// Copyright (c) 2005, Google Inc. // All rights reserved. // // Redistribution and use in source and binary forms, with or without // modification, are permitted provided that the following conditions are // met: // // * Redistributions of source code must retain the above copyright // notice, this list of conditions and the following disclaimer. // * Redistributions in binary form must reproduce the above // copyright notice, this list of conditions and the following disclaimer // in the documentation and/or other materials provided with the // distribution. // * Neither the name of Google Inc. nor the names of its // contributors may be used to endorse or promote products derived from // this software without specific prior written permission. // // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS // "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT // LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR // A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT // OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, // SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT // LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, // DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY // THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT // (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE // OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. // --- // Authors: Sanjay Ghemawat and Craig Silverstein // Time various hash map implementations // // Below, times are per-call. "Memory use" is "bytes in use by // application" as reported by tcmalloc, compared before and after the // function call. This does not really report fragmentation, which is // not bad for the sparse* routines but bad for the dense* ones. // // The tests generally yield best-case performance because the // code uses sequential keys; on the other hand, "map_fetch_random" does // lookups in a pseudorandom order. Also, "stresshashfunction" is // a stress test of sorts. It uses keys from an arithmetic sequence, which, // if combined with a quick-and-dirty hash function, will yield worse // performance than the otherwise similar "map_predict/grow." // // Consider doing the following to get good numbers: // // 1. Run the tests on a machine with no X service. Make sure no other // processes are running. // 2. Minimize compiled-code differences. Compare results from the same // binary, if possible, instead of comparing results from two different // binaries. // // See PERFORMANCE for the output of one example run. #include #include #ifdef HAVE_INTTYPES_H # include #endif // for uintptr_t #include #include #include extern "C" { #include #ifdef HAVE_SYS_TIME_H # include #endif #ifdef HAVE_SYS_RESOURCE_H # include #endif #ifdef HAVE_SYS_UTSNAME_H # include #endif // for uname() } // The functions that we call on each map, that differ for different types. // By default each is a noop, but we redefine them for types that need them. #include #include HASH_MAP_H #include #include #include #include #include using std::map; using std::swap; using std::vector; using GOOGLE_NAMESPACE::dense_hash_map; using GOOGLE_NAMESPACE::sparse_hash_map; static bool FLAGS_test_sparse_hash_map = true; static bool FLAGS_test_dense_hash_map = true; static bool FLAGS_test_hash_map = true; static bool FLAGS_test_map = true; static bool FLAGS_test_4_bytes = true; static bool FLAGS_test_8_bytes = true; static bool FLAGS_test_16_bytes = true; static bool FLAGS_test_256_bytes = true; #if defined(HAVE_UNORDERED_MAP) using HASH_NAMESPACE::unordered_map; #elif defined(HAVE_HASH_MAP) || defined(_MSC_VER) using HASH_NAMESPACE::hash_map; #endif static const int kDefaultIters = 10000000; // A version of each of the hashtable classes we test, that has been // augumented to provide a common interface. For instance, the // sparse_hash_map and dense_hash_map versions set empty-key and // deleted-key (we can do this because all our tests use int-like // keys), so the users don't have to. The hash_map version adds // resize(), so users can just call resize() for all tests without // worrying about whether the map-type supports it or not. template class EasyUseSparseHashMap : public sparse_hash_map { public: EasyUseSparseHashMap() { this->set_deleted_key(-1); } }; template class EasyUseDenseHashMap : public dense_hash_map { public: EasyUseDenseHashMap() { this->set_empty_key(-1); this->set_deleted_key(-2); } }; // For pointers, we only set the empty