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ゼロから作るディープラーニング② 4章 word2vecの高速化
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 4.1 word2vecの改良①\n", | |
"\n", | |
"word2vecは、語彙の数が大きくなると計算量が膨大になる問題がある。\n", | |
"\n", | |
"これを解決するために、Embeddedingレイヤを実装する。Embeddedingレイヤの発送、one-hot表現の形式から、単語IDに該当する行(ベクトル)を抜き出すためのレイヤを作成する。\n", | |
"\n", | |
"### 4.1.2 Embeddedingレイヤの実装\n", | |
"\n", | |
"Forward方向は、行列のうち指定された1行を抜き出す。\n", | |
"Backward方向は、行列のうち指定された1行を伝える。\n", | |
"\n", | |
"```python\n", | |
"class Embedding:\n", | |
" def __init__(self, W):\n", | |
" self.params = [W]\n", | |
" self.grads = [np.zeros_like(W)]\n", | |
" self.idx = None\n", | |
"\n", | |
" def forward(self, idx):\n", | |
" W, = self.params\n", | |
" self.idx = idx\n", | |
" out = W[idx]\n", | |
" return out\n", | |
"\n", | |
" def backward(self, dout):\n", | |
" dW, = self.grads\n", | |
" dW[...] = 0\n", | |
" np.add.at(dW, self.idx, dout)\n", | |
" return None\n", | |
"```" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n", | |
"## 4.2 word2vecの改良②\n", | |
"\n", | |
"次は中間層以降の処理 ―行列の積とSoftmaxレイヤの計算―を高速化する。\n", | |
"- Negative Samplingという技法を使用する。計算量を一定に抑えることができる。\n", | |
"\n", | |
"### 4.2.1 中間層以降の計算の問題点\n", | |
"\n", | |
"中間層以降の処理については、以下の2つの処理について多くの計算時間が必要になる。\n", | |
"- 中間層のニューロンと重み行列(`Wout`)の積 : 中間層のサイズ100×重み行列のサイズ100×100万 となり、非常に大きな計算量が必要となる。\n", | |
" - 行列の積の計算を「軽く」することが必要である。\n", | |
"- Softmaxレイヤの計算 : 語彙数が増えると、Softmaxの計算量が増加する。\n", | |
" - Softmaxに代わる「軽い」計算が求められる。\n", | |
"\n", | |
"### 4.2.2 多値分類から二値分類へ\n", | |
"\n", | |
"- 多値分類 : \"you\"と\"goodbye\"を与えたときに、正解である\"say\"という単語の確率が高くなるようにニューラルネットワークの学習を行った。\n", | |
" - コンテキストが「you」と「goodbye」のとき、ターゲットとなる単語は何ですか?\n", | |
"- 二値分類 : Yes/Noで答えを出せるような質問を考える。\n", | |
" - コンテキストが「you」と「goodbye」のときん、ターゲットとなる単語うは「say」ですか?\n", | |
" - 「say」に対応する列(単語ベクトル)だけを抽出し、その抽出したベクトルと中間層のニューロンの内積を計算すればよい。\n", | |
" \n", | |
"### 4.2.3 シグモイド関数と交差エントロピー誤差\n", | |
"\n", | |
"シグモイド関数は以下のようにして表現できる。\n", | |
"\n", | |
"$$y = \\dfrac{1}{1+\\exp(-x)}$$\n", | |
"\n", | |
"シグモイド関数に対して使用される損失関数は、多値分類のときと同じく「交差エントロピー誤差」で計算できる。\n", | |
"\n", | |
"$$L=-\\left(t\\log{y}+(1-t)\\log(1-y)\\right)$$\n", | |
"- $y$はシグモイド関数の出力\n", | |
"- $t$は正解ラベル (0か1のどちらかを取る)\n", | |
"\n", | |
"大きい誤差の場合は「大きく」学習し、小さい誤差の学習は「小さく」学習する。\n", | |
"\n", | |
"### 4.2.4 多値分類から二値分類へ(実装編)\n", | |
"\n", | |
"```python\n", | |
"class EmbeddingDot:\n", | |
" def __init__(self, W):\n", | |
" self.embed = Embedding(W)\n", | |
" self.params = self.embed.params\n", | |
" self.grads = self.embed.grads\n", | |
" self.cache = None\n", | |
"\n", | |
" def forward(self, h, idx):\n", | |
" target_W = self.embed.forward(idx)\n", | |
" out = np.sum(target_W * h, axis=1)\n", | |
"\n", | |
" self.cache = (h, target_W)\n", | |
" return out\n", | |
"\n", | |
" def backward(self, dout):\n", | |
" h, target_W = self.cache\n", | |
" dout = dout.reshape(dout.shape[0], 1)\n", | |
"\n", | |
" dtarget_W = dout * h\n", | |
" self.embed.backward(dtarget_W)\n", | |
" dh = dout * target_W\n", | |
" return dh\n", | |
"\n", | |
"```\n", | |
"\n", | |
"### 4.2.5 Negative Sampling\n", | |
"\n", | |
"現在の方法では、sayに対してのみ学習を行ったため、sayが正解であれば問題ないが、そうでない場合はsayの確率が小さくなるように学習が進む。\n", | |
"\n", | |
"しかし、say以外の単語については学習ができておらず、それ以外の単語については、近似解として負例をいくつかピックアップしてサンプリングして用いる。\n", | |
"\n", | |
"### 4.2.6 Negative Samplingのサンプリング手法\n", | |
"\n", | |
"Negative Samplingのサンプリングの手法だが、コーパスの統計データに基づいてサンプリングを行う。\n", | |
"\n", | |
"Pythonの`np.random.choise()`を使用するが、引数に確率分布を入力しておけば、その確率に基づいてサンプリングを行ってくれる。\n", | |
