From d380959afc0651842cb57dea77722d63368ed1a2 Mon Sep 17 00:00:00 2001 From: Marcin Czerniak Date: Wed, 15 May 2024 04:51:48 +0200 Subject: [PATCH] Neural network --- dev-0/out.tsv | 21038 +++++++++++++++++----------------- run.py | 202 + src/07_trigram_neural.ipynb | 458 + 3 files changed, 11179 insertions(+), 10519 deletions(-) create mode 100644 run.py create mode 100644 src/07_trigram_neural.ipynb diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 12211ce..d48df39 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -:1 -successors:0.16 place,:0.13 functions,:0.1 use,:0.09 head:0.09 publicity,:0.08 power:0.08 quality:0.07 growth:0.07 work:0.07 :0.01 -lha:0.99 :0.01 -:1 -:1 -a:0.56 two:0.16 the:0.04 only:0.03 applicants:0.03 just:0.03 force:0.03 earth:0.03 him:0.03 A:0.02 :0.01 -:1 -:1 -arc:0.99 :0.01 -as:0.77 that:0.13 ns:0.01 aggravated:0.0 its:0.0 secure:0.0 sure:0.0 alike;:0.0 that,:0.0 ts:0.0 :0.01 -:1 -the:0.61 show:0.22 this:0.06 tho:0.02 our:0.02 a:0.01 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+ville.Pa;:0.2 Trigram neural network model for gap fill task + +# %% [markdown] +# ## Import required packages + +# %% +from tqdm import tqdm +import re +import nltk +import os +import csv +import pandas as pd +import torch +import torch.nn as nn +import torch.optim as optim +import sys +import numpy as np +from torch.utils.data import DataLoader, TensorDataset +from bidict import bidict +import torchtext.vocab as vocab +import math +from collections import Counter + +# %% [markdown] +# ## Load train data corpus + +# %% +dataset_dir = os.path.join('..', 'train', 'in.tsv.xz') +expected_dir = os.path.join('..', 'train', 'expected.tsv') + +df = pd.read_csv(dataset_dir, sep='\t', header=None, names=['FileId', 'Year', 'LeftContext', 'RightContext'], quoting=csv.QUOTE_NONE, dtype=str, chunksize=1000) +expected_df = pd.read_csv(expected_dir, sep='\t', header=None, names=['Word'], quoting=csv.QUOTE_NONE, dtype=str, chunksize=1000) + +corpus = [] +for j, (df, expected_df) in tqdm(enumerate(zip(df, expected_df)), total=433): + df = df.replace(r'\\r+|\\n+|\\t+', ' ', regex=True) + + for left_context, word, right_context in zip(df['LeftContext'].to_list(), expected_df['Word'].to_list(), df['LeftContext'].to_list()): + corpus.extend(re.split(r"\s+", left_context.strip()) + [str(word).strip()] + re.split(r"\s+", right_context.strip())) + +# %% [markdown] +# ## Create dictionaries for mapping words to indices + +# %% +word_to_ix = bidict({}) +counts = Counter(corpus) + +for word, _ in tqdm(counts.most_common(1_500_000)): + if word not in word_to_ix: + word_to_ix[word] = len(word_to_ix) + 1 + +# %% [markdown] +# ## Tokenize entire corpus + +# %% +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +def tokenize(w): + if w in word_to_ix: + return word_to_ix[w] + else: + return 0 + +tokenized_corpus = [] + +for word in tqdm(corpus): + tokenized_corpus.append(tokenize(word)) + +# %% [markdown] +# ## Create n-grams + +# %% +tokenized_training_corpus = [] +ngrams = list(nltk.ngrams(tokenized_corpus, n=7)) +np.random.shuffle(ngrams) +ngrams = ngrams[:100_000] +ngrams_tensor = torch.tensor(ngrams, dtype=torch.long, device=device) + +indices = torch.any(ngrams_tensor == 0, dim=1) +ngrams_tensor = ngrams_tensor[~indices] + +# %% +target_tensor = ngrams_tensor[:, 3].reshape(-1, 1).to(device) +input_tensor = torch.cat((ngrams_tensor[:, :3], ngrams_tensor[:, 4:]), dim=1).to(device) + +# %% +batched_input_tensor = torch.split(input_tensor, 512) +batched_target_tensor = torch.split(target_tensor, 512) + +# %% [markdown] +# ## Define the trigram neural network model + +# %% +class TrigramNN(nn.Module): + def __init__(self, vocab_size, embedding_dim, hidden_dim, output_size): + super(TrigramNN, self).