Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+data/Fiche-19---Troubles-du-rythme-supraventriculair_2019_Mega-Guide-Pratique-des.pdf filter=lfs diff=lfs merge=lfs -text
+data/Fiche-20---Troubles-de-la-conduction-cardi_2019_Mega-Guide-Pratique-des-Urge.pdf filter=lfs diff=lfs merge=lfs -text

.ipynb_checkpoints/Untitled5-checkpoint.ipynb

@@ -0,0 +1,1935 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 17,
+          "referenced_widgets": [
+            "9d6e62ea113f4fbdb85d27f562d46507",
+            "c286f965f2d548169377df94e4c4188f",
+            "992eafc639574f709bd1a2790f00854a",
+            "17bdb41a05774b09821e2f9c6109e3eb",
+            "703ea8ea6d8841aaae19a782cd45b9e6",
+            "5aa970e3cefd424d80abe777cc245567",
+            "47471abc83ab43caa8b4ea999b285b5b",
+            "36ef6e2b6b2043058b767421478139a1",
+            "5cdf711f02114023a5874bf074a17742",
+            "f01965fedbb14e8082088580336fde46",
+            "04398d01a8474f4a877d50ff5e4e7fb7",
+            "3e9fc9b6d8054c698a2682dbed6fa249",
+            "d107c89b52d54be8bcec33ac43fd58b6",
+            "623e3ea7c0594a318501930b1a668aa5",
+            "ec7302e05313469598ace3afa5d5d382",
+            "1633a728db264b809aeb0862ed686333",
+            "04dc45fd0e7a4485a9850351470d461d",
+            "e68cef709fe34905a7784571006a0058",
+            "24c578c177804236a9a9b2e1b9e3be2f",
+            "4e130eea4c864668bfda5c05ca84ff1d"
+          ]
+        },
+        "id": "97iYfNSUjMYu",
+        "outputId": "bcb1c0a4-0ca6-4efc-ccf3-b671cfb86c9f"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "9d6e62ea113f4fbdb85d27f562d46507"
+            }
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "from huggingface_hub import notebook_login\n",
+        "\n",
+        "notebook_login()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 29,
+      "metadata": {
+        "id": "YAn0wKT9UdIL"
+      },
+      "outputs": [],
+      "source": [
+        "!pip install langchain langchain-huggingface -Uq"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install langchain-community -Uq"
+      ],
+      "metadata": {
+        "id": "PV_G_jY8_nj5"
+      },
+      "execution_count": 30,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#!apt-get install tesseract-ocr -y"
+      ],
+      "metadata": {
+        "id": "_ZZssPXKLHug"
+      },
+      "execution_count": 47,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#!apt-get install poppler-utils -y"
+      ],
+      "metadata": {
+        "id": "5AHfheWlKpPs"
+      },
+      "execution_count": 48,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#!pip install \"unstructured[pdf]\" -Uq"
+      ],
+      "metadata": {
+        "id": "pWvnFTdMJSWs"
+      },
+      "execution_count": 49,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install faiss-cpu -Uq"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "dIDah83dSguj",
+        "outputId": "98d8f01e-2659-4b76-c8ca-8fb67f7adb29"
+      },
+      "execution_count": 51,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m27.5/27.5 MB\u001b[0m \u001b[31m38.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install nltk -Uq"
+      ],
+      "metadata": {
+        "id": "wUbWFgVdMXvU"
+      },
+      "execution_count": 22,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from langchain_huggingface.llms import HuggingFacePipeline\n",
+        "from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline\n",
+        "from langchain.embeddings import HuggingFaceEmbeddings\n",
+        "from langchain_core.prompts import ChatPromptTemplate\n",
+        "from langchain.vectorstores import FAISS as Fa\n",
+        "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
+        "from langchain.chains import create_retrieval_chain\n",
+        "from langchain.chains.combine_documents import create_stuff_documents_chain\n",
+        "from langchain.chains import RetrievalQA\n",
+        "from langchain_community.document_loaders import PyPDFLoader\n",
+        "import torch\n"
+      ],
+      "metadata": {
+        "id": "srXFyklinado"
+      },
+      "execution_count": 31,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from langchain_community.document_loaders import PyPDFDirectoryLoader"
+      ],
+      "metadata": {
+        "id": "UBmQPkMUOSey"
+      },
+      "execution_count": 32,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Pour les embeddings en français\n",
