PolyLM_13B_Alpaca_Clean_Dutch_Qlora.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/RobinSmits/Dutch-LLMs/blob/main/PolyLM_13B_Alpaca_Clean_Dutch_Qlora.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4RE7rRxij3Pz",
        "outputId": "824d1d8e-d18d-4621-ef0c-c09642c0d47b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "# Mount Google Drive\n",
        "import os\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "# Set Folder to use...\n",
        "WORK_DIR = '/content/drive/My Drive/LLM/PolyLM13BAlpacaCleanDutchQlora/'\n",
        "os.makedirs(WORK_DIR, exist_ok = True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "x-TtD0uIHxUt"
      },
      "outputs": [],
      "source": [
        "# Install required packages\n",
        "!pip install -q accelerate\n",
        "!pip install -q sentencepiece\n",
        "!pip install -q bitsandbytes\n",
        "!pip install -q transformers\n",
        "!pip install -q peft\n",
        "!pip install -q datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7R3VLs6PHZQX"
      },
      "outputs": [],
      "source": [
        "# Import Modules\n",
        "import bitsandbytes as bnb\n",
        "from datasets import load_dataset, load_from_disk\n",
        "from huggingface_hub import notebook_login\n",
        "from peft import prepare_model_for_kbit_training, LoraConfig, get_peft_model, TaskType\n",
        "from transformers import AutoConfig, AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, GenerationConfig\n",
        "import torch\n",
        "import transformers"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145,
          "referenced_widgets": [
            "721e0053ca06458ba16e77bbd47bb07c",
            "c52abd54be58479ea9077bd6ce9286ab",
            "7e06f50afbd4490c9ef0a982288a55ec",
            "58d039fa01db4d79adfebd74761c772e",
            "a7ade62032fb411c920e1f22ebac53af",
            "b281b11417b0474c82966fde6f64f50e",
            "9b0eef673713450284519fd2070b2f5f",
            "7f1b921400254edaacadda6ab37ff7bc",
            "ffd3f7e12d904a12bf16972984073a48",
            "a15720ee88b542e5aaa48c815fa856f2",
            "2ed1835e3dcf44c3b09622e953ce92de",
            "24d8bf404c094c7d9d78764f9765b239",
            "5247954d96cf48eeadd27ebb853b0b45",
            "1e118b461ddc4bf89cea51a8ae6f6896",
            "33ef552438c24b4597122aaa7afbc290",
            "2b95745afb2b45e489021034555417e7",
            "aeb51ee0f87745f5b447de47347a26d2",
            "3c92c63cfbac4dd499f4e545f9488145",
            "37950edd8860423bbab05fe0e25114aa",
            "2a24dcc219184b2787726ba375accef4",
            "78c233331b844e788e00768cf154986b",
            "a597a5ebf31e473dab18018f33ad7cdf",
            "916ee185892e45bd955c55776ac968d0",
            "c926744635a948d7838eddb8025fe1ef",
            "bbff6a6382014dd6ab1c9e1900d21965",
            "868907552ffb4e28a101f28d7796494b",
            "d52f4cf5c64b41bc8082a9b5b969ea6f",
            "610eb6770da24b35bf32608fd662202e",
            "b4854a78ee42422c8fd4c2775d685ea0",
            "a97c9e51753242f3a5300bf71af3bbd1",
            "1cf39f846a4f47a0808d648249956f95",
            "e254815d7d834653beb91a44b16daffd"
          ]
        },
        "id": "J_CWF0Jxpv01",
        "outputId": "9fc3d9cf-56eb-41b3-8cb7-885200da0775"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv&hellip;"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "721e0053ca06458ba16e77bbd47bb07c"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Huggingface Hub Loging\n",
        "notebook_login()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Uhk1Rkk_gNCK"
      },
      "outputs": [],
      "source": [
        "# Set Name Constants\n",
        "model_name = 'DAMO-NLP-MT/polylm-13b-fine-grained-shards'\n",
        "hf_model_name = 'polylm_13b_ft_alpaca_clean_dutch'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6Zu2NDXPERde",
        "outputId": "aa8c0510-75f0-48dc-c153-29610017f362"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Using sep_token, but it is not set yet.\n",
            "Using cls_token, but it is not set yet.\n",
            "Using mask_token, but it is not set yet.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "LlamaTokenizer(name_or_path='DAMO-NLP-MT/polylm-13b-fine-grained-shards', vocab_size=256000, model_max_length=2048, is_fast=False, padding_side='right', truncation_side='right', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'pad_token': '</s>'}, clean_up_tokenization_spaces=False),  added_tokens_decoder={\n",
            "\t0: AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
            "\t1: AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
            "\t2: AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
            "}\n",
            "pad_token_id: 2\n",
            "bos_token_id: 1\n",
            "eos_token_id: 2\n",
            "pad_token_id: </s>\n",
            "bos_token_id: <s>\n",
            "eos_token_id: </s>\n"
          ]
        }
      ],
      "source": [
        "# Create Tokenizer\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name,\n",
        "                                          use_fast = False,\n",
        "                                          legacy = False)\n",
        "tokenizer.pad_token_id = tokenizer.eos_token_id\n",
        "\n",
        "# Max Length\n",
        "MAX_LEN = 512\n",
        "\n",
        "# Tokenizer Summary\n",
        "print(tokenizer)\n",
        "\n",
        "# Special Tokens\n",
        "print(f'pad_token_id: {tokenizer.pad_token_id}')\n",
        "print(f'bos_token_id: {tokenizer.bos_token_id}')\n",