__init__() + self.embedding = nn.Embedding(vocab_size, 50) + self.linear1 = nn.Linear(50 * 6, output_size) + + def forward(self, inputs): + out = self.embedding(inputs) + out = out.view(inputs.size(0), -1) + out = self.linear1(out) + out = torch.softmax(out, dim=1) + return out + +# %% [markdown] +# ## Define training parameters + +# %% +batch_size = 512 +vocab_size = len(word_to_ix) + 1 +embedding_dim = 10 +hidden_dim = 64 +output_size = vocab_size +learning_rate = 0.005 +epochs = 1 + +# %% [markdown] +# ## Initialize the model, loss function, and optimizer + +# %% +model = TrigramNN(vocab_size, embedding_dim, hidden_dim, output_size) +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(model.parameters(), lr=learning_rate) + +# %% [markdown] +# ## Training loop + +# %% +model.to(device) + +batches = list(zip(batched_input_tensor, batched_target_tensor)) + +for epoch in range(epochs): + total_loss = 0 + for batch_inputs, batch_targets in tqdm(batches): + model.zero_grad() + output = model(batch_inputs) + + loss = criterion(output, batch_targets.view(-1)) + total_loss += loss.item() + + loss.backward() + optimizer.step() + + print(f"Epoch {epoch+1}, Loss: {total_loss/len(batches)}") + +# %% [markdown] +# ## Write function to convert index to word + +# %% +def idx_to_word(idx): + idx = int(idx) + if idx not in word_to_ix.inverse: + return '' + return word_to_ix.inverse[idx] + +# %% [markdown] +# ## test the model + +# %% +def predict(left_context, right_context): + with torch.no_grad(): + context = left_context + right_context + test_context_idxs = torch.tensor([[tokenize(x) for x in context]], device=device) + output = model(test_context_idxs) + top_predicted_scores, top_predicted_indices = torch.topk(output, 5) + predictions = list(zip(top_predicted_scores[0], top_predicted_indices[0])) + predictions = [(round(float(score), 2), idx_to_word(idx)) for score, idx in predictions] + total_score = np.sum([score for score, _ in predictions]) + predictions = ' '.join([f"{word}:{round(score/total_score, 2)}" for score, word in predictions]) + ' :0.01' + return predictions + +# %% +test_context = ["came", "fiom", "the", "place", "to", "this"] +print(predict(test_context[:3], test_context[3:])) + +# %% [markdown] +# # Generate result for dev dataset + +# %% +dataset_dir = os.path.join('..', 'dev-0', 'in.tsv.xz') +output_dir = os.path.join('..', 'dev-0', 'out.tsv') + +df = pd.read_csv(dataset_dir, sep='\t', header=None, names=['FileId', 'Year', 'LeftContext', 'RightContext'], quoting=csv.QUOTE_NONE) +df = df.replace(r'\\r+|\\n+|\\t+', ' ', regex=True) + +# %% +final = "" + +for i, (_, row) in tqdm(enumerate(df.iterrows()), total=len(df)): + left_context = re.split(r"\s+", row['LeftContext'].strip())[-3:] + right_context = re.split(r"\s+", row['RightContext'].strip())[:3] + + final += predict(left_context, right_context) + '\n' + +with open(output_dir, 'w', encoding="UTF-8") as f: + f.write(final) + + diff --git a/src/07_trigram_neural.ipynb b/src/07_trigram_neural.ipynb new file mode 100644 index 0000000..c68c508 --- /dev/null +++ b/src/07_trigram_neural.ipynb @@ -0,0 +1,458 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Trigram neural network model for gap fill task" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Marcin\\.conda\\envs\\p311-cu121\\Lib\\site-packages\\torchtext\\vocab\\__init__.py:4: UserWarning: \n", + "/!\\ IMPORTANT WARNING ABOUT TORCHTEXT STATUS /!\\ \n", + "Torchtext is deprecated and the last released version will be 0.18 (this one). You can silence this warning by calling the following at the beginnign of your scripts: `import torchtext; torchtext.disable_torchtext_deprecation_warning()`\n", + " warnings.warn(torchtext._TORCHTEXT_DEPRECATION_MSG)\n", + "c:\\Users\\Marcin\\.conda\\envs\\p311-cu121\\Lib\\site-packages\\torchtext\\utils.py:4: UserWarning: \n", + "/!