+        "embeddings = HuggingFaceEmbeddings(\n",
+        "    model_name=\"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\"\n",
+        ")"
+      ],
+      "metadata": {
+        "id": "Ic82h21UQijy"
+      },
+      "execution_count": 33,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "loader_data = PyPDFDirectoryLoader(\"data/\")\n",
+        "docs = loader_data.load()"
+      ],
+      "metadata": {
+        "id": "iFa75blkOVKa"
+      },
+      "execution_count": 34,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# 1. Chargement des documents\n",
+        "loader = PyPDFLoader('data/Fiche-1---Organisation-des-structures-d-urgen_2019_Mega-Guide-Pratique-des-U.pdf')\n",
+        "documents = loader.load()\n"
+      ],
+      "metadata": {
+        "id": "b7gUxRDXICHj"
+      },
+      "execution_count": 67,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "len(docs)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "RdM8F0qSNbdS",
+        "outputId": "22af1500-90a5-44c3-9e1a-028ff76b3b6e"
+      },
+      "execution_count": 35,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "20"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 35
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# 2. Découpage des documents\n",
+        "text_splitter = RecursiveCharacterTextSplitter(\n",
+        "    chunk_size=1000,\n",
+        "    chunk_overlap=200,\n",
+        "    separators=[\"\\n\\n\", \"\\n\", \" \", \"\"]\n",
+        ")\n",
+        "texts = text_splitter.split_documents(docs)"
+      ],
+      "metadata": {
+        "id": "Bj3F1_dWOfmk"
+      },
+      "execution_count": 36,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# 3. Création de la base vectorielle\n",
+        "vectorstore = Fa.from_documents(\n",
+        "    documents=texts,\n",
+        "    embedding=embeddings\n",
+        ")"
+      ],
+      "metadata": {
+        "id": "CqAbAGyWSTy_"
+      },
+      "execution_count": 37,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "question = \"quels sont les missions du SAMU\"\n",
+        "docs = vectorstore.similarity_search(question, k=3)  # Retourne les 3 documents les plus pertinents\n",
+        "\n",
+        "# Afficher les résultats\n",
+        "for i, doc in enumerate(docs):\n",
+        "    print(f\"\\nDocument {i+1}:\")\n",
+        "    print(f\"Contenu: {doc.page_content[:200]}...\")  # Affiche les 200 premiers caractères\n",
+        "    print(f\"Metadata: {doc.metadata}\")\n",
+        "\n",
+        "# 3. Test avec similarity_search_with_score pour voir les scores de similarité\n",
+        "docs_with_scores = vectorstore.similarity_search_with_score(question, k=3)\n",
+        "\n",
+        "for i, (doc, score) in enumerate(docs_with_scores):\n",
+        "    print(f\"\\nDocument {i+1} (score: {score}):\")\n",
+        "    print(f\"Contenu: {doc.page_content[:200]}...\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "bzM8BNZyTDlA",
+        "outputId": "64dc99ed-d5ca-49d2-dcbc-535b0b94280a"
+      },
+      "execution_count": 38,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "Document 1:\n",
+            "Contenu: 1\n",
+            "Fiche\n",
+            "4\n",
+            "Organisation des structures d'urgence en France\n",
+            "• Par ailleurs, le SAMU voit ses missions élargies aux domaines \n",
+            "suivants :\n",
+            "– participe à l'élaboration des plans de secours et à la prise en ...\n",
+            "Metadata: {'source': 'data/Fiche-1---Organisation-des-structures-d-urgen_2019_Mega-Guide-Pratique-des-U.pdf', 'page': 1}\n",
+            "\n",
+            "Document 2:\n",
+            "Contenu: sanitaires.\n",
+            "Systèmes téléphoniques, radiophoniques et informatiques\n",
+            "Systèmes téléphoniques, radiophoniques et informatiques des \n",
+            "SAMU sont sécurisés et permettent la création de dossier de régu -\n",
+            "lati...\n",
+            "Metadata: {'source': 'data/Fiche-1---Organisation-des-structures-d-urgen_2019_Mega-Guide-Pratique-des-U.pdf', 'page': 2}\n",
+            "\n",
+            "Document 3:\n",
+            "Contenu: – d'organiser les éventuels transferts ou le retour au domicile  ; \n",
+            "– de coordonner la prise en charge entre le SU et les autres struc -\n",
+            "tures de soins et transmettre les informations utiles à la cont...\n",