        "print(f'eos_token_id: {tokenizer.eos_token_id}')\n",
        "print(f'pad_token_id: {tokenizer.decode(tokenizer.pad_token_id)}')\n",
        "print(f'bos_token_id: {tokenizer.decode(tokenizer.bos_token_id)}')\n",
        "print(f'eos_token_id: {tokenizer.decode(tokenizer.eos_token_id)}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FZVrimoUDoEd",
        "outputId": "54318465-3c91-4da4-9050-8674e1b8ac92"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPT2Config {\n",
            "  \"_name_or_path\": \"DAMO-NLP-MT/polylm-13b-fine-grained-shards\",\n",
            "  \"activation_function\": \"gelu_fast\",\n",
            "  \"architectures\": [\n",
            "    \"GPT2LMHeadModel\"\n",
            "  ],\n",
            "  \"attn_pdrop\": 0.0,\n",
            "  \"bos_token_id\": 255999,\n",
            "  \"embd_pdrop\": 0.0,\n",
            "  \"eos_token_id\": 255999,\n",
            "  \"initializer_range\": 0.02,\n",
            "  \"layer_norm_epsilon\": 1e-05,\n",
            "  \"model_type\": \"gpt2\",\n",
            "  \"n_embd\": 5120,\n",
            "  \"n_head\": 40,\n",
            "  \"n_inner\": 20480,\n",
            "  \"n_layer\": 40,\n",
            "  \"n_positions\": 2048,\n",
            "  \"reorder_and_upcast_attn\": false,\n",
            "  \"resid_pdrop\": 0.0,\n",
            "  \"scale_attn_by_inverse_layer_idx\": false,\n",
            "  \"scale_attn_weights\": true,\n",
            "  \"summary_activation\": null,\n",
            "  \"summary_first_dropout\": 0.0,\n",
            "  \"summary_proj_to_labels\": true,\n",
            "  \"summary_type\": \"cls_index\",\n",
            "  \"summary_use_proj\": true,\n",
            "  \"tokenizer_class\": \"AutoTokenizer\",\n",
            "  \"transformers_version\": \"4.34.0\",\n",
            "  \"use_cache\": false,\n",
            "  \"vocab_size\": 256000\n",
            "}\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# Create Config\n",
        "config = AutoConfig.from_pretrained(model_name,\n",
        "                                    use_cache = False)\n",
        "\n",
        "# Summary\n",
        "print(config)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 538,
          "referenced_widgets": [
            "19490927aeef4509899396350c1de8c5",
            "fd180167755845d0a0bb9027fad5f766",
            "ed2a9ac706144ed894b42d830d69b306",
            "78a356fb55eb4d3ab5c69cea9172dac8",
            "86e80163246a490283bd8b60605700a4",
            "f693565213ab44bd90ca033a7d030e2d",
            "3dec08c3effb4bb2b0f949b2409c210a",
            "f7849ecd837d428ea959349478f234a9",
            "a5c7f1530d40417c9ee28cbb39a614f4",
            "734fad96f56d4aa9ae15b0220468ad90",
            "5c68e4c849ee443f8865ac208b9bb2b3"
          ]
        },
        "id": "-YpfgUWAEdRe",
        "outputId": "e79f239a-a2a1-46c1-d7e2-e121d0840087"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "19490927aeef4509899396350c1de8c5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPT2LMHeadModel(\n",
            "  (transformer): GPT2Model(\n",
            "    (wte): Embedding(256000, 5120)\n",
            "    (wpe): Embedding(2048, 5120)\n",
            "    (drop): Dropout(p=0.0, inplace=False)\n",
            "    (h): ModuleList(\n",
            "      (0-39): 40 x GPT2Block(\n",
            "        (ln_1): LayerNorm((5120,), eps=1e-05, elementwise_affine=True)\n",
            "        (attn): GPT2Attention(\n",
            "          (c_attn): Linear4bit(in_features=5120, out_features=15360, bias=True)\n",
            "          (c_proj): Linear4bit(in_features=5120, out_features=5120, bias=True)\n",
            "          (attn_dropout): Dropout(p=0.0, inplace=False)\n",
            "          (resid_dropout): Dropout(p=0.0, inplace=False)\n",
            "        )\n",
            "        (ln_2): LayerNorm((5120,), eps=1e-05, elementwise_affine=True)\n",
            "        (mlp): GPT2MLP(\n",
            "          (c_fc): Linear4bit(in_features=5120, out_features=20480, bias=True)\n",
            "          (c_proj): Linear4bit(in_features=20480, out_features=5120, bias=True)\n",
            "          (act): FastGELUActivation()\n",
            "          (dropout): Dropout(p=0.0, inplace=False)\n",
            "        )\n",
            "      )\n",
            "    )\n",
            "    (ln_f): LayerNorm((5120,), eps=1e-05, elementwise_affine=True)\n",
            "  )\n",
            "  (lm_head): Linear(in_features=5120, out_features=256000, bias=False)\n",
            ")\n"
          ]
        }
      ],
      "source": [
        "# Create Model\n",
        "model = AutoModelForCausalLM.from_pretrained(model_name,\n",
        "                                             config = config,\n",
        "                                             device_map = {\"\":0},\n",
        "                                             quantization_config = BitsAndBytesConfig(load_in_4bit = True,\n",
        "                                                                                      bnb_4bit_use_double_quant = True,\n",
        "                                                                                      bnb_4bit_quant_type = 'nf4',\n",
        "                                                                                      bnb_4bit_compute_dtype = torch.bfloat16))\n",
        "# Enable Gradient Checkpointing\n",
        "model.gradient_checkpointing_enable()\n",
        "\n",
        "# Show Model Summary\n",