key. template class EasyUseSparseHashMap : public sparse_hash_map { public: EasyUseSparseHashMap() { } }; template class EasyUseDenseHashMap : public dense_hash_map { public: EasyUseDenseHashMap() { this->set_empty_key((K*)(~0)); } }; #if defined(HAVE_UNORDERED_MAP) template class EasyUseHashMap : public unordered_map { public: // resize() is called rehash() in tr1 void resize(size_t r) { this->rehash(r); } }; #elif defined(_MSC_VER) template class EasyUseHashMap : public hash_map { public: void resize(size_t r) { } }; #elif defined(HAVE_HASH_MAP) template class EasyUseHashMap : public hash_map { public: // Don't need to do anything: hash_map is already easy to use! }; #endif template class EasyUseMap : public map { public: void resize(size_t) { } // map<> doesn't support resize }; // Returns the number of hashes that have been done since the last // call to NumHashesSinceLastCall(). This is shared across all // HashObject instances, which isn't super-OO, but avoids two issues: // (1) making HashObject bigger than it ought to be (this is very // important for our testing), and (2) having to pass around // HashObject objects everywhere, which is annoying. static int g_num_hashes; static int g_num_copies; int NumHashesSinceLastCall() { int retval = g_num_hashes; g_num_hashes = 0; return retval; } int NumCopiesSinceLastCall() { int retval = g_num_copies; g_num_copies = 0; return retval; } /* * These are the objects we hash. Size is the size of the object * (must be > sizeof(int). Hashsize is how many of these bytes we * use when hashing (must be > sizeof(int) and < Size). */ template class HashObject { public: typedef HashObject class_type; HashObject() {} HashObject(int i) : i_(i) { memset(buffer_, i & 255, sizeof(buffer_)); // a "random" char } HashObject(const HashObject& that) { operator=(that); } void operator=(const HashObject& that) { g_num_copies++; this->i_ = that.i_; memcpy(this->buffer_, that.buffer_, sizeof(this->buffer_)); } size_t Hash() const { g_num_hashes++; int hashval = i_; for (size_t i = 0; i < Hashsize - sizeof(i_); ++i) { hashval += buffer_[i]; } return SPARSEHASH_HASH()(hashval); } bool operator==(const class_type& that) const { return this->i_ == that.i_; } bool operator< (const class_type& that) const { return this->i_ < that.i_; } bool operator<=(const class_type& that) const { return this->i_ <= that.i_; } private: int i_; // the key used for hashing char buffer_[Size - sizeof(int)]; }; // A specialization for the case sizeof(buffer_) == 0 template<> class HashObject { public: typedef HashObject class_type; HashObject() {} HashObject(int i) : i_(i) {} HashObject(const HashObject& that) { operator=(that); } void operator=(const HashObject& that) { g_num_copies++; this->i_ = that.i_; } size_t Hash() const { g_num_hashes++; return SPARSEHASH_HASH()(i_); } bool operator==(const class_type& that) const { return this->i_ == that.i_; } bool operator< (const class_type& that) const { return this->i_ < that.i_; } bool operator<=(const class_type& that) const { return this->i_ <= that.i_; } private: int i_; // the key used for hashing }; _START_GOOGLE_NAMESPACE_ // Let the hashtable implementations know it can use an optimized memcpy, // because the compiler defines both the destructor and copy constructor. template struct has_trivial_copy< HashObject > : true_type { }; template struct has_trivial_destructor< HashObject > : true_type { }; _END_GOOGLE_NAMESPACE_ class HashFn { public: template size_t operator()(const HashObject& obj) const { return obj.Hash(); } // Do the identity hash for pointers. template size_t operator()(const HashObject* obj) const { return reinterpret_cast(obj); } // Less operator for MSVC's hash containers. template bool operator()(const HashObject& a, const HashObject& b) const { return a < b; } template bool operator()(const HashObject* a, const HashObject* b) const { return a < b; } // These two public members are required by msvc. 4 and 8 are defaults. static const size_t bucket_size = 4; static const size_t min_buckets = 8; }; /* * Measure resource usage. */ class Rusage { public: /* Start collecting usage */ Rusage() { Reset(); } /* Reset collection */ void Reset(); /* Show usage, in seconds */ double UserTime(); private: #if defined HAVE_SYS_RESOURCE_H struct rusage start; #elif defined HAVE_WINDOWS_H long long int start; #else time_t start_time_t; #endif }; inline void Rusage::Reset() { g_num_copies = 0; g_num_hashes = 0; #if defined HAVE_SYS_RESOURCE_H