From 90ef82b456cc77a851e918f6ec097b13173948b5 Mon Sep 17 00:00:00 2001 From: "chongjiu.jin" Date: Mon, 11 Nov 2019 14:55:15 +0800 Subject: [PATCH] a2 --- .../a2 written.pdf | Bin 0 -> 455071 bytes .../collect_submission.sh | 2 + .../get_datasets.sh | 15 + .../others/pytorch review1.ipynb | 461 ++++++++++++++++++ .../others/pytorch_train.py | 105 ++++ .../others/pytorch_word2vec_model.py | 40 ++ [finished]Assignment_2_word2vec/run.py | 75 +++ [finished]Assignment_2_word2vec/sgd.py | 133 +++++ .../utils/.DS_Store | Bin 0 -> 6148 bytes .../utils/__init__.py | 0 .../utils/gradcheck.py | 47 ++ .../utils/treebank.py | 248 ++++++++++ .../utils/utils.py | 43 ++ [finished]Assignment_2_word2vec/word2vec.py | 301 ++++++++++++ 14 files changed, 1470 insertions(+) create mode 100644 [finished]Assignment_2_word2vec/a2 written.pdf create mode 100644 [finished]Assignment_2_word2vec/collect_submission.sh create mode 100644 [finished]Assignment_2_word2vec/get_datasets.sh create mode 100644 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b/[finished]Assignment_2_word2vec/collect_submission.sh @@ -0,0 +1,2 @@ +rm -f assignment2.zip +zip -r assignment2.zip *.py *.png saved_params_40000.npy diff --git a/[finished]Assignment_2_word2vec/get_datasets.sh b/[finished]Assignment_2_word2vec/get_datasets.sh new file mode 100644 index 0000000..2809f50 --- /dev/null +++ b/[finished]Assignment_2_word2vec/get_datasets.sh @@ -0,0 +1,15 @@ +#!/bin/bash + +DATASETS_DIR="utils/datasets" +mkdir -p $DATASETS_DIR + +cd $DATASETS_DIR + +# Get Stanford Sentiment Treebank +if hash wget 2>/dev/null; then + wget http://nlp.stanford.edu/~socherr/stanfordSentimentTreebank.zip +else + curl -L http://nlp.stanford.edu/~socherr/stanfordSentimentTreebank.zip -o stanfordSentimentTreebank.zip +fi +unzip stanfordSentimentTreebank.zip +rm stanfordSentimentTreebank.zip diff --git a/[finished]Assignment_2_word2vec/others/pytorch review1.ipynb b/[finished]Assignment_2_word2vec/others/pytorch review1.ipynb new file mode 100644 index 0000000..8a00b65 --- /dev/null +++ b/[finished]Assignment_2_word2vec/others/pytorch review1.ipynb @@ -0,0 +1,461 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 为什么要学习pytorch\n", + "\n", + "tensorflow的学习曲线陡峭\n", + "\n", + "pytorch出自facebook\n", + "\n", + "PyTorch 可以当做 NumPy 用\n", + "\n", + "静态图 vs 动态图\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "最新版本全部使用tensor就可以\n", + "\n", + "numpy能实现的东西,在pytorch基本可以实现\n", + "\n", + "torch.randn()=numpy.random.randn()\n", + "\n", + "torch.max()=np.max()\n", + "\n", + "torch.zeros()=np.zeros()\n", + "\n", + "\n", + "如果不能实现,Tensor与numpy之间的可以相互转化\n", + "\n", + "tensor.numpy()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.1.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import torch\n", + "import torch.nn as nn\n", + "print(torch.__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "device(type='cpu')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "device" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0., 1., 2., 3., 4., 5., 6.])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# python struct to torch tensor\n", + "temp=[0, 1, 2, 3, 4, 5, 6]\n", + "x = torch.tensor(temp, dtype=torch.float, device=device)\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#gpu/cpu\n", + "x = torch.tensor(temp).cuda()\n", + "x = x.cpu()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x=x.long()\n", + "x=x.float()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## numpy reshape squeeze expand_dims" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0 1 2 3 4 5 6 7 8 9]\n", + "(10,)\n" + ] + } + ], + "source": [ + "a = np.arange(10)\n", + "print(a)\n", + "print(a.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[0]\n", + " [1]]\n", + "\n", + " [[2]\n", + " [3]]\n", + "\n", + " [[4]\n", + " [5]]\n", + "\n", + " [[6]\n", + " [7]]\n", + "\n", + " [[8]\n", + " [9]]]\n", + "(5, 2, 1)\n" + ] + } + ], + "source": [ + "#a=a.reshape(1,-1)\n", + "#a.reshape(1,10)\n", + "a=a.reshape(5,2,1)\n", + "print(a)\n", + "print(a.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0 1]\n", + " [2 3]\n", + " [4 5]\n", + " [6 7]\n", + " [8 9]]\n", + "(5, 2)\n" + ] + } + ], + "source": [ + "b = np.squeeze(a)\n", + "print(b)\n", + "print(b.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5, 1, 2)\n" + ] + } + ], + "source": [ + "a = np.arange(10)\n", + "a=a.reshape(5,1,2)\n", + "print(a.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0 1]\n", + " [2 3]\n", + " [4 5]\n", + " [6 7]\n", + " [8 9]]\n", + "(5, 2)\n" + ] + } + ], + "source": [ + "b = np.squeeze(a)#b=a.reshape(5,2)\n", + "print(b)\n", + "print(b.shape)\n", + "#np.squeeze(e,axis = 0,1,2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a (10,)\n", + "b axis=0 (1, 10)\n", + "c axis=1 (10, 1)\n" + ] + } + ], + "source": [ + "#expand_dims\n", + "a = np.arange(10)\n", + "print(\"a\",a.shape)\n", + "b = np.expand_dims(a, axis=0)\n", + "print(\"b axis=0\",b.shape)\n", + "c = np.expand_dims(a, axis=1)\n", + "print(\"c axis=1\",c.