/* * include/shard/WSS.h * * Copyright (C) 2023 Dong Xie * Douglas Rumbaugh * * All rights reserved. Published under the Modified BSD License. * */ #pragma once #include #include #include #include #include #include "ds/PriorityQueue.h" #include "util/Cursor.h" #include "ds/Alias.h" #include "ds/BloomFilter.h" #include "util/bf_config.h" #include "framework/MutableBuffer.h" #include "framework/RecordInterface.h" #include "framework/ShardInterface.h" #include "framework/QueryInterface.h" namespace de { thread_local size_t wss_cancelations = 0; template struct wss_query_parms { size_t sample_size; gsl_rng *rng; }; template class WSSQuery; template struct WSSState { decltype(R::weight) total_weight; size_t sample_size; WSSState() { total_weight = 0; } }; template struct WSSBufferState { size_t cutoff; size_t sample_size; Alias* alias; decltype(R::weight) max_weight; decltype(R::weight) total_weight; ~WSSBufferState() { delete alias; } }; template class WSS { private: typedef decltype(R::key) K; typedef decltype(R::value) V; typedef decltype(R::weight) W; public: // FIXME: there has to be a better way to do this friend class WSSQuery; friend class WSSQuery; WSS(MutableBuffer* buffer) : m_reccnt(0), m_tombstone_cnt(0), m_total_weight(0), m_alias(nullptr), m_bf(nullptr) { size_t alloc_size = (buffer->get_record_count() * sizeof(Wrapped)) + (CACHELINE_SIZE - (buffer->get_record_count() * sizeof(Wrapped)) % CACHELINE_SIZE); assert(alloc_size % CACHELINE_SIZE == 0); m_data = (Wrapped*)std::aligned_alloc(CACHELINE_SIZE, alloc_size); m_bf = new BloomFilter(BF_FPR, buffer->get_tombstone_count(), BF_HASH_FUNCS); size_t offset = 0; m_reccnt = 0; auto base = buffer->get_data(); auto stop = base + buffer->get_record_count(); std::sort(base, stop, std::less>()); std::vector weights; while (base < stop) { if (!(base->is_tombstone()) && (base + 1) < stop) { if (base->rec == (base + 1)->rec && (base + 1)->is_tombstone()) { base += 2; wss_cancelations++; continue; } } else if (base->is_deleted()) { base += 1; continue; } base->header &= 1; m_data[m_reccnt++] = *base; m_total_weight+= base->rec.weight; weights.push_back(base->rec.weight); if (m_bf && base->is_tombstone()) { m_tombstone_cnt++; m_bf->insert(base->rec.key); } base++; } if (m_reccnt > 0) { build_alias_structure(weights); } } WSS(WSS** shards, size_t len) : m_reccnt(0), m_tombstone_cnt(0), m_total_weight(0), m_alias(nullptr), m_bf(nullptr) { std::vector>> cursors; cursors.reserve(len); PriorityQueue> pq(len); size_t attemp_reccnt = 0; size_t tombstone_count = 0; for (size_t i = 0; i < len; ++i) { if (shards[i]) { auto base = shards[i]->get_data(); cursors.emplace_back(Cursor{base, base + shards[i]->get_record_count(), 0, shards[i]->get_record_count()}); attemp_reccnt += shards[i]->get_record_count(); tombstone_count += shards[i]->get_tombstone_count(); pq.push(cursors[i].ptr, i); } else { cursors.emplace_back(Cursor>{nullptr, nullptr, 0, 0}); } } m_bf = new BloomFilter(BF_FPR, tombstone_count, BF_HASH_FUNCS); size_t alloc_size = (attemp_reccnt * sizeof(Wrapped)) + (CACHELINE_SIZE - (attemp_reccnt * sizeof(Wrapped)) % CACHELINE_SIZE); assert(alloc_size % CACHELINE_SIZE == 0); m_data = (Wrapped*)std::aligned_alloc(CACHELINE_SIZE, alloc_size); std::vector weights; while (pq.size()) { auto now = pq.peek(); auto next = pq.size() > 1 ? pq.peek(1) : queue_record>{nullptr, 0}; if (!now.data->is_tombstone() && next.data != nullptr && now.data->rec == next.data->rec && next.data->is_tombstone()) { pq.pop(); pq.pop(); auto& cursor1 = cursors[now.version]; auto& cursor2 = cursors[next.version]; if (advance_cursor>(cursor1)) pq.push(cursor1.ptr, now.version); if (advance_cursor>(cursor2)) pq.push(cursor2.ptr, next.version); } else { auto& cursor = cursors[now.version]; if (!cursor.ptr->is_deleted()) { m_data[m_reccnt++] = *cursor.ptr; m_total_weight += cursor.ptr->rec.weight; weights.push_back(cursor.ptr->rec.weight); if (m_bf && cursor.ptr->is_tombstone()) { ++m_tombstone_cnt; if (m_bf) m_bf->insert(cursor.ptr->rec.key); } } pq.pop(); if (advance_cursor>(cursor)) pq.push(cursor.ptr, now.version); } } if (m_reccnt > 0) { build_alias_structure(weights); } } ~WSS() { if (m_data) free(m_data); if (m_alias) delete m_alias; if (m_bf) delete m_bf; } Wrapped *point_lookup(const R &rec, bool