From 1d21c2a361349515fbc7831939e14089aa380bb7 Mon Sep 17 00:00:00 2001 From: alesad7 Date: Mon, 6 Jun 2022 11:25:46 +0200 Subject: [PATCH] ensemble lstm --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.ipynb | 805 +- run.py | 805 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 4 files changed, 19177 insertions(+), 18299 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index bb703c7..994806c 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:-11.901514053344727 a:-12.533416748046875 such:-12.754185676574707 and:-13.087930679321289 of:-13.174083709716797 feet:-13.2565279006958 foot:-13.293561935424805 to:-13.40099811553955 in:-13.50289249420166 or:-13.673089981079102 for:-13.70649242401123 that:-13.770051956176758 :-0.004364805402450088 -power:-6.236893653869629 own:-6.391368389129639 strength:-6.59323787689209 progress:-6.647473335266113 men:-6.659344673156738 stock:-6.726650714874268 appearance:-6.790628910064697 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per:0.002987888641655445 h:0.001339572947472334 d:0.0021216897293925285 f:0.0013684999430552125 r:0.0014182068407535553 days:0.0012711529852822423 10:0.0013635234208777547 oclock:0.001975801307708025 dollars:0.001367806689813733 cents:0.0015090405941009521 :0.9240925593767315 diff --git a/run.ipynb b/run.ipynb index 0519940..397b7e0 100644 --- a/run.ipynb +++ b/run.ipynb @@ -2,253 +2,692 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "id": "1da94494-ccbd-4f3c-9ca0-2241cfd9d361", + "execution_count": 1, + "id": "46fe9a72-d787-46ab-a9df-c6732c173a26", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import regex as re\n", + "import csv\n", + "import torch\n", + "from torch import nn\n", + "from gensim.models import Word2Vec\n", + "from nltk.tokenize import word_tokenize" + ] }, { "cell_type": "code", "execution_count": 2, - "id": "2f51e23a-93a0-4bf6-9c87-19da220e11bd", + "id": "6fd72918-57e4-44f2-a0e1-a71f322df5f7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting english_words\n", - " Downloading english-words-1.1.0.tar.gz (1.1 MB)\n", - "\u001b[K |████████████████████████████████| 1.1 MB 1.5 MB/s eta 0:00:01\n", - "\u001b[?25hBuilding wheels for collected packages: english-words\n", - " Building wheel for english-words (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for english-words: filename=english_words-1.1.0-py3-none-any.whl size=1106680 sha256=ddaf5f4288a2022c2ce712aad0ba022e7b25d4d7e73c5637d6154abc5a899662\n", - " Stored in directory: /home/asadursk/.cache/pip/wheels/0e/24/52/b4989db82a438482aa65b3c6c0537e988fd40546b792747b1a\n", - "Successfully built english-words\n", - "Installing collected packages: english-words\n", - "Successfully installed english-words-1.1.0\n" - ] - } - ], + "outputs": [], "source": [ - "!pip install english_words" + "def clean_text(text):\n", + " text = text.lower().replace('-\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n', '').replace('\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n', ' ')\n", + " text = re.sub(r'\\p{P}', '', text)\n", + " text = text.replace(\"'t\", \" not\").replace(\"'s\", \" is\").replace(\"'ll\", \" will\").replace(\"'m\", \" am\").replace(\"'ve\", \" have\")\n", + "\n", + " return text" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "87dc8a73-f089-4551-b0f0-dedefd0b5a05", + "metadata": {}, + "outputs": [], + "source": [ + "train_data = pd.read_csv('train/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n", + "train_labels = pd.read_csv('train/expected.tsv', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n", + "\n", + "train_data = train_data[[6, 7]]\n", + "train_data = pd.concat([train_data, train_labels], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1d9244d4-1dd7-4c02-8e22-6ea5feee9b26", + "metadata": {}, + "outputs": [], + "source": [ + "class TrainCorpus:\n", + " def __init__(self, data):\n", + " self.data = data\n", + " \n", + " def __iter__(self):\n", + " for _, row in self.data.iterrows():\n", + " text = str(row[6]) + str(row[0]) + str(row[7])\n", + " text = clean_text(text)\n", + " yield word_tokenize(text)" ] }, { "cell_type": "code", "execution_count": 5, - "id": "d99975a7-aebe-4e26-b330-4be7f32204c5", + "id": "5b6f017b-990f-42e2-8ef5-ce40824ace61", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Collecting pypi-kenlm\n", - " Downloading pypi-kenlm-0.1.20210121.tar.gz (253 kB)\n", - "\u001b[K |████████████████████████████████| 253 kB 1.6 MB/s eta 0:00:01\n", - "\u001b[?25hBuilding wheels for collected packages: pypi-kenlm\n", - " Building wheel for pypi-kenlm (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for pypi-kenlm: filename=pypi_kenlm-0.1.20210121-cp39-cp39-linux_x86_64.whl size=311921 