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14 changes: 14 additions & 0 deletions
14
ann_benchmarks/algorithms/alaya/pyglass-filter/CMakeLists.txt
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cmake_minimum_required (VERSION 3.16) | ||
project(glass LANGUAGES CXX) | ||
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add_library(glass INTERFACE) | ||
target_include_directories(glass INTERFACE .) | ||
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set(CXX_STANDARD 20) | ||
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set(CMAKE_EXPORT_COMPILE_COMMANDS ON) | ||
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SET(CMAKE_CXX_FLAGS "-Wall -Wextra -O3 -lrt -std=c++17 -march=native -fpic -fopenmp -ftree-vectorize -fno-exceptions -fno-rtti" ) | ||
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# add_executable(main examples/main.cc) | ||
# target_link_libraries(main glass) |
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MIT License | ||
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Copyright (c) 2023 zh Wang | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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ann_benchmarks/algorithms/alaya/pyglass-filter/glass/builder.hpp
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#pragma once | ||
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#include "glass/graph.hpp" | ||
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namespace glass { | ||
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struct Builder { | ||
virtual void Build(float *data, float* timestamps, int nb,int max_nb,int miss_end=0) = 0; | ||
virtual Graph<int> GetGraph() = 0; | ||
virtual ~Builder() = default; | ||
}; | ||
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} // namespace glass |
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ann_benchmarks/algorithms/alaya/pyglass-filter/glass/common.hpp
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#pragma once | ||
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#include <string> | ||
#include <unordered_map> | ||
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namespace glass { | ||
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enum class Metric { | ||
L2, | ||
IP, | ||
}; | ||
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inline std::unordered_map<std::string, Metric> metric_map; | ||
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inline int metric_map_init = [] { | ||
metric_map["L2"] = Metric::L2; | ||
metric_map["IP"] = Metric::IP; | ||
return 42; | ||
}(); | ||
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inline constexpr size_t upper_div(size_t x, size_t y) { | ||
return (x + y - 1) / y; | ||
} | ||
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inline constexpr int64_t do_align(int64_t x, int64_t align) { | ||
return (x + align - 1) / align * align; | ||
} | ||
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#if defined(__clang__) | ||
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#define FAST_BEGIN | ||
#define FAST_END | ||
#define GLASS_INLINE __attribute__((always_inline)) | ||
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#elif defined(__GNUC__) | ||
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#define FAST_BEGIN \ | ||
_Pragma("GCC push_options") _Pragma( \ | ||
"GCC optimize (\"unroll-loops,associative-math,no-signed-zeros\")") | ||
#define FAST_END _Pragma("GCC pop_options") | ||
#define GLASS_INLINE [[gnu::always_inline]] | ||
#else | ||
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#define FAST_BEGIN | ||
#define FAST_END | ||
#define GLASS_INLINE | ||
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#endif | ||
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} // namespace glass |
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ann_benchmarks/algorithms/alaya/pyglass-filter/glass/graph.hpp
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#pragma once | ||
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#include <cstdlib> | ||
#include <cstring> | ||
#include <fstream> | ||
#include <memory> | ||
#include <vector> | ||
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#include "glass/hnsw/HNSWInitializer.hpp" | ||
#include "glass/memory.hpp" | ||
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namespace glass { | ||
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constexpr int EMPTY_ID = -1; | ||
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template <typename node_t> struct Graph { | ||
int N, K; | ||
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node_t *data = nullptr; | ||
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float *timestamps = nullptr; | ||
