276 lines
9.8 KiB
Text
276 lines
9.8 KiB
Text
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from transformers import pipeline"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[{'label': 'DATE', 'score': 0.5580002069473267}]\n",
|
|
"[{'label': 'DATE', 'score': 0.5598549842834473}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.43001294136047363}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.43393829464912415}]\n",
|
|
"[{'label': 'METEO', 'score': 0.5053706765174866}]\n",
|
|
"[{'label': 'METEO', 'score': 0.4990154802799225}]\n",
|
|
"[{'label': 'TEMPERATURE_INTERIEUR', 'score': 0.297404944896698}]\n",
|
|
"[{'label': 'ALLUMER_BUREAU', 'score': 0.411824494600296}]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"classifier1 = pipeline(\"sentiment-analysis\", model=\"/home/tjiho/info/text-classification/domotique_command_classification/checkpoint-131\")\n",
|
|
"print(classifier1(\"quelle heure est-il ?\"))\n",
|
|
"print(classifier1(\"Est-ce que tu sais l'heure qu'il est ?\"))\n",
|
|
"print(classifier1(\"Peux-tu couper la lumière de la cuisine ?\"))\n",
|
|
"print(classifier1(\"Il faut éteindre la lampe de la cuisine.\"))\n",
|
|
"print(classifier1(\"Quel temps fait-il ?\"))\n",
|
|
"print(classifier1(\"Tu sais quel temps il y a aujourd'hui ?\"))\n",
|
|
"print(classifier1(\"Il fait combien dans la maison ?\"))\n",
|
|
"print(classifier1(\"Peux-tu allumer la lumière du salon ?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[{'label': 'DATE', 'score': 0.5580002069473267}]\n",
|
|
"[{'label': 'DATE', 'score': 0.5598549842834473}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.43001294136047363}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.43393829464912415}]\n",
|
|
"[{'label': 'METEO', 'score': 0.5053706765174866}]\n",
|
|
"[{'label': 'METEO', 'score': 0.4990154802799225}]\n",
|
|
"[{'label': 'TEMPERATURE_INTERIEUR', 'score': 0.297404944896698}]\n",
|
|
"[{'label': 'ALLUMER_BUREAU', 'score': 0.411824494600296}]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"classifier1 = pipeline(\"sentiment-analysis\", model=\"/home/tjiho/info/text-classification/domotique_command_classification/checkpoint-262\")\n",
|
|
"print(classifier1(\"quelle heure est-il ?\"))\n",
|
|
"print(classifier1(\"Est-ce que tu sais l'heure qu'il est ?\"))\n",
|
|
"print(classifier1(\"Peux-tu couper la lumière de la cuisine ?\"))\n",
|
|
"print(classifier1(\"Il faut éteindre la lampe de la cuisine.\"))\n",
|
|
"print(classifier1(\"Quel temps fait-il ?\"))\n",
|
|
"print(classifier1(\"Tu sais quel temps il y a aujourd'hui ?\"))\n",
|
|
"print(classifier1(\"Il fait combien dans la maison ?\"))\n",
|
|
"print(classifier1(\"Peux-tu allumer la lumière du salon ?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[{'label': 'DATE', 'score': 0.8812636733055115}]\n",
|
|
"[{'label': 'DATE', 'score': 0.8821314573287964}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.8183162212371826}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.8197460174560547}]\n",
|
|
"[{'label': 'METEO', 'score': 0.8433207273483276}]\n",
|
|
"[{'label': 'METEO', 'score': 0.8456273674964905}]\n",
|
|
"[{'label': 'TEMPERATURE_INTERIEUR', 'score': 0.7932029962539673}]\n",
|
|
"[{'label': 'ALLUMER_BUREAU', 'score': 0.8105173110961914}]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"classifier = pipeline(\"sentiment-analysis\", model=\"/home/tjiho/info/text-classification/domotique_command_classification/checkpoint-524\")\n",
|
|
"print(classifier(\"quelle heure est-il ?\"))\n",
|
|
"print(classifier(\"Est-ce que tu sais l'heure qu'il est ?\"))\n",
|
|
"print(classifier(\"Peux-tu couper la lumière de la cuisine ?\"))\n",
|
|
"print(classifier(\"Il faut éteindre la lampe de la cuisine.\"))\n",
|
|
"print(classifier(\"Quel temps fait-il ?\"))\n",
|
|
"print(classifier(\"Tu sais quel temps il y a aujourd'hui ?\"))\n",
|
|
"print(classifier(\"Il fait combien dans la maison ?\"))\n",
|
|
"print(classifier(\"Peux-tu allumer la lumière du salon ?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[{'label': 'DATE', 'score': 0.9106536507606506}]\n",
