我在 C++ 和 OpenCV 中有一个应用程序,它尝试使用 SVMLight 实现的分类模型来添加可用于 OpenCV 下的 HOG Calssificator 的权重值.
I have an application in C++ and OpenCV which tries to use the classification model realized with SVMLight in order to add the weight values which can be use for HOG Calssificator under OpenCV.
问题是,当我运行应用程序时,出现此错误:
The problem is that when I run the application, I get this error:
./main Converting Model file...
1%3%4%5%7%8%9%11%12%13%15%16%18%19%20%22%23%24%26%27%28%30%31%32%34%35%36%38%39%40%42%43%45%46%47%49%50%51%53%54%55%57%58%59%61%62%63%65%66%67%69%70%72%73%74%76%77%78%80%81%82%84%85%86%88%89%90%92%93%94%96%97%99%100%Skipped
line
*** glibc detected *** ./main: munmap_chunk(): invalid pointer:
0x09926218 ***
======= Backtrace: ========= /lib/libc.so.6(+0x6c501)[0xb6a3d501]
/lib/libc.so.6(+0x6d77e)[0xb6a3e77e]
/usr/lib/tls/libnvidia-tls.so.260.19.26(+0xa20)[0xb4116a20]
./main(_ZN9__gnu_cxx13new_allocatorIfE10deallocateEPfj+0x11)[0x804f7ab]
./main(_ZNSt12_Vector_baseIfSaIfEE13_M_deallocateEPfj+0x25)[0x804f075]
./main(_ZNSt12_Vector_baseIfSaIfEED2Ev+0x37)[0x804e9f1]
./main(_ZNSt6vectorIfSaIfEED1Ev+0x38)[0x804e46a]
./main[0x804bf65]
/lib/libc.so.6(__libc_start_main+0xe7)[0xb69e7ce7]
./main[0x804bd11]
======= Memory map: ======== 08048000-08052000 r-xp 00000000 08:01
27272122
/home/roccog/HOGImplementation/HOGTrainer/main
08052000-08053000 r--p 00009000 08:01
27272122
/home/roccog/HOGImplementation/HOGTrainer/main
08053000-08054000 rw-p 0000a000 08:01
27272122
/home/roccog/HOGImplementation/HOGTrainer/main
098dd000-0994a000 rw-p 00000000 00:00
0 [heap] b2387000-b238d000
rw-p 00000000 00:00 0
b238d000-b23dc000 r-xp 00000000 08:01
16386856 /usr/lib/libXt.so.6.0.0
b23dc000-b23dd000 r--p 0004e000 08:01
16386856 /usr/lib/libXt.so.6.0.0
b23dd000-b23e0000 rw-p 0004f000 08:01
16386856 /usr/lib/libXt.so.6.0.0
b23e0000-b23e1000 rw-p 00000000 00:00
0 b23e1000-b2422000 r-xp 00000000
08:01 16392261
/usr/lib/libQtXml.so.4.7.0
b2422000-b2423000 r--p 00041000 08:01
16392261 /usr/lib/libQtXml.so.4.7.0
b2423000-b2424000 rw-p 00042000 08:01
16392261 /usr/lib/libQtXml.so.4.7.0
b2424000-b243e000 r-xp 00000000 08:01
16387730 /usr/lib/libv4lconvert.so.0
b243e000-b2440000 r--p 0001a000 08:01
16387730 /usr/lib/libv4lconvert.so.0
b2440000-b2441000 rw-p 0001c000 08:01
16387730 /usr/lib/libv4lconvert.so.0
b2441000-b2491000 rw-p 00000000 00:00
0 b2491000-b2496000 r-xp 00000000
08:01 16387500
/usr/lib/libogg.so.0.7.0
b2496000-b2497000 r--p 00004000 08:01
16387500 /usr/lib/libogg.so.0.7.0
b2497000-b2498000 rw-p 00005000 08:01
16387500 /usr/lib/libogg.so.0.7.0
b2498000-b24eb000 r-xp 00000000 08:01
16387509
/usr/lib/liborc-0.4.so.0.0.0
b24eb000-b24ec000 r--p 00052000 08:01