"\n", | |
"確率分布は、以下の式で表現される。もととなる確率分布に対して0.75を累乗する。\n", | |
"\n", | |
"$$P'(w_i) = \\dfrac{P(w_i)^{0.75}}{\\sum_{j}^{n}P(w_j)^{0.75}}$$\n", | |
"\n", | |
"### 4.2.7 Negative Samplingの実装\n", | |
"\n", | |
"```python\n", | |
"class NegativeSamplingLoss:\n", | |
" def __init__(self, W, corpus, power=0.75, sample_size=5):\n", | |
" self.sample_size = sample_size\n", | |
" self.sampler = UnigramSampler(corpus, power, sample_size)\n", | |
" self.loss_layers = [SigmoidWithLoss() for _ in range(sample_size + 1)]\n", | |
" self.embed_dot_layers = [EmbeddingDot(W) for _ in range(sample_size + 1)]\n", | |
"\n", | |
" self.params, self.grads = [], []\n", | |
" for layer in self.embed_dot_layers:\n", | |
" self.params += layer.params\n", | |
" self.grads += layer.grads\n", | |
"\n", | |
" def forward(self, h, target):\n", | |
" batch_size = target.shape[0]\n", | |
" negative_sample = self.sampler.get_negative_sample(target)\n", | |
"\n", | |
" # 正例のフォワード\n", | |
" score = self.embed_dot_layers[0].forward(h, target)\n", | |
" correct_label = np.ones(batch_size, dtype=np.int32)\n", | |
" loss = self.loss_layers[0].forward(score, correct_label)\n", | |
"\n", | |
" # 負例のフォワード\n", | |
" negative_label = np.zeros(batch_size, dtype=np.int32)\n", | |
" for i in range(self.sample_size):\n", | |
" negative_target = negative_sample[:, i]\n", | |
" score = self.embed_dot_layers[1 + i].forward(h, negative_target)\n", | |
" loss += self.loss_layers[1 + i].forward(score, negative_label)\n", | |
"\n", | |
" return loss\n", | |
"\n", | |
" def backward(self, dout=1):\n", | |
" dh = 0\n", | |
" for l0, l1 in zip(self.loss_layers, self.embed_dot_layers):\n", | |
" dscore = l0.backward(dout)\n", | |
" dh += l1.backward(dscore)\n", | |
"\n", | |
" return dh\n", | |
"```\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 4.3 改良版word2vecの学習\n", | |
"\n", | |
"### 4.3.1 CBOWモデルの実装\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
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"output_type": "stream", | |
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{ | |
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"| epoch 10 | iter 8761 / 9295 | time 6541[s] | loss 1.44\n", | |
"| epoch 10 | iter 8781 / 9295 | time 6543[s] | loss 1.45\n", | |
"| epoch 10 | iter 8801 / 9295 | time 6544[s] | loss 1.47\n", | |
"| epoch 10 | iter 8821 / 9295 | time 6545[s] | loss 1.46\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"| epoch 10 | iter 8841 / 9295 | time 6547[s] | loss 1.45\n", | |
"| epoch 10 | iter 8861 / 9295 | time 6548[s] | loss 1.47\n", | |
"| epoch 10 | iter 8881 / 9295 | time 6550[s] | loss 1.48\n", | |
"| epoch 10 | iter 8901 / 9295 | time 6551[s] | loss 1.43\n", | |
"| epoch 10 | iter 8921 / 9295 | time 6552[s] | loss 1.45\n", | |
"| epoch 10 | iter 8941 / 9295 | time 6553[s] | loss 1.47\n", | |
"| epoch 10 | iter 8961 / 9295 | time 6555[s] | loss 1.43\n", | |
"| epoch 10 | iter 8981 / 9295 | time 6556[s] | loss 1.47\n", | |
"| epoch 10 | iter 9001 / 9295 | time 6557[s] | loss 1.44\n", | |
"| epoch 10 | iter 9021 / 9295 | time 6559[s] | loss 1.45\n", | |
"| epoch 10 | iter 9041 / 9295 | time 6560[s] | loss 1.42\n", | |
"| epoch 10 | iter 9061 / 9295 | time 6561[s] | loss 1.45\n", | |
"| epoch 10 | iter 9081 / 9295 | time 6563[s] | loss 1.40\n", | |
"| epoch 10 | iter 9101 / 9295 | time 6564[s] | loss 1.49\n", | |
"| epoch 10 | iter 9121 / 9295 | time 6565[s] | loss 1.45\n", | |
