I understand that code will be slower, but why so much? How do I code to avoid this slowdown?
std::unordered_map uses other containers internally and those containers use iterators. When built debug, _ITERATOR_DEBUG_LEVEL=2 by default. This turns on iterator debugging . Sometimes my code is not affected much, and sometimes it runs extremely slowly.
I can speed my example up by setting _ITERATOR_DEBUG_LEVEL=0 in my project properties >> C++ >> Preprocessor >> Preprocessor definitions. But as this link suggests, I cannot do so in my real project. In my case, I get conflicts with MSVCMRTD.lib, which contains std::basic_string built with _ITERATOR_DEBUG_LEVEL=2. I understand I can work around the problem by statically linking to the CRT. But I would prefer not to if I can fix the code so the problem does not arise.
I can make changes that improve the situation. But I am just trying things out without understanding why they work. For example, as is, the first 1000 inserts work at full speed. But if I change O_BYTE_SIZE to 1, the first inserts are as slow as everything else. This looks like a small change (not necessarily a good change.)
This , this , and this also shed some light, but don't answer my question.
I am using Visual Studio 2010 (This is legacy code.) I created a Win32 console app and added this code.
Main.cpp
#include "stdafx.h"
#include "OString.h"
#include "OTHashMap.h"
#include <cstdio>
#include <ctime>
#include <iostream>
// Hash and equal operators for map
class CRhashKey {
public:
inline unsigned long operator() (const OString* a) const { return a->hash(); }
};
class CReqKey {
public:
inline bool operator() (const OString& x, const OString& y) const { return strcmp(x.data(),y.data()) != 0; }
inline bool operator() (const OString* x, const OString& y) const { return operator()(*x,y); }
inline bool operator() (const OString& x, const OString* y) const { return operator()(x,*y); }
inline bool operator() (const OString* x, const OString* y) const { return operator()(*x,*y); }
};
int _tmain(int argc, _TCHAR* argv[])
{
const int CR_SIZE = 1020007;
CRhashKey h;
OTPtrHashMap2<OString, int, CRhashKey, CReqKey> *code_map =
new OTPtrHashMap2 <OString, int, CRhashKey, CReqKey>(h, CR_SIZE);
const clock_t begin_time = clock();
for (int i=1; i<=1000000; ++i)
{
char key[10];
sprintf(key, "%d", i);
code_map->insert(new OString(key), new int(i));
//// Check hash values
//OString key2(key);
//std::cout << i << "\t" << key2.hash() << std::endl;
// Check timing
if ((i % 100) == 0)
{
std::cout << i << "\t" << float(clock() - begin_time) / CLOCKS_PER_SEC << std::endl;
}
}
std::cout << "Press enter to exit" << std::endl;
char buf[256];
std::cin.getline(buf, 256);
return 0;
}
OTHashMap.h
#pragma once
#include <fstream>
#include <unordered_map>
template <class K, class T, class H, class EQ>
class OTPtrHashMap2
{
typedef typename std::unordered_map<K*,T*,H,EQ> OTPTRHASHMAP_INTERNAL_CONTAINER;
typedef typename OTPTRHASHMAP_INTERNAL_CONTAINER::iterator OTPTRHASHMAP_INTERNAL_ITERATOR;
public:
OTPtrHashMap2(const H& h, size_t defaultCapacity) : _hashMap(defaultCapacity, h) {}
bool insert(K* key, T* val)
{
std::pair<OTPTRHASHMAP_INTERNAL_ITERATOR,T> retVal = _hashMap.insert(std::make_pair<K*,T*>(key, val));
return retVal.second != NULL;
}
OTPTRHASHMAP_INTERNAL_CONTAINER _hashMap;
private:
};
OString.h
#pragma once
#include <string>
class OString
{
public:
OString(const std::string& s) : _string (s) { }
~OString(void) {}
static unsigned hash(const OString& s) { return unsigned (s.hash()); }
unsigned long hash() const
{
unsigned hv = static_cast<unsigned>(length());
size_t i = length() * sizeof(char) / sizeof(unsigned);
const char * p = data();
while (i--) {
unsigned tmp;
memcpy(&tmp, p, sizeof(unsigned));
hashmash(hv, tmp);
p = p + sizeof(unsigned);
}
if ((i = length() * sizeof(char) % sizeof(unsigned)) != 0) {
unsigned h = 0;
const char* c = reinterpret_cast<const char*>(p);
while (i--)
{
h = ((h << O_BYTE_SIZE*sizeof(char)) | *c++);
}
hashmash(hv, h);
}
return hv;
}
const char* data() const { return _string.c_str(); }
size_t length() const { return _string.length(); }
private:
std::string _string;
//static const unsigned O_BYTE_SIZE = 1;
static const unsigned O_BYTE_SIZE = 8;
static const unsigned O_CHASH_SHIFT = 5;
inline void hashmash(unsigned& hash, unsigned chars) const
{
hash = (chars ^
((hash << O_CHASH_SHIFT) |
(hash >> (O_BYTE_SIZE*sizeof(unsigned) - O_CHASH_SHIFT))));
}
};
I found enough of an answer. Collisions are the source of slowing.