16387509
/usr/lib/liborc-0.4.so.0.0.0
b24ec000-b24ef000 rw-p 00053000 08:01
16387509
/usr/lib/liborc-0.4.so.0.0.0
b24ef000-b24f0000 rw-p 00000000 00:00
0 b24f0000-b24f4000 r-xp 00000000
08:01 16386828
/usr/lib/libXdmcp.so.6.0.0
b24f4000-b24f5000 r--p 00003000 08:01
16386828 /usr/lib/libXdmcp.so.6.0.0
b24f5000-b24f6000 rw-p 00004000 08:01
16386828 /usr/lib/libXdmcp.so.6.0.0
b24f6000-b24f8000 r-xp 00000000 08:01
16386817 /usr/lib/libXau.so.6.0.0
b24f8000-b24f9000 r--p 00001000 08:01
16386817 /usr/lib/libXau.so.6.0.0
b24f9000-b24fa000 rw-p 00002000 08:01
16386817 /usr/lib/libXau.so.6.0.0
b24fa000-b250f000 r-xp 00000000 08:01
16391993 /usr/lib/libaudio.so.2.4
b250f000-b2510000 r--p 00015000 08:01
16391993 /usr/lib/libaudio.so.2.4
b2510000-b2511000 rw-p 00016000 08:01
16391993 /usr/lib/libaudio.so.2.4
b2511000-b258a000 r-xp 00000000 08:01
16392274 /usr/lib/libQtDBus.so.4.7.0
b258a000-b258b000 r--p 00079000 08:01
16392274 /usr/lib/libQtDBus.so.4.7.0
b258b000-b258c000 rw-p 0007a000 08:01
16392274 /usr/lib/libQtDBus.so.4.7.0
b258c000-b2592000 r-xp 00000000 08:01
16387729 /usr/lib/libv4l2.so.0
b2592000-b2593000 r--p 00005000 08:01
16387729 /usr/lib/libv4l2.so.0
b2593000-b2597000 rw-p 00006000 08:01
16387729 /usr/lib/libv4l2.so.0
b2597000-b2598000 rw-p 00000000 00:00
0 b2598000-b25a3000 r-xp 00000000
08:01 4456631
/lib/libusb-1.0.so.0.0.0
b25a3000-b25a4000 r--p 0000a000 08:01
4456631 /lib/libusb-1.0.so.0.0.0
b25a4000-b25a5000 rw-p 0000b000 08:01
4456631 /lib/libusb-1.0.so.0.0.0
b25a5000-b2630000 r-xp 00000000 08:01
16392999 /usr/lib/libvpx.so.0.9.5
b2630000-b2631000 r--p 0008b000 08:01
16392999 /usr/lib/libvpx.so.0.9.5
b2631000-b2632000 rw-p 0008c000 08:01
16392999 /usr/lib/libvpx.so.0.9.5
b2632000-b263c000 rw-p 00000000 00:00
0 b263c000-b2662000 r-xp 00000000
08:01 16387736
/usr/lib/libvorbis.so.0.4.4
b2662000-b2663000 r--p 00025000 08:01
16387736 /usr/lib/libvorbis.so.0.4.4
b2663000-b2664000 rw-p 00026000 08:01
16387736 /usr/lib/libvorbis.so.0.4.4
b2664000-b27c9000 r-xp 00000000 08:01
16387738
/usr/lib/libvorbisenc.so.2.0.7
b27c9000-b27ca000 ---p 00165000 08:01
16387738
/usr/lib/libvorbisenc.so.2.0.7
b27ca000-b27db000 r--p 00165000 08:01
16387738
/usr/lib/libvorbisenc.so.2.0.7
b27db000-b27dc000 rw-p 00176000 08:01
16387738
/usr/lib/libvorbisenc.so.2.0.7
b27dc000-b27f4000 r-xp 00000000 08:01
16387697
/usr/lib/libtheoradec.so.1.1.4
b27f4000-b27f5000 r--p 00017000 08:01
16387697
/usr/lib/libtheoradec.so.1.1.4
b27f5000-b27f6000 rw-p 00018000 08:01
16387697
/usr/lib/libtheoradec.so.1.1.4
b27f6000-b27f7000 rw-p 00000000 00:00
0 b27f7000-b2839000 r-xp 00000000
08:01 16387699
/usr/lib/libtheoraenc.so.1.1.2
b2839000-b283a000 r--p 00041000 08:01
