From 6724c9e1bcf667e41baf74410c4163166d6c7f51 Mon Sep 17 00:00:00 2001 From: guosheng Date: Tue, 19 Jun 2018 10:05:23 +0800 Subject: [PATCH 1/4] Add README for Transformer --- .../transformer/README_cn.md | 97 ++++++++++++++++++ .../images/transformer_network.png | Bin 0 -> 265291 bytes 2 files changed, 97 insertions(+) create mode 100644 fluid/neural_machine_translation/transformer/README_cn.md create mode 100644 fluid/neural_machine_translation/transformer/images/transformer_network.png diff --git a/fluid/neural_machine_translation/transformer/README_cn.md b/fluid/neural_machine_translation/transformer/README_cn.md new file mode 100644 index 0000000000..95db3c9eb9 --- /dev/null +++ b/fluid/neural_machine_translation/transformer/README_cn.md @@ -0,0 +1,97 @@ +运行本目录下的程序示例需要使用 PaddlePaddle 最新的 develop branch 版本。如果您的 PaddlePaddle 安装版本低于此要求,请按照[安装文档](http://www.paddlepaddle.org/docs/develop/documentation/zh/build_and_install/pip_install_cn.html)中的说明更新 PaddlePaddle 安装版本。 + +--- + +## Transformer + +以下是本例的简要目录结构及说明: + +```text +. +├── images # README 文档中的图片 +├── optim.py # learning rate scheduling 计算程序 +├── infer.py # 预测脚本 +├── model.py # 模型定义 +├── reader.py # 数据读取接口 +├── README.md # 文档 +├── train.py # 训练脚本 +└── config.py # 训练、预测以及模型参数配置 +``` + +### 简介 + +Transformer 是论文 [Attention Is All You Need](https://arxiv.org/abs/1706.03762) 中提出的用以完成机器翻译(Machine Translation, MT)等序列到序列(Sequence to Sequence, Seq2Seq)学习任务的一种全新网络结构。正如论文标题所示,Transformer 完全使用注意力机制(Attention Mechanisms)来获取序列中各位置的上下文信息,这种序列建模的方法摒弃了此前 Seq2Seq 模型中广泛使用的循环神经网络(Recurrent Neural Network, RNN),这使得计算并行度显著提高,训练时间大幅减少;同时在机器翻译任务上的实验结果也表明,这种网络结构能够取得现今最佳的翻译效果;而且作为一种通用的网络结构,它易于迁移到其他任务当中;因而 Transformer 正在被越来越多的使用。 + +### 模型概览 + +Transformer 同样使用了 Seq2Seq 模型中典型的编码器-解码器(Encoder-Decoder)的框架结构,整体网络结构如图1所示。Encoder 和 Decoder 由若干相同的 layer 堆叠组成,主要包括 Multi-Head Attention 和 Position-wise Feed-Forward Networks 两种模块, + +- Encoder 和 Decoder 由若干相同的 layer 堆叠组成 +- 每个 layer 主要包括 Multi-Head Attention 和 Position-wise Feed-Forward Networks 两种 sub-layer +- 每个 sub-layer 后辅以 Residual Connection 和 Layer Normalization +- Decoder 比 Encoder 所使用的 layer 额外多 Multi-Head Attention + +

+
+图1. Transformer 网络结构图 +

+ + + +### 数据准备 + +我们这里使用 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html),同时参照论文中的设置使用 [BPE(byte-pair encoding)]()编码的数据,使用这种方式表示的数据能够更好的解决开放词汇(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据,`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 + +由于本示例中的数据读取脚本 `reader.py` 使用的样本数据的格式为 `\t` 分隔的的源语言和目标语言句子对, 因此需要将源语言到目标语言的平行语料库文件合并为一个文件,可以执行以下命令进行合并: +```sh +paste -d '\t' train.tok.clean.bpe.32000.en train.tok.clean.bpe.32000.de > train.tok.clean.bpe.32000.en-de +``` +此外还需要在词典文件中加上表示序列的开始、序列的结束和未登录词的3个特殊符号 `` 、`` 和 `` 。 + +对于其他自定义数据,遵循或转换为上述的数据格式即可。如果希望在自定义数据中使用 BPE 编码,可以参照[这里](https://github.com/rsennrich/subword-nmt)进行预处理。 + +### 模型训练 + +`train.py` 是模型训练脚本,可以执行以下命令进行模型训练: +```sh +python -u train.py \ + --src_vocab_fpath data/vocab.bpe.32000 \ + --trg_vocab_fpath data/vocab.bpe.32000 \ + --train_file_pattern data/train.tok.clean.bpe.32000.en-de \ + --use_token_batch True \ + --batch_size 3200 \ + --pool_size 200000 \ + --sort_type pool \ + --special_token '' '' '' +``` +上述命令中需要设置源语言词典文件路径(`src_vocab_fpath`)、目标语言词典文件路径(`trg_vocab_fpath`)、训练数据文件(`train_file_pattern`)和 batch (`use_token_batch` 指出数据按照 token 数目或者 sequence 数目组成 batch)等数据相关的参数。有关这些参数更详细的信息可以通过执行以下命令查看: +```sh +python train.py --help +``` + +更多模型训练相关的参数则在 `config.py` 中的 `ModelHyperParams` 和 `TrainTaskConfig` 内定义,其中默认使用了 Transformer 论文中 base model 的配置,如需调整可以在该脚本中进行修改。