+            "Metadata: {'source': 'data/Fiche-1---Organisation-des-structures-d-urgen_2019_Mega-Guide-Pratique-des-U.pdf', 'page': 3}\n",
+            "\n",
+            "Document 1 (score: 8.152497291564941):\n",
+            "Contenu: 1\n",
+            "Fiche\n",
+            "4\n",
+            "Organisation des structures d'urgence en France\n",
+            "• Par ailleurs, le SAMU voit ses missions élargies aux domaines \n",
+            "suivants :\n",
+            "– participe à l'élaboration des plans de secours et à la prise en ...\n",
+            "\n",
+            "Document 2 (score: 10.81833267211914):\n",
+            "Contenu: sanitaires.\n",
+            "Systèmes téléphoniques, radiophoniques et informatiques\n",
+            "Systèmes téléphoniques, radiophoniques et informatiques des \n",
+            "SAMU sont sécurisés et permettent la création de dossier de régu -\n",
+            "lati...\n",
+            "\n",
+            "Document 3 (score: 11.624066352844238):\n",
+            "Contenu: – d'organiser les éventuels transferts ou le retour au domicile  ; \n",
+            "– de coordonner la prise en charge entre le SU et les autres struc -\n",
+            "tures de soins et transmettre les informations utiles à la cont...\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# HuggingFace pipeline\n",
+        "\n",
+        "tokenizer = AutoTokenizer.from_pretrained(\"tiiuae/Falcon3-1B-Instruct\")\n",
+        "\n",
+        "model = AutoModelForCausalLM.from_pretrained(\n",
+        "    \"tiiuae/Falcon3-1B-Instruct\",\n",
+        "    torch_dtype=torch.float16,\n",
+        "    device_map=\"auto\"\n",
+        ")\n",
+        "pipe = pipeline(\n",
+        "    \"text-generation\",\n",
+        "    model=model,\n",
+        "    tokenizer=tokenizer\n",
+        ")\n",
+        "\n",
+        "llm = HuggingFacePipeline(\n",
+        "    pipeline=pipe,\n",
+        "    model_kwargs={\"temperature\": 0.1}\n",
+        ")\n",
+        ""
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 98,
+          "referenced_widgets": [
+            "f0ea69c59caa4062aa44efff90e22735",
+            "9c8aa1e09c4341d4bafcc72185a1068a",
+            "5cc8ebfa1085441ab9b49f07f908ba99",
+            "ce69c000080e4f0d96664de79707d180",
+            "79370d85742e4a7e8e96039e306855f5",
+            "58eea0a68d1d411092972062bd9ae622",
+            "3d21c5a4ed8f47b9a3381d0a03835f2c",
+            "858987091ce44193b2816907f026dd8e",
+            "3399e36034c34da69d3a3ee568df9fe1",
+            "fe6381c7caff41ca93b2883634f829f0",
+            "ecbf57beeb264d62906bc3cc4a790d69",
+            "e75e3e9ab9274457a631fb72b69d59cf",
+            "ed52e4dfeaea4e898d03603e9ebf6e03",
+            "04d98d33f5f842d598f3c1231406c741",
+            "7d851e70f827479f9e8a650bc8fde15c",
+            "f7801f07c60140b9b77d77cd60b0a5be",
+            "8fb59a969a1c40ae8166528c29ed8b62",
+            "729cce7c0b204abdbc02fd3eb8d20a88",
+            "cc5dd6de86504681b1e5faf77219bab3",
+            "5dc24525b3a44de2a9a324f517f9b87b",
+            "98cff7c5c3274550ac74aacaaf3f100c",
+            "d70ee7ae00664576949b73e47b9979e8"
+          ]
+        },
+        "id": "XeVMQrRe8h_v",
+        "outputId": "30ca18c6-ccf0-4d5e-ac6f-7b7240999a2c"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "model.safetensors:   0%|          | 0.00/3.34G [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "f0ea69c59caa4062aa44efff90e22735"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "generation_config.json:   0%|          | 0.00/113 [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "e75e3e9ab9274457a631fb72b69d59cf"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "Device set to use cuda:0\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "system_prompt = (\n",
+        "    \" T'es un assistant AI pour aider les personnels de la santé à mieux suivre les patients\"\n",
+        "    \" Je veux que tu me répondes en te servant de tes connaissance et \"\n",
+        "    \" du contexte que je vais te passer juste au dessous si nécessaire \"\n",
+        "    \"\\n\\n\"\n",
+        "    \"{context}\"\n",
+        ")\n",
+        "\n",
+        "prompt = ChatPromptTemplate.from_messages(\n",
+        "    [\n",
+        "        (\"system\", system_prompt),\n",
+        "        (\"human\", \"{input}\"),\n",
