diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb deleted file mode 100644 index 363fcab..0000000 --- a/.ipynb_checkpoints/Untitled-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/.ipynb_checkpoints/run-checkpoint.ipynb b/.ipynb_checkpoints/run-checkpoint.ipynb deleted file mode 100644 index 8107966..0000000 --- a/.ipynb_checkpoints/run-checkpoint.ipynb +++ /dev/null @@ -1,324 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "f73a28ea", - "metadata": {}, - "outputs": [], - "source": [ - "KENLM_BUILD_PATH='/home/haskell/kenlm/build'" - ] - }, - { - "cell_type": "markdown", - "id": "9fc5cda3", - "metadata": {}, - "source": [ - "### Preprocessing danych" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "d42ddd87", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import csv\n", - "import regex as re" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "f84be210", - "metadata": {}, - "outputs": [], - "source": [ - "def clean_text(text):\n", - " text = text.lower().replace('-\\\\n', '').replace('\\\\n', ' ')\n", - " text = re.sub(r'\\p{P}', '', text)\n", - "\n", - " return text" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "de0c12d6", - "metadata": {}, - "outputs": [], - "source": [ - "train_data = pd.read_csv('train/in.tsv.xz', sep='\\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)\n", - "train_labels = pd.read_csv('train/expected.tsv', sep='\\t', error_bad_lines=False, warn_bad_lines=False, 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)\n", - "\n", - "train_data['text'] = train_data[6] + train_data[0] + train_data[7]\n", - "train_data = train_data[['text']]\n", - "\n", - "with open('processed_train.txt', 'w') as file:\n", - " for _, row in train_data.iterrows():\n", - " text = clean_text(str(row['text']))\n", - " file.write(text + '\\n')" - ] - }, - { - "cell_type": "markdown", - "id": "846b6b42", - "metadata": {}, - "source": [ - "### Model kenLM" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "3c74d4be", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== 1/5 Counting and sorting n-grams ===\n", - "Reading /home/haskell/Desktop/challenging-america-word-gap-prediction-kenlm/processed_train.txt\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "********************************Warning: appears in the input. All instances of , , and will be interpreted as whitespace.\n", - "********************************************************************\n", - "Unigram tokens 135911223 types 4381594\n", - "=== 2/5 Calculating and sorting adjusted counts ===\n", - "Chain sizes: 1:52579128 2:896866240 3:1681624320 4:2690598656 5:3923790080\n", - "Statistics:\n", - "1 4381594 D1=0.841838 D2=1.01787 D3+=1.21057\n", - "2 26800631 D1=0.836734 D2=1.01657 D3+=1.19437\n", - "3 69811700 D1=0.878562 D2=1.11227 D3+=1.27889\n", - "4 104063034 D1=0.931257 D2=1.23707 D3+=1.36664\n", - "5 119487533 D1=0.938146 D2=1.3058 D3+=1.41614\n", - "Memory estimate for binary LM:\n", - "type MB\n", - "probing 6752 assuming -p 1.5\n", - "probing 7917 assuming -r models -p 1.5\n", - "trie 3572 without quantization\n", - "trie 2120 assuming -q 8 -b 8 quantization \n", - "trie 3104 assuming -a 22 array pointer compression\n", - "trie 1652 assuming -a 22 -q 8 -b 8 array pointer compression and quantization\n", - "=== 3/5 Calculating and sorting initial probabilities ===\n", - "Chain sizes: 1:52579128 2:428810096 3:1396234000 4:2497512816 5:3345650924\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: 1:52579128 2:428810096 3:1396234000 4:2497512816 5:3345650924\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:9201752 kB\tVmRSS:2564 kB\tRSSMax:7648448 kB\tuser:506.342\tsys:106.578\tCPU:612.92\treal:1564.6\n" - ] - } - ], - "source": [ - "!$KENLM_BUILD_PATH/bin/lmplz -o 5 --skip_symbols < processed_train.txt > model/model.arpa" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "dc65780b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reading model/model.arpa\n", - "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n", - "****************************************************************************************************\n", - "SUCCESS\n" - ] - } - ], - "source": [ - "!