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## pytorch reshape squeeze unsqueeze" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n", + "x torch.Size([10])\n", + "b axis=0 torch.Size([1, 10])\n", + "c axis=1 torch.Size([10, 1])\n" + ] + } + ], + "source": [ + "x = torch.arange(0,10)\n", + "print(\"x\",x)\n", + "print(\"x\",x.shape)\n", + "b = x.unsqueeze(0)\n", + "print(\"b axis=0\",b.shape)\n", + "c = torch.unsqueeze(x,1)\n", + "print(\"c axis=1\",c.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d torch.Size([10])\n", + "d torch.Size([10])\n" + ] + } + ], + "source": [ + "d=c.squeeze(1)\n", + "print(\"d\",d.shape)\n", + "d=c.squeeze()\n", + "print(\"d\",d.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d torch.Size([10])\n" + ] + } + ], + "source": [ + "d=b.squeeze()\n", + "print(\"d\",d.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([8])\n", + "torch.Size([8])\n", + "tensor(0.4091, grad_fn=)\n" + ] + } + ], + "source": [ + "import torch.nn.functional as F\n", + "m = nn.Sigmoid()\n", + "\n", + "loss = nn.BCEWithLogitsLoss()\n", + "temp=[0, 1, 2,0, 1, 2,0, 1]\n", + "input =torch.tensor(temp, dtype=torch.float, requires_grad=True)\n", + "#input = torch.randn(3, requires_grad=True)\n", + "target = torch.tensor([0,1,1,0,1,1,0,1], dtype=torch.float)\n", + "lossinput = input\n", + "output = loss(lossinput, target)\n", + "\n", + "\n", + "print(lossinput.shape)\n", + "\n", + "print(target.shape)\n", + "\n", + "print(output)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## logist regression\n", + "\n", + "$$y(z) = \\frac{1}{1 + exp(-\\theta^T z)}$$\n", + "\n", + "nn.BCELoss\n", + "$$\n", + " \\ell(x, y) = L = \\{l_1,\\dots,l_N\\}^\\top, \\quad\n", + " l_n = - w_n \\left[ y_n \\cdot \\log x_n + (1 - y_n) \\cdot \\log (1 - x_n) \\right],\n", + " $$ \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.nn.functional as F # 激励函数库\n", + "\n", + "feature_num=100\n", + "\n", + "class LogistRegression(torch.nn.Module):\n", + " def __init__(self):\n", + " super(LogistRegression, self).__init__()\n", + " self.linear = torch.nn.Linear(feature_num, 1)\n", + " def forward(self, x):\n", + " z=self.linear(x)\n", + " y_pred = F.sigmoid(z)\n", + " return y_pred\n", + " def loss(y_pred,label):#Binary Cross Entropy\n", + " criterion = torch.nn.BCELoss(size_average=True)\n", + " return criterion(y_pred,label)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "nn.CrossEntropyLoss() 自带sigmod,不需要加" + ] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/[finished]Assignment_2_word2vec/others/pytorch_train.py b/[finished]Assignment_2_word2vec/others/pytorch_train.py new file mode 100644 index 0000000..8634d4c --- /dev/null +++ b/[finished]Assignment_2_word2vec/others/pytorch_train.py @@ -0,0 +1,105 @@ +import random +import re + +import torch +import torch.optim as optim +from tqdm import tqdm +from pytorch_word2vec_model import SkipGram + +epochs = 50 +negative_sampling = 4 +window = 2 +vocab_size = 1 +embd_size = 300 + + +def batch_data(x, batch_size=128): + in_w = [] + out_w = [] + target = [] + for text in x: + for i in range(window, len(text) - window): + word_set = set() + in_w.append(text[i]) + in_w.append(text[i]) + in_w.append(text[i]) + in_w.append(text[i]) + + out_w.append(text[i - 2]) + out_w.append(text[i - 1]) + out_w.append(text[i + 1]) + out_w.append(text[i + 2]) + + target.append(1) + target.append(1) + target.append(1) + target.append(1) + # negative sampling + count = 0 + while count < negative_sampling: + rand_id = random.randint(0, vocab_size-1) + if not rand_id in word_set: + in_w.append(text[i]) + out_w.append(rand_id) + target.append(0) + count += 1 + + if len(out_w) >= batch_size: + yield [in_w, out_w, target] + in_w = [] + out_w = [] + target = [] + if out_w: + yield [in_w, out_w, target] + + +def train(train_text_id, model,opt): + model.train() # 启用dropout和batch normalization + ave_loss = 0 + pbar = tqdm() + cnt=0 + for x_batch in batch_data(train_text_id): + in_w, out_w, target = x_batch + in_w_var = torch.tensor(in_w) + out_w_var = torch.tensor(out_w) + target_var = torch.tensor(target,dtype=torch.float) + + model.zero_grad() + log_probs = model(in_w_var, out_w_var) + loss = model.loss(log_probs, target_var) + loss.backward() + opt.step() + ave_loss += loss.item() + pbar.update(1) + cnt += 1 + pbar.set_description('< loss: %.5f >' % (ave_loss / cnt)) + pbar.close() +text_id = [] +vocab_dict = {} + +with open( + 'D:\\project\\ml\\github\\cs224n-natural-language-processing-winter2019\\a1_intro_word_vectors\\a1\\corpus\\corpus.txt', + encoding='utf-8') as fp: + for line in fp: + lines = re.sub("[^A-Za-z0-9']+", ' ', line).lower().split() + line_id = [] + for s in lines: + if not s: + continue + if s not in vocab_dict: + vocab_dict[s] = len(vocab_dict) + id = vocab_dict[s] + line_id.append(id) + if id==11500: + print(id,s) + text_id.append(line_id) +vocab_size = len(vocab_dict) +print('vocab_size', vocab_size) +model = SkipGram(vocab_size, embd_size) + +for epoch in range(epochs): + print('epoch', epoch) + opt = torch.optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), + lr=0.001, weight_decay=0) + train(text_id, model,opt) + diff --git a/[finished]Assignment_2_word2vec/others/pytorch_word2vec_model.py b/[finished]Assignment_2_word2vec/others/pytorch_word2vec_model.py new file mode 100644 index 0000000..6562683 --- /dev/null +++ b/[finished]Assignment_2_word2vec/others/pytorch_word2vec_model.py @@ -0,0 +1,40 @@ +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F + + +class SkipGram(nn.Module): + def __init__(self, vocab_size, embd_size): + super(SkipGram, self).__init__() + self.embeddings = nn.Embedding(vocab_size, embd_size) + + def forward(self, focus, context): + embed_focus = self.embeddings(focus) + embed_ctx = self.embeddings(context) + # score = torch.mm(embed_focus, torch.t(embed_ctx)) + score = torch.mul(embed_focus, embed_ctx).sum(dim=1) + log_probs = score #F.logsigmoid(score) + + return log_probs + + def loss(self, log_probs, target): + loss_fn = nn.BCEWithLogitsLoss() + # loss_fn = nn.NLLLoss() + loss = loss_fn(log_probs, target) + return loss + + +class CBOW(nn.Module): + def __init__(self, vocab_size, embd_size, context_size, hidden_size): + super(CBOW, self).__init__() + self.embeddings = nn.Embedding(vocab_size, embd_size) + self.linear1 = nn.Linear(2 * context_size * embd_size, hidden_size) + self.linear2 = nn.Linear(hidden_size, vocab_size) + + def forward(self, inputs): + embedded = self.embeddings(inputs).view((1, -1)) + hid = F.relu(self.linear1(embedded)) + out = self.linear2(hid) + log_probs = F.log_softmax(out) + return log_probs diff --git a/[finished]Assignment_2_word2vec/run.py b/[finished]Assignment_2_word2vec/run.py new file mode 100644 index 0000000..005b293 --- /dev/null +++ b/[finished]Assignment_2_word2vec/run.py @@ -0,0 +1,75 @@ +#!/usr/bin/env python + +import random +import numpy as np +from utils.treebank import StanfordSentiment +import matplotlib +matplotlib.use('agg') +import matplotlib.pyplot as plt +import time + +from word2vec import * +from sgd import * + +# Check Python Version +import sys +assert sys.version_info[0] == 3 +assert sys.version_info[1] >= 5 + +# Reset the random seed to make sure that everyone gets the same results +random.seed(314) +dataset = StanfordSentiment() +tokens = dataset.tokens() +nWords = len(tokens) + +# We are going to train 10-dimensional vectors for this assignment +dimVectors = 10 + +# Context size +C = 5 + +# Reset the random seed to make sure that everyone gets the same results +random.seed(31415) +np.random.seed(9265) + +startTime=time.time() +wordVectors = np.concatenate( + ((np.random.rand(nWords, dimVectors) - 0.5) / + dimVectors, np.zeros((nWords, dimVectors))), + axis=0) +wordVectors = sgd( + lambda vec: word2vec_sgd_wrapper(skipgram, tokens, vec, dataset, C, + negSamplingLossAndGradient), + wordVectors, 0.3, 40000, None, True, PRINT_EVERY=10) +# Note that normalization is not called here. This is not a bug, +# normalizing during training loses the notion of length. + +print("sanity check: cost at convergence should be around or below 10") +print("training took %d seconds" % (time.time() - startTime)) + +# concatenate the input and output word vectors +wordVectors = np.concatenate( + (wordVectors[:nWords,:], wordVectors[nWords:,:]), + axis=0) + +visualizeWords = [ + "great", "cool", "brilliant", "wonderful", "well", "amazing", + "worth", "sweet", "enjoyable", "boring", "bad", "dumb", + "annoying", "female", "male", "queen", "king", "man", "woman", "rain", "snow", + "hail", "coffee", "tea"] + +visualizeIdx = [tokens[word] for word in visualizeWords] +visualizeVecs = wordVectors[visualizeIdx, :] +temp = (visualizeVecs - np.mean(visualizeVecs, axis=0)) +covariance = 1.0 / len(visualizeIdx) * temp.T.dot(temp) +U,S,V = np.linalg.svd(covariance) +coord = temp.dot(U[:,0:2]) + +for i in range(len(visualizeWords)): + plt.text(coord[i,0], coord[i,1], visualizeWords[i], + bbox=dict(facecolor='green', alpha=0.1)) + +plt.xlim((np.min(coord[:,0]), np.max(coord[:,0]))) +plt.ylim((np.min(coord[:,1]), np.max(coord[:,1]))) + +plt.savefig('word_vectors.png') diff --git a/[finished]Assignment_2_word2vec/sgd.py b/[finished]Assignment_2_word2vec/sgd.py new file mode 100644 index 0000000..bf14372 --- /dev/null +++ b/[finished]Assignment_2_word2vec/sgd.py @@ -0,0 +1,133 @@ +#!