challenging-america-word-ga.../fine_tuning.ipynb
Łukasz Jędyk 91cf37e95d 0.005 score
2022-04-09 15:36:09 +02:00

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{
"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. <br>\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": 1,
"id": "revolutionary-designation",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"597.71\r\n"
]
}
],
"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": 7,
"id": "powered-webcam",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"717.87\r\n"
]
}
],
"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 | 597.71 |\n",
"| 0.005 | 717.87 |\n",
"| 0.01 | |\n",
"| 0.05 | |\n",
"| 0.1 | |\n",
"| 0.2 | |\n",
"| 0.3 | |\n",
"| 0.4 | |\n",
"| 0.5 | |"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "incident-girlfriend",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}