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and:0.05850924551486969 :0.05096231773495674 +the:0.21436475217342377 a:0.10318752378225327 his:0.02069421485066414 an:0.017845824360847473 :0.07722611725330353 +.:0.03836730122566223 few:0.018556585535407066 large:0.013927849009633064 great:0.01376375276595354 :0.12537695467472076 +the:0.1481086015701294 be:0.057946838438510895 a:0.022074872627854347 make:0.013809235766530037 :0.07652360200881958 +a:0.0861775279045105 the:0.06206948310136795 not:0.04895579069852829 to:0.032052915543317795 :0.07591864466667175 +in:0.13130925595760345 of:0.09933138638734818 ,:0.094080850481987 and:0.06253902614116669 :0.05210728198289871 +.:0.03836730122566223 few:0.018556585535407066 large:0.013927849009633064 great:0.01376375276595354 :0.12537695467472076 +and:0.14296996593475342 the:0.03940147906541824 but:0.026386070996522903 in:0.01979219540953636 :0.07685433328151703 diff --git a/run7.ipynb b/run7.ipynb new file mode 100644 index 0000000..5e96cd3 --- /dev/null +++ b/run7.ipynb @@ -0,0 +1,273 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "pycharm": { + "is_executing": true + } + }, + "outputs": [], + "source": [ + "import itertools\n", + "import lzma\n", + "\n", + "import regex as re\n", + "import torch\n", + "from torch import nn\n", + "from torch.utils.data import IterableDataset, DataLoader\n", + "from torchtext.vocab import build_vocab_from_iterator" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from google.colab import drive" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def clean_line(line: str):\n", + " separated = line.split('\\t')\n", + " prefix = separated[6].replace(r'\\n', ' ')\n", + " suffix = separated[7].replace(r'\\n', ' ')\n", + " return prefix + ' ' + suffix\n", + "\n", + "def get_words_from_line(line):\n", + " line = clean_line(line)\n", + " for m in re.finditer(r'[\\p{L}0-9\\*]+|\\p{P}+', line):\n", + " yield m.group(0).lower()\n", + "\n", + "def get_word_lines_from_file(file_name):\n", + " with lzma.open(file_name, mode='rt', encoding='utf-8') as fid:\n", + " for line in fid:\n", + " yield get_words_from_line(line)\n", + "\n", + "def look_ahead_iterator(gen):\n", + " prev = None\n", + " for item in gen:\n", + " if prev is not None:\n", + " yield (prev, item)\n", + " prev = item\n", + "\n", + "def prediction(word: str) -> str:\n", + " ixs = torch.tensor(vocab.forward([word])).to(device)\n", + " out = model(ixs)\n", + " top = torch.topk(out[0], 5)\n", + " top_indices = top.indices.tolist()\n", + " top_probs = top.values.tolist()\n", + " top_words = vocab.lookup_tokens(top_indices)\n", + " zipped = list(zip(top_words, top_probs))\n", + " for index, element in enumerate(zipped):\n", + " unk = None\n", + " if '' in element:\n", + " unk = zipped.pop(index)\n", + " zipped.append(('', unk[1]))\n", + " break\n", + " if unk is None:\n", + " zipped[-1] = ('', zipped[-1][1])\n", + " return ' '.join([f'{x[0]}:{x[1]}' for x in zipped])\n", + "\n", + "def create_outputs(folder_name):\n", + " print(f'Creating outputs in {folder_name}')\n", + " with lzma.open(f'{folder_name}/in.tsv.xz', mode='rt', encoding='utf-8') as fid:\n", + " with open(f'{folder_name}/out.tsv', 'w', encoding='utf-8', newline='\\n') as f:\n", + " for line in fid:\n", + " separated = line.split('\\t')\n", + " prefix = separated[6].replace(r'\\n', ' ').split()[-1]\n", + " output_line = prediction(prefix)\n", + " f.write(output_line + '\\n')\n", + "\n", + "class Bigrams(IterableDataset):\n", + " def __init__(self, text_file, vocabulary_size):\n", + " self.vocab = build_vocab_from_iterator(\n", + " get_word_lines_from_file(text_file),\n", + " max_tokens=vocabulary_size,\n", + " specials=[''])\n", + " self.vocab.set_default_index(self.vocab[''])\n", + " self.vocabulary_size = vocabulary_size\n", + " self.text_file = text_file\n", + "\n", + " def __iter__(self):\n", + " return look_ahead_iterator(\n", + " (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_file(self.text_file))))\n", + "\n", + "class SimpleBigramNeuralLanguageModel(nn.Module):\n", + " def __init__(self, vocabulary_size, embedding_size):\n", + " super(SimpleBigramNeuralLanguageModel, self).__init__()\n", + " self.model = nn.Sequential(\n", + " nn.Embedding(vocabulary_size, embedding_size),\n", + " nn.Linear(embedding_size, vocabulary_size),\n", + " nn.Softmax()\n", + " )\n", + "\n", + " def forward(self, x):\n", + " return self.model(x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "vocab_size = 15000\n", + "embed_size = 150\n", + "batch_size = 3000\n", + "device = 'cuda'\n", + "path_to_train = 'train/in.tsv.xz'\n", + "path_to_model = 'model1.bin'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "drive.mount('/content/drive')\n", + "%cd /content/drive/MyDrive/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "vocab = build_vocab_from_iterator(\n", + " get_word_lines_from_file(path_to_train),\n", + " max_tokens=vocab_size,\n", + " specials=['']\n", + ")\n", + "\n", + "vocab.set_default_index(vocab[''])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "train_dataset = Bigrams(path_to_train, vocab_size)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", + "data = DataLoader(train_dataset, batch_size=batch_size)\n", + "optimizer = torch.optim.Adam(model.parameters())\n", + "criterion = torch.nn.NLLLoss()\n", + "\n", + "model.train()\n", + "step = 0\n", + "for x, y in data:\n", + " x = x.to(device)\n", + " y = y.to(device)\n", + " optimizer.zero_grad()\n", + " ypredicted = model(x)\n", + " loss = criterion(torch.log(ypredicted), y)\n", + " if step % 100 == 0:\n", + " print(step, loss)\n", + " step += 1\n", + " loss.backward()\n", + " optimizer.step()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "torch.save(model.state_dict(), path_to_model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", + "model.load_state_dict(torch.load(path_to_model))\n", + "model.eval()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "create_outputs('dev-0')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "create_outputs('test-A')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/test-A/out.tsv b/test-A/out.tsv index 121c9fa..45516b4 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -number:0.2743101740290888 be:0.15525179221714877 name:0.13302735104818814 place:0.09001370625380842 :0.347396976451766 -will:0.07575649277032687 is:0.024925563366803773 amount:0.02452188128838187 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