sha256=2fcde1a0b569c5d5aef6c61014559b38efc45ed4ae90357c1219816d9a5bbe9b\n", - " Stored in directory: /home/asadursk/.cache/pip/wheels/14/f0/7a/97db71356d1dc1b0c14bf48e0d01e5561d5d67ba869e4406d0\n", - "Successfully built pypi-kenlm\n", - "Installing collected packages: pypi-kenlm\n", - "Successfully installed pypi-kenlm-0.1.20210121\n" + "81477\n" ] } ], "source": [ - "!python -m pip install pypi-kenlm" + "train_sentences = TrainCorpus(train_data.head(80000))\n", + "w2v_model = Word2Vec(vector_size=100, min_count=10)\n", + "w2v_model.build_vocab(corpus_iterable=train_sentences)\n", + "\n", + "key_to_index = w2v_model.wv.key_to_index\n", + "index_to_key = w2v_model.wv.index_to_key\n", + "\n", + "index_to_key.append('')\n", + "key_to_index[''] = len(index_to_key) - 1\n", + "\n", + "vocab_size = len(index_to_key)\n", + "print(vocab_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "516767c7-ce51-4483-b99f-675cfd4fe99d", + "metadata": {}, + "outputs": [], + "source": [ + "class TrainDataset(torch.utils.data.IterableDataset):\n", + " def __init__(self, data, index_to_key, key_to_index, reversed=False):\n", + " self.reversed = reversed\n", + " self.data = data\n", + " self.index_to_key = index_to_key\n", + " self.key_to_index = key_to_index\n", + " self.vocab_size = len(key_to_index)\n", + "\n", + " def __iter__(self):\n", + " for _, row in self.data.iterrows():\n", + " text = str(row[6]) + str(row[0]) + str(row[7])\n", + " text = clean_text(text)\n", + " tokens = word_tokenize(text)\n", + " if self.reversed:\n", + " tokens = list(reversed(tokens))\n", + " for i in range(5, len(tokens), 1):\n", + " input_context = tokens[i-5:i]\n", + " target_context = tokens[i-4:i+1]\n", + " \n", + " input_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index[''] for word in input_context]\n", + " target_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index[''] for word in target_context]\n", + " \n", + " yield np.asarray(input_embed, dtype=np.int64), np.asarray(target_embed, dtype=np.int64)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "678d0388-a2b2-44ca-b686-dc133a0d16e5", + "metadata": {}, + "outputs": [], + "source": [ + "class Model(nn.Module):\n", + " def __init__(self, embed_size, vocab_size):\n", + " super(Model, self).__init__()\n", + " self.embed_size = embed_size\n", + " self.vocab_size = vocab_size\n", + " self.lstm_size = 128\n", + " self.num_layers = 2\n", + " \n", + " self.embed = nn.Embedding(num_embeddings=vocab_size, embedding_dim=self.embed_size)\n", + " self.lstm = nn.LSTM(input_size=self.embed_size, hidden_size=self.lstm_size, num_layers=self.num_layers, dropout=0.2)\n", + " self.fc = nn.Linear(self.lstm_size, vocab_size)\n", + "\n", + " def forward(self, x, prev_state = None):\n", + " embed = self.embed(x)\n", + " output, state = self.lstm(embed, prev_state)\n", + " logits = self.fc(output)\n", + " probs = torch.softmax(logits, dim=1)\n", + " return logits, state\n", + "\n", + " def init_state(self, sequence_length):\n", + " zeros = torch.zeros(self.num_layers, sequence_length, self.gru_size).to(device)\n", + " return (zeros, zeros)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "487df613-15cd-450e-a8b2-7e7cd879f8f7", + "metadata": {}, + "outputs": [], + "source": [ + "from torch.utils.data import DataLoader\n", + "from torch.optim import Adam\n", + "\n", + "def train(dataset, model, max_epochs, batch_size):\n", + " model.train()\n", + "\n", + " dataloader = DataLoader(dataset, batch_size=batch_size)\n", + " criterion = nn.CrossEntropyLoss()\n", + " optimizer = Adam(model.parameters(), lr=0.001)\n", + "\n", + " for epoch in range(max_epochs):\n", + " for batch, (x, y) in enumerate(dataloader):\n", + " optimizer.zero_grad()\n", + " \n", + " x = x.to(device)\n", + " y = y.to(device)\n", + " \n", + " y_pred, (state_h, state_c) = model(x)\n", + " loss = criterion(y_pred.transpose(1, 2), y)\n", + "\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if batch % 100 == 0:\n", + " print(f'epoch: {epoch}, update in batch {batch}/???, loss: {loss.item()}')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "79df35ad-cb19-4867-869c-b651455580ae", + "metadata": {}, + "outputs": [], + "source": [ + "torch.cuda.empty_cache()\n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e4654fd0-6c0a-47e3-b623-73c7c04ea194", + "metadata": {}, + "outputs": [], + "source": [ + "train_dataset_front = TrainDataset(train_data.head(8000), index_to_key, key_to_index, False)" ] }, { "cell_type": "code", "execution_count": 27, - "id": "84560801-85f1-409b-a9c8-c209928276cc", + "id": "7b5f09f5-88c4-44d4-ab8a-aa62ec8f70d5", "metadata": {}, "outputs": [], "source": [ - "from collections import defaultdict, Counter\n", - "from nltk import trigrams, word_tokenize\n", - "from