From 6280d8536bbb73627724bb50d02fb64b89f4ad57 Mon Sep 17 00:00:00 2001 From: s434732 Date: Sun, 8 May 2022 19:33:06 +0200 Subject: [PATCH] neural-trigram.ipynb --- dev-0/out.tsv | 21038 ++++++++++++++++++++--------------------- neural-trigram.ipynb | 209 + test-A/out.tsv | 14828 ++++++++++++++--------------- 3 files changed, 18142 insertions(+), 17933 deletions(-) create mode 100644 neural-trigram.ipynb diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 2d9c0fa..ba6b8c1 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:-8.028636932373047 thence:-8.212547302246094 a:-9.462684631347656 feet:-9.801782608032227 theme:-10.21960735321045 and:-10.43052864074707 their:-10.50271224975586 land:-10.51218032836914 his:-10.533102989196777 said:-10.670007705688477 this:-10.717794418334961 hue:-10.722235679626465 :-0.004364805402450088 -strength:-6.736907005310059 growth:-6.752020835876465 power:-6.757512092590332 value:-6.77181339263916 head:-6.780165195465088 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;:0.014147492125630379 a:0.012862280942499638 diff --git a/neural-trigram.ipynb b/neural-trigram.ipynb new file mode 100644 index 0000000..133cfb5 --- /dev/null +++ b/neural-trigram.ipynb @@ -0,0 +1,209 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "dfeb7061", + "metadata": {}, + "outputs": [], + "source": [ + "from torchtext.vocab import build_vocab_from_iterator\n", + "from torch.utils.data import DataLoader\n", + "import torch\n", + "from torch import nn\n", + "import pandas as pd\n", + "import nltk\n", + "import regex as re\n", + "import csv\n", + "import itertools\n", + "from nltk import word_tokenize\n", + "from os.path import exists\n", + "\n", + "\n", + "def clean(text):\n", + " text = str(text).strip().lower()\n", + " text = re.sub(\"’|>|<|\\.|\\\\\\\\|\\\"|”|-|,|\\*|:|\\/\", \"\", text)\n", + " text = text.replace('\\\\\\\\n', \" \").replace(\"'t\", \" not\").replace(\"'s\", \" is\").replace(\"'ll\", \" will\").replace(\"'m\", \" am\").replace(\"'ve\", \" have\")\n", + " text = text.replace(\"'\", \"\")\n", + " return text\n", + "\n", + "def get_words_from_line(line, specials = True):\n", + " line = line.rstrip()\n", + " if specials:\n", + " yield ''\n", + " for m in re.finditer(r'[\\p{L}0-9\\*]+|\\p{P}+', line):\n", + " yield m.group(0).lower()\n", + " if specials:\n", + " yield ''\n", + "\n", + "def get_word_lines_from_data(d):\n", + " for line in d:\n", + " yield get_words_from_line(line)\n", + "\n", + "\n", + "class SimpleBigramNeuralLanguageModel(torch.nn.Module):\n", + " \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)\n", + "\n", + "def look_ahead_iterator(gen):\n", + " w1 = None\n", + " for item in gen:\n", + " if w1 is not None:\n", + " yield (w1, item)\n", + " w1 = item\n", + " \n", + "class Bigrams(torch.utils.data.IterableDataset):\n", + " def __init__(self, data, vocabulary_size):\n", + " self.vocab = build_vocab_from_iterator(\n", + " get_word_lines_from_data(data),\n", + " max_tokens = vocabulary_size,\n", + " specials = [''])\n", + " self.vocab.set_default_index(self.vocab[''])\n", + " self.vocabulary_size = vocabulary_size\n", + " self.data = data\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_data(self.data))))\n", + "\n", + "\n", + "# ładowanie danych treningowych\n", + "in_file = 'train/in.tsv.xz'\n", + "out_file = 'train/expected.tsv'\n", + "\n", + "X_train = pd.read_csv(in_file, sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=200000, on_bad_lines=\"skip\", encoding=\"UTF-8\")\n", + "Y_train = pd.read_csv(out_file, sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=200000, on_bad_lines=\"skip\", encoding=\"UTF-8\")\n", + "\n", + "X_train = X_train[[6, 7]]\n", + "X_train = pd.concat([X_train, Y_train], axis=1)\n", + "X_train = X_train[6] + X_train[0] + X_train[7]\n", + "X_train = X_train.apply(clean)\n", + "vocab_size = 30000\n", + "embed_size = 150\n", + "Dataset = Bigrams(X_train, vocab_size)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1cc73f1e", + "metadata": {}, + "outputs": [], + "source": [ + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", + "\n", + "if(not exists('nn_model2.bin')):\n", + " data = DataLoader(Dataset, batch_size=8000)\n", + " optimizer = torch.optim.Adam(model.parameters())\n", + " criterion = torch.nn.NLLLoss()\n", + "\n", + " model.train()\n", + " step = 0\n", + " for i in range(2):\n", + " print(f\" Epoka {i}--------------------------------------------------------\")\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()\n", + "\n", + " torch.save(model.state_dict(), 'nn_model2.bin')\n", + "else:\n", + " model.load_state_dict(torch.load('nn_model2.bin')) \n", + "\n", + "\n", + "vocab = Dataset.vocab\n", + "\n", + "\n", + "# nltk.download('punkt')\n", + "def predict_word(ws):\n", + " ixs = torch.tensor(vocab.forward(ws)).to(device)\n", + " out = model(ixs)\n", + " top = torch.topk(out[0], 8)\n", + " top_indices = top.indices.tolist()\n", + " top_probs = top.values.tolist()\n", + " top_words = vocab.lookup_tokens(top_indices)\n", + " pred_str = \"\"\n", + " for word, prob in list(zip(top_words, top_probs)):\n", + " pred_str += f\"{word}:{prob} \"\n", + "# pred_str += f':0.01'\n", + " return pred_str\n", + "\n", + "\n", + "def word_gap_prediction(file):\n", + " X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE, on_bad_lines='skip', encoding=\"UTF-8\")[6]\n", + " X_test = X_test.apply(clean)\n", + " with open(f'{file}/out.tsv', \"w+\", encoding=\"UTF-8\") as f:\n", + " for row in X_test:\n", + " result = {}\n", + " before = None\n", + " for before in get_words_from_line(clean(str(row)), False):\n", + " pass\n", + " before = [before]\n", + " if(len(before) < 1):\n", + " pred_str = \"a:0.2 the:0.2 to:0.2 of:0.1 and:0.1 of:0.1 :0.1\"\n", + " else:\n", + " pred_str = predict_word(before)\n", + " pred_str = pred_str.strip()\n", + " f.write(pred_str + \"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "682d3528", + "metadata": {}, + "outputs": [], + "source": [ + "word_gap_prediction(\"dev-0/\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74b9f66c", + "metadata": {}, + "outputs": [], + "source": [ + "word_gap_prediction(\"test-A/\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/test-A/out.tsv b/test-A/out.tsv index 5ea74cf..165b726 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -put:-7.217286586761475 base:-7.228596210479736 mortgage:-7.3229780197143555 and:-7.487620830535889 made:-7.548578262329102 place:-7.609470367431641 attack:-7.703042984008789 work:-7.731293678283691 went:-7.769289970397949 came:-7.774929046630859 time:-7.817607879638672 appearance:-7.817785739898682 :-0.004364805402450088 -was:-5.879848480224609 is:-5.925288200378418 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