$KENLM_BUILD_PATH/bin/build_binary model/model.arpa model/model.binary" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "2087eb80", - "metadata": {}, - "outputs": [], - "source": [ - "!rm processed_train.txt" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "4ba1e592", - "metadata": {}, - "outputs": [], - "source": [ - "!rm model/model.arpa" - ] - }, - { - "cell_type": "markdown", - "id": "e41f7951", - "metadata": {}, - "source": [ - "### Predykcje" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "6865301b", - "metadata": {}, - "outputs": [], - "source": [ - "import kenlm\n", - "import csv\n", - "import pandas as pd\n", - "import regex as re\n", - "from math import log10\n", - "from nltk import word_tokenize\n", - "from english_words import english_words_alpha_set" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e32de662", - "metadata": {}, - "outputs": [], - "source": [ - "model = kenlm.Model('model/model.binary')" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "c2535482", - "metadata": {}, - "outputs": [], - "source": [ - "def clean_text(text):\n", - " text = text.lower().replace('-\\\\n', '').replace('\\\\n', ' ')\n", - " text = re.sub(r'\\p{P}', '', text)\n", - "\n", - " return text" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "2308ccad", - "metadata": {}, - "outputs": [], - "source": [ - "def predict_probs(w1, w2, w4):\n", - " best_scores = []\n", - " for word in english_words_alpha_set:\n", - " text = ' '.join([w1, w2, word, w4])\n", - " text_score = model.score(text, bos=False, eos=False)\n", - " if len(best_scores) < 20:\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": 30, - "id": "7245cf38", - "metadata": {}, - "outputs": [], - "source": [ - "dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)\n", - "test_data = pd.read_csv('test-A/in.tsv.xz', sep='\\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "ac24ff37", - "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", - " if len(left_words) < 2 or len(right_words) < 2:\n", - " prediction = ':1.0'\n", - " else:\n", - " prediction = predict_probs(left_words[len(left_words) - 2], left_words[len(left_words) - 1], right_words[0])\n", - " file.write(prediction + '\\n')" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "a18b6ebd", - "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", - " if len(left_words) < 2 or len(right_words) < 2:\n", - " prediction = ':1.0'\n", - " else:\n", - " prediction = predict_probs(left_words[len(left_words) - 2], left_words[len(left_words) - 1], right_words[0])\n", - " file.write(prediction + '\\n')" - ] - } - ], - "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": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/dev-0/out.tsv b/dev-0/out.tsv index eabccc8..51eb428 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:-15.390254974365234 thence:-15.760673522949219 said:-16.64386749267578 a:-17.067562103271484 feet:-17.72572135925293 hence:-17.837081909179688 general:-17.898836135864258 stake:-17.927907943725586 theme:-18.007564544677734 and:-18.13331413269043 lie:-18.291152954101562 toe:-18.292945861816406 their:-18.302993774414062 street:-18.333757400512695 strong:-18.343399047851562 lying:-18.34540557861328 his:-18.34762191772461 line:-18.38282012939453 road:-18.392610549926758 die:-18.42334747314453 :-0.004364805402450088 -character:-6.9673686027526855 nature:-7.049924373626709 place:-7.0587382316589355 work:-7.320756912231445 history:-7.333673000335693 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have:-12.672119140625 must:-12.757518768310547 and:-12.82015609741211 should:-12.823465347290039 may:-12.838007926940918 they:-12.90335464477539 who:-13.078888893127441 :-0.004364805402450088 diff --git a/run.ipynb b/run.ipynb index 8107966..fbe3661 100644 --- a/run.ipynb +++ b/run.ipynb @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 1, "id": "6865301b", "metadata": {}, "outputs": [], @@ -192,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "e32de662", "metadata": {}, "outputs": [], @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 