|
|
"[{'label': 'DATE', 'score': 0.9111823439598083}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.8613969087600708}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.8620599508285522}]\n",
|
|
"[{'label': 'METEO', 'score': 0.8846598863601685}]\n",
|
|
"[{'label': 'METEO', 'score': 0.886086642742157}]\n",
|
|
"[{'label': 'TEMPERATURE_INTERIEUR', 'score': 0.8476815819740295}]\n",
|
|
"[{'label': 'ALLUMER_BUREAU', 'score': 0.8575024604797363}]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"classifier = pipeline(\"sentiment-analysis\", model=\"/home/tjiho/info/text-classification/domotique_command_classification/checkpoint-786\")\n",
|
|
"print(classifier(\"quelle heure est-il ?\"))\n",
|
|
"print(classifier(\"Est-ce que tu sais l'heure qu'il est ?\"))\n",
|
|
"print(classifier(\"Peux-tu couper la lumière de la cuisine ?\"))\n",
|
|
"print(classifier(\"Il faut éteindre la lampe de la cuisine.\"))\n",
|
|
"print(classifier(\"Quel temps fait-il ?\"))\n",
|
|
"print(classifier(\"Tu sais quel temps il y a aujourd'hui ?\"))\n",
|
|
"print(classifier(\"Il fait combien dans la maison ?\"))\n",
|
|
"print(classifier(\"Peux-tu allumer la lumière du salon ?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[{'label': 'DATE', 'score': 0.9273341298103333}]\n",
|
|
"[{'label': 'DATE', 'score': 0.927768886089325}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.8900092840194702}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.8914997577667236}]\n",
|
|
"[{'label': 'METEO', 'score': 0.908128559589386}]\n",
|
|
"[{'label': 'METEO', 'score': 0.9089935421943665}]\n",
|
|
"[{'label': 'TEMPERATURE_INTERIEUR', 'score': 0.8813878297805786}]\n",
|
|
"[{'label': 'ALLUMER_BUREAU', 'score': 0.8875812888145447}]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"classifier = pipeline(\"sentiment-analysis\", model=\"/home/tjiho/info/text-classification/domotique_command_classification/checkpoint-1048\")\n",
|
|
"print(classifier(\"quelle heure est-il ?\"))\n",
|
|
"print(classifier(\"Est-ce que tu sais l'heure qu'il est ?\"))\n",
|
|
"print(classifier(\"Peux-tu couper la lumière de la cuisine ?\"))\n",
|
|
"print(classifier(\"Il faut éteindre la lampe de la cuisine.\"))\n",
|
|
"print(classifier(\"Quel temps fait-il ?\"))\n",
|
|
"print(classifier(\"Tu sais quel temps il y a aujourd'hui ?\"))\n",
|
|
"print(classifier(\"Il fait combien dans la maison ?\"))\n",
|
|
"print(classifier(\"Peux-tu allumer la lumière du salon ?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Device set to use cuda:0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[{'label': 'DATE', 'score': 0.9388740658760071}]\n",
|
|
"[{'label': 'DATE', 'score': 0.9391250610351562}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.9062478542327881}]\n",
|
|
"[{'label': 'ETEINDRE_CUISINE', 'score': 0.9078525900840759}]\n",
|
|
"[{'label': 'METEO', 'score': 0.9233420491218567}]\n",
|
|
"[{'label': 'METEO', 'score': 0.9240039587020874}]\n",
|
|
"[{'label': 'TEMPERATURE_INTERIEUR', 'score': 0.8987600207328796}]\n",
|
|
"[{'label': 'ALLUMER_BUREAU', 'score': 0.9068700671195984}]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"classifier = pipeline(\"sentiment-analysis\", model=\"/home/tjiho/info/text-classification/domotique_command_classification/checkpoint-2096\")\n",
|
|
"print(classifier(\"quelle heure est-il ?\"))\n",
|
|
"print(classifier(\"Est-ce que tu sais l'heure qu'il est ?\"))\n",
|
|
"print(classifier(\"Peux-tu couper la lumière de la cuisine ?\"))\n",
|
|
"print(classifier(\"Il faut éteindre la lampe de la cuisine.\"))\n",
|
|
"print(classifier(\"Quel temps fait-il ?\"))\n",
|
|
"print(classifier(\"Tu sais quel temps il y a aujourd'hui ?\"))\n",
|
|
"print(classifier(\"Il fait combien dans la maison ?\"))\n",
|
|
"print(classifier(\"Peux-tu allumer la lumière du salon ?\"))"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "env-spacy",
|
|
"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": "3.10.16"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|