        "print(model)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2LojhXAqEjeJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "17aaa113-ff50-458a-e82d-84abe711fa89"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "trainable params: 6,553,600 || all params: 13,913,344,000 || trainable%: 0.047102982575576366\n",
            "PeftModelForCausalLM(\n",
            "  (base_model): LoraModel(\n",
            "    (model): GPT2LMHeadModel(\n",
            "      (transformer): GPT2Model(\n",
            "        (wte): Embedding(256000, 5120)\n",
            "        (wpe): Embedding(2048, 5120)\n",
            "        (drop): Dropout(p=0.0, inplace=False)\n",
            "        (h): ModuleList(\n",
            "          (0-39): 40 x GPT2Block(\n",
            "            (ln_1): LayerNorm((5120,), eps=1e-05, elementwise_affine=True)\n",
            "            (attn): GPT2Attention(\n",
            "              (c_attn): Linear4bit(\n",
            "                in_features=5120, out_features=15360, bias=True\n",
            "                (lora_dropout): ModuleDict(\n",
            "                  (default): Dropout(p=0.1, inplace=False)\n",
            "                )\n",
            "                (lora_A): ModuleDict(\n",
            "                  (default): Linear(in_features=5120, out_features=8, bias=False)\n",
            "                )\n",
            "                (lora_B): ModuleDict(\n",
            "                  (default): Linear(in_features=8, out_features=15360, bias=False)\n",
            "                )\n",
            "                (lora_embedding_A): ParameterDict()\n",
            "                (lora_embedding_B): ParameterDict()\n",
            "              )\n",
            "              (c_proj): Linear4bit(in_features=5120, out_features=5120, bias=True)\n",
            "              (attn_dropout): Dropout(p=0.0, inplace=False)\n",
            "              (resid_dropout): Dropout(p=0.0, inplace=False)\n",
            "            )\n",
            "            (ln_2): LayerNorm((5120,), eps=1e-05, elementwise_affine=True)\n",
            "            (mlp): GPT2MLP(\n",
            "              (c_fc): Linear4bit(in_features=5120, out_features=20480, bias=True)\n",
            "              (c_proj): Linear4bit(in_features=20480, out_features=5120, bias=True)\n",
            "              (act): FastGELUActivation()\n",
            "              (dropout): Dropout(p=0.0, inplace=False)\n",
            "            )\n",
            "          )\n",
            "        )\n",
            "        (ln_f): LayerNorm((5120,), eps=1e-05, elementwise_affine=True)\n",
            "      )\n",
            "      (lm_head): Linear(in_features=5120, out_features=256000, bias=False)\n",
            "    )\n",
            "  )\n",
            ")\n"
          ]
        }
      ],
      "source": [
        "# Create LoRA config\n",
        "loraconfig = LoraConfig(r = 8,\n",
        "                        lora_alpha = 16,\n",
        "                        lora_dropout = 0.10,\n",
        "                        bias = 'none',\n",
        "                        task_type = TaskType.CAUSAL_LM,\n",
        "                        fan_in_fan_out = True)\n",
        "\n",
        "# Prep for Training\n",
        "model = prepare_model_for_kbit_training(model)\n",
        "\n",
        "# Create LoRA Model\n",
        "model = get_peft_model(model, loraconfig)\n",
        "model.print_trainable_parameters()\n",
        "\n",
        "# Show Model Summary\n",
        "print(model)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UqXl1nW5dk6Z"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "# Alpaca Translated\n",
        "datasets = load_dataset('BramVanroy/alpaca-cleaned-dutch')\n",
        "\n",
        "# Summary\n",
        "print(datasets)\n",
        "\n",
        "# Validation size\n",
        "VAL_SIZE = 2048\n",
        "\n",
        "# Split in Train and Val datasets\n",
        "dataset_split = datasets[\"train\"].train_test_split(test_size = VAL_SIZE,\n",
        "                                                   shuffle = True,\n",
        "                                                   seed = 42)\n",
        "\n",
        "# Train and Val datasets\n",
        "train_data = dataset_split[\"train\"]\n",
        "val_data = dataset_split[\"test\"]\n",
        "\n",
        "# Save for later use\n",
        "val_data.save_to_disk(f'{WORK_DIR}val_data')\n",
        "train_data.save_to_disk(f'{WORK_DIR}train_data')\n",
        "\"\"\"\n",
        "\n",
        "# Load Train and Validation sets from earlier training run...use code above to generate new train and val datasets.\n",
        "val_data = load_from_disk(f'{WORK_DIR}val_data')\n",
        "train_data = load_from_disk(f'{WORK_DIR}train_data')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jhAmxWFPmh3f"
      },
      "outputs": [],
      "source": [
        "# Model Training Prompt\n",
        "def generate_training_prompt(data_point):\n",
        "    if data_point[\"input\"]:\n",
        "        return f\"\"\"\n",
        "### Instructie:\n",
        "{data_point[\"instruction\"]}\n",
        "\n",
        "### Invoer:\n",
        "{data_point[\"input\"]}\n",
        "\n",
        "### Antwoord:\n",
        "{data_point[\"output\"]}\"\"\"\n",
        "    else:\n",
        "        return f\"\"\"\n",
        "### Instructie:\n",
        "{data_point[\"instruction\"]}\n",
        "\n",
        "### Antwoord:\n",