16387699
/usr/lib/libtheoraenc.so.1.1.2
b283a000-b283b000 rw-p 00042000 08:01
16387699
/usr/lib/libtheoraenc.so.1.1.2
b283b000-b2856000 r-xp 00000000 08:01
16392180
/usr/lib/sse2/libspeex.so.1.5.0
b2856000-b2857000 r--p 0001a000 08:01
16392180
/usr/lib/sse2/libspeex.so.1.5.0
b2857000-b2858000 rw-p 0001b000 08:01
16392180
/usr/lib/sse2/libspeex.so.1.5.0
b2858000-b28f5000 r-xp 00000000 08:01
16392994
/usr/lib/libschroedinger-1.0.so.0.3.0
b28f5000-b28f6000 ---p 0009d000 08:01
16392994
/usr/lib/libschroedinger-1.0.so.0.3.0
b28f6000-b28f7000 r--p 0009d000 08:01
16392994
/usr/lib/libschroedinger-1.0.so.0.3.0
b28f7000-b28f8000 rw-p 0009e000 08:01
16392994
/usr/lib/libschroedinger-1.0.so.0.3.0
b28f8000-b28f9000 rw-p 00000000 00:00
0 b28f9000-b2905000 r-xp 00000000
08:01 16392992
/usr/lib/libgsm.so.1.0.12
b2905000-b2906000 r--p 0000b000 08:01
16392992 /usr/lib/libgsm.so.1.0.12
b2906000-b2907000 rw-p 0000c000 08:01
16392992 /usr/lib/libgsm.so.1.0.12
b2907000-b290c000 r-xp 00000000 08:01
16392996 /usr/lib/libva.so.1.0.1
b290c000-b290d000 r--p 00004000 08:01
16392996 /usr/lib/libva.so.1.0.1
b290d000-b290e000 rw-p 00005000 08:01
16392996 /usr/lib/libva.so.1.0.1
b290e000-b290f000 rw-p 00000000 00:00
0 b290f000-b2933000 r-xp 00000000
08:01 4456520
/lib/libexpat.so.1.5.2
b2933000-b2935000 r--p 00024000 08:01
4456520 /lib/libexpat.so.1.5.2
b2935000-b2936000 rw-p 00026000 08:01
4456520 /lib/libexpat.so.1.5.2
b2936000-b293c000 r-xp 00000000 08:01
16387775
/usr/lib/libxcb-render.so.0.0.0
b293c000-b293d000 r--p 00005000 08:01
16387775
/usr/lib/libxcb-render.so.0.0.0
b293d000-b293e000 rw-p 00006000 08:01
16387775
/usr/lib/libxcb-render.so.0.0.0
b293e000-b2940000 r-xp 00000000 08:01
16387777
/usr/lib/libxcb-shm.so.0.0.0
b2940000-b2941000 r--p 00001000 08:01
16387777
/usr/lib/libxcb-shm.so.0.0.0
b2941000-b2942000 rw-p 00002000 08:01
16387777
/usr/lib/libxcb-shm.so.0.0.0
b2942000-b299e000 r-xp 00000000 08:01
16387543
/usr/lib/libpixman-1.so.0.18.4Aborted
这很奇怪,因为它成功创建了我需要的文件,但无论如何都会出现此错误.
It's strange because it successfully creates the file which I need, but it gives this error anyway.
这是我使用的代码:
vector<float> test;
loadSVMfromModelFile("model", &test); // model is the file create with SVM_Light
//loads a file from SVMlight and converts the loaded support vectors to the weight vector.
void loadSVMfromModelFile(const char* filename, vector<float>* svm){
ifstream svinstr (filename);
string line;
float d,g,s,r, b;
int maxidx,numtrain,numsvm, type;
int cur_svidx = 0;
getline(svinstr, line);
line.clear();
svinstr >> type;
if (type != 0){
cout << "Error: Only linear SVM supported" << endl;
return;
}
getline(svinstr, line);
svinstr >> d; //Kernel parameter d...