Edit 2 : -- Another fix is to add this around the #include in main.cpp --
// Iterator debug checking makes the Microsoft implementation of std containers
// *very* slow in debug builds for large containers. It must only be undefed around
// STL includes. Otherwise we get linker errors from the debug C runtime library,
// which was built with _ITERATOR_DEBUG_LEVEL set to 2.
#ifdef _DEBUG
#undef _ITERATOR_DEBUG_LEVEL
#endif
#include <unordered_map>
#ifdef _DEBUG
#define _ITERATOR_DEBUG_LEVEL 2
#endif
std::unordered_map is defined in < unordered_map >. It inherits from _Hash, defined in < xhash >.
_Hash contains this (highly abbreviated)
template<...>
class _Hash
{
typedef list<typename _Traits::value_type, ...> _Mylist;
typedef vector<iterator, ... > _Myvec;
_Mylist _List; // list of elements, must initialize before _Vec
_Myvec _Vec; // vector of list iterators, begin() then end()-1
};
All values are stored in _List.
_Vec is a vector of iterators into _List. It divides _List into buckets. _Vec has an iterator to the beginning and end of each bucket. Thus, if the map has 1M buckets (distinct key hashes), _Vec has 2M iterators.
When a key/value pair is inserted into the map, usually a new bucket is created. The value is pushed onto the beginning of the list. The hash of the key is the location in _Vec where two new iterators are put. This is quick because they point to the beginning of the list.
If a bucket already exists, the new value must be inserted next to the existing value in _List. This requires inserting an item in the middle of the list. Existing iterators must be updated. Apparently this requires a lot of work when iterator debugging is enabled. The code is in < list >, but I did not step through it.
To get an idea of how much work, I used some nonsense hash functions that would be terrible to use, but give lots of collisions or few collisions when inserting.
Added to OString.h
static unsigned hv2;
// Never collides. Always uses the next int as the hash
unsigned long hash2() const
{
return ++hv2;
}
// Almost never collides. Almost always gets the next int.
// Gets the same int 1 in 200 times.
unsigned long hash3() const
{
++hv2;
unsigned long lv = (hv2*200UL)/201UL;
return (unsigned)lv;
}
// A best practice hash
unsigned long hash4() const
{
std::hash<std::string> hasher;
return hasher(_string);
}
// Always collides. Everything into bucket 0.
unsigned long hash5() const
{
return 0;
}
Added to main.cpp
// Hash and equal operators for map
class CRhashKey {
public:
//inline unsigned long operator() (const OString* a) const { return a->hash(); }
//inline unsigned long operator() (const OString* a) const { return a->hash2(); }
//inline unsigned long operator() (const OString* a) const { return a->hash3(); }
//inline unsigned long operator() (const OString* a) const { return a->hash4(); }
inline unsigned long operator() (const OString* a) const { return a->hash5(); }
};
unsigned OString::hv2 = 0;
The results were dramatic. No realistic hash is going to work.
My choices are
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