        "{data_point[\"output\"]}\"\"\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IAS45lwFP_KI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b9f0be7d-4587-41fc-c9cc-b60d7f724e2a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "=======================================================================\n",
            "\n",
            "### Instructie:\n",
            "Maak een zin met 5 uitdrukkingen.\n",
            "\n",
            "### Antwoord:\n",
            "Hij was zo boos dat hij stond te trappelen, op het verkeerde spoor zat, een appeltje te schillen had, te vroeg was begonnen, en zijn woorden moest inslikken.\n",
            "\n",
            "=======================================================================\n",
            "\n",
            "### Instructie:\n",
            "Voeg 3 interessante feiten over Colombia toe.\n",
            "\n",
            "### Antwoord:\n",
            "1. Colombia heeft na Brazili&euml; de op &eacute;&eacute;n na grootste biodiversiteit ter wereld, met meer dan 79.000 diersoorten en 40.000 plantensoorten.\n",
            "2. Colombia produceert meer koffie dan welk ander land ter wereld dan ook.\n",
            "3. Colombia is het enige Zuid-Amerikaanse land met een kustlijn aan zowel de Stille Oceaan als de Caribische Zee.\n",
            "\n",
            "=======================================================================\n",
            "\n",
            "### Instructie:\n",
            "Geef een voorbeeld van een gebruikstoepassing voor Machine Learning\n",
            "\n",
            "### Antwoord:\n",
            "Een voorbeeld van een gebruikstoepassing voor Machine Learning is een spamfilteringsysteem. Het maakt gebruik van ML-algoritmen om spam-e-mails te detecteren en uit de inbox van een gebruiker te filteren.\n",
            "\n",
            "=======================================================================\n",
            "\n",
            "### Instructie:\n",
            "Herschrijf de zin om de wezelwoorden te vermijden en de verklaring specifieker te maken.\n",
            "\n",
            "### Invoer:\n",
            "Sommige mensen geloven dat het eten van bananen gezond is.\n",
            "\n",
            "### Antwoord:\n",
            "Onderzoek toont aan dat het eten van bananen veel gezondheidsvoordelen kan bieden.\n",
            "\n",
            "=======================================================================\n",
            "\n",
            "### Instructie:\n",
            "Herschrijf de volgende zin op een objectieve manier.\n",
            "\n",
            "### Invoer:\n",
            "De president van het bedrijf was een vreselijke leider.\n",
            "\n",
            "### Antwoord:\n",
            "Onder leiding van de president was de prestatie van het bedrijf onbevredigend.\n",
            "\n",
            "=======================================================================\n",
            "\n",
            "### Instructie:\n",
            "Gegeven een dialoog, ontdek welk personage een hoger niveau van respect heeft getoond\n",
            "\n",
            "### Invoer:\n",
            "Persoon A: Ik denk dat dit de juiste weg is\n",
            "Persoon B: Dat is een interessant idee, ik wil er meer over horen\n",
            "\n",
            "### Antwoord:\n",
            "Persoon B heeft een hoger niveau van respect getoond; ze hebben het idee van Persoon A erkend en zijn in gesprek om er meer over te leren.\n"
          ]
        }
      ],
      "source": [
        "# Plot some samples\n",
        "for index, item_data in enumerate(train_data):\n",
        "    print('\\n=======================================================================')\n",
        "    print(generate_training_prompt(item_data))\n",
        "\n",
        "    if index > 4:\n",
        "        break"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SfkFLnQJrhn7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "5a10ac13f12744ccb2cb0603888685ac",
            "44d5823f48ea4631acb622e7dd4135b8",
            "1c98ba4f5f4347c8aea6c358ec425f8c",
            "2decd23e4e6f4ac2aeb56fb44fcae099",
            "efdaa467dd084ccf8960213e6ea9b3d8",
            "d75080f2373f4373bde6621dd6abeab7",
            "905b23750aab41b09747d66f241bf213",
            "4ed51c6b800641a48f12edef0720e0db",
            "ce09467544dc42faab9d50bde6a2ccf5",
            "85f413e0dd6c4efd8850bb82ed5bc3a3",
            "209f02d9ecf147238a37125cfe9e0b60",
            "3c1dd1a321e04e39866d9af2074a5f5d",
            "d37456fa7c994ddbb570233feec04bf5",
            "dd89017b637041da8fa15a092bfa6152",
            "44325398eac0457daa6f1d103f6d6084",
            "53e86afc9cad42b2b1750f735fe084d1",
            "6f943377a7b145e190784e6fc7058b44",
            "0c707ccacf2f4334af009a57fc47f69d",
            "53cc1833a8394e07806d4879a3fd9e6c",
            "cf84fd4f8cce4f818221a164488a4aec",
            "db11d2bd7e8442c6be0413f3113b7cd4",
            "cfa0101100f2475b86dfb21911a15016"
          ]
        },
        "outputId": "7b2a7a95-e804-46e6-dfc2-ede6ee9f84bd"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/49664 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5a10ac13f12744ccb2cb0603888685ac"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/2048 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3c1dd1a321e04e39866d9af2074a5f5d"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Custom Tokenize method\n",
        "def tokenize(prompt):\n",
        "    # Add EOS token\n",
        "    prompt += tokenizer.eos_token\n",
        "\n",
        "    # Tokenize\n",
        "    tokenized_prompt = tokenizer.encode_plus(prompt,\n",
        "                                             truncation = True,\n",
