From c6c596193a1e1c9ffeccc5d5e841275f8344e493 Mon Sep 17 00:00:00 2001 From: Krystian Wasilewski Date: Thu, 27 Apr 2023 10:39:07 +0200 Subject: [PATCH] neural bigrams --- cw7zad1.ipynb | 409 + dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ gonito.yaml | 16 + test-A/out.tsv | 14828 ++++++++++++++++----------------- 4 files changed, 18358 insertions(+), 17933 deletions(-) create mode 100644 cw7zad1.ipynb create mode 100644 gonito.yaml diff --git a/cw7zad1.ipynb b/cw7zad1.ipynb new file mode 100644 index 0000000..542f88e --- /dev/null +++ b/cw7zad1.ipynb @@ -0,0 +1,409 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## Imports" + ], + "metadata": { + "collapsed": false + } + }, + { + "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, + "outputs": [], + "source": [ + "from google.colab import drive" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "## Definitions" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "### Functions" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "def clean_line(line: str):\n", + " # Preprocessing\n", + " separated = line.split('\\t')\n", + " prefix = separated[6].replace(r'\\n', ' ')\n", + " suffix = separated[7].replace(r'\\n', ' ')\n", + " return prefix + ' ' + suffix" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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])" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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')" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "### Classes" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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))))" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "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)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "## Training" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "### Params" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "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'" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "### Colab" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "drive.mount('/content/drive')\n", + "%cd /content/drive/MyDrive/" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "### Run" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "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[''])" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "train_dataset = Bigrams(path_to_train, vocab_size)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "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()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "torch.save(model.state_dict(), path_to_model)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", + "model.load_state_dict(torch.load(path_to_model))\n", + "model.eval()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "create_outputs('dev-0')" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "create_outputs('test-A')" + ], + "metadata": { + "collapsed": false + } + } + ], + "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/dev-0/out.tsv b/dev-0/out.tsv index 631c718..d298d21 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.5278388563550233 a:0.050368639174224974 their:0.039111431647736505 his:0.03742339644822187 :0.3452576763747934 -make:0.9238826930233718 growth:0.0014488408784434721 application:0.0014038310271249374 nature:0.000989787754790469 :0.07227484731626924 -an:0.332401298930968 the:0.101460724052519 a:0.028801017142979737 Dr.:0.028404307193620592 :0.5089326526799125 -who:0.17663142345761246 generally:0.16063765732216204 They:0.1480697998960838 and:0.14398706284928792 :0.3706740564748538 -pany:0.05946084722784085 mission:0.0064368318805753475 promise:0.0030634987626265054 pound:0.0007115521034954233 :0.9303272700254619 -means:0.23057177163017917 money:0.1522650779558824 water:0.1055427001356689 earth:0.04258555515028434 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+description: nn bigram solution +tags: + - neural-network + - bigram +params: + epochs: 1 + learning-rate: 0.001 +unwanted-params: + - model-file + - vocab-file +param-files: + - "*.yaml" + - config/*.yaml +links: + - title: "repository" + url: "https://git.wmi.amu.edu.pl/s444501/challenging-america-word-gap-prediction.git" \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index ff5363c..36e875c 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 would:0.01549061450002928 :0.8593054480744583 -the:0.927207634223021 tho:0.061886939640383665 of:0.0009516092822797392 sold:0.0005098288071711997 :0.009443988047144558 -single:0.06866448437266924 mortgage:0.018742719977709665 represented:0.018281151879984237 a:0.016174977488409133 :0.8781366662812279 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