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file mode 100644 index 0000000..bb66e50 --- /dev/null +++ b/fine-tuning.ipynb @@ -0,0 +1,144 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "binding-contribution", + "metadata": {}, + "source": [ + "## Alpha fine-tuning" + ] + }, + { + "cell_type": "markdown", + "id": "colored-chaos", + "metadata": {}, + "source": [ + "Fine-tuning parametru wygładzania alpha. Tylko 10000 linii ze zbioru trenującego, aby oszczędzić czas.
\n", + "Ostatecznie trening na całym zbiorze z wybranym parametrem." + ] + }, + { + "cell_type": "markdown", + "id": "environmental-session", + "metadata": {}, + "source": [ + "#### Alpha 0.001" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "coordinated-ratio", + "metadata": {}, + "outputs": [], + "source": [ + "!py run.py 0.001" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "revolutionary-designation", + "metadata": {}, + "outputs": [], + "source": [ + "!./geval -t dev-0" + ] + }, + { + "cell_type": "markdown", + "id": "molecular-civilian", + "metadata": {}, + "source": [ + "#### Alpha 0.005" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "coral-silver", + "metadata": {}, + "outputs": [], + "source": [ + "!py run.py 0.005" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "powered-webcam", + "metadata": {}, + "outputs": [], + "source": [ + "!./geval -t dev-0" + ] + }, + { + "cell_type": "markdown", + "id": "broadband-heating", + "metadata": {}, + "source": [ + "#### Alpha 0.01" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "moderate-bearing", + "metadata": {}, + "outputs": [], + "source": [ + "!py run.py 0.01" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "guilty-committee", + "metadata": {}, + "outputs": [], + "source": [ + "!./geval -t dev-0" + ] + }, + { + "cell_type": "markdown", + "id": "blank-coordinate", + "metadata": {}, + "source": [ + "| alpha | dev-0 score |\n", + "|-------|-------------|\n", + "| 0.001 | |\n", + "| 0.005 | |\n", + "| 0.01 | |\n", + "| 0.05 | |\n", + "| 0.1 | |\n", + "| 0.2 | |\n", + "| 0.3 | |\n", + "| 0.4 | |\n", + "| 0.5 | |" + ] + } + ], + "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": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/run.py b/run.py index e8ceefb..86a909c 100644 --- a/run.py +++ b/run.py @@ -61,7 +61,7 @@ if len(sys.argv) != 2: print('Wrong number of arguments. Expected 1 - alpha smoothing parameter.') quit() else: - alpha = sys.argv[1] + alpha = float(sys.argv[1]) # load training data 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) diff --git a/test-A/out.tsv b/test-A/out.tsv index 4673471..2288e8c 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -time:0.0012031760579540014 mortgage:0.0009081130744904659 lien:0.0008400216167681116 place:0.0005222614807304579 appearance:0.0004314728704339855 payment:0.00038607856528574924 :0.9957088763343372 -is:0.009588198985883827 was:0.007142093213056348 day:0.004213908200328563 time:0.0035175715204725662 nothing:0.0033033140805168743 even:0.0032497497205279517 :0.9689851642792139 -the:0.0020709444469908253 tho:9.329836234617693e-05 for:4.6765513295714625e-05 lie:2.349908877048347e-05 muieforthe:2.349908877048347e-05 tbe:2.349908877048347e-05 :0.9977184944110559 -man:0.0047416859554850884 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