getrusage(RUSAGE_SELF, &start); #elif defined HAVE_WINDOWS_H start = GetTickCount(); #else time(&start_time_t); #endif } inline double Rusage::UserTime() { #if defined HAVE_SYS_RESOURCE_H struct rusage u; getrusage(RUSAGE_SELF, &u); struct timeval result; result.tv_sec = u.ru_utime.tv_sec - start.ru_utime.tv_sec; result.tv_usec = u.ru_utime.tv_usec - start.ru_utime.tv_usec; return double(result.tv_sec) + double(result.tv_usec) / 1000000.0; #elif defined HAVE_WINDOWS_H return double(GetTickCount() - start) / 1000.0; #else time_t now; time(&now); return now - start_time_t; #endif } static void print_uname() { #ifdef HAVE_SYS_UTSNAME_H struct utsname u; if (uname(&u) == 0) { printf("%s %s %s %s %s\n", u.sysname, u.nodename, u.release, u.version, u.machine); } #endif } // Generate stamp for this run static void stamp_run(int iters) { time_t now = time(0); printf("======\n"); fflush(stdout); print_uname(); printf("Average over %d iterations\n", iters); fflush(stdout); // don't need asctime_r/gmtime_r: we're not threaded printf("Current time (GMT): %s", asctime(gmtime(&now))); } // This depends on the malloc implementation for exactly what it does // -- and thus requires work after the fact to make sense of the // numbers -- and also is likely thrown off by the memory management // STL tries to do on its own. #ifdef HAVE_GOOGLE_MALLOC_EXTENSION_H #include static size_t CurrentMemoryUsage() { size_t result; if (MallocExtension::instance()->GetNumericProperty( "generic.current_allocated_bytes", &result)) { return result; } else { return 0; } } #else /* not HAVE_GOOGLE_MALLOC_EXTENSION_H */ static size_t CurrentMemoryUsage() { return 0; } #endif static void report(char const* title, double t, int iters, size_t start_memory, size_t end_memory) { // Construct heap growth report text if applicable char heap[100] = ""; if (end_memory > start_memory) { snprintf(heap, sizeof(heap), "%7.1f MB", (end_memory - start_memory) / 1048576.0); } printf("%-20s %6.1f ns (%8d hashes, %8d copies)%s\n", title, (t * 1000000000.0 / iters), NumHashesSinceLastCall(), NumCopiesSinceLastCall(), heap); fflush(stdout); } template static void time_map_grow(int iters) { MapType set; Rusage t; const size_t start = CurrentMemoryUsage(); t.Reset(); for (int i = 0; i < iters; i++) { set[i] = i+1; } double ut = t.UserTime(); const size_t finish = CurrentMemoryUsage(); report("map_grow", ut, iters, start, finish); } template static void time_map_grow_predicted(int iters) { MapType set; Rusage t; const size_t start = CurrentMemoryUsage(); set.resize(iters); t.Reset(); for (int i = 0; i < iters; i++) { set[i] = i+1; } double ut = t.UserTime(); const size_t finish = CurrentMemoryUsage(); report("map_predict/grow", ut, iters, start, finish); } template static void time_map_replace(int iters) { MapType set; Rusage t; int i; for (i = 0; i < iters; i++) { set[i] = i+1; } t.Reset(); for (i = 0; i < iters; i++) { set[i] = i+1; } double ut = t.UserTime(); report("map_replace", ut, iters, 0, 0); } template static void time_map_fetch(int iters, const vector& indices, char const* title) { MapType set; Rusage t; int r; int i; for (i = 0; i < iters; i++) { set[i] = i+1; } r = 1; t.Reset(); for (i = 0; i < iters; i++) { r ^= static_cast(set.find(indices[i]) != set.end()); } double ut = t.UserTime(); srand(r); // keep compiler from optimizing away r (we never call rand()) report(title, ut, iters, 0, 0); } template static void time_map_fetch_sequential(int iters) { vector v(iters); for (int i = 0; i < iters; i++) { v[i] = i; } time_map_fetch(iters, v, "map_fetch_sequential"); } // Apply a pseudorandom permutation to the given vector. static void shuffle(vector* v) { srand(9); for (int n = v->size(); n >= 2; n--) { swap((*v)[n - 1], (*v)[static_cast(rand()) % n]); } } template static void time_map_fetch_random(int iters) { vector v(iters); for (int i = 0; i < iters; i++) { v[i] = i; } shuffle(&v); time_map_fetch(iters, v, "map_fetch_random"); } template static void time_map_fetch_empty(int iters) { MapType set; Rusage t; int r; int i; r = 1; t.Reset(); for (i = 0; i < iters; i++) { r ^= static_cast(set.find(i) != set.end()); } double ut = t.UserTime(); srand(r); // keep compiler from optimizing away r (we never call rand()) report("map_fetch_empty", ut, iters, 0, 0); } template static void time_map_remove(int iters) { MapType set; Rusage t; int i; for (i = 0; i < iters; i++) { set[i] = i+1; } t.Reset(); for (i = 0; i < iters; i++) { set.erase(i); } double ut = t.UserTime(); report("map_remove", ut, iters, 0, 0); } template static void time_map_toggle(int iters) { MapType set; Rusage t; int i; const size_t start = CurrentMemoryUsage(); t.Reset(); for (i = 0; i < iters; i++) { set[i] = i+1; set.erase(i); } double ut = t.UserTime(); const size_t finish = CurrentMemoryUsage(); report("map_toggle", ut, iters, start, finish); } template static void time_map_iterate(int iters) { MapType set; Rusage t; int r; int i; for (i = 0; i < iters; i++) { set[i] = i+1; } r = 1; t.Reset(); for (typename MapType::const_iterator it = set.begin(), it_end = set.end(); it != it_end; ++it) { r ^= it->second; } double ut = t.UserTime(); srand(r); // keep compiler from optimizing away r (we never call rand()) report("map_iterate", ut, iters, 0, 0); } template static void stresshashfunction(int desired_insertions, int map_size, int stride) { Rusage t; int num_insertions = 0; // One measurement of user time (in seconds) is done for each iteration of // the outer loop. The times are summed. double total_seconds = 0; const int k = desired_insertions / map_size; MapType set; for (int o = 0; o < k; o++) { set.clear(); set.resize(map_size); t.Reset(); const int maxint = (1ull << (sizeof(int) * 8 - 1)) - 1; // Use n arithmetic sequences. Using just one may lead to overflow // if stride * map_size > maxint. Compute n by requiring // stride * map_size/n < maxint, i.e., map_size/(maxint/stride) < n char* key; // something we can do math on const int n = map_size / (maxint / stride) + 1; for (int i = 0; i < n; i++) { key = NULL; key += i; for (int j = 0; j < map_size/n; j++) { key += stride; set[reinterpret_cast(key)] = ++num_insertions; } } total_seconds += t.UserTime(); } printf("stresshashfunction map_size=%d stride=%d: %.1fns/insertion\n", map_size, stride, total_seconds * 1e9 / num_insertions); } template static void stresshashfunction(int num_inserts) { static const int kMapSizes[] = {256, 1024}; for (unsigned i = 0; i < sizeof(kMapSizes) / sizeof(kMapSizes[0]); i++) { const int map_size = kMapSizes[i]; for (int stride = 1; stride <= map_size; stride *= map_size) { stresshashfunction(num_inserts, map_size, stride); } } } template static void measure_map(const char* label, int obj_size, int iters, bool stress_hash_function) { printf("\n%s (%d byte objects, %d iterations):\n", label, obj_size, iters); if (1) time_map_grow(iters); if (1) time_map_grow_predicted(iters); if (1) time_map_replace(iters); if (1) time_map_fetch_random(iters); if (1) time_map_fetch_sequential(iters); if (1) time_map_fetch_empty(iters); if (1) time_map_remove(iters); if (1) time_map_toggle(iters); if (1) time_map_iterate(iters); // This last test is useful only if the map type uses hashing. // And it's slow, so use fewer iterations. if (stress_hash_function) { // Blank line in the output makes clear that what follows isn't part of the // table of results that we just printed. puts(""); stresshashfunction(iters / 4); } } template static void test_all_maps(int obj_size, int iters) { const bool stress_hash_function = obj_size <= 8; if (FLAGS_test_sparse_hash_map) measure_map< EasyUseSparseHashMap, EasyUseSparseHashMap >( "SPARSE_HASH_MAP", obj_size, iters, stress_hash_function); if (FLAGS_test_dense_hash_map) measure_map< EasyUseDenseHashMap, EasyUseDenseHashMap >( "DENSE_HASH_MAP", obj_size, iters, stress_hash_function); if (FLAGS_test_hash_map) measure_map< EasyUseHashMap, EasyUseHashMap >( "STANDARD HASH_MAP", obj_size, iters, stress_hash_function); if (FLAGS_test_map) measure_map< EasyUseMap, EasyUseMap >( "STANDARD MAP", obj_size, iters, false); } int main(int argc, char** argv) { int iters = kDefaultIters; if (argc > 1) { // first arg is # of iterations iters = atoi(argv[1]); } stamp_run(iters); #ifndef HAVE_SYS_RESOURCE_H printf("\n*** WARNING ***: sys/resources.h was not found, so all times\n" " reported are wall-clock time, not user time\n"); #endif // It would be nice to set these at run-time, but by setting them at // compile-time, we allow optimizations that make it as fast to use // a HashObject as it would be to use just a straight int/char // buffer. To keep memory use similar, we normalize the number of // iterations based on size. if (FLAGS_test_4_bytes) test_all_maps< HashObject<4,4> >(4, iters/1); if (FLAGS_test_8_bytes) test_all_maps< HashObject<8,8> >(8, iters/2); if (FLAGS_test_16_bytes) test_all_maps< HashObject<16,16> >(16, iters/4); if (FLAGS_test_256_bytes) test_all_maps< HashObject<256,32> >(256, iters/32); return 0; }