english_words import english_words_alpha_set\n", - "import csv\n", - "import regex as re\n", - "import pandas as pd\n", - "import kenlm\n", - "from math import log10" + "model_front = Model(100, vocab_size).to(device)" ] }, { "cell_type": "code", - "execution_count": 29, - "id": "7a39272c-7929-42d8-98ba-8304570439af", - "metadata": {}, - "outputs": [], - "source": [ - "def preprocess(row):\n", - " return re.sub(r'\\p{P}', '', row.lower().replace('-\\\\\\\\n', '').replace('\\\\\\\\n', ' '))" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "2a330ad2-9b88-4fdd-bc04-635b5cb42c0d", - "metadata": {}, - "outputs": [], - "source": [ - "def kenlm_model():\n", - " with open(\"train_file.txt\", \"w+\") as f:\n", - " for text in X_train:\n", - " f.write(str(text) + \"\\n\")\n", - "\n", - " #%%\n", - " KENLM_BUILD_PATH='/home/asadursk/kenlm/build'\n", - " !$KENLM_BUILD_PATH/bin/lmplz -o 4 < train_file.txt > model.arpa\n", - " !$KENLM_BUILD_PATH/bin/build_binary model.arpa model.binary\n", - " !rm train_file.txt\n", - " \n", - " model = kenlm.Model(\"model.binary\")\n", - " return model" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "e848ba36-f4eb-4bd6-9b19-fffea177bfa1", - "metadata": {}, - "outputs": [], - "source": [ - "def predict_word(w1, w3):\n", - " best_scores = []\n", - " for word in english_words_alpha_set:\n", - " text = ' '.join([w1, word, w3])\n", - " text_score = model.score(text, bos=False, eos=False)\n", - " if len(best_scores) < 12:\n", - " best_scores.append((word, text_score))\n", - " else:\n", - " is_better = False\n", - " worst_score = None\n", - " for score in best_scores:\n", - " if not worst_score:\n", - " worst_score = score\n", - " else:\n", - " if worst_score[1] > score[1]:\n", - " worst_score = score\n", - " if worst_score[1] < text_score:\n", - " best_scores.remove(worst_score)\n", - " best_scores.append((word, text_score))\n", - " probs = sorted(best_scores, key=lambda tup: tup[1], reverse=True)\n", - " pred_str = ''\n", - " for word, prob in probs:\n", - " pred_str += f'{word}:{prob} '\n", - " pred_str += f':{log10(0.99)}'\n", - " return pred_str" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "6babeba5-af91-4e9c-a235-781525594f45", - "metadata": {}, - "outputs": [], - "source": [ - "def word_gap_prediction(file, model):\n", - " X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE, on_bad_lines=\"skip\")\n", - " with open(f'{file}/out.tsv', 'w', encoding='utf-8') as output_file:\n", - " for _, row in X_test.iterrows():\n", - " before, after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7])))\n", - " if len(before) < 2 or len(after) < 2:\n", - " output = 'to:0.015 be:0.015 the:0.015 not:0.01 and:0.02 a:0.02 :0.9'\n", - " else:\n", - " output = predict_word(before[-1], after[0])\n", - " output_file.write(output + '\\n')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "8df4a04c-ae0d-46d7-8b76-1bcf6b424d7a", + "execution_count": 21, + "id": "7e886972-4994-4bbd-aca8-2ab685c7b8db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "=== 1/5 Counting and sorting n-grams ===\n", - "Reading /home/asadursk/challenging-america-word-gap-prediction-kenlm/train_file.txt\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "Unigram tokens 2787545 types 548500\n", - "=== 2/5 Calculating and sorting adjusted counts ===\n", - "Chain sizes: 1:6582000 2:865198656 3:1622247552 4:2595596032\n", - "Statistics:\n", - "1 548500 D1=0.85065 D2=1.01013 D3+=1.14959\n", - "2 1743634 D1=0.900957 D2=1.09827 D3+=1.20014\n", - "3 2511917 D1=0.957313 D2=1.22283 D3+=1.33724\n", - "4 2719775 D1=0.982576 D2=1.4205 D3+=1.65074\n", - "Memory estimate for binary LM:\n", - "type MB\n", - "probing 157 assuming -p 1.5\n", - "probing 184 assuming -r models -p 1.5\n", - "trie 82 without quantization\n", - "trie 51 assuming -q 8 -b 8 quantization \n", - "trie 74 assuming -a 22 array pointer compression\n", - "trie 43 assuming -a 22 -q 8 -b 8 array pointer compression and quantization\n", - "=== 3/5 Calculating and sorting initial probabilities ===\n", - "Chain sizes: 1:6582000 2:27898144 3:50238340 4:65274600\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "####################################################################################################\n", - "=== 4/5 Calculating and writing order-interpolated probabilities ===\n", - "Chain sizes: 1:6582000 2:27898144 3:50238340 4:65274600\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "####################################################################################################\n", - "=== 5/5 Writing ARPA model ===\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "Name:lmplz\tVmPeak:5126188 kB\tVmRSS:54384 kB\tRSSMax:1084112 