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@ -237,11 +237,6 @@ void InMemoryDataFeed<T>::SetThreadNum(int thread_num) {
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thread_num_ = thread_num;
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}
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template <typename T>
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void InMemoryDataFeed<T>::SetTrainerId(int trainer_id) {
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trainer_id_ = trainer_id;
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}
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template <typename T>
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void InMemoryDataFeed<T>::SetTrainerNum(int trainer_num) {
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trainer_num_ = trainer_num;
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@ -372,12 +367,10 @@ void InMemoryDataFeed<T>::GlobalShuffle() {
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auto fleet_ptr = FleetWrapper::GetInstance();
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std::vector<std::vector<T*>> send_vec(trainer_num_);
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std::vector<int> send_index(trainer_num_);
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std::vector<T> local_send_vec;
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uint64_t reserve_len = fleet_send_batch_size_ / trainer_num_;
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for (auto& vec : send_vec) {
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vec.reserve(reserve_len);
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}
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local_send_vec.reserve(reserve_len);
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for (int i = 0; i < trainer_num_; ++i) {
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send_index[i] = i;
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}
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@ -390,23 +383,12 @@ void InMemoryDataFeed<T>::GlobalShuffle() {
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// std::string ins_id = memory_data_[i].ins_id;
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int64_t random_num = rand_r(&rand_seed);
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int64_t node_id = random_num % trainer_num_;
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if (node_id == trainer_id_) {
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local_send_vec.push_back((*memory_data_)[i]);
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} else {
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send_vec[node_id].push_back(&((*memory_data_)[i]));
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}
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if (i % fleet_send_batch_size_ == 0 && i != 0) {
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// shuffle the sequence of sending to avoid network timeout error
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std::random_shuffle(send_index.begin(), send_index.end());
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for (int index = 0; index < send_index.size(); ++index) {
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int j = send_index[index];
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if (j == trainer_id_) {
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VLOG(3) << "send to local, ins num=" << local_send_vec.size()
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<< ", node_id=" << j << ", thread_id=" << thread_id_;
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shuffled_ins_->Extend(std::move(local_send_vec));
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local_send_vec.clear();
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continue;
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}
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std::string send_str;
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SerializeIns(send_vec[j], &send_str);
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VLOG(3) << "send str_length=" << send_str.length()
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@ -423,10 +405,7 @@ void InMemoryDataFeed<T>::GlobalShuffle() {
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std::random_shuffle(send_index.begin(), send_index.end());
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for (int index = 0; index < send_index.size(); ++index) {
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int j = send_index[index];
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if (j == trainer_id_ && local_send_vec.size() != 0) {
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shuffled_ins_->Extend(std::move(local_send_vec));
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std::vector<T>().swap(local_send_vec);
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} else if (send_vec[j].size() != 0) {
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if (send_vec[j].size() != 0) {
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std::string send_str;
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SerializeIns(send_vec[j], &send_str);
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VLOG(3) << "send str_length=" << send_str.length() << " to node_id=" << j
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