"| epoch 10 | iter 9141 / 9295 | time 6567[s] | loss 1.48\n", | |
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"| epoch 10 | iter 9181 / 9295 | time 6569[s] | loss 1.42\n", | |
"| epoch 10 | iter 9201 / 9295 | time 6571[s] | loss 1.47\n", | |
"| epoch 10 | iter 9221 / 9295 | time 6572[s] | loss 1.46\n", | |
"| epoch 10 | iter 9241 / 9295 | time 6574[s] | loss 1.45\n", | |
"| epoch 10 | iter 9261 / 9295 | time 6575[s] | loss 1.44\n", | |
"| epoch 10 | iter 9281 / 9295 | time 6576[s] | loss 1.45\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# coding: utf-8\n", | |
"import sys\n", | |
"sys.path.append('..')\n", | |
"import numpy as np\n", | |
"from common import config\n", | |
"# GPUで実行する場合は、下記のコメントアウトを消去(要cupy)\n", | |
"# ===============================================\n", | |
"# config.GPU = True\n", | |
"# ===============================================\n", | |
"import pickle\n", | |
"from common.trainer import Trainer\n", | |
"from common.optimizer import Adam\n", | |
"from cbow import CBOW\n", | |
"from skip_gram import SkipGram\n", | |
"from common.util import create_contexts_target, to_cpu, to_gpu\n", | |
"from dataset import ptb\n", | |
"\n", | |
"\n", | |
"# ハイパーパラメータの設定\n", | |
"window_size = 5\n", | |
"hidden_size = 100\n", | |
"batch_size = 100\n", | |
"max_epoch = 10\n", | |
"\n", | |
"# データの読み込み\n", | |
"corpus, word_to_id, id_to_word = ptb.load_data('train')\n", | |
"vocab_size = len(word_to_id)\n", | |
"\n", | |
"contexts, target = create_contexts_target(corpus, window_size)\n", | |
"if config.GPU:\n", | |
" contexts, target = to_gpu(contexts), to_gpu(target)\n", | |
"\n", | |
"# モデルなどの生成\n", | |
"model = CBOW(vocab_size, hidden_size, window_size, corpus)\n", | |
"# model = SkipGram(vocab_size, hidden_size, window_size, corpus)\n", | |
"optimizer = Adam()\n", | |
"trainer = Trainer(model, optimizer)\n", | |
"\n", | |
"# 学習開始\n", | |
"trainer.fit(contexts, target, max_epoch, batch_size)\n", | |
"trainer.plot()\n", | |
"\n", | |
"# 後ほど利用できるように、必要なデータを保存\n", | |
"word_vecs = model.word_vecs\n", | |
"if config.GPU:\n", | |
" word_vecs = to_cpu(word_vecs)\n", | |
"params = {}\n", | |
"params['word_vecs'] = word_vecs.astype(np.float16)\n", | |
"params['word_to_id'] = word_to_id\n", | |
"params['id_to_word'] = id_to_word\n", | |
"pkl_file = 'cbow_params.pkl' # or 'skipgram_params.pkl'\n", | |
"with open(pkl_file, 'wb') as f:\n", | |
" pickle.dump(params, f, -1)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 学習開始\n", | |
"trainer.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 4.4 word2vecに関する残りのテーマ\n", | |
"\n", | |
"### 4.4.1 word2vecを使ったアプリケーションの例\n", | |
"\n", | |
"自然言語処理の分野においては、単語の分散表現が重要な理由は「転移学習(transfer learning)」にある。\n", | |
"\n", | |
"自然言語処理に関しては、先に大きなコーパスで学習を行い、その学習済みの分散表現を個別のタスクで使用する。\n", | |
"\n", | |
"単語の分散表現の利点は、単語を固定長のベクトルに変換できることにある。\n", | |
"自然言語をベクトルに変換できれば、一般的な機械学習の手法が適用可能となる。\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 4.5 まとめ\n", | |
"\n", | |
"- word2vecを使うと計算量が増加するので、近似計算を行う。\n", | |
"- Embeddingレイヤを使って、単語のIDを抽出する。計算量を減らす役割がある。\n", | |
" - Negative Samplingを使って、負例をいくつかサンプリングする。\n", | |
" - 二値分類を使用して、計算量を減らす。\n", | |
"- 単語の分散表現は、単語の意味が含まれており、単語ベクトル空間上で似た単語は近い位置に表示されるようになる。\n", | |
"- word2vecの単語の分散表現は、類推問題をベクトルの加算と減算によって解ける性質を持つ。\n", | |
"- word2vecは転移学習の点で特に重要である。様々な自然言語処理に適用可能である。\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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