/usr/bin/env python + +# Save parameters every a few SGD iterations as fail-safe +SAVE_PARAMS_EVERY = 5000 + +import pickle +import glob +import random +import numpy as np +import os.path as op + +def load_saved_params(): + """ + A helper function that loads previously saved parameters and resets + iteration start. + """ + st = 0 + for f in glob.glob("saved_params_*.npy"): + iter = int(op.splitext(op.basename(f))[0].split("_")[2]) + if (iter > st): + st = iter + + if st > 0: + params_file = "saved_params_%d.npy" % st + state_file = "saved_state_%d.pickle" % st + params = np.load(params_file) + with open(state_file, "rb") as f: + state = pickle.load(f) + return st, params, state + else: + return st, None, None + + +def save_params(iter, params): + params_file = "saved_params_%d.npy" % iter + np.save(params_file, params) + with open("saved_state_%d.pickle" % iter, "wb") as f: + pickle.dump(random.getstate(), f) + + +def sgd(f, x0, step, iterations, postprocessing=None, useSaved=False, + PRINT_EVERY=10): + """ Stochastic Gradient Descent + + Implement the stochastic gradient descent method in this function. + + Arguments: + f -- the function to optimize, it should take a single + argument and yield two outputs, a loss and the gradient + with respect to the arguments + x0 -- the initial point to start SGD from + step -- the step size for SGD + iterations -- total iterations to run SGD for + postprocessing -- postprocessing function for the parameters + if necessary. In the case of word2vec we will need to + normalize the word vectors to have unit length. + PRINT_EVERY -- specifies how many iterations to output loss + + Return: + x -- the parameter value after SGD finishes + """ + + # Anneal learning rate every several iterations + ANNEAL_EVERY = 20000 + + if useSaved: + start_iter, oldx, state = load_saved_params() + if start_iter > 0: + x0 = oldx + step *= 0.5 ** (start_iter / ANNEAL_EVERY) + + if state: + random.setstate(state) + else: + start_iter = 0 + + x = x0 + + if not postprocessing: + postprocessing = lambda x: x + + exploss = None + + for iter in range(start_iter + 1, iterations + 1): + # You might want to print the progress every few iterations. + + loss = None + ### YOUR CODE HERE + loss,gd = f(x) + x = x - step*gd + x = postprocessing(x) + ### END YOUR CODE + + x = postprocessing(x) + if iter % PRINT_EVERY == 0: + if not exploss: + exploss = loss + else: + exploss = .95 * exploss + .05 * loss + print("iter %d: %f" % (iter, exploss)) + + if iter % SAVE_PARAMS_EVERY == 0 and useSaved: + save_params(iter, x) + + if iter % ANNEAL_EVERY == 0: + step *= 0.5 + + return x + + +def sanity_check(): + quad = lambda x: (np.sum(x ** 2), x * 2) + + print("Running sanity checks...") + t1 = sgd(quad, 0.5, 0.01, 1000, PRINT_EVERY=100) + print("test 1 result:", t1) + assert abs(t1) <= 1e-6 + + t2 = sgd(quad, 0.0, 0.01, 1000, PRINT_EVERY=100) + print("test 2 result:", t2) + assert abs(t2) <= 1e-6 + + t3 = sgd(quad, -1.5, 0.01, 1000, PRINT_EVERY=100) + print("test 3 result:", t3) + assert abs(t3) <= 1e-6 + + print("-" * 40) + print("ALL TESTS PASSED") + print("-" * 40) + + +if __name__ == "__main__": + sanity_check() diff --git a/[finished]Assignment_2_word2vec/utils/.DS_Store b/[finished]Assignment_2_word2vec/utils/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..cf2dd074fcecded9a27c5f67a309c4ed2a250204 GIT binary patch literal 6148 zcmeHKu};G<5PgOYl|Z5+V}1Za5d&;d2^(Umm}yB+i-0yHDX3dMop)ygiU?w>Ds-;w zcXz(KoL^Ks2H-}kdY40Ajn!xN4>5^bYNYTw5UC8o$( z`FH&V)KV0D{?4$#5r#Ntzo30e zd&QU;?Jta3FhX(_%(>L)8f$8jEoSz2oDko1%;=GGCjO(^n^5fmURlB2Z|mB|7hyFS z1IBAd8(LrgOUjDdf~fa|5>bi_r4v-QXFTdJ_M8y8;pSsFz^A)4mykg literal 0 HcmV?d00001 diff --git a/[finished]Assignment_2_word2vec/utils/__init__.py b/[finished]Assignment_2_word2vec/utils/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/[finished]Assignment_2_word2vec/utils/gradcheck.py b/[finished]Assignment_2_word2vec/utils/gradcheck.py new file mode 100644 index 0000000..7cb1b53 --- /dev/null +++ b/[finished]Assignment_2_word2vec/utils/gradcheck.py @@ -0,0 +1,47 @@ +#!