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std::unique_ptr<HNSWInitializer> initializer = nullptr; | ||
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std::vector<int> eps; | ||
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Graph() = default; | ||
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Graph(node_t *edges, int N, int K) : N(N), K(K), data(edges) {} | ||
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Graph(int N, int K) | ||
: N(N), K(K), data((node_t *)alloc2M((size_t)N * K * sizeof(node_t))), | ||
timestamps((float *)alloc2M((size_t)N * K * sizeof(float))) {} | ||
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Graph(const Graph &g) : Graph(g.N, g.K) { | ||
this->eps = g.eps; | ||
for (int i = 0; i < N; ++i) { | ||
for (int j = 0; j < K; ++j) { | ||
at(i, j) = g.at(i, j); | ||
at_time(i, j) = g.at_time(i, j); | ||
} | ||
} | ||
if (g.initializer) { | ||
initializer = std::make_unique<HNSWInitializer>(*g.initializer); | ||
} | ||
} | ||
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Graph(Graph &&g) noexcept : N(g.N), K(g.K), data(g.data), timestamps(g.timestamps), initializer(std::move(g.initializer)), eps(std::move(g.eps)) { | ||
g.data = nullptr; | ||
g.timestamps = nullptr; | ||
} | ||
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void init(int N, int K) { | ||
data = (node_t *)alloc2M((size_t)N * K * sizeof(node_t)); | ||
timestamps = (float *)alloc2M((size_t)N * K * sizeof(float)); | ||
std::memset(data, -1, N * K * sizeof(node_t)); | ||
std::memset(timestamps, 0, N * K * sizeof(float)); | ||
this->K = K; | ||
this->N = N; | ||
} | ||
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~Graph() { | ||
if (data != nullptr) { | ||
free(data); | ||
} | ||
if (timestamps != nullptr) { | ||
free(timestamps); | ||
} | ||
} | ||
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const int *edges(int u) const { return data + K * u; } | ||
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int *edges(int u) { return data + K * u; } | ||
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const float *get_timestamp(int u) const { return timestamps + K * u; } | ||
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node_t at(int i, int j) const { return data[i * K + j]; } | ||
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node_t &at(int i, int j) { return data[i * K + j]; } | ||
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float at_time(int i, int j) const { return timestamps[i * K + j]; } | ||
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float &at_time(int i, int j) { return timestamps[i * K + j]; } | ||
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void prefetch(int u, int lines) const { | ||
mem_prefetch((char *)edges(u), lines); | ||
mem_prefetch((char*)get_timestamp(u), lines); | ||
} | ||
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template <typename Pool, typename Computer> | ||
void initialize_search(Pool &pool, const Computer &computer) const { | ||
if (initializer) { | ||
initializer->initialize(pool, computer); | ||
} else { | ||
for (auto ep : eps) { | ||
pool.insert(ep, computer(ep)); | ||
} | ||
} | ||
} | ||
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void save(const std::string &filename) const { | ||
static_assert(std::is_same_v<node_t, int32_t>); | ||
std::ofstream writer(filename.c_str(), std::ios::binary); | ||
int nep = eps.size(); | ||
writer.write((char *)&nep, 4); | ||
writer.write((char *)eps.data(), nep * 4); | ||
writer.write((char *)&N, 4); | ||
writer.write((char *)&K, 4); | ||
writer.write((char *)data, N * K * 4); | ||
writer.write((char *)timestamps, N * K * 4); | ||
if (initializer) { | ||
initializer->save(writer); | ||
} | ||
// printf("Graph Saving done\n"); | ||
} | ||
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void load(const std::string &filename) { | ||
static_assert(std::is_same_v<node_t, int32_t>); | ||
free(data); | ||
free(timestamps); | ||
std::ifstream reader(filename.c_str(), std::ios::binary); | ||
int nep; | ||
reader.read((char *)&nep, 4); | ||
eps.resize(nep); | ||
reader.read((char *)eps.data(), nep * 4); | ||
reader.read((char *)&N, 4); | ||
reader.read((char *)&K, 4); | ||
data = (node_t *)alloc2M((size_t)N * K * 4); | ||
reader.read((char *)data, N * K * 4); | ||
timestamps = (float *)alloc2M((size_t)N * K * 4); | ||
reader.read((char *)timestamps, N * K * 4); | ||
if (reader.peek() != EOF) { | ||
initializer = std::make_unique<HNSWInitializer>(N); | ||
initializer->load(reader); | ||
} | ||
// printf("Graph Loding done\n"); | ||
} | ||
}; | ||
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} // namespace glass |
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