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MAJ Notebooks
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‎MyIA.AI.Notebooks/GenAI/1_OpenAI_Intro.ipynb‎

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},
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"language": "csharp"
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"text": [
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"Requirement already satisfied: openai in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (1.64.0)\n",
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"Requirement already satisfied: tiktoken in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.8.0)\n",
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"Requirement already satisfied: python-dotenv in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (1.0.1)\n",
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"Requirement already satisfied: anyio<5,>=3.5.0 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openai) (4.8.0)\n",
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"Requirement already satisfied: distro<2,>=1.7.0 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openai) (1.9.0)\n",
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"Requirement already satisfied: httpx<1,>=0.23.0 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openai) (0.28.1)\n",
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"Requirement already satisfied: jiter<1,>=0.4.0 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openai) (0.8.2)\n",
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"Requirement already satisfied: regex>=2022.1.18 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from tiktoken) (2024.11.6)\n",
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"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic<3,>=1.9.0->openai) (0.7.0)\n",
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"Requirement already satisfied: pydantic-core==2.23.4 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic<3,>=1.9.0->openai) (2.23.4)\n",
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"Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.26.0->tiktoken) (3.4.0)\n",
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"Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.26.0->tiktoken) (2.2.3)\n",
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"Requirement already satisfied: colorama in c:\\users\\administrateur.000\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from tqdm>4->openai) (0.4.6)\n",
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"Note: you may need to restart the kernel to use updated packages.\n",
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"Clé API chargée avec succès !\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# ==========================================\n",
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"# Cellule 2 : Installation et Configuration\n",
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"cell_type": "code",
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"metadata": {
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"language": "csharp"
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"kernelName": "csharp"
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"outputs": [
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{
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"name": "stdout",
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"text": [
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"Réponse du modèle :\n",
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"Le jour de gloire est arrivé ! C'est le début de \"La Marseillaise\", l'hymne national français. Si tu souhaites en discuter davantage ou en connaître l'histoire, n'hésite pas à me le faire savoir\n"
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]
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],
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"outputs": [],
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"source": [
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"# ============================\n",
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"# Cellule 3 : Premier Prompt\n",
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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"text": [
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"=== Réponse avec un message 'system' ===\n",
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"Fer de lance d'acier, \n",
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"Sous le ciel de Paris, \n",
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"Élégance en l'air.\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# ============================\n",
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"# Cellule 4 (NOUVELLE) : Prompt avec un message 'system'\n",
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"kernelName": "csharp"
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"text": [
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"Liste des tokens pour text-davinci-003 (indexes) :\n",
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" [5812, 910, 460, 345, 766]\n",
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"\n",
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"Décodage token par token (text-davinci-003) :\n",
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"Token 0: 'Oh'\n",
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"Token 1: ' say'\n",
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"Token 2: ' can'\n",
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"Token 3: ' you'\n",
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"Token 4: ' see'\n",
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"\n",
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"Liste des tokens pour gpt-4o (indexes) :\n",
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" [18009, 2891, 665, 481, 1921]\n",
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"\n",
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"Décodage token par token (gpt-4o) :\n",
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"Token 0: 'Oh'\n",
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"Token 1: ' say'\n",
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"Token 2: ' can'\n",
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"Token 3: ' you'\n",
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"Token 4: ' see'\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# ============================\n",
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"# Cellule 5 : Analyse de la Tokenisation\n",
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"cell_type": "code",
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"metadata": {
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"text": [
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"Réponse du modèle :\n",
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"\n",
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"La guerre de 2076 sur la planète Mars est souvent considérée comme un tournant majeur dans l'histoire de la colonisation spatiale. Les grandes puissances en conflit étaient principalement la Fédération Terrienne, qui représentait des intérêts unis de plusieurs pays de la Terre, et la Coalition Martienne, composée de colonisateurs et de factions indépendantistes martiennes.\n",
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"\n",
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"### Contexte et causes du conflit\n",
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"\n",
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"Le conflit a été déclenché par des tensions croissantes concernant le contrôle des ressources martiennes, notamment l'eau souterraine, le carbone et les minéraux rares. La Fédération Terrienne cherchait à imposer des réglementations strictes sur l'exploitation des ressources, tandis que la Coalition Martienne revendiquait son droit à\n"
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]
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],
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"outputs": [],
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"source": [
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"# ============================\n",
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"# Cellule 7 : Test de Fabrication (Hallucination)\n",

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