/usr/bin/env python + +import numpy as np +import random + + +# First implement a gradient checker by filling in the following functions +def gradcheck_naive(f, x, gradientText): + """ Gradient check for a function f. + Arguments: + f -- a function that takes a single argument and outputs the + loss and its gradients + x -- the point (numpy array) to check the gradient at + gradientText -- a string detailing some context about the gradient computation + """ + + rndstate = random.getstate() + random.setstate(rndstate) + fx, grad = f(x) # Evaluate function value at original point + h = 1e-4 # Do not change this! + + # Iterate over all indexes ix in x to check the gradient. + it = np.nditer(x, flags=['multi_index'], op_flags=['readwrite']) + while not it.finished: + ix = it.multi_index + + x[ix] += h # increment by h + random.setstate(rndstate) + fxh, _ = f(x) # evalute f(x + h) + x[ix] -= 2 * h # restore to previous value (very important!) + random.setstate(rndstate) + fxnh, _ = f(x) + x[ix] += h + numgrad = (fxh - fxnh) / 2 / h + + # Compare gradients + reldiff = abs(numgrad - grad[ix]) / max(1, abs(numgrad), abs(grad[ix])) + if reldiff > 1e-5: + print("Gradient check failed for %s." % gradientText) + print("First gradient error found at index %s in the vector of gradients" % str(ix)) + print("Your gradient: %f \t Numerical gradient: %f" % ( + grad[ix], numgrad)) + return + + it.iternext() # Step to next dimension + + print("Gradient check passed!") diff --git a/[finished]Assignment_2_word2vec/utils/treebank.py b/[finished]Assignment_2_word2vec/utils/treebank.py new file mode 100644 index 0000000..9b9ddee --- /dev/null +++ b/[finished]Assignment_2_word2vec/utils/treebank.py @@ -0,0 +1,248 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- + +import pickle +import numpy as np +import os +import random + +class StanfordSentiment: + def __init__(self, path=None, tablesize = 1000000): + if not path: + path = "utils/datasets/stanfordSentimentTreebank" + + self.path = path + self.tablesize = tablesize + + def tokens(self): + if hasattr(self, "_tokens") and self._tokens: + return self._tokens + + tokens = dict() + tokenfreq = dict() + wordcount = 0 + revtokens = [] + idx = 0 + + for sentence in self.sentences(): + for w in sentence: + wordcount += 1 + if not w in tokens: + tokens[w] = idx + revtokens += [w] + tokenfreq[w] = 1 + idx += 1 + else: + tokenfreq[w] += 1 + + tokens["UNK"] = idx + revtokens += ["UNK"] + tokenfreq["UNK"] = 1 + wordcount += 1 + + self._tokens = tokens + self._tokenfreq = tokenfreq + self._wordcount = wordcount + self._revtokens = revtokens + return self._tokens + + def sentences(self): + if hasattr(self, "_sentences") and self._sentences: + return self._sentences + + sentences = [] + with open(self.path + "/datasetSentences.txt", "r") as f: + first = True + for line in f: + if first: + first = False + continue + + splitted = line.strip().split()[1:] + # Deal with some peculiar encoding issues with this file + sentences += [[w.lower() for w in splitted]] + + self._sentences = sentences + self._sentlengths = np.array([len(s) for s in sentences]) + self._cumsentlen = np.cumsum(self._sentlengths) + + return self._sentences + + def numSentences(self): + if hasattr(self, "_numSentences") and self._numSentences: + return self._numSentences + else: + self._numSentences = len(self.sentences()) + return self._numSentences + + def allSentences(self): + if hasattr(self, "_allsentences") and self._allsentences: + return self._allsentences + + sentences = self.sentences() + rejectProb = self.rejectProb() + tokens = self.tokens() + allsentences = [[w for w in s + if 0 >= rejectProb[tokens[w]] or random.random() >= rejectProb[tokens[w]]] + for s in sentences * 30] + + allsentences = [s for s in allsentences if len(s) > 1] + + self._allsentences = allsentences + + return self._allsentences + + def getRandomContext(self, C=5): + allsent = self.allSentences() + sentID = random.randint(0, len(allsent) - 1) + sent = allsent[sentID] + wordID = random.randint(0, len(sent) - 1) + + context = sent[max(0, wordID - C):wordID] + if wordID+1 < len(sent): + context += sent[wordID+1:min(len(sent), wordID + C + 1)] + + centerword = sent[wordID] + context = [w for w in context if w != centerword] + + if len(context) > 0: + return centerword, context + else: + return self.getRandomContext(C) + + def sent_labels(self): + if hasattr(self, "_sent_labels") and self._sent_labels: + return self._sent_labels + + dictionary = dict() + phrases = 0 + with open(self.path + "/dictionary.txt", "r") as f: + for line in f: + line = line.strip() + if not line: continue + splitted = line.split("|") + dictionary[splitted[0].lower()] = int(splitted[1]) + phrases += 1 + + labels = [0.0] * phrases + with open(self.path + "/sentiment_labels.txt", "r") as f: + first = True + for line in f: + if first: + first = False + continue + + line = line.strip() + if not line: continue + splitted = line.split("|") + labels[int(splitted[0])] = float(splitted[1]) + + sent_labels = [0.0] * self.numSentences() + sentences = self.sentences() + for i in