kB\tuser:9.18382\tsys:2.72419\tCPU:11.9081\treal:9.09119\n", - "Reading model.arpa\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "SUCCESS\n" + "epoch: 0, update in batch 0/???, loss: 11.315739631652832\n", + "epoch: 0, update in batch 100/???, loss: 8.016324996948242\n", + "epoch: 0, update in batch 200/???, loss: 7.45602560043335\n", + "epoch: 0, update in batch 300/???, loss: 6.306332588195801\n", + "epoch: 0, update in batch 400/???, loss: 8.629552841186523\n", + "epoch: 0, update in batch 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batch 32900/???, loss: 6.290024757385254\n", + "epoch: 0, update in batch 33000/???, loss: 7.101686000823975\n", + "epoch: 0, update in batch 33100/???, loss: 6.590539455413818\n", + "epoch: 0, update in batch 33200/???, loss: 6.944089412689209\n", + "epoch: 0, update in batch 33300/???, loss: 6.6709442138671875\n", + "epoch: 0, update in batch 33400/???, loss: 7.119935035705566\n", + "epoch: 0, update in batch 33500/???, loss: 6.845646858215332\n", + "epoch: 0, update in batch 33600/???, loss: 6.941410064697266\n", + "epoch: 0, update in batch 33700/???, loss: 6.341822624206543\n", + "epoch: 0, update in batch 33800/???, loss: 6.98660945892334\n", + "epoch: 0, update in batch 33900/???, loss: 7.544371128082275\n", + "epoch: 0, update in batch 34000/???, loss: 6.844598293304443\n", + "epoch: 0, update in batch 34100/???, loss: 6.958268642425537\n", + "epoch: 0, update in batch 34200/???, loss: 6.6372880935668945\n" ] } ], "source": [ - "X_train = pd.read_csv('train/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, on_bad_lines=\"skip\")\n", - "Y_train = pd.read_csv('train/expected.tsv', sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, on_bad_lines=\"skip\")\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", - "\n", - "model = kenlm_model()" + "train(train_dataset_front, model_front, 1, 64)" ] }, { "cell_type": "code", - "execution_count": 34, - "id": "5f9b4351-54b6-42de-8653-597b17c42766", + "execution_count": 22, + "id": "f0512b6e-098d-4264-b52e-1d9ce88311f0", "metadata": {}, "outputs": [], "source": [ - "word_gap_prediction(\"dev-0/\", model)" + "def predict_probs(left_tokens, right_tokens):\n", + " model_front.eval()\n", + "\n", + " x_left = torch.tensor([[train_dataset_front.key_to_index[w] if w in key_to_index else train_dataset_front.key_to_index[''] for w in left_tokens]]).to(device)\n", + " x_right = torch.tensor([[train_dataset_front.key_to_index[w] if w in key_to_index else train_dataset_front.key_to_index[''] for w in right_tokens]]).to(device)\n", + " y_pred_left, (state_h_left, state_c_left) = model_front(x_left)\n", + " y_pred_right, (state_h_right, state_c_right) = model_back(x_right)\n", + "\n", + " last_word_logits_left = y_pred_left[0][-1]\n", + " last_word_logits_right = y_pred_right[0][-1]\n", + " probs_left = torch.nn.functional.softmax(last_word_logits_left, dim=0).detach().cpu().numpy()\n", + " probs_right = torch.nn.functional.softmax(last_word_logits_right, dim=0).detach().cpu().numpy()\n", + " \n", + " probs = [np.mean(k) for k in zip(probs_left, probs_right)]\n", + " \n", + " top_words = []\n", + " for index in range(len(probs)):\n", + " if len(top_words) < 30:\n", + " top_words.append((probs[index], [index]))\n", + " else:\n", + " worst_word = None\n", + " for word in top_words:\n", + " if not worst_word:\n", + " worst_word = word\n", + " else:\n", + " if word[0] < worst_word[0]:\n", + " worst_word = word\n", + " if worst_word[0] < probs[index] and index != len(probs) - 1:\n", + " top_words.remove(worst_word)\n", + " top_words.append((probs[index], [index]))\n", + " \n", + " prediction = ''\n", + " sum_prob = 0.0\n", + " for word in top_words:\n", + " sum_prob += word[0]\n", + " word_index = word[0]\n", + " word_text = index_to_key[word[1][0]]\n", + " prediction += f'{word_text}:{word_index} '\n", + " prediction += f':{1 - sum_prob}'\n", + " \n", + " return prediction" ] }, { "cell_type": "code", - "execution_count": 35, - "id": "71076162-473b-40f2-93ab-0536a2172780", + "execution_count": 23, + "id": "90938496-416a-4618-bf88-eddb3cc6e8da", "metadata": {}, "outputs": [], "source": [ - "word_gap_prediction(\"test-A/\", model)" + "dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n", + "test_data = pd.read_csv('test-A/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a0d4bd42-0499-46af-ab0e-5dd23dacf47a", + "metadata": {}, + "outputs": [], + "source": [ + "with open('dev-0/out.tsv', 'w') as file:\n", + " for index, row in dev_data.iterrows():\n", + " left_text = clean_text(str(row[6]))\n", + " right_text = clean_text(str(row[7]))\n", + " left_words = word_tokenize(left_text)\n", + " right_words = word_tokenize(right_text)\n", + " right_words.reverse()\n", + " if