        "                                             max_length = MAX_LEN,\n",
        "                                             add_special_tokens = True)\n",
        "\n",
        "    return tokenized_prompt\n",
        "\n",
        "# Tokenize Train Data\n",
        "train_data = train_data.shuffle().map(lambda x: tokenize(generate_training_prompt(x)))\n",
        "\n",
        "# Tokenize Val Data\n",
        "val_data = val_data.shuffle().map(lambda x: tokenize(generate_training_prompt(x)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9QY5dX-l00-l",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d5654d9b-3778-402e-c981-85afad968747"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'id': 7474, 'instruction': 'Genereer een lijst met buzzwords in data science', 'input': '', 'output': '- Kunstmatige intelligentie\\n- Machine learning\\n- Diep leren\\n- Natuurlijke taalverwerking\\n- Data mining\\n- Big data\\n- Data visualisatie\\n- Data-analyse\\n- Voorspellende analyse\\n- Algoritmes\\n- Datastructuren\\n- Cloud computing\\n- Regressieanalyse\\n- Classificatie\\n- Hyperparameters\\n- Feature engineering\\n- Automatisering\\n- Neurale netwerken\\n- Versterkend leren', 'input_ids': [460, 213, 88334, 196908, 1725, 475, 213, 216771, 701, 1648, 168544, 1868, 192031, 472, 473, 819, 4422, 213, 213, 88334, 47021, 163437, 475, 213, 474, 23295, 175157, 544, 15403, 1725, 213, 474, 24725, 2409, 213, 474, 1274, 752, 105742, 213, 474, 208874, 544, 460, 95284, 4538, 87922, 213, 474, 5621, 17501, 213, 474, 6050, 819, 213, 474, 5621, 8204, 193920, 213, 474, 5621, 474, 38556, 213, 474, 27263, 137231, 12091, 36961, 213, 474, 83988, 192498, 770, 213, 474, 5621, 38255, 580, 213, 474, 13616, 20974, 213, 474, 197466, 22908, 38556, 213, 474, 6430, 50716, 19260, 213, 474, 39025, 15850, 213, 474, 34727, 9497, 213, 474, 90679, 24179, 719, 213, 474, 185027, 544, 205846, 630, 213, 474, 4126, 211670, 4503, 105742, 2], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}\n",
            "{'id': 4656, 'instruction': 'Maak een algoritme om te bepalen of twee strings anagrammen zijn.', 'input': '', 'output': 'Het algoritme kan twee strings als input nemen en geeft true terug als ze anagrammen zijn en false als ze dat niet zijn. Om dit te doen, kunnen we elke string nemen, deze converteren naar een gesorteerde array van karakters en vervolgens de arrays vergelijken. Als de arrays identiek zijn, dan zijn de strings anagrammen en geven we true terug, anders false.', 'input_ids': [460, 213, 88334, 196908, 1725, 475, 213, 24710, 7615, 1648, 240422, 544, 4752, 1374, 501, 181810, 470, 30709, 6564, 523, 109401, 5873, 4958, 461, 213, 213, 88334, 47021, 163437, 475, 213, 104004, 240422, 544, 9491, 30709, 6564, 1537, 1880, 65746, 545, 75575, 1088, 42157, 1537, 5906, 523, 109401, 5873, 4958, 545, 1658, 1537, 5906, 4330, 5874, 4958, 461, 33208, 6277, 1374, 32195, 459, 17798, 535, 75648, 1143, 65746, 459, 10457, 27810, 630, 9591, 1648, 3874, 10107, 58118, 1626, 1337, 75320, 472, 545, 149669, 489, 15936, 146559, 630, 461, 10014, 489, 15936, 43933, 47790, 4958, 459, 1327, 4958, 489, 6564, 523, 109401, 5873, 545, 51140, 535, 1088, 42157, 459, 23458, 1658, 461, 2], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}\n",
            "{'id': 8344, 'instruction': \"Vergelijk en contrasteer de begrippen 'behoefte' en 'wens'.\", 'input': '', 'output': 'Behoeften en wensen zijn beide gewenste uitkomsten. Hoewel ze vaak door elkaar worden gebruikt, zijn er duidelijke verschillen. Behoeften zijn essentieel voor overleving en welzijn - denk aan voedsel, onderdak, kleding. Wensen daarentegen zijn verlangens die niet essentieel zijn voor overleving, hoewel ze het leven aangenamer kunnen maken - denk aan een luxe auto, dure sieraden en andere status- of plezierartikelen. Het is belangrijk om het verschil tussen behoeften en wensen te begrijpen; dit kan ons helpen om onze uitgaven te prioriteren en ervoor te zorgen dat we de essenti&euml;le zaken voor onszelf en onze families kunnen bieden.', 'input_ids': [460, 213, 88334, 196908, 1725, 475, 213, 14406, 166143, 545, 126563, 701, 489, 57098, 184182, 702, 3437, 138793, 544, 484, 545, 702, 32453, 472, 484, 461, 213, 213, 88334, 47021, 163437, 475, 213, 11129, 138793, 630, 545, 173605, 4958, 32952, 217093, 544, 7643, 126863, 630, 461, 11451, 158644, 5906, 54658, 2475, 49827, 8219, 61518, 459, 4958, 2137, 81547, 544, 208671, 461, 2008, 138793, 630, 4958, 55398, 19260, 2694, 3222, 676, 188481, 545, 15978, 121408, 532, 98323, 4924, 51389, 793, 11406, 459, 19573, 63922, 459, 460, 142461, 461, 609, 121001, 30255, 22408, 4773, 4958, 123453, 472, 616, 5874, 55398, 19260, 2694, 4958, 3222, 676, 188481, 459, 29514, 53674, 5906, 1870, 57989, 85741, 812, 675, 17798, 21139, 532, 98323, 4924, 1648, 70247, 3498, 459, 82815, 1937, 139674, 545, 7027, 2791, 474, 470, 194764, 55146, 630, 461, 9057, 478, 91150, 4752, 1870, 196846, 38926, 218441, 580, 545, 173605, 1374, 207412, 630, 524, 6277, 9491, 499, 472, 101788, 4752, 19608, 243800, 19933, 1374, 103150, 231626, 545, 128362, 1374, 89116, 4330, 535, 489, 55398, 3348, 125579, 120307, 3222, 499, 472, 116745, 545, 19608, 3650, 17798, 89525, 461, 2], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}\n",