另外这些参数同样可在执行训练脚本的命令行中设置,传入的配置会合并并覆盖`config.py`中的配置,如可以通过以下命令来训练 Transformer 论文中的 big model : + +```sh +python -u train.py \ + --src_vocab_fpath data/vocab.bpe.32000 \ + --trg_vocab_fpath data/vocab.bpe.32000 \ + --train_file_pattern data/train.tok.clean.bpe.32000.en-de \ + --use_token_batch True \ + --batch_size 3200 \ + --pool_size 200000 \ + --sort_type pool \ + --special_token '' '' '' \ + n_layer 8 \ + n_head 16 \ + d_model 1024 \ + d_inner_hid 4096 \ + dropout 0.3 +``` +有关这些参数更详细信息的还请参考 `config.py` 中的注释说明。 + +### 模型预测 + +```sh +sed 's/@@ //g' predict.txt > predict_tok.txt +perl multi_bleu.perl data/newstest2013.tok.de < prdict_tok.txt +``` diff --git a/fluid/neural_machine_translation/transformer/images/transformer_network.png b/fluid/neural_machine_translation/transformer/images/transformer_network.png new file mode 100644 index 0000000000000000000000000000000000000000..34be0e5c7e2b08f858683d86353db5e81049c7ca GIT binary patch literal 265291 zcmd?Qby$_();0=?BA|o_C?NnDd}2((v2XUQVZ$s?uIj$ z%5U#?@Ao^`cm6(Jm-6t$j4?;t;~v96d0DXssQ9P|2nY`(#Dx_R5N>xOARv9ecNg5D zRH~mqK)CK|C;84Ov~O12yPU8J?*zs zn3oez`#P%jdl0_7?dk055{*V^pT)bEcH1*9P@+S60NWekJ|&`~e(!6v{o3@jCWNSO z$J0h9Y^Cq*ekc;I>n&gBQ`%PwvLT2+YR)Bm#*I9ejxe*f!Sf0c!H+G6Jx(W_qSY5O zAC=@4LO|u?Y^iV6kFzCr$pd99N*S7U5yEq6V@QY)?l4*#KjS89Rlu|_U9xxa2rwr( z(l`0afywXZq9`j%-yHNNKt`z{IP$6@E_a?$1A1Uf+ap5yhClfwLjvpZHEr83$31KMjCdD; 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zu#if&emz-t@L5guKF|ZC7xF5Paqq4(7w*?V$XR;#4~=Q%ga@-TTaG((gn1j+8Q1J? zeqiiOj5%@eIZ1j4B(51?tcyxW(C2kI+??Qs7Q_xBC_YpH;%O@d`VDfRL{!@I2l%HT Mt15$#e)Zvh0A|1?lmGw# literal 0 HcmV?d00001 From a4d06eaa9cd953b24b0b5cf6672d7ba7436a0f00 Mon Sep 17 00:00:00 2001 From: guosheng Date: Fri, 22 Jun 2018 03:43:07 +0800 Subject: [PATCH 2/4] Refine README for Transformer --- .../transformer/README_cn.md | 83 ++++++++++++++---- .../images/multi_head_attention.png | Bin 0 -> 107036 bytes 2 files changed, 68 insertions(+), 15 deletions(-) create mode 100644 fluid/neural_machine_translation/transformer/images/multi_head_attention.png diff --git a/fluid/neural_machine_translation/transformer/README_cn.md b/fluid/neural_machine_translation/transformer/README_cn.md index 95db3c9eb9..f792f668bc 100644 --- a/fluid/neural_machine_translation/transformer/README_cn.md +++ b/fluid/neural_machine_translation/transformer/README_cn.md @@ -20,27 +20,45 @@ ### 简介 -Transformer 是论文 [Attention Is All You Need](https://arxiv.org/abs/1706.03762) 中提出的用以完成机器翻译(Machine Translation, MT)等序列到序列(Sequence to Sequence, Seq2Seq)学习任务的一种全新网络结构。正如论文标题所示,Transformer 完全使用注意力机制(Attention Mechanisms)来获取序列中各位置的上下文信息,这种序列建模的方法摒弃了此前 Seq2Seq 模型中广泛使用的循环神经网络(Recurrent Neural Network, RNN),这使得计算并行度显著提高,训练时间大幅减少;同时在机器翻译任务上的实验结果也表明,这种网络结构能够取得现今最佳的翻译效果;而且作为一种通用的网络结构,它易于迁移到其他任务当中;因而 Transformer 正在被越来越多的使用。 +Transformer 是论文 [Attention Is All You Need](https://arxiv.org/abs/1706.03762) 中提出的用以完成机器翻译(machine translation, MT)等序列到序列(sequence to sequence, Seq2Seq)学习任务的一种全新网络结构,其完全使用注意力(Attention)机制来实现序列到序列的建模。 + +相较于此前 Seq2Seq 模型中广泛使用的循环神经网络(Recurrent Neural Network, RNN),使用(Self)Attention 进行输入序列到输出序列的变换主要具有以下优势: + +- 计算复杂度小 + - 特征维度为 d 、长度为 n 的序列,在 RNN 中计算复杂度为 `O(n * d * d)` (n 个时间步,每个时间步计算 d 维的矩阵向量乘法),在 Self-Attention 中计算复杂度为 `O(n * n * d)` (n 个时间步两两计算 d 维的向量点积或其他得分函数),n 通常要小于 d 。 +- 计算并行度高 + - RNN 中当前时间步的计算要依赖前一个时间步的计算结果;Self-Attention 中各时间步的计算只依赖输入不依赖之前时间步输出,各时间步可以完全并行。 +- 容易学习长程依赖(long-range dependencies) + - RNN 中相距为 n 的两个位置间的关联需要 n 步才能建立;Self-Attention 中任何两个位置都直接相连;路径越短信号传播越容易。 + +这些也在机器翻译任务中得到了印证,Transformer 模型在训练时间大幅减少的同时取得了 WMT'14 英德翻译任务 BLEU 值的新高。此外,Transformer 在应用于成分句法分析(Constituency Parsing)任务时也有着不俗的表现,这也说明其具有较高的通用性,容易迁移到其他应用场景中。这些都表明 Transformer 有着广阔的前景。 ### 模型概览 -Transformer 同样使用了 Seq2Seq 模型中典型的编码器-解码器(Encoder-Decoder)的框架结构,整体网络结构如图1所示。Encoder 和 Decoder 由若干相同的 layer 堆叠组成,主要包括 Multi-Head Attention 和 Position-wise Feed-Forward Networks 两种模块, +Transformer 同样使用了 Seq2Seq 模型中典型的编码器-解码器(Encoder-Decoder)的框架结构,整体网络结构如图1所示。 + +