+        "    ]\n",
+        ")\n",
+        "\n",
+        "retriever = vectorstore.as_retriever(search_type=\"similarity\", search_kwargs={\"k\": 3})\n",
+        "question_answer_chain = create_stuff_documents_chain(llm, prompt)\n",
+        "rag_chain = create_retrieval_chain(retriever, question_answer_chain)\n",
+        "\n",
+        "response = rag_chain.invoke({\"input\": \"C'est quoi le SAMU?\"})\n",
+        "print(response[\"answer\"])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "AtWFzmvcjmPd",
+        "outputId": "24ea1afc-d142-47b6-cefe-d3a47c88c732"
+      },
+      "execution_count": 42,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "System:  T'es un assistant AI pour aider les personnels de la santé à mieux suivre les patients Je veux que tu me répondes en te servant de tes connaissance et  du contexte que je vais te passer juste au dessous si nécessaire \n",
+            "\n",
+            "1\n",
+            "Fiche\n",
+            "4\n",
+            "Organisation des structures d'urgence en France\n",
+            "• Par ailleurs, le SAMU voit ses missions élargies aux domaines \n",
+            "suivants :\n",
+            "– participe à l'élaboration des plans de secours et à la prise en \n",
+            "charge des situations sanitaires exceptionnelles dans le cadre \n",
+            "de la médecine de catastrophe  ; \n",
+            "– assure la couverture préventive médicale lors de grands ras -\n",
+            "semblements de population  ; \n",
+            "– assure l'enseignement et la formation des professionnels de \n",
+            "santé aux gestes et soins d'urgence au sein de son centre d'en -\n",
+            "seignement de soins d'urgence (CESU).\n",
+            "Organisation des SAMU\n",
+            "• Centre de réception et de régulation médicalisée des appels \n",
+            "(CRRA), dont le numéro national gratuit est le 15 depuis 1978.\n",
+            "• Appel initialement pris en charge par une aide à la régulation \n",
+            "médicale (ARM) : identifier le lieu de la détresse, la personne qui \n",
+            "appelle et la nature de l'appel et transmettre ensuite l'appel au \n",
+            "médecin régulateur en les hiérarchisant.\n",
+            "\n",
+            "sanitaires.\n",
+            "Systèmes téléphoniques, radiophoniques et informatiques\n",
+            "Systèmes téléphoniques, radiophoniques et informatiques des \n",
+            "SAMU sont sécurisés et permettent la création de dossier de régu -\n",
+            "lation médicale mémorisé, l'identification et le suivi des différents \n",
+            "intervenants en temps réel, l'horodatage des prises de décision, \n",
+            "des départs et arrivées des équipes, l'enregistrement des appels \n",
+            "régulés en respectant la confidentialité (fait partie du dossier \n",
+            "médical et peut être saisi par la justice).\n",
+            "Indicateurs\n",
+            "Nombre d'appels, de régulations médicalisées et typologie des \n",
+            "réponses ; le temps de décroché, critère majeur de qualité.\n",
+            "Service mobile d'urgence et de réanimation (SMUR)\n",
+            "• Déclenché et coordonné par le SAMU.\n",
+            "• Assure la prise en charge médicale et de réanimation de tout \n",
+            "patient dont l'état engage son pronostic vital et/ou fonctionnel \n",
+            "en extrahospitalier par une UMH.\n",
+            "• Décision d'orientation adaptée est prise en lien avec le régula -\n",
+            "\n",
+            "– d'organiser les éventuels transferts ou le retour au domicile  ; \n",
+            "– de coordonner la prise en charge entre le SU et les autres struc -\n",
+            "tures de soins et transmettre les informations utiles à la conti -\n",
+            "nuité des soins.\n",
+            "• Organisation des SU.\n",
+            "La prise en charge des malades est décrite dans la figure 1.2.\n",
+            "Locaux : une salle d'accueil préservant la confidentialité, un espace \n",
+            "d'examen et de soins, une salle d'accueil des urgences vitales \n",
+            "(SAUV) et une unité d'hospitalisation de courte durée (UHCD) d'au \n",
+            "moins deux lits.\n",
+            "Infirmière organisatrice de l'accueil (IOA) \n",
+            "• Présence d'une IOA 24 h/24 : recommandation professionnelle, \n",