\\ IMPORTANT WARNING ABOUT TORCHTEXT STATUS /!\\ \n", + "Torchtext is deprecated and the last released version will be 0.18 (this one). You can silence this warning by calling the following at the beginnign of your scripts: `import torchtext; torchtext.disable_torchtext_deprecation_warning()`\n", + " warnings.warn(torchtext._TORCHTEXT_DEPRECATION_MSG)\n" + ] + } + ], + "source": [ + "from tqdm import tqdm\n", + "import re\n", + "import nltk\n", + "import os\n", + "import csv\n", + "import pandas as pd\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import sys\n", + "import numpy as np\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "from bidict import bidict\n", + "import torchtext.vocab as vocab\n", + "import math\n", + "from collections import Counter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load train data corpus" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 433/433 [01:10<00:00, 6.12it/s]\n" + ] + } + ], + "source": [ + "dataset_dir = os.path.join('..', 'train', 'in.tsv.xz')\n", + "expected_dir = os.path.join('..', 'train', 'expected.tsv')\n", + "\n", + "df = pd.read_csv(dataset_dir, sep='\\t', header=None, names=['FileId', 'Year', 'LeftContext', 'RightContext'], quoting=csv.QUOTE_NONE, dtype=str, chunksize=1000)\n", + "expected_df = pd.read_csv(expected_dir, sep='\\t', header=None, names=['Word'], quoting=csv.QUOTE_NONE, dtype=str, chunksize=1000)\n", + "\n", + "corpus = []\n", + "for j, (df, expected_df) in tqdm(enumerate(zip(df, expected_df)), total=433):\n", + " df = df.replace(r'\\\\r+|\\\\n+|\\\\t+', ' ', regex=True)\n", + " \n", + " for left_context, word, right_context in zip(df['LeftContext'].to_list(), expected_df['Word'].to_list(), df['LeftContext'].to_list()):\n", + " corpus.extend(re.split(r\"\\s+\", left_context.strip()) + [str(word).strip()] + re.split(r\"\\s+\", right_context.strip()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create dictionaries for mapping words to indices" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1500000/1500000 [00:11<00:00, 128039.35it/s]\n" + ] + } + ], + "source": [ + "word_to_ix = bidict({})\n", + "counts = Counter(corpus)\n", + "\n", + "for word, _ in tqdm(counts.most_common(1_500_000)):\n", + " if word not in word_to_ix:\n", + " word_to_ix[word] = len(word_to_ix) + 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tokenize entire corpus" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 139456816/139456816 [01:28<00:00, 1569462.31it/s]\n" + ] + } + ], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "def tokenize(w):\n", + " if w in word_to_ix:\n", + " return word_to_ix[w]\n", + " else:\n", + " return 0\n", + "\n", + "tokenized_corpus = []\n", + "\n", + "for word in tqdm(corpus):\n", + " tokenized_corpus.append(tokenize(word))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create n-grams" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "tokenized_training_corpus = []\n", + "ngrams = list(nltk.ngrams(tokenized_corpus, n=7))\n", + "np.random.shuffle(ngrams)\n", + "ngrams = ngrams[:100_000]\n", + "ngrams_tensor = torch.tensor(ngrams, dtype=torch.long, device=device)\n", + "\n", + "indices = torch.any(ngrams_tensor == 0, dim=1)\n", + "ngrams_tensor = ngrams_tensor[~indices]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "target_tensor = ngrams_tensor[:, 3].reshape(-1, 1).to(device)\n", + "input_tensor = torch.cat((ngrams_tensor[:, :3], ngrams_tensor[:, 4:]), dim=1).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "batched_input_tensor = torch.split(input_tensor, 512)\n", + "batched_target_tensor = torch.split(target_tensor, 512)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define the trigram neural network model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "class TrigramNN(nn.Module):\n", + " def __init__(self, vocab_size, embedding_dim, hidden_dim, output_size):\n", + " super(TrigramNN, self).