+
+图 1. Transformer 网络结构图 +

+ +Encoder 由若干相同的 layer 堆叠组成,每个 layer 主要由多头注意力(Multi-Head Attention)和全连接的前馈(Feed-Forward)网络这两个 sub-layer 构成。 +- Multi-Head Attention 在这里用于实现 Self-Attention,计算过程参见图2;相比于简单的 Attention 机制,其将输入进行多路线性变换后分别计算 Attention 的结果,并将所有结果拼接后再次进行线性变换作为输出。 +- Feed-Forward 网络会对序列中的每个位置进行相同的计算(Position-wise),其采用的是两次线性变换中间加以 ReLU 激活的结构。 -- Encoder 和 Decoder 由若干相同的 layer 堆叠组成 -- 每个 layer 主要包括 Multi-Head Attention 和 Position-wise Feed-Forward Networks 两种 sub-layer -- 每个 sub-layer 后辅以 Residual Connection 和 Layer Normalization -- Decoder 比 Encoder 所使用的 layer 额外多 Multi-Head Attention +此外,每个 sub-layer 后还施以 Residual Connection 和 Layer Normalization 来促进梯度传播和模型收敛。

-
-图1. Transformer 网络结构图 +
+图 2. Multi-Head Attention

+Decoder 具有和 Encoder 类似的结构,只是相比于组成 Encoder 的 layer ,在组成 Decoder 的 layer 中还多了一个 Multi-Head Attention 的 sub-layer 来实现对 Encoder 输出的 Attention,这个 Encoder-Decoder Attention 在其他 Seq2Seq 模型中也是存在的。 ### 数据准备 -我们这里使用 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html),同时参照论文中的设置使用 [BPE(byte-pair encoding)]()编码的数据,使用这种方式表示的数据能够更好的解决开放词汇(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据,`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 +我们这里使用 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html),同时参照论文中的设置使用 [BPE(byte-pair encoding)]()编码的数据,使用这种方式表示的数据能够更好的解决未登录词(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据(`newstest2013.tok.en` 和 `newstest2013.tok.de` 等则为对应的未使用 BPE 的测试数据),`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 由于本示例中的数据读取脚本 `reader.py` 使用的样本数据的格式为 `\t` 分隔的的源语言和目标语言句子对, 因此需要将源语言到目标语言的平行语料库文件合并为一个文件,可以执行以下命令进行合并: ```sh @@ -57,30 +75,30 @@ paste -d '\t' train.tok.clean.bpe.32000.en train.tok.clean.bpe.32000.de > train. python -u train.py \ --src_vocab_fpath data/vocab.bpe.32000 \ --trg_vocab_fpath data/vocab.bpe.32000 \ + --special_token '' '' '' \ --train_file_pattern data/train.tok.clean.bpe.32000.en-de \ --use_token_batch True \ --batch_size 3200 \ - --pool_size 200000 \ --sort_type pool \ - --special_token '' '' '' + --pool_size 200000 \ ``` -上述命令中需要设置源语言词典文件路径(`src_vocab_fpath`)、目标语言词典文件路径(`trg_vocab_fpath`)、训练数据文件(`train_file_pattern`)和 batch (`use_token_batch` 指出数据按照 token 数目或者 sequence 数目组成 batch)等数据相关的参数。有关这些参数更详细的信息可以通过执行以下命令查看: +上述命令中设置了源语言词典文件路径(`src_vocab_fpath`)、目标语言词典文件路径(`trg_vocab_fpath`)、训练数据文件(`train_file_pattern`)等数据相关的参数和构造 batch 方式(`use_token_batch` 指出数据按照 token 数目或者 sequence 数目组成 batch)等 reader 相关的参数。有关这些参数更详细的信息可以通过执行以下命令查看: ```sh python train.py --help ``` -更多模型训练相关的参数则在 `config.py` 中的 `ModelHyperParams` 和 `TrainTaskConfig` 内定义,其中默认使用了 Transformer 论文中 base model 的配置,如需调整可以在该脚本中进行修改。另外这些参数同样可在执行训练脚本的命令行中设置,传入的配置会合并并覆盖`config.py`中的配置,如可以通过以下命令来训练 Transformer 论文中的 big model : +更多模型训练相关的参数则在 `config.py` 中的 `ModelHyperParams` 和 `TrainTaskConfig` 内定义;`ModelHyperParams` 定义了 embedding 维度等模型超参数,`TrainTaskConfig` 定义了 warmup 步数等训练需要的参数。这些参数默认使用了 Transformer 论文中 base model 的配置,如需调整可以在该脚本中进行修改。