/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #include #include #include #include #include #include #include #include "google/protobuf/message.h" #include "google/protobuf/text_format.h" #include "google/protobuf/io/zero_copy_stream_impl.h" #include "gflags/gflags.h" #include "paddle/fluid/framework/feed_fetch_method.h" #include "paddle/fluid/framework/feed_fetch_type.h" #include "paddle/fluid/framework/lod_rank_table.h" #include "paddle/fluid/framework/lod_tensor.h" #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/framework/reader.h" #include "paddle/fluid/platform/place.h" #include "paddle/fluid/platform/profiler.h" #include "paddle/fluid/framework/data_feed.h" DEFINE_bool(is_text_feed, false, "is_text_feed"); namespace paddle { namespace framework { std::vector TextClassDataFeed::s_filelist_; std::mutex TextClassDataFeed::s_locker_for_pick_file_; unsigned int TextClassDataFeed::s_current_file_idx_ = 0; size_t TextClassDataFeed::s_current_finished_file_cnt_ = 0; unsigned int TextClassDataFeed::s_current_epoch_ = 0; int TextClassDataFeed::s_current_save_epoch_ = 0; std::mutex TextClassDataFeed::s_locker_epoch_start_; std::condition_variable TextClassDataFeed::s_condition_epoch_start_; bool TextClassDataFeed::s_epoch_start_flag_ = false; void TextClassDataFeed::Init() { // hard coding for a specific datafeed feed_vec_.resize(2); // feed_vec_[0].reset(new LoDTensor); // feed_vec_[1].reset(new LoDTensor); all_slot_ids_ = {0, 1}; use_slot_ids_ = {0, 1}; use_slot_alias_ = {"words", "label"}; file_content_buffer_host_.reset(new char[200*1024*1024], [](char *p) {delete[] p;}); file_content_buffer_ = file_content_buffer_host_.get(); file_content_buffer_ptr_ = file_content_buffer_; batch_id_host_.reset(new int[10240*1024], [](int *p) {delete[] p;}); // max word num in a batch batch_id_buffer_ = batch_id_host_.get(); label_host_.reset(new int[10240], [](int *p) {delete[] p;}); // max label in a batch label_ptr_ = label_host_.get(); field_names_.clear(); } TextClassDataFeed::TextClassDataFeed() { Init(); } // todo: use elegant implemention for this function bool TextClassDataFeed::ReadBatch() { paddle::framework::Vector offset; int tlen = 0; int llen = 0; int inst_idx = 0; offset.resize(batch_size_ + 1); offset[0] = 0; while (inst_idx < batch_size_) { int ptr_offset = 0; if (file_content_buffer_ptr_ - file_content_buffer_ >= file_size_) { break; } memcpy(reinterpret_cast(&llen), file_content_buffer_ptr_ + ptr_offset, sizeof(int)); ptr_offset += sizeof(int); memcpy(reinterpret_cast(batch_id_buffer_ + tlen), file_content_buffer_ptr_ + ptr_offset, llen * sizeof(int)); tlen += llen; offset[inst_idx + 1] = offset[inst_idx] + llen; ptr_offset += sizeof(int) * llen; memcpy(reinterpret_cast(label_ptr_ + inst_idx), file_content_buffer_ptr_ + ptr_offset, sizeof(int)); ptr_offset += sizeof(int); file_content_buffer_ptr_ += ptr_offset; inst_idx++; } if (inst_idx != batch_size_) { return false; } LoD input_lod{offset}; paddle::framework::Vector label_offset; label_offset.resize(batch_size_ + 1); for (int i = 0; i <= batch_size_; ++i) { label_offset[i] = i; } LoD label_lod{label_offset}; int64_t* input_ptr = feed_vec_[0]->mutable_data( {static_cast(offset.back()), 1}, platform::CPUPlace()); int64_t* label_ptr = feed_vec_[1]->mutable_data({batch_size_, 1}, platform::CPUPlace()); for (unsigned int i = 0; i < offset.back(); ++i) { input_ptr[i] = static_cast(batch_id_buffer_[i]); } for (int i = 0; i < batch_size_; ++i) { label_ptr[i] = static_cast(label_ptr_[i]); } feed_vec_[0]->set_lod(input_lod); feed_vec_[1]->set_lod(label_lod); return true; } TextClassDataFeed::TextClassDataFeed(const TextClassDataFeed& data_feed) { Init(); SetBatchSize(data_feed.batch_size_); SetFieldNames(data_feed.field_names_); } void TextClassDataFeed::AddFeedVar(Variable* feed, const std::string& name) { for (unsigned int i = 0; i < use_slot_alias_.size(); ++i) { if (name == use_slot_alias_[i]) { feed_vec_[i] = feed->GetMutable(); } } } void TextClassDataFeed::SetFileList(const char* filelist) { s_filelist_.clear(); std::ifstream fin(filelist); PADDLE_ENFORCE(fin.good(), "Opening file %s fail", filelist); std::string filename; while (fin >> filename) { LOG(ERROR) << "add " << filename.c_str() << " to filelist"; s_filelist_.push_back(filename); } fin.close(); } void TextClassDataFeed::SetFieldNames( const std::vector& field_names) { field_names_.clear(); field_names_.insert(field_names_.end(), field_names.begin(), field_names.end()); } bool TextClassDataFeed::SetFile(const char* filename) { // termnum termid termid ... termid label std::ifstream ifs(filename, std::ios::binary); if (ifs.fail()) { return false; } ifs.seekg(0, std::ios::end); int filesize = ifs.tellg(); ifs.seekg(0, std::ios::beg); ifs.read(file_content_buffer_, filesize); if (filesize < 0 || filesize >= 1024 * 1024 * 1024) { return false; } file_content_buffer_ptr_ = file_content_buffer_; file_size_ = filesize; // todo , remove magic number return true; } void TextClassDataFeed::UpdateEpochNum() { s_current_finished_file_cnt_++; if (s_current_finished_file_cnt_ >= s_filelist_.size()) { s_current_finished_file_cnt_ = 0; s_current_epoch_++; #if 1 LOG(WARNING) << "UpdateEpochNum: epoch = " << s_current_epoch_; #endif { std::lock_guard lock(s_locker_epoch_start_); s_epoch_start_flag_ = false; } } } void TextClassDataFeed::StartOneEpoch() { std::lock_guard lock(s_locker_for_pick_file_); std::random_shuffle(s_filelist_.begin(), s_filelist_.end()); s_current_file_idx_ = 0; LOG(INFO) << "Beginning epoch " << s_current_epoch_; { std::lock_guard lock(s_locker_epoch_start_); s_epoch_start_flag_ = true; } s_condition_epoch_start_.notify_all(); } void TextClassDataFeed::WaitNextEpoch() { std::unique_lock lock(s_locker_epoch_start_); s_condition_epoch_start_.wait(lock, []{return s_epoch_start_flag_;}); } const char* TextClassDataFeed::PickOneFile() { std::string file_to_be_processed; std::lock_guard lock(s_locker_for_pick_file_); // One epoch has run over // Wait for next epoch if (s_current_file_idx_ >= s_filelist_.size()) { LOG(ERROR) << "thread " << thread_id_ << ": finish traing for epoch " << s_current_epoch_ + 1; return NULL; } file_to_be_processed = s_filelist_[s_current_file_idx_]; s_current_file_idx_++; return file_to_be_processed.c_str(); } } // namespace framework } // namespace paddle /* vim: set expandtab ts=2 sw=2 sts=2 tw=100: */