            "{'id': 5270, 'instruction': 'Genereer een verhaal dat begint met de zin: \"Het was de koudste nacht van het jaar\".', 'input': '', 'output': 'Het was de koudste nacht van het jaar. De wind wakkerde buiten aan tot een storm, waardoor de ramen en deuren van het oude huis rammelden. Binnen danste het vuur in de woonkamer en wierp spookachtige schaduwen tegen de muren. Ik zat plotseling rechtop, staarde in het duister en zag hoe er een figuur uit de duisternis opdook. Het was lang en dun en droeg een dikke lange jas die zijn beste tijd had gehad. Terwijl het dichterbij kwam, keek ik het recht in de ogen en was geschokt door de intensiteit van de haat die ik in zijn blik voelde. Het stopte plotseling en onze ogen bleven vergrendeld voor wat aanvoelde als een eeuwigheid. Ik had het gevoel dat er iets ergs stond te gebeuren en dat de koude nacht nog veel kouder zou worden.', 'input_ids': [460, 213, 88334, 196908, 1725, 475, 213, 216771, 701, 1648, 120577, 4330, 170062, 1868, 489, 103769, 475, 520, 104004, 525, 489, 2066, 73632, 7710, 127880, 1337, 1870, 18608, 1761, 213, 213, 88334, 47021, 163437, 475, 213, 104004, 525, 489, 2066, 73632, 7710, 127880, 1337, 1870, 18608, 461, 1296, 7086, 882, 211097, 1294, 62265, 4924, 465, 504, 1648, 11830, 459, 101555, 489, 135798, 545, 489, 41397, 1337, 1870, 113104, 41325, 41033, 182861, 461, 136794, 1209, 1363, 1870, 17467, 3859, 473, 489, 92585, 86905, 545, 1917, 22862, 137369, 4479, 72080, 243153, 202146, 29399, 489, 38807, 630, 461, 21904, 65747, 6967, 11406, 719, 20824, 5308, 459, 15579, 81826, 473, 1870, 858, 52705, 545, 81455, 29514, 2137, 1648, 43273, 48568, 7643, 489, 858, 239891, 1045, 1772, 1493, 7796, 461, 9057, 525, 14221, 545, 858, 580, 545, 460, 60136, 16860, 1648, 644, 120848, 14915, 4589, 472, 616, 4958, 22344, 28113, 632, 140373, 461, 20124, 168154, 1175, 1870, 85713, 193552, 104182, 459, 3885, 5845, 8189, 1870, 20824, 473, 489, 145218, 545, 525, 63756, 7796, 504, 2475, 489, 84100, 64906, 1337, 489, 1285, 2685, 616, 8189, 473, 4958, 460, 174858, 120380, 1294, 461, 9057, 1932, 1363, 6967, 11406, 719, 545, 19608, 145218, 1423, 81053, 132476, 87369, 27964, 3222, 13894, 4924, 9416, 205635, 1537, 1648, 154011, 104362, 461, 21904, 632, 1870, 124130, 4330, 2137, 43660, 45270, 472, 145845, 1374, 172042, 630, 545, 4330, 489, 14564, 44560, 127880, 12788, 17752, 14564, 93752, 34808, 8219, 461, 2], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}\n"
          ]
        }
      ],
      "source": [
        "# Show tokenized samples\n",
        "for index, item in enumerate(train_data):\n",
        "    print(item)\n",
        "\n",
        "    if index > 2:\n",
        "        break"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NQmjWednBkgM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "c8580c7c-1fa6-43d0-d550-43bfa6519c6e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='776' max='776' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [776/776 4:08:41, Epoch 1/1]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>128</td>\n",
              "      <td>1.462600</td>\n",
              "      <td>1.461327</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>256</td>\n",
              "      <td>1.402700</td>\n",
              "      <td>1.423527</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>384</td>\n",
              "      <td>1.400200</td>\n",
              "      <td>1.405416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>512</td>\n",
              "      <td>1.385700</td>\n",
              "      <td>1.395065</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>640</td>\n",
              "      <td>1.379800</td>\n",
              "      <td>1.386992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>768</td>\n",
              "      <td>1.362900</td>\n",
              "      <td>1.383944</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'https://huggingface.co/robinsmits/polylm_13b_ft_alpaca_clean_dutch/tree/main/'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "# Set Steps\n",
        "eval_steps = 128\n",
        "logging_steps = 16\n",
        "\n",
        "# Config Trainer\n",
        "trainer = transformers.Trainer(model = model,\n",
        "                               train_dataset = train_data,\n",
        "                               eval_dataset = val_data,\n",
        "                               args = transformers.TrainingArguments(num_train_epochs = 1,\n",
        "                                                                     learning_rate = 5.0e-5,\n",
        "                                                                     evaluation_strategy = \"steps\",\n",
        "                                                                     logging_steps = logging_steps,\n",
        "                                                                     save_strategy = \"epoch\",\n",
        "                                                                     eval_steps = eval_steps,\n",
        "                                                                     save_total_limit = 1,\n",
        "                                                                     per_device_train_batch_size = 4,\n",
        "                                                                     per_device_eval_batch_size = 8,\n",
        "                                                                     gradient_accumulation_steps = 16,\n",
        "                                                                     warmup_steps = 64,\n",
        "                                                                     bf16 = True,\n",
        "                                                                     output_dir = hf_model_name,\n",
        "                                                                     hub_model_id = hf_model_name,\n",
        "                                                                     push_to_hub = True,\n",