另外这些参数同样可在执行训练脚本的命令行中设置,传入的配置会合并并覆盖 `config.py` 中的配置,如可以通过以下命令来训练 Transformer 论文中的 big model : ```sh python -u train.py \ --src_vocab_fpath data/vocab.bpe.32000 \ --trg_vocab_fpath data/vocab.bpe.32000 \ + --special_token '' '' '' \ --train_file_pattern data/train.tok.clean.bpe.32000.en-de \ --use_token_batch True \ --batch_size 3200 \ - --pool_size 200000 \ --sort_type pool \ - --special_token '' '' '' \ + --pool_size 200000 \ n_layer 8 \ n_head 16 \ d_model 1024 \ @@ -89,9 +107,44 @@ python -u train.py \ ``` 有关这些参数更详细信息的还请参考 `config.py` 中的注释说明。 +在训练过程中,每个 epoch 结束后将保存模型到参数设定时 `model_dir` 指定的目录,每个 iteration 将打印如下的日志到标准输出: +```txt +epoch: 0, batch: 0, sum loss: 258793.343750, avg loss: 11.069005, ppl: 64151.644531 +epoch: 0, batch: 1, sum loss: 256140.718750, avg loss: 11.059616, ppl: 63552.148438 +epoch: 0, batch: 2, sum loss: 258931.093750, avg loss: 11.064013, ppl: 63832.167969 +epoch: 0, batch: 3, sum loss: 256837.875000, avg loss: 11.058206, ppl: 63462.574219 +epoch: 0, batch: 4, sum loss: 256461.000000, avg loss: 11.053401, ppl: 63158.390625 +epoch: 0, batch: 5, sum loss: 257064.562500, avg loss: 11.019099, ppl: 61028.683594 +epoch: 0, batch: 6, sum loss: 256180.125000, avg loss: 11.008556, ppl: 60388.644531 +epoch: 0, batch: 7, sum loss: 256619.671875, avg loss: 11.007106, ppl: 60301.113281 +epoch: 0, batch: 8, sum loss: 255716.734375, avg loss: 10.966025, ppl: 57874.105469 +epoch: 0, batch: 9, sum loss: 245157.500000, avg loss: 10.966562, ppl: 57905.187500 +``` + +整个训练过程 cost 曲线如下: + ### 模型预测 +`infer.py` 是模型预测脚本,模型训练完成后可以执行以下命令对指定文件中的文本进行翻译: +```sh +python -u infer.py \ + --src_vocab_fpath data/vocab.bpe.32000 \ + --trg_vocab_fpath data/vocab.bpe.32000 \ + --special_token '' '' '' \ + --test_file_pattern data/newstest2013.tok.bpe.32000.en-de \ + --batch_size 16 \ + model_path trained_models/pass_20.infer.model \ + beam_size 5 +``` +和模型训练时类似,预测时也需要设置数据和 reader 相关的参数,并可以执行 `python infer.py --help` 查看这些参数的说明(部分参数意义和训练时略有不同);同样可以在预测命令中设置模型超参数,但应与模型训练时的设置一致;此外相比于模型训练,预测时还有一些额外的参数,如需要设置 `model_path` 来模型所在目录,可以设置 `beam_size` 来指定 Beam Search 算法的搜索宽度,这些参数也可以在 `config.py` 中的 `InferTaskConfig` 内查阅注释说明并进行更改设置。 + +执行以上预测命令会打印翻译结果到标准输出,每行输出是对应行输入的得分最高的翻译。需要注意,由于训练时使用了 BPE 的数据,预测出的翻译结果也是 BPE 表示的数据,要恢复成原始的数据才能进行正确的评估,可以使用以下命令进行恢复。 + ```sh sed 's/@@ //g' predict.txt > predict_tok.txt +``` + +计算 BLEU 指标,用到的脚本可以从[这里](https://raw.githubusercontent.com/moses-smt/mosesdecoder/master/scripts/generic/multi-bleu.perl)获取。 +```sh perl multi_bleu.perl data/newstest2013.tok.de < prdict_tok.txt ``` diff --git a/fluid/neural_machine_translation/transformer/images/multi_head_attention.png b/fluid/neural_machine_translation/transformer/images/multi_head_attention.png new file mode 100644 index 0000000000000000000000000000000000000000..427fb6b32aaeb7013066a167aab4fb97c024c2d6 GIT binary patch literal 107036 zcmeFYbySq!+c!GE&^3q>QiCWd-QA%gAfO0HDBay13IYPdtbe;>vPR~R#B42$9aeY0)gl+G{d{(V+> zs98<{HSivkHg9}T7JbY=1S>eCIAnYjwNtB zD)(B_1-z@~s1KB8+SlFFBljKDxj>4Qf#wzW`B|6Z5V0=^j}gU5zyAa7QGI5{Z_u~W zvpJ)4zVc7@Evl4TdTVzDj1JXOd?1DUt@)I+!kCMhp!v;h5lIwKAYUGToK7S|djO;W z2Pz2)t|rTUQCdru`~2YX=a-h{?5(<>$o!`?1?*6b|-8-m|->9d|KFmV@ID zFKt!0!IFcEN$+P)4Oc#ea6VWhz8(%%2!0K1>|IjWZaeq>#K@>*EZ#(N`8xpx1H?H0 z^ID2_)IW~4JLD+ly>^VmBJR#0mae32Azm(yeWuaDpp>_>Ox)A{5IpOBvf>q-8-sSs zAy<@UNQ;tm1c^~Ay@FfD8m`*`5rjoznzlCt`}>6$TlfAKvNEFJjJ70vTJKnTtl*eQ z{Y}B&rS%*vd@p{HY@_!UKsI9J~df_*UaDR?@+-neV@Vo+g z4U~9)5;Fl~o_#|Rq>qB4fcZ|J2@&S@Si$&wpBycuDHUSpXFCm-=juWKsB&lYj>SvM zpQp<*y_F7EBtQUjtX0&OUj$FAVg6@ZvRy2vc+TSZ4;h~f8qQ!c2_A~I=1+xX3lPvO zZ1Cf6eo|wG)!