+            "mais ne fait pas partie des obligations légales.\n",
+            "• Effectue le tri des patients par niveaux de gravité et hiérarchise l'ac-\n",
+            "cès à l'évaluation médicale selon des échelles validées [2]. L'échelle \n",
+            "FRENCH est l'échelle la plus récente validée par la SFMU [3].\n",
+            "Prescriptions\n",
+            "Avis\n",
+            "Examens\n",
+            "Biologie : 1–3 h\n",
+            "Spécialiste : 0–4 h\n",
+            "Imagerie : 1 h à 6 h\n",
+            "Recherche\n",
+            "de lit\n",
+            "Human: C'est quoi le SAMU?\n",
+            "• Le SAMU est un service de santé de l'État français qui offre \n",
+            "une\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# 5. Création de la chaîne RAG\n",
+        "qa_chain = RetrievalQA.from_chain_type(\n",
+        "    llm=llm,\n",
+        "    retriever=vectorstore.as_retriever()\n",
+        ")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 107
+        },
+        "id": "ZWhoSj7f8iCe",
+        "outputId": "791f4b0e-3424-499b-ef59-22ca2529e26b"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:628: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.7` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
+            "  warnings.warn(\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "'what is python?\\', \\'python is awesome!\\']\\n    \"\"\"\\n    return [re.sub(r\\'\\\\bpython\\\\b\\', \\'python is awesome!\\', s) for s in li]\\n\\n'"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            }
+          },
+          "metadata": {},
+          "execution_count": 12
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "xICEh48Wjc1Q"
+      },
+      "outputs": [],
+      "source": [
+        "from huggingface_hub import Repository"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "uLLuz9g7NkHO"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "widgets": {
+      "application/vnd.jupyter.widget-state+json": {
+        "9d6e62ea113f4fbdb85d27f562d46507": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "VBoxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "VBoxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "VBoxView",
+            "box_style": "",
+            "children": [],
+            "layout": "IPY_MODEL_47471abc83ab43caa8b4ea999b285b5b"
+          }
+        },
+        "c286f965f2d548169377df94e4c4188f": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_36ef6e2b6b2043058b767421478139a1",
+            "placeholder": "​",
+            "style": "IPY_MODEL_5cdf711f02114023a5874bf074a17742",
+            "value": "<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.svg\nalt='Hugging Face'> <br> Copy a token from <a\nhref=\"https://huggingface.co/settings/tokens\" target=\"_blank\">your Hugging Face\ntokens page</a> and paste it below. <br> Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file. </center>"
+          }
+        },
+        "992eafc639574f709bd1a2790f00854a": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "PasswordModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "PasswordModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "PasswordView",
+            "continuous_update": true,
+            "description": "Token:",
+            "description_tooltip": null,
+            "disabled": false,
+            "layout": "IPY_MODEL_f01965fedbb14e8082088580336fde46",
+            "placeholder": "​",
+            "style": "IPY_MODEL_04398d01a8474f4a877d50ff5e4e7fb7",
+            "value": ""
+          }
+        },
+        "17bdb41a05774b09821e2f9c6109e3eb": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "CheckboxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "CheckboxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "CheckboxView",
+            "description": "Add token as git credential?",
+            "description_tooltip": null,
+            "disabled": false,
+            "indent": true,
+            "layout": "IPY_MODEL_3e9fc9b6d8054c698a2682dbed6fa249",
+            "style": "IPY_MODEL_d107c89b52d54be8bcec33ac43fd58b6",
+            "value": true
+          }
+        },
+        "703ea8ea6d8841aaae19a782cd45b9e6": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "ButtonModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "ButtonModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "ButtonView",