len(left_words) < 6 or len(right_words) < 6:\n", + " prediction = ':1.0'\n", + " else:\n", + " prediction = predict_probs(left_words[-5:], right_words[-5:])\n", + " file.write(prediction + '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "819be88f-6336-4853-8015-33c9f3392aa4", + "metadata": {}, + "outputs": [], + "source": [ + "with open('test-A/out.tsv', 'w') as file:\n", + " for index, row in test_data.iterrows():\n", + " left_text = clean_text(str(row[6]))\n", + " right_text = clean_text(str(row[7]))\n", + " left_words = word_tokenize(left_text)\n", + " right_words = word_tokenize(right_text)\n", + " right_words.reverse()\n", + " if len(left_words) < 6 or len(right_words) < 6:\n", + " prediction = ':1.0'\n", + " else:\n", + " prediction = predict_probs(left_words[-5:], right_words[-5:])\n", + " file.write(prediction + '\\n')" ] }, { "cell_type": "code", "execution_count": null, - "id": "2481727e-94b5-49a0-9c21-0e105af6ef5b", + "id": "8de69da7-999e-4653-8308-b9d7e6fe24c1", "metadata": {}, "outputs": [], "source": [] diff --git a/run.py b/run.py index 0519940..397b7e0 100644 --- a/run.py +++ b/run.py @@ -2,253 +2,692 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "id": "1da94494-ccbd-4f3c-9ca0-2241cfd9d361", + "execution_count": 1, + "id": "46fe9a72-d787-46ab-a9df-c6732c173a26", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import regex as re\n", + "import csv\n", + "import torch\n", + "from torch import nn\n", + "from gensim.models import Word2Vec\n", + "from nltk.tokenize import word_tokenize" + ] }, { "cell_type": "code", "execution_count": 2, - "id": "2f51e23a-93a0-4bf6-9c87-19da220e11bd", + "id": "6fd72918-57e4-44f2-a0e1-a71f322df5f7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting english_words\n", - " Downloading english-words-1.1.0.tar.gz (1.1 MB)\n", - "\u001b[K |████████████████████████████████| 1.1 MB 1.5 MB/s eta 0:00:01\n", - "\u001b[?25hBuilding wheels for collected packages: english-words\n", - " Building wheel for english-words (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for english-words: filename=english_words-1.1.0-py3-none-any.whl size=1106680 sha256=ddaf5f4288a2022c2ce712aad0ba022e7b25d4d7e73c5637d6154abc5a899662\n", - " Stored in directory: /home/asadursk/.cache/pip/wheels/0e/24/52/b4989db82a438482aa65b3c6c0537e988fd40546b792747b1a\n", - "Successfully built english-words\n", - "Installing collected packages: english-words\n", - "Successfully installed english-words-1.1.0\n" - ] - } - ], + "outputs": [], "source": [ - "!pip install english_words" + "def clean_text(text):\n", + " text = text.lower().replace('-\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n', '').replace('\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n', ' ')\n", + " text = re.sub(r'\\p{P}', '', text)\n", + " text = text.replace(\"'t\", \" not\").replace(\"'s\", \" is\").replace(\"'ll\", \" will\").replace(\"'m\", \" am\").replace(\"'ve\", \" have\")\n", + "\n", + " return text" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "87dc8a73-f089-4551-b0f0-dedefd0b5a05", + "metadata": {}, + "outputs": [], + "source": [ + "train_data = pd.read_csv('train/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n", + "train_labels = pd.read_csv('train/expected.tsv', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n", + "\n", + "train_data = train_data[[6, 7]]\n", + "train_data = pd.concat([train_data, train_labels], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1d9244d4-1dd7-4c02-8e22-6ea5feee9b26", + "metadata": {}, + "outputs": [], + "source": [ + "class TrainCorpus:\n", + " def __init__(self, data):\n", + " self.data = data\n", + " \n", + " def __iter__(self):\n", + " for _, row in self.data.iterrows():\n", + " text = str(row[6]) + str(row[0]) + str(row[7])\n", + " text = clean_text(text)\n", + " yield word_tokenize(text)" ] }, { "cell_type": "code", "execution_count": 5, - "id": "d99975a7-aebe-4e26-b330-4be7f32204c5", + "id": "5b6f017b-990f-42e2-8ef5-ce40824ace61", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Collecting pypi-kenlm\n", - " Downloading pypi-kenlm-0.1.20210121.tar.gz (253 kB)\n", - "\u001b[K |████████████████████████████████| 253 kB 1.6 MB/s eta 0:00:01\n", - "\u001b[?25hBuilding wheels for collected packages: pypi-kenlm\n", - " Building wheel for pypi-kenlm (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for pypi-kenlm: filename=pypi_kenlm-0.1.20210121-cp39-cp39-linux_x86_64.whl size=311921 sha256=2fcde1a0b569c5d5aef6c61014559b38efc45ed4ae90357c1219816d9a5bbe9b\n", - " Stored in directory: /home/asadursk/.cache/pip/wheels/14/f0/7a/97db71356d1dc1b0c14bf48e0d01e5561d5d67ba869e4406d0\n", - "Successfully built pypi-kenlm\n", - "Installing collected packages: pypi-kenlm\n", - "Successfully installed pypi-kenlm-0.1.20210121\n" + "81477\n" ] } ], "source": [ - "!python -m pip install pypi-kenlm" + "train_sentences = TrainCorpus(train_data.head(80000))\n", + "w2v_model = Word2Vec(vector_size=100, min_count=10)\n", + "w2v_model.build_vocab(corpus_iterable=train_sentences)\n", + "\n", + "key_to_index = w2v_model.wv.key_to_index\n", + "index_to_key = w2v_model.wv.index_to_key\n", + "\n", + "index_to_key.append('')\n", + "key_to_index[''] = len(index_to_key) - 1\n", + "\n", + "vocab_size = len(index_to_key)\n", + "print(vocab_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "516767c7-ce51-4483-b99f-675cfd4fe99d", + "metadata": {}, + "outputs": [], + "source": [ + "class TrainDataset(torch.utils.data.IterableDataset):\n", + " def __init__(self, data, index_to_key, key_to_index, reversed=False):\n", + " self.reversed = reversed\n", + " self.data = data\n", + " self.index_to_key = index_to_key\n", + " self.key_to_index = key_to_index\n", + " self.vocab_size = len(key_to_index)\n", + "\n", + " def __iter__(self):\n", + " for _, row in self.data.iterrows():\n", + " text = str(row[6]) + str(row[0]) + str(row[7])\n", + " text = clean_text(text)\n", + " tokens = word_tokenize(text)\n", + " if self.reversed:\n", + " tokens = list(reversed(tokens))\n", + " for i in range(5, len(tokens), 1):\n", + " input_context = tokens[i-5:i]\n", + " target_context = tokens[i-4:i+1]\n", + " \n", + " input_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index[''] for word in input_context]\n", + " target_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index[''] for word in target_context]\n", + " \n", + " yield np.asarray(input_embed, dtype=np.int64), np.asarray(target_embed, dtype=np.int64)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "678d0388-a2b2-44ca-b686-dc133a0d16e5", + "metadata": {}, + "outputs": [], + "source": [ + "class Model(nn.Module):\n", + " def __init__(self, embed_size, vocab_size):\n", + " super(Model, self).__init__()\n", + " self.embed_size = embed_size\n", + " self.vocab_size = vocab_size\n", + " self.lstm_size = 128\n", + " self.num_layers = 2\n", + " \n", + " self.embed = nn.Embedding(num_embeddings=vocab_size, embedding_dim=self.embed_size)\n", + " self.lstm = nn.LSTM(input_size=self.embed_size, hidden_size=self.lstm_size, num_layers=self.num_layers, dropout=0.2)\n", + " self.fc = nn.Linear(self.lstm_size, vocab_size)\n", + "\n", + " def forward(self, x, prev_state = None):\n", + " embed = self.embed(x)\n", + " output, state = self.lstm(embed, prev_state)\n", + " logits = self.fc(output)\n", + " probs = torch.softmax(logits, dim=1)\n", + " return logits, state\n", + "\n", + " def init_state(self, sequence_length):\n", + " zeros = torch.zeros(self.num_layers, sequence_length, self.gru_size).to(device)\n", + " return (zeros, zeros)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "487df613-15cd-450e-a8b2-7e7cd879f8f7", + "metadata": {}, + "outputs": [], + "source": [ + "from torch.utils.data import DataLoader\n", + "from torch.optim import Adam\n", + "\n", + "def train(dataset, model, max_epochs, batch_size):\n", + " model.train()\n", + "\n", + " dataloader = DataLoader(dataset, batch_size=batch_size)\n", + " criterion = nn.CrossEntropyLoss()\n", + " optimizer = Adam(model.parameters(), lr=0.001)\n", + "\n", + " for epoch in range(max_epochs):\n", + " for batch, (x, y) in enumerate(dataloader):\n", + " optimizer.zero_grad()\n", + " \n", + " x = x.to(device)\n", + " y = y.to(device)\n", + " \n", + " y_pred, (state_h, state_c) = model(x)\n", + " loss = criterion(y_pred.transpose(1, 2), y)\n", + "\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if batch % 100 == 0:\n", + " print(f'epoch: {epoch}, update in batch {batch}/???, loss: {loss.item()}')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "79df35ad-cb19-4867-869c-b651455580ae", + "metadata": {}, + "outputs": [], + "source": [ + "torch.cuda.empty_cache()\n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e4654fd0-6c0a-47e3-b623-73c7c04ea194", + "metadata": {}, + "outputs": [], + "source": [ + "train_dataset_front = TrainDataset(train_data.head(8000), index_to_key, key_to_index, False)" ] }, { "cell_type": "code", "execution_count": 27, - "id": "84560801-85f1-409b-a9c8-c209928276cc", + "id": "7b5f09f5-88c4-44d4-ab8a-aa62ec8f70d5", "metadata": {}, "outputs": [], "source": [ - "from collections import defaultdict, Counter\n", - "from nltk import trigrams, word_tokenize\n", - "from english_words import english_words_alpha_set\n", - "import csv\n", - "import regex as re\n", - "import pandas as pd\n", - "import kenlm\n", - "from math import log10" + "model_front = Model(100, vocab_size).to(device)" ] }, { "cell_type": "code", - "execution_count": 29, - "id": "7a39272c-7929-42d8-98ba-8304570439af", - "metadata": {}, - "outputs": [], - "source": [ - "def preprocess(row):\n", - " return re.sub(r'\\p{P}', '', row.lower().replace('-\\\\\\\\n', '').replace('\\\\\\\\n', ' '))" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "2a330ad2-9b88-4fdd-bc04-635b5cb42c0d", - "metadata": {}, - "outputs": [], - "source": [ - "def kenlm_model():\n", - " with open(\"train_file.txt\", \"w+\") as f:\n", - " for text in X_train:\n", - " f.write(str(text) + \"\\n\")\n", - "\n", - " #%%\n", - " KENLM_BUILD_PATH='/home/asadursk/kenlm/build'\n", - " !