#Hd3)&*TxuqBuuopQym6P+hG)AKeh9S`^>+K?cm@$xknz-UgK4;60!AJ(LJ zbPGQZ*S;ZZJF9zWH!plF|H2a88C(~b+*Yj5@RPo&Rmq_5ErqjcScmXJeim{2o6s2B z9)CMm1HMuG(VNj!pSOumwDsPxzejOV@;f)!@9Rrsna?)4&(W}8-D`w#H1Q@nu5y&G z9~6A%yfJzZLpxDM)IMTUd(921{w8H~$xqb-@?C<1(g=MJL&RF+X`DnE#A zI($Kl5=7n)9!g-6fz;w6SZ%@9O}OU)5D4}M$$N3wEGa1V(6tGDvA3wtCCK06^7%9W ze6S7jX!5ot_=dWE8^=lh^gx@$$=*a0n^g*1csYJYlDeC_>Dj655`=K z2&5fUxcAjRi_TLfuvb3jk&%L+>PJiY%_zO7rB2OdoT1Ot((aMo%lL=bZ7R$^Ld-MU z*A0isPvoQr-#TI>gs*1Gu5&r^YJDC}zZ#G`e(H|j@X02HYR?K^&n6u&>#?ZzixvLkNC3;#$ez&7}oRn1HB!! z-2*$^1Ly%>Y4rFD%12QO4h$bh5;TFn@_?##+80fHFj1 zEPt>^cVoY}UlV$rB=RWtvB~2#W>Th(s6>`3IqTeaq0>$^Vl_k|Ty24iN}sb0Rby0` znJ^hi83~zeR#sL{R&<$l8h6J`>oH;mM; z>Wc-^9_JbsE*G?_YUQaHIlkKnAByDCnUE7y6_j`TeyF>`(#@`}z}(J!%S`#*h*?;@ zKmT}$vleA0wm*kGdoN2b?JWP^>zC>Queo3MsGk*777+Z%&zmS{E9iSw@J2X)w6BS* zJxpJY&j5dkV~KAG0p7u$C9WoZqa?tQZt>gW1%{U8nDddCN%SpUr6_`U5Is9MiUq?*kUR=mhCZGVwBB%EgAwQY4Zwkg@Yy zb9ukdu)b%hYB;2SIPlGQ(=5S8%fuZKX1Zz_V^rBz*h0zc!U5+f;e%QGX$ffUKdpT0 zsPstDKE5?ooqr?z$;i;uuYq69zdAzRKQMl6IbwKX{%c`*xoeAFFX4J*vRP=#J@*8S z;z1%L@k1g>B7fy-rR9|QRH8Fa9jH#$xzD*|hjqK=wBpo-YMo$#podC}s!>2l5Qmab z;8d7gC|h7eV8-r^Q@FkEis!_~`NgGQohyMo@*47EsADa~J~f)PMm0N59-M84I4<4& zObxr2yHC${c4w#+Bko67QO~5fr#yuV!5MThbSX=8bm0ws_1q0-Zm`4BQ=)UqBe%V+ z&AO(uFq&1;b&buj-I7I`HNBNP0SR%aXd10P#{jLZ?tDB{O2u@bHchyBvUz*{a=sao z8;MT4CY_(onf^Lm`FC#%_&w`_sjI^I<$e&69MN@fjsk?7vPSIi)wgHr-orL(pVcyR z-Y9#KSP_egU#jAX8o%kCjazt|I?h{4xTv@!V^?$#a)4OcTAE`xfAWpNkwHo6U8F1P zGw#o^!%2$I!
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.../transformer/README_cn.md | 38 ++++++++++++------- 1 file changed, 24 insertions(+), 14 deletions(-) diff --git a/fluid/neural_machine_translation/transformer/README_cn.md b/fluid/neural_machine_translation/transformer/README_cn.md index f792f668bc..8b965f9ae5 100644 --- a/fluid/neural_machine_translation/transformer/README_cn.md +++ b/fluid/neural_machine_translation/transformer/README_cn.md @@ -20,12 +20,12 @@ ### 简介 -Transformer 是论文 [Attention Is All You Need](https://arxiv.org/abs/1706.03762) 中提出的用以完成机器翻译(machine translation, MT)等序列到序列(sequence to sequence, Seq2Seq)学习任务的一种全新网络结构,其完全使用注意力(Attention)机制来实现序列到序列的建模。 +Transformer 是论文 [Attention Is All You Need](https://arxiv.org/abs/1706.03762) 中提出的用以完成机器翻译(machine translation, MT)等序列到序列(sequence to sequence, Seq2Seq)学习任务的一种全新网络结构,其完全使用注意力(Attention)机制来实现序列到序列的建模[1]。 -相较于此前 Seq2Seq 模型中广泛使用的循环神经网络(Recurrent Neural Network, RNN),使用(Self)Attention 进行输入序列到输出序列的变换主要具有以下优势: +相较于此前 Seq2Seq 模型中广泛使用的循环神经网络(Recurrent Neural Network, RNN),使用(Self)Attention 进行输入序列到输出序列的变换主要具有以下优势: - 计算复杂度小 - - 特征维度为 d 、长度为 n 的序列,在 RNN 中计算复杂度为 `O(n * d * d)` (n 个时间步,每个时间步计算 d 维的矩阵向量乘法),在 Self-Attention 中计算复杂度为 `O(n * n * d)` (n 个时间步两两计算 d 维的向量点积或其他得分函数),n 通常要小于 d 。 + - 特征维度为 d 、长度为 n 的序列,在 RNN 中计算复杂度为 `O(n * d * d)` (n 个时间步,每个时间步计算 d 维的矩阵向量乘法),在 Self-Attention 中计算复杂度为 `O(n * n * d)` (n 个时间步两两计算 d 维的向量点积或其他相关度函数),n 通常要小于 d 。 - 计算并行度高 - RNN 中当前时间步的计算要依赖前一个时间步的计算结果;Self-Attention 中各时间步的计算只依赖输入不依赖之前时间步输出,各时间步可以完全并行。 - 容易学习长程依赖(long-range dependencies) @@ -43,10 +43,10 @@ Transformer 同样使用了 Seq2Seq 模型中典型的编码器-解码器(Enco

Encoder 由若干相同的 layer 堆叠组成,每个 layer 主要由多头注意力(Multi-Head Attention)和全连接的前馈(Feed-Forward)网络这两个 sub-layer 构成。 -- Multi-Head Attention 在这里用于实现 Self-Attention,计算过程参见图2;相比于简单的 Attention 机制,其将输入进行多路线性变换后分别计算 Attention 的结果,并将所有结果拼接后再次进行线性变换作为输出。 +- Multi-Head Attention 在这里用于实现 Self-Attention,相比于简单的 Attention 机制,其将输入进行多路线性变换后分别计算 Attention 的结果,并将所有结果拼接后再次进行线性变换作为输出。参见图2,其中 Attention 使用的是点积(Dot-Product),并在点积后进行了 scale 的处理以避免因点积结果过大进入 softmax 的饱和区域。 - Feed-Forward 网络会对序列中的每个位置进行相同的计算(Position-wise),其采用的是两次线性变换中间加以 ReLU 激活的结构。 -此外,每个 sub-layer 后还施以 Residual Connection 和 Layer Normalization 来促进梯度传播和模型收敛。 +此外,每个 sub-layer 后还施以 Residual Connection [2]和 Layer Normalization [3]来促进梯度传播和模型收敛。