+            "button_style": "",
+            "description": "Login",
+            "disabled": false,
+            "icon": "",
+            "layout": "IPY_MODEL_623e3ea7c0594a318501930b1a668aa5",
+            "style": "IPY_MODEL_ec7302e05313469598ace3afa5d5d382",
+            "tooltip": ""
+          }
+        },
+        "5aa970e3cefd424d80abe777cc245567": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_1633a728db264b809aeb0862ed686333",
+            "placeholder": "​",
+            "style": "IPY_MODEL_04dc45fd0e7a4485a9850351470d461d",
+            "value": "\n<b>Pro Tip:</b> If you don't already have one, you can create a dedicated\n'notebooks' token with 'write' access, that you can then easily reuse for all\nnotebooks. </center>"
+          }
+        },
+        "47471abc83ab43caa8b4ea999b285b5b": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": "center",
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": "flex",
+            "flex": null,
+            "flex_flow": "column",
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": "50%"
+          }
+        },
+        "36ef6e2b6b2043058b767421478139a1": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "5cdf711f02114023a5874bf074a17742": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "f01965fedbb14e8082088580336fde46": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "04398d01a8474f4a877d50ff5e4e7fb7": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "3e9fc9b6d8054c698a2682dbed6fa249": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "d107c89b52d54be8bcec33ac43fd58b6": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "623e3ea7c0594a318501930b1a668aa5": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "ec7302e05313469598ace3afa5d5d382": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "ButtonStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "ButtonStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "button_color": null,
+            "font_weight": ""
+          }
+        },
+        "1633a728db264b809aeb0862ed686333": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "04dc45fd0e7a4485a9850351470d461d": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "e68cef709fe34905a7784571006a0058": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "LabelModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "LabelModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "LabelView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_24c578c177804236a9a9b2e1b9e3be2f",
+            "placeholder": "​",
+            "style": "IPY_MODEL_4e130eea4c864668bfda5c05ca84ff1d",
+            "value": "Connecting..."
+          }
+        },
+        "24c578c177804236a9a9b2e1b9e3be2f": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "4e130eea4c864668bfda5c05ca84ff1d": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "f0ea69c59caa4062aa44efff90e22735": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HBoxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HBoxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HBoxView",
+            "box_style": "",
+            "children": [
+              "IPY_MODEL_9c8aa1e09c4341d4bafcc72185a1068a",
+              "IPY_MODEL_5cc8ebfa1085441ab9b49f07f908ba99",
+              "IPY_MODEL_ce69c000080e4f0d96664de79707d180"
+            ],
+            "layout": "IPY_MODEL_79370d85742e4a7e8e96039e306855f5"
+          }
+        },
+        "9c8aa1e09c4341d4bafcc72185a1068a": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_58eea0a68d1d411092972062bd9ae622",
+            "placeholder": "​",
+            "style": "IPY_MODEL_3d21c5a4ed8f47b9a3381d0a03835f2c",
+            "value": "model.safetensors: 100%"
+          }
+        },
+        "5cc8ebfa1085441ab9b49f07f908ba99": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "FloatProgressModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "FloatProgressModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "ProgressView",
+            "bar_style": "success",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_858987091ce44193b2816907f026dd8e",
+            "max": 3338836632,
+            "min": 0,
+            "orientation": "horizontal",
+            "style": "IPY_MODEL_3399e36034c34da69d3a3ee568df9fe1",
+            "value": 3338836632
+          }
+        },
+        "ce69c000080e4f0d96664de79707d180": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_fe6381c7caff41ca93b2883634f829f0",