__init__()\n", + " self.embedding = nn.Embedding(vocab_size, 50)\n", + " self.linear1 = nn.Linear(50 * 6, output_size)\n", + " \n", + " def forward(self, inputs):\n", + " out = self.embedding(inputs)\n", + " out = out.view(inputs.size(0), -1)\n", + " out = self.linear1(out)\n", + " out = torch.softmax(out, dim=1)\n", + " return out" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define training parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 512\n", + "vocab_size = len(word_to_ix) + 1\n", + "embedding_dim = 10\n", + "hidden_dim = 64\n", + "output_size = vocab_size\n", + "learning_rate = 0.005\n", + "epochs = 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialize the model, loss function, and optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "model = TrigramNN(vocab_size, embedding_dim, hidden_dim, output_size)\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.SGD(model.parameters(), lr=learning_rate)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training loop" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/164 [00:00'\n", + " return word_to_ix.inverse[idx]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## test the model" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def predict(left_context, right_context):\n", + " with torch.no_grad():\n", + " context = left_context + right_context\n", + " test_context_idxs = torch.tensor([[tokenize(x) for x in context]], device=device)\n", + " output = model(test_context_idxs)\n", + " top_predicted_scores, top_predicted_indices = torch.topk(output, 5)\n", + " predictions = list(zip(top_predicted_scores[0], top_predicted_indices[0]))\n", + " predictions = [(round(float(score), 2), idx_to_word(idx)) for score, idx in predictions]\n", + " total_score = np.sum([score for score, _ in predictions])\n", + " predictions = ' '.join([f\"{word}:{round(score/total_score, 2)}\" for score, word in predictions]) + ' :0.01'\n", + " return predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AmiTlceaa.:nan Allentown.:nan thereuntoi:nan Jugo-Slav:nan Sallie,:nan :0.01\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Marcin\\AppData\\Local\\Temp\\ipykernel_36872\\3389363719.py:10: RuntimeWarning: invalid value encountered in scalar divide\n", + " predictions = ' '.join([f\"{word}:{round(score/total_score, 2)}\" for score, word in predictions]) + ' :0.01'\n" + ] + } + ], + "source": [ + "test_context = [\"came\", \"fiom\", \"the\", \"place\", \"to\", \"this\"]\n", + "print(predict(test_context[:3], test_context[3:]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate result for dev dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_dir = os.path.join('..', 'dev-0', 'in.tsv.xz')\n", + "output_dir = os.path.join('..', 'dev-0', 'out.tsv')\n", + "\n", + "df = pd.read_csv(dataset_dir, sep='\\t', header=None, names=['FileId', 'Year', 'LeftContext', 'RightContext'], quoting=csv.QUOTE_NONE)\n", + "df = df.replace(r'\\\\r+|\\\\n+|\\\\t+', ' ', regex=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "final = \"\"\n", + "\n", + "for i, (_, row) in tqdm(enumerate(df.iterrows()), total=len(df)):\n", + " left_context = re.split(r\"\\s+\", row['LeftContext'].strip())[-3:]\n", + " right_context = re.split(r\"\\s+\", row['RightContext'].strip())[:3]\n", + "\n", + " final += predict(left_context, right_context) + '\\n'\n", + "\n", + "with open(output_dir, 'w', encoding=\"UTF-8\") as f:\n", + " f.write(final)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "p311-cu121", + "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": "3.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}