        "                                                                     hub_private_repo = False,\n",
        "                                                                     optim = \"paged_adamw_8bit\",\n",
        "                                                                     report_to = \"tensorboard\"),\n",
        "                               data_collator = transformers.DataCollatorForLanguageModeling(tokenizer,\n",
        "                                                                                            mlm = False))\n",
        "\n",
        "# Perform Training\n",
        "trainer.train()\n",
        "\n",
        "# Push model to hub\n",
        "trainer.push_to_hub()"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "machine_shape": "hm",
      "provenance": [],
      "gpuType": "A100",
      "mount_file_id": "1Km0eHe2asV-4q7zmjRbMxxNhY6LF5MK0",
      "authorship_tag": "ABX9TyNkNRRZMzONeOdm+/eo25zM",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "721e0053ca06458ba16e77bbd47bb07c": {
          "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": [
              "IPY_MODEL_78c233331b844e788e00768cf154986b",
              "IPY_MODEL_a597a5ebf31e473dab18018f33ad7cdf",
              "IPY_MODEL_916ee185892e45bd955c55776ac968d0",
              "IPY_MODEL_c926744635a948d7838eddb8025fe1ef"
            ],
            "layout": "IPY_MODEL_9b0eef673713450284519fd2070b2f5f"
          }
        },
        "c52abd54be58479ea9077bd6ce9286ab": {
          "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_7f1b921400254edaacadda6ab37ff7bc",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_ffd3f7e12d904a12bf16972984073a48",
            "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>"
          }
        },
        "7e06f50afbd4490c9ef0a982288a55ec": {
          "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_a15720ee88b542e5aaa48c815fa856f2",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_2ed1835e3dcf44c3b09622e953ce92de",
            "value": ""
          }
        },
        "58d039fa01db4d79adfebd74761c772e": {
          "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_24d8bf404c094c7d9d78764f9765b239",
            "style": "IPY_MODEL_5247954d96cf48eeadd27ebb853b0b45",
            "value": true
          }
        },
        "a7ade62032fb411c920e1f22ebac53af": {
          "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_1e118b461ddc4bf89cea51a8ae6f6896",
            "style": "IPY_MODEL_33ef552438c24b4597122aaa7afbc290",
            "tooltip": ""
          }
        },
        "b281b11417b0474c82966fde6f64f50e": {
          "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_2b95745afb2b45e489021034555417e7",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_aeb51ee0f87745f5b447de47347a26d2",
            "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>"
          }
        },
        "9b0eef673713450284519fd2070b2f5f": {
          "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%"
          }
        },
        "7f1b921400254edaacadda6ab37ff7bc": {
          "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
          }
        },
        "ffd3f7e12d904a12bf16972984073a48": {
          "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": ""
          }
        },
        "a15720ee88b542e5aaa48c815fa856f2": {
          "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
          }
        },
        "2ed1835e3dcf44c3b09622e953ce92de": {
          "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": ""
          }
        },
        "24d8bf404c094c7d9d78764f9765b239": {
          "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
          }
        },
        "5247954d96cf48eeadd27ebb853b0b45": {
          "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": ""
          }
        },
        "1e118b461ddc4bf89cea51a8ae6f6896": {
          "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
          }
        },
        "33ef552438c24b4597122aaa7afbc290": {
          "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": ""
          }
        },
        "2b95745afb2b45e489021034555417e7": {
          "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
          }
        },
        "aeb51ee0f87745f5b447de47347a26d2": {
          "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": ""
          }
        },
        "3c92c63cfbac4dd499f4e545f9488145": {
          "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_37950edd8860423bbab05fe0e25114aa",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_2a24dcc219184b2787726ba375accef4",
            "value": "Connecting..."
          }
        },
        "37950edd8860423bbab05fe0e25114aa": {
          "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
          }
        },
        "2a24dcc219184b2787726ba375accef4": {
          "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": ""
          }
        },
        "78c233331b844e788e00768cf154986b": {
          "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_bbff6a6382014dd6ab1c9e1900d21965",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_868907552ffb4e28a101f28d7796494b",
            "value": "Token is valid (permission: write)."
          }
        },
        "a597a5ebf31e473dab18018f33ad7cdf": {
          "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_d52f4cf5c64b41bc8082a9b5b969ea6f",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_610eb6770da24b35bf32608fd662202e",
            "value": "Your token has been saved in your configured git credential helpers (store)."