3, "id": "c2535482", "metadata": {}, "outputs": [], @@ -216,17 +216,17 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 4, "id": "2308ccad", "metadata": {}, "outputs": [], "source": [ - "def predict_probs(w1, w2, w4):\n", + "def predict_probs(w1, w3):\n", " best_scores = []\n", " for word in english_words_alpha_set:\n", - " text = ' '.join([w1, w2, word, w4])\n", + " text = ' '.join([w1, word, w3])\n", " text_score = model.score(text, bos=False, eos=False)\n", - " if len(best_scores) < 20:\n", + " if len(best_scores) < 12:\n", " best_scores.append((word, text_score))\n", " else:\n", " is_better = False\n", @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 5, "id": "7245cf38", "metadata": {}, "outputs": [], @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 7, "id": "ac24ff37", "metadata": {}, "outputs": [], @@ -275,13 +275,13 @@ " if len(left_words) < 2 or len(right_words) < 2:\n", " prediction = ':1.0'\n", " else:\n", - " prediction = predict_probs(left_words[len(left_words) - 2], left_words[len(left_words) - 1], right_words[0])\n", + " prediction = predict_probs(left_words[len(left_words) - 1], right_words[0])\n", " file.write(prediction + '\\n')" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 8, "id": "a18b6ebd", "metadata": {}, "outputs": [], @@ -295,7 +295,7 @@ " if len(left_words) < 2 or len(right_words) < 2:\n", " prediction = ':1.0'\n", " else:\n", - " prediction = predict_probs(left_words[len(left_words) - 2], left_words[len(left_words) - 1], right_words[0])\n", + " prediction = predict_probs(left_words[len(left_words) - 1], right_words[0])\n", " file.write(prediction + '\\n')" ] } diff --git a/run.py b/run.py index 43740d5..7a0b4f3 100644 --- a/run.py +++ b/run.py @@ -73,7 +73,7 @@ get_ipython().system('rm model/model.arpa') # ### Predykcje -# In[32]: +# In[1]: import kenlm @@ -85,13 +85,13 @@ from nltk import word_tokenize from english_words import english_words_alpha_set -# In[4]: +# In[2]: model = kenlm.Model('model/model.binary') -# In[28]: +# In[3]: def clean_text(text): @@ -101,15 +101,15 @@ def clean_text(text): return text -# In[29]: +# In[4]: -def predict_probs(w1, w2, w4): +def predict_probs(w1, w3): best_scores = [] for word in english_words_alpha_set: - text = ' '.join([w1, w2, word, w4]) + text = ' '.join([w1, word, w3]) text_score = model.score(text, bos=False, eos=False) - if len(best_scores) < 20: + if len(best_scores) < 12: best_scores.append((word, text_score)) else: is_better = False @@ -131,14 +131,14 @@ def predict_probs(w1, w2, w4): return pred_str -# In[30]: +# In[5]: dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE) test_data = pd.read_csv('test-A/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE) -# In[35]: +# In[7]: with open('dev-0/out.tsv', 'w') as file: @@ -150,11 +150,11 @@ with open('dev-0/out.tsv', 'w') as file: if len(left_words) < 2 or len(right_words) < 2: prediction = ':1.0' else: - prediction = predict_probs(left_words[len(left_words) - 2], left_words[len(left_words) - 1], right_words[0]) + prediction = predict_probs(left_words[len(left_words) - 1], right_words[0]) file.write(prediction + '\n') -# In[37]: +# In[8]: with open('test-A/out.tsv', 'w') as file: @@ -166,6 +166,6 @@ with open('test-A/out.tsv', 'w') as file: if len(left_words) < 2 or len(right_words) < 2: prediction = ':1.0' else: - prediction = predict_probs(left_words[len(left_words) - 2], left_words[len(left_words) - 1], right_words[0]) + prediction = predict_probs(left_words[len(left_words) - 1], right_words[0]) file.write(prediction + '\n') diff --git a/test-A/out.tsv b/test-A/out.tsv index 1f37c4e..9ff0dea 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -lien:-8.191122055053711 case:-8.26784610748291 time:-8.302725791931152 call:-8.335606575012207 thing:-8.344382286071777 place:-8.395071029663086 move:-8.395971298217773 one:-8.466999053955078 step:-8.493614196777344 attack:-8.504469871520996 point:-8.539045333862305 paper:-8.562853813171387 work:-8.599081993103027 attempt:-8.614612579345703 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