filter=false) { if (filter && !m_bf->lookup(rec.key)) { return nullptr; } size_t idx = get_lower_bound(rec.key); if (idx >= m_reccnt) { return nullptr; } while (idx < m_reccnt && m_data[idx].rec < rec) ++idx; if (m_data[idx].rec == rec) { return m_data + idx; } return nullptr; } Wrapped* get_data() const { return m_data; } size_t get_record_count() const { return m_reccnt; } size_t get_tombstone_count() const { return m_tombstone_cnt; } const Wrapped* get_record_at(size_t idx) const { if (idx >= m_reccnt) return nullptr; return m_data + idx; } size_t get_memory_usage() { return 0; } private: size_t get_lower_bound(const K& key) const { size_t min = 0; size_t max = m_reccnt - 1; const char * record_key; while (min < max) { size_t mid = (min + max) / 2; if (key > m_data[mid].rec.key) { min = mid + 1; } else { max = mid; } } return min; } void build_alias_structure(std::vector &weights) { // normalize the weights vector std::vector norm_weights(weights.size()); for (size_t i=0; i* m_data; Alias *m_alias; W m_total_weight; size_t m_reccnt; size_t m_tombstone_cnt; size_t m_group_size; BloomFilter *m_bf; }; template class WSSQuery { public: static void *get_query_state(WSS *wss, void *parms) { auto res = new WSSState(); res->total_weight = wss->m_total_weight; res->sample_size = 0; return res; } static void* get_buffer_query_state(MutableBuffer *buffer, void *parms) { WSSBufferState *state = new WSSBufferState(); auto parameters = (wss_query_parms*) parms; if constexpr (Rejection) { state->cutoff = buffer->get_record_count() - 1; state->max_weight = buffer->get_max_weight(); state->total_weight = buffer->get_total_weight(); return state; } std::vector weights; state->cutoff = buffer->get_record_count() - 1; double total_weight = 0.0; for (size_t i = 0; i <= state->cutoff; i++) { auto rec = buffer->get_data() + i; weights.push_back(rec->rec.weight); total_weight += rec->rec.weight; } for (size_t i = 0; i < weights.size(); i++) { weights[i] = weights[i] / total_weight; } state->alias = new Alias(weights); state->total_weight = total_weight; return state; } static void process_query_states(void *query_parms, std::vector shard_states, void *buff_state) { auto p = (wss_query_parms *) query_parms; auto bs = (WSSBufferState *) buff_state; std::vector shard_sample_sizes(shard_states.size()+1, 0); size_t buffer_sz = 0; std::vector weights; weights.push_back(bs->total_weight); decltype(R::weight) total_weight = 0; for (auto &s : shard_states) { auto state = (WSSState *) s; total_weight += state->total_weight; weights.push_back(state->total_weight); } std::vector normalized_weights; for (auto w : weights) { normalized_weights.push_back((double) w / (double) total_weight); } auto shard_alias = Alias(normalized_weights); for (size_t i=0; isample_size; i++) { auto idx = shard_alias.get(p->rng); if (idx == 0) { buffer_sz++; } else { shard_sample_sizes[idx - 1]++; } } bs->sample_size = buffer_sz; for (size_t i=0; i *) shard_states[i]; state->sample_size = shard_sample_sizes[i+1]; } } static std::vector> query(WSS *wss, void *q_state, void *parms) { auto rng = ((wss_query_parms *) parms)->rng; auto state = (WSSState *) q_state; auto sample_size = state->sample_size; std::vector> result_set; if (sample_size == 0) { return result_set; } size_t attempts = 0; do { attempts++; size_t idx = wss->m_alias->get(rng); result_set.emplace_back(*wss->get_record_at(idx)); } while (attempts < sample_size); return result_set; } static std::vector> buffer_query(MutableBuffer *buffer, void *state, void *parms) { auto st = (WSSBufferState *) state; auto p = (wss_query_parms *) parms; std::vector> result; result.reserve(st->sample_size); if constexpr (Rejection) { for (size_t i=0; isample_size; i++) { auto idx = gsl_rng_uniform_int(p->rng, st->cutoff); auto rec = buffer->get_data() + idx; auto test = gsl_rng_uniform(p->rng) * st->max_weight; if (test <= rec->rec.weight) { result.emplace_back(*rec); } } return result; } for (size_t i=0; isample_size; i++) { auto idx = st->alias->get(p->rng); result.emplace_back(*(buffer->get_data() + idx)); } return result; } static std::vector merge(std::vector> &results) { std::vector output; for (size_t i=0; i *) state; delete s; } static void delete_buffer_query_state(void *state) { auto s = (WSSBufferState *) state; delete s; } }; }