1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
|
#!/usr/bin/env python3
import os
import re
import struct
import math
from collections import Counter
import argparse
def removepower(f, n):
if(n <= 1):
return f
t = f
while t % n == 0:
t /= n
return t
def rationalcheck(f, dmax, tol=23):
for den in range(1, dmax+1):
num = f * den
if round(num,0) > 0:
error = abs(math.log(num/round(num,0)))
else:
error = 1
if(error == 0 or -math.log2(error) > tol): #and (den % 10 == 0 or den % 0x10 == 0)):
if(removepower(den, 10) < 20 or removepower(den, 16) < 20):
print(f, int(round(num,0)), den, hex(den), math.floor(-math.log2(error)) if error != 0 else 0)
break
return 0
def findallfloats(path, odd=True, off=True):
numfilesodd = 0
numfilesoff = 0
for subdir, dirs, files in os.walk(path):
for filename in files:
filepath = subdir + os.sep + filename
if(filename.endswith('.c')): # and 'data' not in filename):
numodd, allodd, numoff, alloff = findoddfloats(filepath)
if(odd and numodd > 0):
print(filepath,'has', ('an ' if numodd == 1 else '') + 'odd float' + ('' if numodd == 1 else 's') + ':')
# print(set(allodd))
# breakpoint()
[rationalcheck(float(x.strip('f')), 1000) for x in set(allodd)]
numfilesodd += 1
if(off and numoff > 0):
print(filepath,'has', ('an ' if numoff == 1 else '') + 'off float' + ('' if numoff == 1 else 's') + ':')
print(set(alloff))
[rationalcheck(float(x[0].strip('f')), 1000, 22) for x in set(alloff)]
numfilesoff += 1
return numfilesodd, numfilesoff
def roundallfloats(path):
for subdir, dirs, files in os.walk(path):
for filename in files:
filepath = subdir + os.sep + filename
if filename.endswith('.c'):
numodd, numob1 = roundfloats(filepath)
if(numodd > 0):
print(filepath,'has', ('a ' if numodd == 1 else '') + 'fixable float' + ('' if numodd == 1 else 's'))
# print(allodd)
if(numob1 > 0):
print(filepath,'has', ('a ' if numob1 == 1 else '') + 'off-by-1 float' + ('' if numob1 == 1 else 's'))
return 0
def roundfloats(src):
floatmatch = re.compile('[0-9][0-9]*\.[0-9][0-9]*f')
numfix = 0
numob1 = 0
with open(src,'r',encoding='utf-8',newline='\n') as srcfile:
srcdata = srcfile.readlines()
for i, line in enumerate(srcdata):
floats = floatmatch.findall(line)
fixline = line
for f in floats:
fn = float(f.strip('f'))
rfn, ob1 = roundfloat(fn)
rf = str(rfn) + 'f'
if(fn != rfn):
numfix += 1
if('data' not in src):
print(src, 'line', i, ':', f, 'to', rf)
fixline = fixline.replace(f, rf)
# if(ob1):
# numob1 += 1
# print(src, 'line', i, ':', f, 'off-by-1')
srcdata[i] = fixline
if(numfix > 0):
with open(src, 'w', encoding='utf-8',newline='\n') as outfile:
outfile.writelines(srcdata)
return numfix, numob1
def findoddfloats(src):
floatmatch = re.compile('[0-9]*\.[0-9]*f')
numodd = 0
numoff = 0
allodd = []
alloff = []
with open(src,'r',encoding='utf-8') as srcfile:
for i, line in enumerate(srcfile):
floats = floatmatch.findall(line)
print("all")
print(floats)
oddfloats = [x for x in floats if (isoddfloat(x) and offby(x) >= 10)]
print("odd")
print(oddfloats)
offfloats = [(x, offby(x)) for x in floats if (isoddfloat(x) and offby(x) < 10)]
print("offfloats")
print(offfloats)
numodd += len(oddfloats)
numoff += len(offfloats)
alloff += offfloats
allodd += oddfloats
return numodd, allodd, numoff, alloff
def isoddfloat(floatstr):
return len(floatstr.strip('f').replace('.','').strip('0')) >= 7
def offby(floatstr):
val = float(floatstr.strip('f'))
fbytes = struct.pack(">f", val)
i = -math.floor(math.log10(val))
offvals = []
while(struct.pack(">f",round(val,i)) != fbytes):
fi = struct.unpack(">i",fbytes)[0]
rfi = struct.unpack(">i",struct.pack(">f",round(val,i-1)))[0]
offvals += [abs(fi - rfi)]
i += 1
if(offvals[-1] <= 2 and offvals[-2] <= 2):
return offvals[-1]
counter = Counter(offvals)
if(not counter.values()):
return 1000000
if(max(counter.values()) >= 3):
mode = min([item for item, count in counter.items() if count == max(counter.values())])
return mode
else:
return 1000000
def roundfloat(val):
fbytes = struct.pack(">f", val)
i = 0
offby1 = False
while(struct.pack(">f",round(val,i)) != fbytes):
fi = struct.unpack(">i",fbytes)[0]
rfi = struct.unpack(">i",struct.pack(">f",round(val,i)))[0]
if(fi - rfi == 1 or fi - rfi == -1):
offby1 = True
i += 1
return round(val, i), offby1
parser = argparse.ArgumentParser(description='Analyze floats in a project\'s source')
parser.add_argument('src', help="source file or directory to analyze")
parser.add_argument('-r', action='store_true',help='round all floats to minimum precision')
parser.add_argument('-d', action="store_true",help='Apply to a directory')
# parser.add_argument('-v', action='store_true',help='show what changes are made')
if __name__ == '__main__':
args = parser.parse_args()
if(args.r):
if(args.d):
roundallfloats(args.src)
else:
roundfloats(args.src)
if(args.d):
findallfloats(args.src)
else:
findoddfloats(args.src)
|