$KENLM_BUILD_PATH/bin/lmplz -o 4 < train_file.txt > model.arpa\n", - " !$KENLM_BUILD_PATH/bin/build_binary model.arpa model.binary\n", - " !rm train_file.txt\n", - " \n", - " model = kenlm.Model(\"model.binary\")\n", - " return model" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "e848ba36-f4eb-4bd6-9b19-fffea177bfa1", - "metadata": {}, - "outputs": [], - "source": [ - "def predict_word(w1, w3):\n", - " best_scores = []\n", - " for word in english_words_alpha_set:\n", - " text = ' '.join([w1, word, w3])\n", - " text_score = model.score(text, bos=False, eos=False)\n", - " if len(best_scores) < 12:\n", - " best_scores.append((word, text_score))\n", - " else:\n", - " is_better = False\n", - " worst_score = None\n", - " for score in best_scores:\n", - " if not worst_score:\n", - " worst_score = score\n", - " else:\n", - " if worst_score[1] > score[1]:\n", - " worst_score = score\n", - " if worst_score[1] < text_score:\n", - " best_scores.remove(worst_score)\n", - " best_scores.append((word, text_score))\n", - " probs = sorted(best_scores, key=lambda tup: tup[1], reverse=True)\n", - " pred_str = ''\n", - " for word, prob in probs:\n", - " pred_str += f'{word}:{prob} '\n", - " pred_str += f':{log10(0.99)}'\n", - " return pred_str" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "6babeba5-af91-4e9c-a235-781525594f45", - "metadata": {}, - "outputs": [], - "source": [ - "def word_gap_prediction(file, model):\n", - " X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE, on_bad_lines=\"skip\")\n", - " with open(f'{file}/out.tsv', 'w', encoding='utf-8') as output_file:\n", - " for _, row in X_test.iterrows():\n", - " before, after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7])))\n", - " if len(before) < 2 or len(after) < 2:\n", - " output = 'to:0.015 be:0.015 the:0.015 not:0.01 and:0.02 a:0.02 :0.9'\n", - " else:\n", - " output = predict_word(before[-1], after[0])\n", - " output_file.write(output + '\\n')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "8df4a04c-ae0d-46d7-8b76-1bcf6b424d7a", + "execution_count": 21, + "id": "7e886972-4994-4bbd-aca8-2ab685c7b8db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "=== 1/5 Counting and sorting n-grams ===\n", - "Reading /home/asadursk/challenging-america-word-gap-prediction-kenlm/train_file.txt\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "Unigram tokens 2787545 types 548500\n", - "=== 2/5 Calculating and sorting adjusted counts ===\n", - "Chain sizes: 1:6582000 2:865198656 3:1622247552 4:2595596032\n", - "Statistics:\n", - "1 548500 D1=0.85065 D2=1.01013 D3+=1.14959\n", - "2 1743634 D1=0.900957 D2=1.09827 D3+=1.20014\n", - "3 2511917 D1=0.957313 D2=1.22283 D3+=1.33724\n", - "4 2719775 D1=0.982576 D2=1.4205 D3+=1.65074\n", - "Memory estimate for binary LM:\n", - "type MB\n", - "probing 157 assuming -p 1.5\n", - "probing 184 assuming -r models -p 1.5\n", - "trie 82 without quantization\n", - "trie 51 assuming -q 8 -b 8 quantization \n", - "trie 74 assuming -a 22 array pointer compression\n", - "trie 43 assuming -a 22 -q 8 -b 8 array pointer compression and quantization\n", - "=== 3/5 Calculating and sorting initial probabilities ===\n", - "Chain sizes: 1:6582000 2:27898144 3:50238340 4:65274600\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "####################################################################################################\n", - "=== 4/5 Calculating and writing order-interpolated probabilities ===\n", - "Chain sizes: 1:6582000 2:27898144 3:50238340 4:65274600\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "####################################################################################################\n", - "=== 5/5 Writing ARPA model ===\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "Name:lmplz\tVmPeak:5126188 kB\tVmRSS:54384 kB\tRSSMax:1084112 kB\tuser:9.18382\tsys:2.72419\tCPU:11.9081\treal:9.09119\n", - "Reading model.arpa\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "SUCCESS\n" + "epoch: 0, update in batch 0/???, loss: 11.315739631652832\n", + "epoch: 0, update in batch 100/???, loss: 