line.clear();
getline(svinstr, line);
svinstr >>g;
line.clear();
getline(svinstr, line);
svinstr >> s;
line.clear();
getline(svinstr, line);
svinstr >> r;
line.clear();
getline(svinstr, line);
line.clear();
getline(svinstr, line);
svinstr >> maxidx; //highest feature idx
line.clear();
getline(svinstr, line);
svinstr >> numtrain; //num of training vecs
line.clear();
getline(svinstr, line);
svinstr >> numsvm; //num of support vecs
line.clear();
getline(svinstr, line);
svinstr >> b; //offset b;
line.clear();
getline(svinstr, line);
line.clear();
svm->clear();
svm->resize(maxidx+1, 0);
(*svm)[maxidx] = -b;
while(!svinstr.eof())
{
cur_svidx++;
if (cur_svidx%20 ==0)
{
cout << cvRound((double)cur_svidx/(double)numsvm*100) << "%";
flush(cout);
}
getline(svinstr, line);
if (line.size() < 5){
cout << "Skipped line" << endl;
continue;
}
istringstream strstream(line);
float ftemp;
int itemp;
double alpha;
strstream >> alpha;
int lastitemp = -1;
while (!strstream.eof()) {
strstream >> itemp;
if (itemp == lastitemp){
break;
}
lastitemp = itemp;
char x;
strstream >> x;
strstream >>ftemp;
(*svm)[itemp-1] += alpha * ftemp;
}
svinstr.sync();
}
}
你能帮我改进这个实用程序并消除这个奇怪的错误吗?
Can you help me to improve this utility and remove this weird error, please?
这是 valgrind 输出我的内容:
This is what valgrind outputs me:
valgrind --leak-check=yes ./main
==27668== Memcheck, a memory error detector
==27668== Copyright (C) 2002-2010, and GNU GPL'd, by Julian Seward et al.
==27668== Using Valgrind-3.6.0.SVN-Debian and LibVEX; rerun with -h for copyright info
==27668== Command: ./main
==27668==
Converting Model file...
==27668== Invalid read of size 4
==27668== at 0x804C6A6: loadSVMfromModelFile(char const*, std::vector<float, std::allocator<float> >*) (main.cpp:182)
==27668== by 0x804BF44: main (main.cpp:67)
==27668== Address 0x9f38844 is 4 bytes before a block of size 15,124 alloc'd
==27668== at 0x4026351: operator new(unsigned int) (vg_replace_malloc.c:255)
==27668== by 0x804F8C5: __gnu_cxx::new_allocator<float>::allocate(unsigned int, void const*) (new_allocator.h:89)
==27668== by 0x804F627: std::_Vector_base<float, std::allocator<float> >::_M_allocate(unsigned int) (in /home/roccog/HOGImplementation/HOGTrainer/main)
==27668== by 0x804F2ED: std::vector<float, std::allocator<float> >::_M_fill_insert(__gnu_cxx::__normal_iterator<float*, std::vector<float, std::allocator<float> > >, unsigned int, float const&) (vector.tcc:414)
==27668== by 0x804EABD: std::vector<float, std::allocator<float> >::insert(__gnu_cxx::__normal_iterator<float*, std::vector<float, std::allocator<float> > >, unsigned int, float const&) (stl_vector.h:859)
==27668== by 0x804E54F: std::vector<float, std::allocator<float> >::resize(unsigned int, float) (stl_vector.h:558)
==27668== by 0x804C4D5: loadSVMfromModelFile(char const*, std::vector<float, std::allocator<float> >*) (main.cpp:152)
==27668== by 0x804BF44: main (main.cpp:67)
==27668==
==27668== Invalid write of size 4
==27668== at 0x804C6C4: loadSVMfromModelFile(char const*, std::vector<float, std::allocator<float> >*) (main.cpp:182)
==27668== by 0x804BF44: main (main.cpp:67)
==27668== Address 0x9f38844 is 4 bytes before a block of size 15,124 alloc'd
==27668== at 0x4026351: operator new(unsigned int) (vg_replace_malloc.c:255)
==27668== by 0x804F8C5: __gnu_cxx::new_allocator<float>::allocate(unsigned int, void const*) (new_allocator.h:89)
==27668== by 0x804F627: std::_Vector_base<float, std::allocator<float> >::_M_allocate(unsigned int) (in /home/roccog/HOGImplementation/HOGTrainer/main)