          }
        },
        "916ee185892e45bd955c55776ac968d0": {
          "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_b4854a78ee42422c8fd4c2775d685ea0",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_a97c9e51753242f3a5300bf71af3bbd1",
            "value": "Your token has been saved to /root/.cache/huggingface/token"
          }
        },
        "c926744635a948d7838eddb8025fe1ef": {
          "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_1cf39f846a4f47a0808d648249956f95",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_e254815d7d834653beb91a44b16daffd",
            "value": "Login successful"
          }
        },
        "bbff6a6382014dd6ab1c9e1900d21965": {
          "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
          }
        },
        "868907552ffb4e28a101f28d7796494b": {
          "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": ""
          }
        },
        "d52f4cf5c64b41bc8082a9b5b969ea6f": {
          "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
          }
        },
        "610eb6770da24b35bf32608fd662202e": {
          "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": ""
          }
        },
        "b4854a78ee42422c8fd4c2775d685ea0": {
          "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
          }
        },
        "a97c9e51753242f3a5300bf71af3bbd1": {
          "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": ""
          }
        },
        "1cf39f846a4f47a0808d648249956f95": {
          "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
          }
        },
        "e254815d7d834653beb91a44b16daffd": {
          "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": ""
          }
        },
        "19490927aeef4509899396350c1de8c5": {
          "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_fd180167755845d0a0bb9027fad5f766",
              "IPY_MODEL_ed2a9ac706144ed894b42d830d69b306",
              "IPY_MODEL_78a356fb55eb4d3ab5c69cea9172dac8"
            ],
            "layout": "IPY_MODEL_86e80163246a490283bd8b60605700a4"
          }
        },
        "fd180167755845d0a0bb9027fad5f766": {
          "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_f693565213ab44bd90ca033a7d030e2d",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_3dec08c3effb4bb2b0f949b2409c210a",
            "value": "Loading checkpoint shards: 100%"
          }
        },
        "ed2a9ac706144ed894b42d830d69b306": {
          "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_f7849ecd837d428ea959349478f234a9",
            "max": 4,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_a5c7f1530d40417c9ee28cbb39a614f4",
            "value": 4
          }
        },
        "78a356fb55eb4d3ab5c69cea9172dac8": {
          "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_734fad96f56d4aa9ae15b0220468ad90",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_5c68e4c849ee443f8865ac208b9bb2b3",
            "value": " 4/4 [00:41&lt;00:00,  9.22s/it]"
          }
        },
        "86e80163246a490283bd8b60605700a4": {
          "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
          }
        },
        "f693565213ab44bd90ca033a7d030e2d": {
          "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
          }
        },
        "3dec08c3effb4bb2b0f949b2409c210a": {
          "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": ""
          }
        },
        "f7849ecd837d428ea959349478f234a9": {
          "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
          }
        },
        "a5c7f1530d40417c9ee28cbb39a614f4": {
          "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": ""
          }
        },
        "734fad96f56d4aa9ae15b0220468ad90": {
          "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
          }
        },
        "5c68e4c849ee443f8865ac208b9bb2b3": {
          "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": ""
          }
        },
        "5a10ac13f12744ccb2cb0603888685ac": {
          "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_44d5823f48ea4631acb622e7dd4135b8",
              "IPY_MODEL_1c98ba4f5f4347c8aea6c358ec425f8c",
              "IPY_MODEL_2decd23e4e6f4ac2aeb56fb44fcae099"
            ],
            "layout": "IPY_MODEL_efdaa467dd084ccf8960213e6ea9b3d8"
          }
        },
        "44d5823f48ea4631acb622e7dd4135b8": {
          "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_d75080f2373f4373bde6621dd6abeab7",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_905b23750aab41b09747d66f241bf213",
            "value": "Map: 100%"
          }
        },
        "1c98ba4f5f4347c8aea6c358ec425f8c": {
          "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_4ed51c6b800641a48f12edef0720e0db",
            "max": 49664,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ce09467544dc42faab9d50bde6a2ccf5",
            "value": 49664
          }
        },
        "2decd23e4e6f4ac2aeb56fb44fcae099": {
          "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_85f413e0dd6c4efd8850bb82ed5bc3a3",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_209f02d9ecf147238a37125cfe9e0b60",
            "value": " 49664/49664 [00:47&lt;00:00, 1044.87 examples/s]"
          }
        },
        "efdaa467dd084ccf8960213e6ea9b3d8": {
          "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
          }
        },
        "d75080f2373f4373bde6621dd6abeab7": {
          "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
          }
        },
        "905b23750aab41b09747d66f241bf213": {
          "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": ""
          }
        },
        "4ed51c6b800641a48f12edef0720e0db": {
          "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
          }
        },
        "ce09467544dc42faab9d50bde6a2ccf5": {
          "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": ""
          }
        },
        "85f413e0dd6c4efd8850bb82ed5bc3a3": {
          "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
          }
        },
        "209f02d9ecf147238a37125cfe9e0b60": {
          "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": ""
          }
        },
        "3c1dd1a321e04e39866d9af2074a5f5d": {
          "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_d37456fa7c994ddbb570233feec04bf5",
              "IPY_MODEL_dd89017b637041da8fa15a092bfa6152",
              "IPY_MODEL_44325398eac0457daa6f1d103f6d6084"
            ],
            "layout": "IPY_MODEL_53e86afc9cad42b2b1750f735fe084d1"
          }
        },
        "d37456fa7c994ddbb570233feec04bf5": {
          "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_6f943377a7b145e190784e6fc7058b44",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_0c707ccacf2f4334af009a57fc47f69d",
            "value": "Map: 100%"
          }
        },
        "dd89017b637041da8fa15a092bfa6152": {
          "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_53cc1833a8394e07806d4879a3fd9e6c",
            "max": 2048,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cf84fd4f8cce4f818221a164488a4aec",
            "value": 2048
          }
        },
        "44325398eac0457daa6f1d103f6d6084": {
          "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_db11d2bd7e8442c6be0413f3113b7cd4",
            "placeholder": "&#8203;",
            "style": "IPY_MODEL_cfa0101100f2475b86dfb21911a15016",
            "value": " 2048/2048 [00:02&lt;00:00, 1063.63 examples/s]"
          }
        },
        "53e86afc9cad42b2b1750f735fe084d1": {
          "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
          }
        },
        "6f943377a7b145e190784e6fc7058b44": {
          "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
          }
        },
        "0c707ccacf2f4334af009a57fc47f69d": {
          "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": ""
          }
        },
        "53cc1833a8394e07806d4879a3fd9e6c": {
          "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
          }
        },
        "cf84fd4f8cce4f818221a164488a4aec": {
          "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": ""
          }
        },
        "db11d2bd7e8442c6be0413f3113b7cd4": {
          "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
          }
        },
        "cfa0101100f2475b86dfb21911a15016": {
          "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": ""
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}