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batch 34000/???, loss: 6.844598293304443\n", + "epoch: 0, update in batch 34100/???, loss: 6.958268642425537\n", + "epoch: 0, update in batch 34200/???, loss: 6.6372880935668945\n" ] } ], "source": [ - "X_train = pd.read_csv('train/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, on_bad_lines=\"skip\")\n", - "Y_train = pd.read_csv('train/expected.tsv', sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, on_bad_lines=\"skip\")\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", - "\n", - "model = kenlm_model()" + "train(train_dataset_front, model_front, 1, 64)" ] }, { "cell_type": "code", - "execution_count": 34, - "id": "5f9b4351-54b6-42de-8653-597b17c42766", + "execution_count": 22, + "id": "f0512b6e-098d-4264-b52e-1d9ce88311f0", "metadata": {}, "outputs": [], "source": [ - "word_gap_prediction(\"dev-0/\", model)" + "def predict_probs(left_tokens, right_tokens):\n", + " model_front.eval()\n", + "\n", + " x_left = torch.tensor([[train_dataset_front.key_to_index[w] if w in key_to_index else train_dataset_front.key_to_index[''] for w in left_tokens]]).to(device)\n", + " x_right = torch.tensor([[train_dataset_front.key_to_index[w] if w in key_to_index else train_dataset_front.key_to_index[''] for w in right_tokens]]).to(device)\n", + " y_pred_left, (state_h_left, state_c_left) = model_front(x_left)\n", + " y_pred_right, (state_h_right, state_c_right) = model_back(x_right)\n", + "\n", + " last_word_logits_left = y_pred_left[0][-1]\n", + " last_word_logits_right = y_pred_right[0][-1]\n", + " probs_left = torch.nn.functional.softmax(last_word_logits_left, dim=0).detach().cpu().numpy()\n", + " probs_right = torch.nn.functional.softmax(last_word_logits_right, dim=0).detach().cpu().numpy()\n", + " \n", + " probs = [np.mean(k) for k in zip(probs_left, probs_right)]\n", + " \n", + " top_words = []\n", + " for index in range(len(probs)):\n", + " if len(top_words) < 30:\n", + " top_words.append((probs[index], [index]))\n", + " else:\n", + " worst_word = None\n", + " for word in top_words:\n", + " if not worst_word:\n", + " worst_word = word\n", + " else:\n", + " if word[0] < worst_word[0]:\n", + " worst_word = word\n", + " if worst_word[0] < probs[index] and index != len(probs) - 1:\n", + " top_words.remove(worst_word)\n", + " top_words.append((probs[index], [index]))\n", + " \n", + " prediction = ''\n", + " sum_prob = 0.0\n", + " for word in top_words:\n", + " sum_prob += word[0]\n", + " word_index = word[0]\n", + " word_text = index_to_key[word[1][0]]\n", + " prediction += f'{word_text}:{word_index} '\n", + " prediction += f':{1 - sum_prob}'\n", + " \n", + " return prediction" ] }, { "cell_type": "code", - "execution_count": 35, - "id": "71076162-473b-40f2-93ab-0536a2172780", + "execution_count": 23, + "id": "90938496-416a-4618-bf88-eddb3cc6e8da", "metadata": {}, "outputs": [], "source": [ - "word_gap_prediction(\"test-A/\", model)" + "dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n", + "test_data = pd.read_csv('test-A/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a0d4bd42-0499-46af-ab0e-5dd23dacf47a", + "metadata": {}, + "outputs": [], + "source": [ + "with open('dev-0/out.tsv', 'w') as file:\n", + " for index, row in dev_data.iterrows():\n", + " left_text = clean_text(str(row[6]))\n", + " right_text = clean_text(str(row[7]))\n", + " left_words = word_tokenize(left_text)\n", + " right_words = word_tokenize(right_text)\n", + " right_words.reverse()\n", + " if len(left_words) < 6 or len(right_words) < 6:\n", + " prediction = ':1.0'\n", + " else:\n", + " prediction = predict_probs(left_words[-5:], right_words[-5:])\n", + " file.write(prediction + '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "819be88f-6336-4853-8015-33c9f3392aa4", + "metadata": {}, + "outputs": [], + "source": [ + "with open('test-A/out.tsv', 'w') as file:\n", + " for index, row in test_data.iterrows():\n", + " left_text = clean_text(str(row[6]))\n", + " right_text = clean_text(str(row[7]))\n", + " left_words = word_tokenize(left_text)\n", + " right_words = word_tokenize(right_text)\n", + " right_words.reverse()\n", + " if len(left_words) < 6 or len(right_words) < 6:\n", + " prediction = ':1.0'\n", + " else:\n", + " prediction = predict_probs(left_words[-5:], right_words[-5:])\n", + " file.write(prediction + '\\n')" ] }, { "cell_type": "code", "execution_count": null, - "id": "2481727e-94b5-49a0-9c21-0e105af6ef5b", + "id": "8de69da7-999e-4653-8308-b9d7e6fe24c1", "metadata": {}, "outputs": [], "source": [] diff --git a/test-A/out.tsv b/test-A/out.tsv index ed34d05..f87d39a 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -and:-10.198180198669434 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