@@ -58,7 +58,7 @@ Decoder 具有和 Encoder 类似的结构,只是相比于组成 Encoder 的 la ### 数据准备 -我们这里使用 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html),同时参照论文中的设置使用 [BPE(byte-pair encoding)]()编码的数据,使用这种方式表示的数据能够更好的解决未登录词(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据(`newstest2013.tok.en` 和 `newstest2013.tok.de` 等则为对应的未使用 BPE 的测试数据),`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 +我们这里使用 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html),同时参照论文中的设置使用 BPE(byte-pair encoding)[4]编码的数据,使用这种方式表示的数据能够更好的解决未登录词(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据(`newstest2013.tok.en` 和 `newstest2013.tok.de` 等则为对应的未使用 BPE 的测试数据),`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 由于本示例中的数据读取脚本 `reader.py` 使用的样本数据的格式为 `\t` 分隔的的源语言和目标语言句子对, 因此需要将源语言到目标语言的平行语料库文件合并为一个文件,可以执行以下命令进行合并: ```sh @@ -107,7 +107,7 @@ python -u train.py \ ``` 有关这些参数更详细信息的还请参考 `config.py` 中的注释说明。 -在训练过程中,每个 epoch 结束后将保存模型到参数设定时 `model_dir` 指定的目录,每个 iteration 将打印如下的日志到标准输出: +训练时默认使用所有 GPU,可以通过 `CUDA_VISIBLE_DEVICES` 环境变量来设置使用的 GPU 数目。在训练过程中,每个 epoch 结束后将保存模型到参数设定时 `model_dir` 指定的目录,每个 iteration 将打印如下的日志到标准输出: ```txt epoch: 0, batch: 0, sum loss: 258793.343750, avg loss: 11.069005, ppl: 64151.644531 epoch: 0, batch: 1, sum loss: 256140.718750, avg loss: 11.059616, ppl: 63552.148438 @@ -121,8 +121,6 @@ epoch: 0, batch: 8, sum loss: 255716.734375, avg loss: 10.966025, ppl: 57874.105 epoch: 0, batch: 9, sum loss: 245157.500000, avg loss: 10.966562, ppl: 57905.187500 ``` -整个训练过程 cost 曲线如下: - ### 模型预测 `infer.py` 是模型预测脚本,模型训练完成后可以执行以下命令对指定文件中的文本进行翻译: @@ -135,16 +133,28 @@ python -u infer.py \ --batch_size 16 \ model_path trained_models/pass_20.infer.model \ beam_size 5 + max_length 256 ``` -和模型训练时类似,预测时也需要设置数据和 reader 相关的参数,并可以执行 `python infer.py --help` 查看这些参数的说明(部分参数意义和训练时略有不同);同样可以在预测命令中设置模型超参数,但应与模型训练时的设置一致;此外相比于模型训练,预测时还有一些额外的参数,如需要设置 `model_path` 来模型所在目录,可以设置 `beam_size` 来指定 Beam Search 算法的搜索宽度,这些参数也可以在 `config.py` 中的 `InferTaskConfig` 内查阅注释说明并进行更改设置。 +和模型训练时类似,预测时也需要设置数据和 reader 相关的参数,并可以执行 `python infer.py --help` 查看这些参数的说明(部分参数意义和训练时略有不同);同样可以在预测命令中设置模型超参数,但应与模型训练时的设置一致;此外相比于模型训练,预测时还有一些额外的参数,如需要设置 `model_path` 来模型所在目录,可以设置 `beam_size` 和 `max_length` 来指定 Beam Search 算法的搜索宽度和最大深度,这些参数也可以在 `config.py` 中的 `InferTaskConfig` 内查阅注释说明并进行更改设置。 -执行以上预测命令会打印翻译结果到标准输出,每行输出是对应行输入的得分最高的翻译。需要注意,由于训练时使用了 BPE 的数据,预测出的翻译结果也是 BPE 表示的数据,要恢复成原始的数据才能进行正确的评估,可以使用以下命令进行恢复。 +执行以上预测命令会打印翻译结果到标准输出,每行输出是对应行输入的得分最高的翻译。需要注意,由于训练时使用了 BPE 的数据,预测出的翻译结果也是 BPE 表示的数据,要恢复成原始的数据(指 tokenize 后的数据,训练时使用的 BPE 数据也是对 tokenize 后的数据进行了 BPE 的处理)才能进行正确的评估,可以使用以下命令来恢复 `predict.txt` 内的翻译结果到 `predict.tok.txt` 中。 ```sh -sed 's/@@ //g' predict.txt > predict_tok.txt +sed 's/@@ //g' predict.txt > predict.tok.txt ``` -计算 BLEU 指标,用到的脚本可以从[这里](https://raw.githubusercontent.com/moses-smt/mosesdecoder/master/scripts/generic/multi-bleu.perl)获取。 +接下来就可以使用参考翻译(这里使用的是 `newstest2013.tok.de`)对翻译结果进行 BLEU 指标的评估了。计算 BLEU 值的一个较为广泛使用的脚本可以从[这里](https://raw.githubusercontent.com/moses-smt/mosesdecoder/master/scripts/generic/multi-bleu.perl)获取,获取后执行如下命令: ```sh -perl multi_bleu.perl data/newstest2013.tok.de < prdict_tok.txt +perl multi_bleu.perl data/newstest2013.tok.de < prdict.tok.txt +``` +可以看到如下的评估结果。 +``` +BLEU = 25.08, 58.3/31.5/19.6/12.6 (BP=0.966, ratio=0.967, hyp_len=61321, ref_len=63412) ``` + +### 参考文献 + +1. Vaswani A, Shazeer N, Parmar N, et al. [Attention is all you need](http://papers.nips.cc/paper/7181-attention-is-all-you-need.pdf)[C]//Advances in Neural Information Processing Systems. 2017: 6000-6010. +2. He K, Zhang X, Ren S, et al. Deep residual learning for image recognition[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016: 770-778. +3. Ba J L, Kiros J R, Hinton G E. Layer normalization[J]. arXiv preprint arXiv:1607.06450, 2016. +4. Sennrich R, Haddow B, Birch A. [Neural machine translation of rare words with subword units](https://arxiv.org/pdf/1508.07909)[J]. arXiv preprint arXiv:1508.07909, 2015. From 9ee26a96f250358740ca0d13654203924356c263 Mon Sep 17 00:00:00 2001 From: guosheng Date: Sat, 30 Jun 2018 01:41:55 +0800 Subject: [PATCH 4/4] Refine README of Transformer by following comments --- .../transformer/README_cn.md | 29 ++++++++++--------- 1 file changed, 16 insertions(+), 13 deletions(-) diff --git a/fluid/neural_machine_translation/transformer/README_cn.md b/fluid/neural_machine_translation/transformer/README_cn.md index 8b965f9ae5..547b525b40 100644 --- a/fluid/neural_machine_translation/transformer/README_cn.md +++ b/fluid/neural_machine_translation/transformer/README_cn.md @@ -58,13 +58,16 @@ Decoder 具有和 Encoder 类似的结构,只是相比于组成 Encoder 的 la ### 数据准备 -我们这里使用 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html),同时参照论文中的设置使用 BPE(byte-pair encoding)[4]编码的数据,使用这种方式表示的数据能够更好的解决未登录词(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据(`newstest2013.tok.en` 和 `newstest2013.tok.de` 等则为对应的未使用 BPE 的测试数据),`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 +我们以 [WMT'16 EN-DE 数据集](http://www.statmt.org/wmt16/translation-task.html)作为示例,同时参照论文中的设置使用 BPE(byte-pair encoding)[4]编码的数据,使用这种方式表示的数据能够更好的解决未登录词(out-of-vocabulary,OOV)的问题。用到的 BPE 数据可以参照[这里](https://github.com/google/seq2seq/blob/master/docs/data.md)进行下载,下载后解压,其中 `train.tok.clean.bpe.32000.en` 和 `train.tok.clean.bpe.32000.de` 为使用 BPE 的训练数据(平行语料,分别对应了英语和德语,经过了 tokenize 和 BPE 的处理),`newstest2013.tok.bpe.32000.en` 和 `newstest2013.tok.bpe.32000.de` 等为测试数据(`newstest2013.tok.en` 和 `newstest2013.tok.de` 等则为对应的未使用 BPE 的测试数据),`vocab.bpe.32000` 为相应的词典文件(源语言和目标语言共享该词典文件)。 -由于本示例中的数据读取脚本 `reader.py` 使用的样本数据的格式为 `\t` 分隔的的源语言和目标语言句子对, 因此需要将源语言到目标语言的平行语料库文件合并为一个文件,可以执行以下命令进行合并: +由于本示例中的数据读取脚本 `reader.py` 使用的样本数据的格式为 `\t` 分隔的的源语言和目标语言句子对(句子中的词之间使用空格分隔), 因此需要将源语言到目标语言的平行语料库文件合并为一个文件,可以执行以下命令进行合并: ```sh paste -d '\t' train.tok.clean.bpe.32000.en train.tok.clean.bpe.32000.de > train.tok.clean.bpe.32000.en-de ``` -此外还需要在词典文件中加上表示序列的开始、序列的结束和未登录词的3个特殊符号 `` 、`` 和 `` 。 +此外,下载的词典文件 `vocab.bpe.32000` 中未包含表示序列开始、序列结束和未登录词的特殊符号,可以使用如下命令在词典中加入 `` 、`` 和 `` 作为这三个特殊符号。 +```sh +sed -i '1i\\n\n' vocab.bpe.32000 +``` 对于其他自定义数据,遵循或转换为上述的数据格式即可。如果希望在自定义数据中使用 BPE 编码,可以参照[这里](https://github.com/rsennrich/subword-nmt)进行预处理。 @@ -82,7 +85,7 @@ python -u train.py \ --sort_type pool \ --pool_size 200000 \ ``` -上述命令中设置了源语言词典文件路径(`src_vocab_fpath`)、目标语言词典文件路径(`trg_vocab_fpath`)、训练数据文件(`train_file_pattern`)等数据相关的参数和构造 batch 方式(`use_token_batch` 指出数据按照 token 数目或者 sequence 数目组成 batch)等 reader 相关的参数。有关这些参数更详细的信息可以通过执行以下命令查看: +上述命令中设置了源语言词典文件路径(`src_vocab_fpath`)、目标语言词典文件路径(`trg_vocab_fpath`)、训练数据文件(`train_file_pattern`,支持通配符)等数据相关的参数和构造 batch 方式(`use_token_batch` 指出数据按照 token 数目或者 sequence 数目组成 batch)等 reader 相关的参数。有关这些参数更详细的信息可以通过执行以下命令查看: ```sh python train.py --help ``` @@ -107,7 +110,7 @@ python -u train.py \ ``` 有关这些参数更详细信息的还请参考 `config.py` 中的注释说明。 -训练时默认使用所有 GPU,可以通过 `CUDA_VISIBLE_DEVICES` 环境变量来设置使用的 GPU 数目。在训练过程中,每个 epoch 结束后将保存模型到参数设定时 `model_dir` 指定的目录,每个 iteration 将打印如下的日志到标准输出: +训练时默认使用所有 GPU,可以通过 `CUDA_VISIBLE_DEVICES` 环境变量来设置使用的 GPU 数目。在训练过程中,每个 epoch 结束后将保存模型到参数 `model_dir` 指定的目录,每个 iteration 将打印如下的日志到标准输出: ```txt epoch: 0, batch: 0, sum loss: 258793.343750, avg loss: 11.069005, ppl: 64151.644531 epoch: 0, batch: 1, sum loss: 256140.718750, avg loss: 11.059616, ppl: 63552.148438 @@ -130,14 +133,14 @@ python -u infer.py \ --trg_vocab_fpath data/vocab.bpe.32000 \ --special_token '' '' '' \ --test_file_pattern data/newstest2013.tok.bpe.32000.en-de \ - --batch_size 16 \ + --batch_size 4 \ model_path trained_models/pass_20.infer.model \ beam_size 5 - max_length 256 + max_out_len 256 ``` -和模型训练时类似,预测时也需要设置数据和 reader 相关的参数,并可以执行 `python infer.py --help` 查看这些参数的说明(部分参数意义和训练时略有不同);同样可以在预测命令中设置模型超参数,但应与模型训练时的设置一致;此外相比于模型训练,预测时还有一些额外的参数,如需要设置 `model_path` 来模型所在目录,可以设置 `beam_size` 和 `max_length` 来指定 Beam Search 算法的搜索宽度和最大深度,这些参数也可以在 `config.py` 中的 `InferTaskConfig` 内查阅注释说明并进行更改设置。 +和模型训练时类似,预测时也需要设置数据和 reader 相关的参数,并可以执行 `python infer.py --help` 查看这些参数的说明(部分参数意义和训练时略有不同);同样可以在预测命令中设置模型超参数,但应与模型训练时的设置一致;此外相比于模型训练,预测时还有一些额外的参数,如需要设置 `model_path` 来给出模型所在目录,可以设置 `beam_size` 和 `max_out_len` 来指定 Beam Search 算法的搜索宽度和最大深度(翻译长度),这些参数也可以在 `config.py` 中的 `InferTaskConfig` 内查阅注释说明并进行更改设置。 -执行以上预测命令会打印翻译结果到标准输出,每行输出是对应行输入的得分最高的翻译。需要注意,由于训练时使用了 BPE 的数据,预测出的翻译结果也是 BPE 表示的数据,要恢复成原始的数据(指 tokenize 后的数据,训练时使用的 BPE 数据也是对 tokenize 后的数据进行了 BPE 的处理)才能进行正确的评估,可以使用以下命令来恢复 `predict.txt` 内的翻译结果到 `predict.tok.txt` 中。 +执行以上预测命令会打印翻译结果到标准输出,每行输出是对应行输入的得分最高的翻译。需要注意,对于使用 BPE 的数据,预测出的翻译结果也将是 BPE 表示的数据,要恢复成原始的数据(这里指 tokenize 后的数据)才能进行正确的评估,可以使用以下命令来恢复 `predict.txt` 内的翻译结果到 `predict.tok.txt` 中。 ```sh sed 's/@@ //g' predict.txt > predict.tok.txt @@ -145,9 +148,9 @@ sed 's/@@ //g' predict.txt > predict.tok.txt 接下来就可以使用参考翻译(这里使用的是 `newstest2013.tok.de`)对翻译结果进行 BLEU 指标的评估了。计算 BLEU 值的一个较为广泛使用的脚本可以从[这里](https://raw.githubusercontent.com/moses-smt/mosesdecoder/master/scripts/generic/multi-bleu.perl)获取,获取后执行如下命令: ```sh -perl multi_bleu.perl data/newstest2013.tok.de < prdict.tok.txt +perl multi-bleu.perl data/newstest2013.tok.de < predict.tok.txt ``` -可以看到如下的评估结果。 +可以看到类似如下的结果。 ``` BLEU = 25.08, 58.3/31.5/19.6/12.6 (BP=0.966, ratio=0.967, hyp_len=61321, ref_len=63412) ``` @@ -155,6 +158,6 @@ BLEU = 25.08, 58.3/31.5/19.6/12.6 (BP=0.966, ratio=0.967, hyp_len=61321, ref_len ### 参考文献 1. Vaswani A, Shazeer N, Parmar N, et al. [Attention is all you need](http://papers.nips.cc/paper/7181-attention-is-all-you-need.pdf)[C]//Advances in Neural Information Processing Systems. 2017: 6000-6010. -2. He K, Zhang X, Ren S, et al. Deep residual learning for image recognition[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016: 770-778. -3. Ba J L, Kiros J R, Hinton G E. Layer normalization[J]. arXiv preprint arXiv:1607.06450, 2016. +2. He K, Zhang X, Ren S, et al. [Deep residual learning for image recognition](http://openaccess.thecvf.com/content_cvpr_2016/papers/He_Deep_Residual_Learning_CVPR_2016_paper.pdf)[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016: 770-778. +3. Ba J L, Kiros J R, Hinton G E. [Layer normalization](https://arxiv.org/pdf/1607.06450.pdf)[J]. arXiv preprint arXiv:1607.06450, 2016. 4. Sennrich R, Haddow B, Birch A. [Neural machine translation of rare words with subword units](https://arxiv.org/pdf/1508.07909)[J]. arXiv preprint arXiv:1508.07909, 2015.