==27668== by 0x804F2ED: std::vector<float, std::allocator<float> >::_M_fill_insert(__gnu_cxx::__normal_iterator<float*, std::vector<float, std::allocator<float> > >, unsigned int, float const&) (vector.tcc:414)
==27668== by 0x804EABD: std::vector<float, std::allocator<float> >::insert(__gnu_cxx::__normal_iterator<float*, std::vector<float, std::allocator<float> > >, unsigned int, float const&) (stl_vector.h:859)
==27668== by 0x804E54F: std::vector<float, std::allocator<float> >::resize(unsigned int, float) (stl_vector.h:558)
==27668== by 0x804C4D5: loadSVMfromModelFile(char const*, std::vector<float, std::allocator<float> >*) (main.cpp:152)
==27668== by 0x804BF44: main (main.cpp:67)
==27668==
1%3%4%5%7%8%9%11%12%13%15%16%18%19%20%22%23%24%26%27%28%30%31%32%34%35%36%38%39%40%42%43%45%46%47%49%50%51%53%54%55%57%58%59%61%62%63%65%66%67%69%70%72%73%74%76%77%78%80%81%82%84%85%86%88%89%90%92%93%94%96%97%99%100%Skipped line
编辑 2:作为 valgrind 输出:
EDIT 2: As valgrind outputs:
==27668== Invalid read of size 4
==27668== at 0x804C6A6: loadSVMfromModelFile(char const*, std::vector<float, std::allocator<float> >*) (main.cpp:182)
==27668== by 0x804BF44: main (main.cpp:67)
第 182 行:(*svm)[itep-1] += alpha * ftemp;
那么:
==27668== by 0x804BF44: main (main.cpp:67)
==27668== Address 0x9f38844 is 4 bytes before a block of size 15,124 alloc'd
==27668== at 0x4026351: operator new(unsigned int) (vg_replace_malloc.c:255)
==27668== by 0x804F8C5: __gnu_cxx::new_allocator<float>::allocate(unsigned int, void const*) (new_allocator.h:89)
第 67 行:
vector<float> test;
loadSVMfromModelFile("model", &test);
当传递给 free() 的指针无效或以某种方式被修改时,就会发生这种情况.我真的不知道这里的细节.底线是传递给 free() 的指针必须与 malloc()、realloc() 和他们的朋友返回的指针相同.对于新手来说,在他们自己的代码中或更深入的库中发现问题所在并不总是那么容易.就我而言,这是一个与分支相关的未定义(未初始化)指针的简单情况.
This happens when the pointer passed to free() is not valid or has been modified somehow. I don't really know the details here. The bottom line is that the pointer passed to free() must be the same as returned by malloc(), realloc() and their friends. It's not always easy to spot what the problem is for a novice in their own code or even deeper in a library. In my case, it was a simple case of an undefined (uninitialized) pointer related to branching.
free()函数释放ptr所指向的内存空间,即必须由先前对 malloc()、calloc() 或的调用返回重新分配().否则,或者如果之前已经调用过 free(ptr),发生未定义的行为.如果 ptr 为 NULL,则不执行任何操作.GNU 2012-05-10 MALLOC(3)
The free() function frees the memory space pointed to by ptr, which must have been returned by a previous call to malloc(), calloc() or realloc(). Otherwise, or if free(ptr) has already been called before, undefined behavior occurs. If ptr is NULL, no operation is performed. GNU 2012-05-10 MALLOC(3)
char *words; // setting this to NULL would have prevented the issue
if (condition) {
words = malloc( 512 );
/* calling free sometime later works here */
free(words)
} else {
/* do not allocate words in this branch */
}
/* free(words); -- error here --
*** glibc detected *** ./bin: munmap_chunk(): invalid pointer: 0xb________ ***/
这里有很多关于相关的 free() 和 relocate() 函数的类似问题.一些值得注意的答案提供了更多详细信息:
There are many similar questions here about the related free() and rellocate() functions. Some notable answers providing more details:
***检测到 glibc *** free(): invalid下一个尺寸(正常):0x0a03c978 ***
*** glibc 检测到 *** sendip: free():无效的下一个大小(正常):0x09da25e8 ***
检测到glibc,realloc():指针无效
恕我直言,在调试器 (Valgrind) 中运行所有内容并不是最佳选择,因为此类错误通常是由无能或新手程序员造成的.手动找出问题并了解如何在将来避免它会更有效率.
IMHO running everything in a debugger (Valgrind) is not the best option because errors like this are often caused by inept or novice programmers. It's more productive to figure out the issue manually and learn how to avoid it in the future.
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