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"metadata": {}, + "outputs": [], + "source": [ + "from collections import defaultdict, Counter\n", + "from nltk import trigrams, word_tokenize\n", + "import csv\n", + "import regex as re\n", + "import pandas as pd\n", + "import numpy as np\n", + "import time\n", + "\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=30000, on_bad_lines='skip')\n", + "Y_train = pd.read_csv(out_file, sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=30000, 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['row'] = X_train[6] + X_train[0] + X_train[7]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def train(X_train, Y_train, alpha):\n", + " model = defaultdict(lambda: defaultdict(lambda: 0))\n", + " vocabulary = set()\n", + " for _, (_, row) in enumerate(X_train.iterrows()):\n", + " text = preprocess(str(row['row']))\n", + " words = word_tokenize(text)\n", + " for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True):\n", + " if w1 and w2 and w3:\n", + " model[(w1, w3)][w2] += 1\n", + " vocabulary.add(w1)\n", + " vocabulary.add(w2)\n", + " vocabulary.add(w3)\n", + "\n", + " for _, w13 in enumerate(model):\n", + " count = float(sum(model[w13].values()))\n", + " denominator = count + alpha * len(vocabulary)\n", + " for w2 in model[w13]:\n", + " nominator = model[w13][w2] + alpha\n", + " model[w13][w2] = nominator / denominator \n", + " return model\n", + "\n", + "def preprocess(row):\n", + " row = re.sub(r'\\p{P}', '', row.lower().replace('-\\\\n', '').replace('\\\\n', ' '))\n", + " return row\n", + "\n", + "def predict_word(before, after, model):\n", + " output = ''\n", + " p = 0.0\n", + " Y_pred = dict(Counter(dict(model[before, after])).most_common(7))\n", + " for key, value in Y_pred.items():\n", + " p += value\n", + " output += f'{key}:{value} '\n", + " if p == 0.0:\n", + " output = 'the:0.04 be:0.04 to:0.04 and:0.02 not:0.02 or:0.02 a:0.02 :0.8'\n", + " return output\n", + " output += f':{max(1 - p, 0.01)}'\n", + " return output\n", + "\n", + "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 = 'the:0.04 be:0.04 to:0.04 and:0.02 not:0.02 or:0.02 a:0.02 :0.8'\n", + " else:\n", + " output = predict_word(before[-1], after[0],model)\n", + " output_file.write(output + '\\n')\n", + " \n", + "def alpha_tuning(alphas):\n", + " for alpha in alphas:\n", + " model = train(X_train, Y_train, alpha)\n", + " word_gap_prediction('dev-0',model)\n", + " time.sleep(10)\n", + " print(\"Alpha = \",alpha)\n", + " print(\"dev-0 score\")\n", + " !./geval -t dev-0" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "alphas = np.round(np.arange(0.1, 0.6, 0.1).tolist(),2)\n", + "alphas2 = np.round(alphas * 0.01,3)\n", + "alphas3 = np.round(alphas * 0.001,4)\n", + "alphas4 = np.round(alphas * 0.0001,5)\n", + "alphas5 = np.round(alphas * 0.00001,6)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alpha = 0.1\n", + "dev-0 score\n", + "789.71\n", + "Alpha = 0.2\n", + "dev-0 score\n", + "819.57\n", + "Alpha = 0.3\n", + "dev-0 score\n", + "833.52\n", + "Alpha = 0.4\n", + "dev-0 score\n", + "841.93\n", + "Alpha = 0.5\n", + "dev-0 score\n", + "847.66\n" + ] + } + ], + "source": [ + "alpha_tuning(alphas)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alpha = 0.001\n", + "dev-0 score\n", + "472.05\n", + "Alpha = 0.002\n", + "dev-0 score\n", + "519.17\n", + "Alpha = 0.003\n", + "dev-0 score\n", + "548.93\n", + "Alpha = 0.004\n", + "dev-0 score\n", + "570.68\n", + "Alpha = 0.005\n", + "dev-0 score\n", + "587.76\n" + ] + } + ], + "source": [ + "alpha_tuning(alphas2)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alpha = 0.0001\n", + "dev-0 score\n", + "367.28\n", + "Alpha = 0.0002\n", + "dev-0 score\n", + "389.51\n", + "Alpha = 0.0003\n", + "dev-0 score\n", + "406.30\n", + "Alpha = 0.0004\n", + "dev-0 score\n", + "419.89\n", + "Alpha = 0.0005\n", + "dev-0 score\n", + "431.39\n" + ] + } + ], + "source": [ + "alpha_tuning(alphas3)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alpha = 1e-05\n", + "dev-0 score\n", + "350.33\n", + "Alpha = 2e-05\n", + "dev-0 score\n", + "346.35\n", + "Alpha = 3e-05\n", + "dev-0 score\n", + "347.66\n", + "Alpha = 4e-05\n", + "dev-0 score\n", + "350.20\n", + "Alpha = 5e-05\n", + "dev-0 score\n", + "353.09\n" + ] + } + ], + "source": [ + "alpha_tuning(alphas4)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alpha = 1e-06\n", + "dev-0 score\n", + "422.25\n", + "Alpha = 2e-06\n", + "dev-0 score\n", + "390.96\n", + "Alpha = 3e-06\n", + "dev-0 score\n", + "376.49\n", + "Alpha = 4e-06\n", + "dev-0 score\n", + "367.96\n", + "Alpha = 5e-06\n", + "dev-0 score\n", + "362.34\n" + ] + } + ], + "source": [ + "alpha_tuning(alphas5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/run.py b/run.py index 8c26f3c..083e979 100644 --- a/run.py +++ b/run.py @@ -3,39 +3,45 @@ from nltk import trigrams, word_tokenize import csv import regex as re import pandas as pd +import numpy as np +import time in_file = 'train/in.tsv.xz' out_file = 'train/expected.tsv' -X_train = pd.read_csv(in_file, sep='\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, error_bad_lines=False) -Y_train = pd.read_csv(out_file, sep='\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, error_bad_lines=False) +X_train = pd.read_csv(in_file, sep='\t', header=None, quoting=csv.QUOTE_NONE, nrows=70000, on_bad_lines='skip') +Y_train = pd.read_csv(out_file, sep='\t', header=None, quoting=csv.QUOTE_NONE, nrows=70000, on_bad_lines='skip') X_train = X_train[[6, 7]] X_train = pd.concat([X_train, Y_train], axis=1) X_train['row'] = X_train[6] + X_train[0] + X_train[7] -def train(X_train, Y_train): +def train(X_train, Y_train, alpha): model = defaultdict(lambda: defaultdict(lambda: 0)) + vocabulary = set() for _, (_, row) in enumerate(X_train.iterrows()): text = preprocess(str(row['row'])) words = word_tokenize(text) for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True): if w1 and w2 and w3: model[(w1, w3)][w2] += 1 + vocabulary.add(w1) + vocabulary.add(w2) + vocabulary.add(w3) for _, w13 in enumerate(model): - count = sum(model[w13].values()) + count = float(sum(model[w13].values())) + denominator = count + alpha * len(vocabulary) for w2 in model[w13]: - model[w13][w2] += 0.25 - model[w13][w2] /= float(count + 0.25 + len(w2)) - + nominator = model[w13][w2] + alpha + model[w13][w2] = nominator / denominator return model def preprocess(row): row = re.sub(r'\p{P}', '', row.lower().replace('-\\n', '').replace('\\n', ' ')) return row -def predict_word(before, after): +def predict_word(before, after, model): output = '' p = 0.0 Y_pred = dict(Counter(dict(model[before, after])).most_common(7)) @@ -48,17 +54,19 @@ def predict_word(before, after): output += f':{max(1 - p, 0.01)}' return output -def word_gap_prediction(file): - X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\t', header=None, quoting=csv.QUOTE_NONE, error_bad_lines=False) +def word_gap_prediction(file, model): + X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\t', header=None, quoting=csv.QUOTE_NONE, on_bad_lines='skip') with open(f'{file}/out.tsv', 'w', encoding='utf-8') as output_file: for _, row in X_test.iterrows(): before, after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7]))) - if len(before) < 3 or len(after) < 3: + if len(before) < 2 or len(after) < 2: output = 'the:0.04 be:0.04 to:0.04 and:0.02 not:0.02 or:0.02 a:0.02 :0.8' else: - output = predict_word(before[-1], after[0]) + output = predict_word(before[-1], after[0],model) output_file.write(output + '\n') + -model = train(X_train, Y_train) -word_gap_prediction('dev-0') -word_gap_prediction('test-A') +alpha = 0.00002 +model = train(X_train, Y_train, alpha) +word_gap_prediction('dev-0', model) +word_gap_prediction('test-A',model) diff --git a/test-A/out.tsv b/test-A/out.tsv index 93bdc8f..c511279 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -appears:0.06569343065693431 ln:0.042735042735042736 ets:0.04132231404958678 time:0.04 stop:0.04 turn:0.04 base:0.04 :0.6902492125584362 -he:0.0236734693877551 day:0.023596419853539462 was:0.023596419853539462 are:0.01708706265256306 night:0.016976556184316895 nothing:0.016867469879518072 appeared:0.016813450760608487 :0.8613891514281595 -the:0.29411764705882354 :0.7058823529411764 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