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@YasuThompson
Created Feb 18, 2021
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{
"cells": [
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: él la admira como un gran director.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_self_attention_heat_maps(\"He admired her as a great director.\", plot='encoder_layer1_block', img_name='mha_great_director_1')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: él la admira como un gran director.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_self_attention_heat_maps(\"He admired her as a great director.\", plot='encoder_layer2_block', img_name='mha_great_director_2')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: él la admira como un gran director.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_self_attention_heat_maps(\"He admired her as a great director.\", plot='encoder_layer3_block', img_name='mha_great_director_3')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: él la admira como un gran director.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_self_attention_heat_maps(\"He admired her as a great director.\", plot='encoder_layer4_block', img_name='mha_great_director_4')"
]
},
{
"cell_type": "code",
"execution_count": null,
"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": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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