range(self.numSentences()): + sentence = sentences[i] + full_sent = " ".join(sentence).replace('-lrb-', '(').replace('-rrb-', ')') + sent_labels[i] = labels[dictionary[full_sent]] + + self._sent_labels = sent_labels + return self._sent_labels + + def dataset_split(self): + if hasattr(self, "_split") and self._split: + return self._split + + split = [[] for i in range(3)] + with open(self.path + "/datasetSplit.txt", "r") as f: + first = True + for line in f: + if first: + first = False + continue + + splitted = line.strip().split(",") + split[int(splitted[1]) - 1] += [int(splitted[0]) - 1] + + self._split = split + return self._split + + def getRandomTrainSentence(self): + split = self.dataset_split() + sentId = split[0][random.randint(0, len(split[0]) - 1)] + return self.sentences()[sentId], self.categorify(self.sent_labels()[sentId]) + + def categorify(self, label): + if label <= 0.2: + return 0 + elif label <= 0.4: + return 1 + elif label <= 0.6: + return 2 + elif label <= 0.8: + return 3 + else: + return 4 + + def getDevSentences(self): + return self.getSplitSentences(2) + + def getTestSentences(self): + return self.getSplitSentences(1) + + def getTrainSentences(self): + return self.getSplitSentences(0) + + def getSplitSentences(self, split=0): + ds_split = self.dataset_split() + return [(self.sentences()[i], self.categorify(self.sent_labels()[i])) for i in ds_split[split]] + + def sampleTable(self): + if hasattr(self, '_sampleTable') and self._sampleTable is not None: + return self._sampleTable + + nTokens = len(self.tokens()) + samplingFreq = np.zeros((nTokens,)) + self.allSentences() + i = 0 + for w in range(nTokens): + w = self._revtokens[i] + if w in self._tokenfreq: + freq = 1.0 * self._tokenfreq[w] + # Reweigh + freq = freq ** 0.75 + else: + freq = 0.0 + samplingFreq[i] = freq + i += 1 + + samplingFreq /= np.sum(samplingFreq) + samplingFreq = np.cumsum(samplingFreq) * self.tablesize + + self._sampleTable = [0] * self.tablesize + + j = 0 + for i in range(self.tablesize): + while i > samplingFreq[j]: + j += 1 + self._sampleTable[i] = j + + return self._sampleTable + + def rejectProb(self): + if hasattr(self, '_rejectProb') and self._rejectProb is not None: + return self._rejectProb + + threshold = 1e-5 * self._wordcount + + nTokens = len(self.tokens()) + rejectProb = np.zeros((nTokens,)) + for i in range(nTokens): + w = self._revtokens[i] + freq = 1.0 * self._tokenfreq[w] + # Reweigh + rejectProb[i] = max(0, 1 - np.sqrt(threshold / freq)) + + self._rejectProb = rejectProb + return self._rejectProb + + def sampleTokenIdx(self): + return self.sampleTable()[random.randint(0, self.tablesize - 1)] \ No newline at end of file diff --git a/[finished]Assignment_2_word2vec/utils/utils.py b/[finished]Assignment_2_word2vec/utils/utils.py new file mode 100644 index 0000000..8561cb8 --- /dev/null +++ b/[finished]Assignment_2_word2vec/utils/utils.py @@ -0,0 +1,43 @@ +#!/usr/bin/env python + +import numpy as np + +def normalizeRows(x): + """ Row normalization function + + Implement a function that normalizes each row of a matrix to have + unit length. + """ + N = x.shape[0] + x /= np.sqrt(np.sum(x**2, axis=1)).reshape((N,1)) + 1e-30 + return x + +def softmax(x): + """Compute the softmax function for each row of the input x. + It is crucial that this function is optimized for speed because + it will be used frequently in later code. + + Arguments: + x -- A D dimensional vector or N x D dimensional numpy matrix. + Return: + x -- You are allowed to modify x in-place + """ + orig_shape = x.shape + + if len(x.shape) > 1: + # Matrix + tmp = np.max(x, axis=1) + x -= tmp.reshape((x.shape[0], 1)) + x = np.exp(x) + tmp = np.sum(x, axis=1) + x /= tmp.reshape((x.shape[0], 1)) + else: + # Vector + tmp = np.max(x) + x -= tmp + x = np.exp(x) + tmp = np.sum(x) + x /= tmp + + assert x.shape == orig_shape + return x \ No newline at end of file diff --git a/[finished]Assignment_2_word2vec/word2vec.py b/[finished]Assignment_2_word2vec/word2vec.py new file mode 100644 index 0000000..349bce9 --- /dev/null +++ b/[finished]Assignment_2_word2vec/word2vec.py @@ -0,0 +1,301 @@ +#!