From 13884a933b282fb5b3acf92ba7128fc9fc65e919 Mon Sep 17 00:00:00 2001 From: Thastertyn Date: Sun, 23 Mar 2025 14:38:33 +0100 Subject: [PATCH] Added notebook for training the model and the data itself --- README.md | 16 + notebook.ipynb | 590 +++++ out.txt | 5817 ++++++++++++++++++++++++++++++++++++++++++++++++ transform.sh | 72 +- 4 files changed, 6474 insertions(+), 21 deletions(-) create mode 100644 notebook.ipynb create mode 100644 out.txt diff --git a/README.md b/README.md index 6fe2722..d9b6787 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,21 @@ # omega +## Documentation +First I gathered a couple long text source, like the GNU GPL license, Wikipedia articles, or even a book. + +Those were transformed into a large text file [see all_words.txt](data/all_words.txt) using the following command + +``` +grep -o "[[:alpha:]]\{1,\}" "path_to_individual_source.txt" | tr '[:upper:]' '[:lower:]' +``` + +Which simply finds words at least 1 character long and unifies them by transforming them all to lowercase. + +For the model to have as much accuracy as possible, I calculated the average word length (5.819) and went with character history of 5 letters. This is for now the norm and can easily be omitted from the data if it becomes excessive +``` +awk '{ total += length; count++ } END { if (count > 0) print total / count }' 1000_words.txt +``` + ## Sources 1. Generic news articles - https://edition.cnn.com/2025/03/20/middleeast/ronen-bar-shin-bet-israel-vote-dismiss-intl-latam/index.html diff --git a/notebook.ipynb b/notebook.ipynb new file mode 100644 index 0000000..74c23ae --- /dev/null +++ b/notebook.ipynb @@ -0,0 +1,590 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Import data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "data = pd.read_csv(\"./out.txt\", sep=',')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Define and split data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define input and output columns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "input_features = ['previous_5','previous_4','previous_3','previous_2','previous_1','is_start','previous_type','word_length']\n", + "target_feature = 'current'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "test_size = 0.1 # @param {\"type\":\"number\",\"placeholder\":\"0.1\"}\n", + "X_train, X_test, y_train, y_test = train_test_split(data[input_features], data[target_feature], test_size=test_size)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Train on data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression(max_iter=10000, multi_class='multinomial', n_jobs=10,\n",
+       "                   solver='saga')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LogisticRegression(max_iter=10000, multi_class='multinomial', n_jobs=10,\n", + " solver='saga')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = LogisticRegression(multi_class=\"multinomial\", solver=\"saga\", max_iter=10_000, n_jobs=10)\n", + "model.fit(X_train, y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create new model which predicts probability" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = model.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Testing model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import accuracy_score" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "acc = accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.211\n" + ] + } + ], + "source": [ + "print(f\"Accuracy: {acc:.3f}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/out.txt b/out.txt new file mode 100644 index 0000000..34a69a0 --- /dev/null +++ b/out.txt @@ -0,0 +1,5817 @@ +previous_5,previous_4,previous_3,previous_2,previous_1,current,is_start,previous_type,word_length +0,0,0,0,0,97,1,0,1 +0,0,0,0,97,114,0,1,2 +0,0,0,97,114,99,0,2,3 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"previous_5,previous_4,previous_3,previous_2,previous_1,current,is_start,previous_type,word_length\n" > "$OUT_FILE_PATH" + +while read -r line; do + prev_5="" + prev_4="" + prev_3="" + prev_2="" + prev_1="" + + for (( i=0; i<"${#line}"; i++ )); do + word_length="$((i + 1))" curr="${line:$i:1}" + # Convert all to lowercase curr_lower=$(echo "$curr" | tr 'A-Z' 'a-z') - prev_lower=$(echo "$prev" | tr 'A-Z' 'a-z') - prevprev_lower=$(echo "$prevprev" | tr 'A-Z' 'a-z') + p1_lower=$(echo "$prev_1" | tr 'A-Z' 'a-z') + p2_lower=$(echo "$prev_2" | tr 'A-Z' 'a-z') + p3_lower=$(echo "$prev_3" | tr 'A-Z' 'a-z') + p4_lower=$(echo "$prev_4" | tr 'A-Z' 'a-z') + p5_lower=$(echo "$prev_5" | tr 'A-Z' 'a-z') - curr_val=$(printf "%d" "'$curr_lower") - prev_val=0 - prevprev_val=0 + # Convert to ASCII values (default to 0 if empty) + val_p5=0; [ -n "$p5_lower" ] && val_p5=$(printf "%d" "'$p5_lower") + val_p4=0; [ -n "$p4_lower" ] && val_p4=$(printf "%d" "'$p4_lower") + val_p3=0; [ -n "$p3_lower" ] && val_p3=$(printf "%d" "'$p3_lower") + val_p2=0; [ -n "$p2_lower" ] && val_p2=$(printf "%d" "'$p2_lower") + val_p1=0; [ -n "$p1_lower" ] && val_p1=$(printf "%d" "'$p1_lower") + val_curr=$(printf "%d" "'$curr_lower") - if [ -n "$prev_lower" ]; then - prev_val=$(printf "%d" "'$prev_lower") - fi - if [ -n "$prevprev_lower" ]; then - prevprev_val=$(printf "%d" "'$prevprev_lower") + # Determine if this is the start of the word + is_start=0 + [ "$i" -eq 0 ] && is_start=1 + + # Determine if prev_1 is vowel or consonant + if [[ "$p1_lower" =~ ^[a-z]$ ]]; then + if [[ "$vowels" == *"$p1_lower"* ]]; then + prev_type="1" + else + prev_type="2" + fi + else + prev_type="0" fi - printf "%d-%d-%d " "$prevprev_val" "$prev_val" "$curr_val" + # Output CSV line + printf "%d,%d,%d,%d,%d,%d,%d,%d,%d\n" \ + "$val_p5" "$val_p4" "$val_p3" "$val_p2" "$val_p1" "$val_curr" \ + "$is_start" "$prev_type" "$word_length" \ + >> "$OUT_FILE_PATH" - prevprev="$prev" - prev="$curr" + # Shift history + prev_5="$prev_4" + prev_4="$prev_3" + prev_3="$prev_2" + prev_2="$prev_1" + prev_1="$curr" done - echo -done < "$FILE_PATH" \ No newline at end of file +done < "$FILE_PATH"