.levenshtein(txt,gt) | |
return fname,err,len(gt),missing | |
outputs = ocrolib.parallel_map(process1,args.files,parallel=args.parallel,chunksize=10) | |
errs = 0 | |
total = 0 | |
missing = 0 | |
for fname,e,t,m in sorted(outputs): | |
if not args.erroronly: | |
print("%6d\t%6d\t%s" % (e, t, fname)) | |
errs += e | |
total += t | |
missing += m | |
if not args.erroronly: | |
print("errors %8d"%errs) | |
print("missing %8d"%missing) | |
print("total %8d"%total) | |
print("err %8.3f %%"%(errs*100.0/total)) | |
print("errnomiss %8.3f %%"%((errs-missing)*100.0/total)) | |
print(errs * 1.0 / total) |