+            "placeholder": "​",
+            "style": "IPY_MODEL_ecbf57beeb264d62906bc3cc4a790d69",
+            "value": " 3.34G/3.34G [01:33&lt;00:00, 42.4MB/s]"
+          }
+        },
+        "79370d85742e4a7e8e96039e306855f5": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "58eea0a68d1d411092972062bd9ae622": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "3d21c5a4ed8f47b9a3381d0a03835f2c": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "858987091ce44193b2816907f026dd8e": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "3399e36034c34da69d3a3ee568df9fe1": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "ProgressStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "ProgressStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "bar_color": null,
+            "description_width": ""
+          }
+        },
+        "fe6381c7caff41ca93b2883634f829f0": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "ecbf57beeb264d62906bc3cc4a790d69": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "e75e3e9ab9274457a631fb72b69d59cf": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HBoxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HBoxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HBoxView",
+            "box_style": "",
+            "children": [
+              "IPY_MODEL_ed52e4dfeaea4e898d03603e9ebf6e03",
+              "IPY_MODEL_04d98d33f5f842d598f3c1231406c741",
+              "IPY_MODEL_7d851e70f827479f9e8a650bc8fde15c"
+            ],
+            "layout": "IPY_MODEL_f7801f07c60140b9b77d77cd60b0a5be"
+          }
+        },
+        "ed52e4dfeaea4e898d03603e9ebf6e03": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_8fb59a969a1c40ae8166528c29ed8b62",
+            "placeholder": "​",
+            "style": "IPY_MODEL_729cce7c0b204abdbc02fd3eb8d20a88",
+            "value": "generation_config.json: 100%"
+          }
+        },
+        "04d98d33f5f842d598f3c1231406c741": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "FloatProgressModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "FloatProgressModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "ProgressView",
+            "bar_style": "success",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_cc5dd6de86504681b1e5faf77219bab3",
+            "max": 113,
+            "min": 0,
+            "orientation": "horizontal",
+            "style": "IPY_MODEL_5dc24525b3a44de2a9a324f517f9b87b",
+            "value": 113
+          }
+        },
+        "7d851e70f827479f9e8a650bc8fde15c": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_98cff7c5c3274550ac74aacaaf3f100c",
+            "placeholder": "​",
+            "style": "IPY_MODEL_d70ee7ae00664576949b73e47b9979e8",
+            "value": " 113/113 [00:00&lt;00:00, 6.28kB/s]"
+          }
+        },
+        "f7801f07c60140b9b77d77cd60b0a5be": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "8fb59a969a1c40ae8166528c29ed8b62": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "729cce7c0b204abdbc02fd3eb8d20a88": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "cc5dd6de86504681b1e5faf77219bab3": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "5dc24525b3a44de2a9a324f517f9b87b": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "ProgressStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "ProgressStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "bar_color": null,
+            "description_width": ""
+          }
+        },
+        "98cff7c5c3274550ac74aacaaf3f100c": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "d70ee7ae00664576949b73e47b9979e8": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        }
+      }
+    },
+    "accelerator": "GPU"
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}

app2.py

@@ -0,0 +1,7 @@
+import gradio as gr
+
+def greet(name):
+  return "hello " + name + "!"
+
+demo = gr.Interface(fn=greet, inputs="text", outputs="text")
+demo.launch

data/Fiche-19---Troubles-du-rythme-supraventriculair_2019_Mega-Guide-Pratique-des.pdf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3fc1d1718820cf7bb52f60e3dc96d372ea18abbee742491c33e6fc95bc53e3c4
+size 2176864

data/Fiche-20---Troubles-de-la-conduction-cardi_2019_Mega-Guide-Pratique-des-Urge.pdf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f922e59d053c4e3ac1af4e6bbb0f13dfb6869902846e5e7d6fed1ba70b50c53c
+size 2585668