/usr/bin/env python + +import numpy as np +import random + +from utils.gradcheck import gradcheck_naive +from utils.utils import normalizeRows, softmax + + +def sigmoid(x): + """ + Compute the sigmoid function for the input here. + Arguments: + x -- A scalar or numpy array. + Return: + s -- sigmoid(x) + """ + + ### YOUR CODE HERE + s = 1/(1+np.exp(-x)) + ### END YOUR CODE + + return s + + +def naiveSoftmaxLossAndGradient( + centerWordVec, + outsideWordIdx, + outsideVectors, + dataset +): + """ Naive Softmax loss & gradient function for word2vec models + + Implement the naive softmax loss and gradients between a center word's + embedding and an outside word's embedding. This will be the building block + for our word2vec models. + + Arguments: + centerWordVec -- numpy ndarray, center word's embedding + (v_c in the pdf handout) + outsideWordIdx -- integer, the index of the outside word + (o of u_o in the pdf handout) + outsideVectors -- outside vectors (rows of matrix) for all words in vocab + (U in the pdf handout) + dataset -- needed for negative sampling, unused here. + + Return: + loss -- naive softmax loss + gradCenterVec -- the gradient with respect to the center word vector + (dJ / dv_c in the pdf handout) + gradOutsideVecs -- the gradient with respect to all the outside word vectors + (dJ / dU) + """ + + ### YOUR CODE HERE + score = np.dot(outsideVectors,centerWordVec) + y_h = softmax(score) + loss = -np.log(y_h[outsideWordIdx]) + y = np.eye(y_h.shape[0])[outsideWordIdx] + diff = (y_h-y).reshape((y.shape[0],1)) + + gradCenterVec = np.dot(diff.T,outsideVectors) + centerWordVec = centerWordVec.reshape((1,centerWordVec.shape[0])) + gradOutsideVecs = np.dot(diff,centerWordVec) + + ### END YOUR CODE + + return loss, gradCenterVec, gradOutsideVecs + + +def getNegativeSamples(outsideWordIdx, dataset, K): + """ Samples K indexes which are not the outsideWordIdx """ + + negSampleWordIndices = [None] * K + for k in range(K): + newidx = dataset.sampleTokenIdx() + while newidx == outsideWordIdx: + newidx = dataset.sampleTokenIdx() + negSampleWordIndices[k] = newidx + return negSampleWordIndices + + +def negSamplingLossAndGradient( + centerWordVec, + outsideWordIdx, + outsideVectors, + dataset, + K=10 +): + """ Negative sampling loss function for word2vec models + + Implement the negative sampling loss and gradients for a centerWordVec + and a outsideWordIdx word vector as a building block for word2vec + models. K is the number of negative samples to take. + + Note: The same word may be negatively sampled multiple times. For + example if an outside word is sampled twice, you shall have to + double count the gradient with respect to this word. Thrice if + it was sampled three times, and so forth. + + Arguments/Return Specifications: same as naiveSoftmaxLossAndGradient + """ + + # Negative sampling of words is done for you. Do not modify this if you + # wish to match the autograder and receive points! + negSampleWordIndices = getNegativeSamples(outsideWordIdx, dataset, K) + indices = [outsideWordIdx] + negSampleWordIndices + + + ### YOUR CODE HERE + + score = np.dot(outsideVectors[outsideWordIdx],centerWordVec) + sig_1 = sigmoid(score) + + sum_neg = 0.0 + + #Find unique negative samples and the number of times they are present in our sample window + unique_k, counts_k = np.unique(indices[1:], return_counts=True) + k_stack = outsideVectors[unique_k] + + score_neg = -np.dot(k_stack,centerWordVec) + sig_neg = sigmoid(score_neg) + sum_neg = np.sum(counts_k*np.log(sig_neg),axis=0) + + #J_neg_sam Loss + loss = -np.log(sig_1) - sum_neg + + #Calculate gradients + k_term = 0.0 + #delta term from previous layer for efficient implementation + delta_1msig = 1-sig_1 + delta_1msig_neg = 1-sig_neg + + gradOutsideVecs = np.zeros((outsideVectors.shape)) + gradOutsideVecs[outsideWordIdx,:] = -delta_1msig*centerWordVec + common_term = np.dot(delta_1msig_neg.reshape(unique_k.shape[0],1),centerWordVec.reshape(1,centerWordVec.shape[0])) + gradOutsideVecs[unique_k,:] += counts_k.reshape(counts_k.shape[0],1)*common_term + + #Reshape prep for center gradient calculation + counts_k = counts_k.reshape(counts_k.shape[0],1) + delta_1msig_neg = delta_1msig_neg.reshape(delta_1msig_neg.shape[0],1) + k_term = np.sum(np.dot((delta_1msig_neg.reshape(1,counts_k.shape[0])),counts_k*k_stack),axis=0) + gradCenterVec = -delta_1msig*outsideVectors[outsideWordIdx] + k_term + + ### END YOUR CODE + + return loss, gradCenterVec, gradOutsideVecs + + +def skipgram(currentCenterWord, windowSize, outsideWords, word2Ind, + centerWordVectors, outsideVectors, dataset, + word2vecLossAndGradient=naiveSoftmaxLossAndGradient): + """ Skip-gram model in word2vec + + Implement the skip-gram model in this function. + + Arguments: + currentCenterWord -- a string of the current center word + windowSize -- integer, context window size + outsideWords -- list of no more than 2*windowSize strings, the outside words + word2Ind -- a dictionary that maps words to their indices in + the word vector list + centerWordVectors -- center word vectors (as rows) for all words in vocab + (V in pdf handout) + outsideVectors -- outside word vectors (as rows) for all words in vocab + (U in pdf handout) + word2vecLossAndGradient -- the loss and gradient function for + a prediction vector given the outsideWordIdx + word vectors, could be one of the two + loss functions you implemented above. + + Return: + loss -- the loss function value for the skip-gram model + (J in the pdf handout) + gradCenterVecs -- the gradient with respect to the center word vectors + (dJ / dV in the pdf handout) + gradOutsideVectors -- the gradient with respect to the outside word vectors + (dJ / dU in the pdf handout) + """ + + loss = 0.0 + gradCenterVecs = np.zeros(centerWordVectors.shape) + gradOutsideVectors = np.zeros(outsideVectors.shape) + + ### YOUR CODE HERE + for m in range(0,len(outsideWords)): + l,gradCenter,gradOutside= word2vecLossAndGradient(centerWordVectors[word2Ind[currentCenterWord]],word2Ind[outsideWords[m]],outsideVectors,dataset) + loss+=l + gradCenterVecs[word2Ind[currentCenterWord]] += gradCenter.reshape((centerWordVectors.shape[1],)) + gradOutsideVectors += gradOutside + ### END YOUR CODE + + return loss, gradCenterVecs, gradOutsideVectors + +############################################# +# Testing functions below. DO NOT MODIFY! # +############################################# + +def word2vec_sgd_wrapper(word2vecModel, word2Ind, wordVectors, dataset, + windowSize, + word2vecLossAndGradient=naiveSoftmaxLossAndGradient): + batchsize = 50 + loss = 0.0 + grad = np.zeros(wordVectors.shape) + N = wordVectors.shape[0] + centerWordVectors = wordVectors[:int(N/2),:] + outsideVectors = wordVectors[int(N/2):,:] + for i in range(batchsize): + windowSize1 = random.randint(1, windowSize) + centerWord, context = dataset.getRandomContext(windowSize1) + + c, gin, gout = word2vecModel( + centerWord, windowSize1, context, word2Ind, centerWordVectors, + outsideVectors, dataset, word2vecLossAndGradient + ) + loss += c / batchsize + grad[:int(N/2), :] += gin / batchsize + grad[int(N/2):, :] += gout / batchsize + + return loss, grad + + +def test_word2vec(): + """ Test the two word2vec implementations, before running on Stanford Sentiment Treebank """ + dataset = type('dummy', (), {})() + def dummySampleTokenIdx(): + return random.randint(0, 4) + + def getRandomContext(C): + tokens = ["a", "b", "c", "d", "e"] + return tokens[random.randint(0,4)], \ + [tokens[random.randint(0,4)] for i in range(2*C)] + dataset.sampleTokenIdx = dummySampleTokenIdx + dataset.getRandomContext = getRandomContext + + random.seed(31415) + np.random.seed(9265) + dummy_vectors = normalizeRows(np.random.randn(10,3)) + dummy_tokens = dict([("a",0), ("b",1), ("c",2),("d",3),("e",4)]) + + print("==== Gradient check for skip-gram with naiveSoftmaxLossAndGradient ====") + gradcheck_naive(lambda vec: word2vec_sgd_wrapper( + skipgram, dummy_tokens, vec, dataset, 5, naiveSoftmaxLossAndGradient), + dummy_vectors, "naiveSoftmaxLossAndGradient Gradient") + + print("==== Gradient check for skip-gram with negSamplingLossAndGradient ====") + gradcheck_naive(lambda vec: word2vec_sgd_wrapper( + skipgram, dummy_tokens, vec, dataset, 5, negSamplingLossAndGradient), + dummy_vectors, "negSamplingLossAndGradient Gradient") + + print("\n=== Results ===") + print ("Skip-Gram with naiveSoftmaxLossAndGradient") + + print ("Your Result:") + print("Loss: {}\nGradient wrt Center Vectors (dJ/dV):\n {}\nGradient wrt Outside Vectors (dJ/dU):\n {}\n".format( + *skipgram("c", 3, ["a", "b", "e", "d", "b", "c"], + dummy_tokens, dummy_vectors[:5,:], dummy_vectors[5:,:], dataset) + ) + ) + + print ("Expected Result: Value should approximate these:") + print("""Loss: 11.16610900153398 +Gradient wrt Center Vectors (dJ/dV): + [[ 0. 0. 0. ] + [ 0. 0. 0. ] + [-1.26947339 -1.36873189 2.45158957] + [ 0. 0. 0. ] + [ 0. 0. 0. ]] +Gradient wrt Outside Vectors (dJ/dU): + [[-0.41045956 0.18834851 1.43272264] + [ 0.38202831 -0.17530219 -1.33348241] + [ 0.07009355 -0.03216399 -0.24466386] + [ 0.09472154 -0.04346509 -0.33062865] + [-0.13638384 0.06258276 0.47605228]] + """) + + print ("Skip-Gram with negSamplingLossAndGradient") + print ("Your Result:") + print("Loss: {}\nGradient wrt Center Vectors (dJ/dV):\n {}\n Gradient wrt Outside Vectors (dJ/dU):\n {}\n".format( + *skipgram("c", 1, ["a", "b"], dummy_tokens, dummy_vectors[:5,:], + dummy_vectors[5:,:], dataset, negSamplingLossAndGradient) + ) + ) + print ("Expected Result: Value should approximate these:") + print("""Loss: 16.15119285363322 +Gradient wrt Center Vectors (dJ/dV): + [[ 0. 0. 0. ] + [ 0. 0. 0. ] + [-4.54650789 -1.85942252 0.76397441] + [ 0. 0. 0. ] + [ 0. 0. 0. ]] + Gradient wrt Outside Vectors (dJ/dU): + [[-0.69148188 0.31730185 2.41364029] + [-0.22716495 0.10423969 0.79292674] + [-0.45528438 0.20891737 1.58918512] + [-0.31602611 0.14501561 1.10309954] + [-0.80620296 0.36994417 2.81407799]] + """) + +if __name__ == "__main__": + test_word2vec()