diff --git "a/Model.ipynb" "b/Model.ipynb"
deleted file mode 100644--- "a/Model.ipynb"
+++ /dev/null
@@ -1,3348 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "6CICcF7iO3Bn",
-    "outputId": "2032fbba-2a22-43fc-a99f-25eb0c3057d8"
-   },
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "Collecting git+https://github.com/huggingface/transformers.git\n",
-      "  Cloning https://github.com/huggingface/transformers.git to /tmp/pip-req-build-srwrto6l\n",
-      "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers.git /tmp/pip-req-build-srwrto6l\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/cli/base_command.py\", line 179, in exc_logging_wrapper\n",
-      "    status = run_func(*args)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/cli/req_command.py\", line 67, in wrapper\n",
-      "    return func(self, options, args)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/commands/install.py\", line 377, in run\n",
-      "    requirement_set = resolver.resolve(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/resolver.py\", line 76, in resolve\n",
-      "    collected = self.factory.collect_root_requirements(root_reqs)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/factory.py\", line 538, in collect_root_requirements\n",
-      "    reqs = list(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/factory.py\", line 494, in _make_requirements_from_install_req\n",
-      "    cand = self._make_base_candidate_from_link(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/factory.py\", line 231, in _make_base_candidate_from_link\n",
-      "    self._link_candidate_cache[link] = LinkCandidate(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 303, in __init__\n",
-      "    super().__init__(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 158, in __init__\n",
-      "    self.dist = self._prepare()\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 235, in _prepare\n",
-      "    dist = self._prepare_distribution()\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 314, in _prepare_distribution\n",
-      "    return preparer.prepare_linked_requirement(self._ireq, parallel_builds=True)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/operations/prepare.py\", line 527, in prepare_linked_requirement\n",
-      "    return self._prepare_linked_requirement(req, parallel_builds)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/operations/prepare.py\", line 598, in _prepare_linked_requirement\n",
-      "    local_file = unpack_url(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/operations/prepare.py\", line 159, in unpack_url\n",
-      "    unpack_vcs_link(link, location, verbosity=verbosity)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/operations/prepare.py\", line 81, in unpack_vcs_link\n",
-      "    vcs_backend.unpack(location, url=hide_url(link.url), verbosity=verbosity)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/vcs/versioncontrol.py\", line 589, in unpack\n",
-      "    self.obtain(location, url=url, verbosity=verbosity)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/vcs/versioncontrol.py\", line 502, in obtain\n",
-      "    self.fetch_new(dest, url, rev_options, verbosity=verbosity)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/vcs/git.py\", line 277, in fetch_new\n",
-      "    self.run_command(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/vcs/versioncontrol.py\", line 631, in run_command\n",
-      "    return call_subprocess(\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/utils/subprocess.py\", line 151, in call_subprocess\n",
-      "    line: str = proc.stdout.readline()\n",
-      "KeyboardInterrupt\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.10/logging/__init__.py\", line 1732, in isEnabledFor\n",
-      "    return self._cache[level]\n",
-      "KeyError: 50\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/local/bin/pip3\", line 8, in <module>\n",
-      "    sys.exit(main())\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/cli/main.py\", line 80, in main\n",
-      "    return command.main(cmd_args)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/cli/base_command.py\", line 100, in main\n",
-      "    return self._main(args)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/cli/base_command.py\", line 232, in _main\n",
-      "    return run(options, args)\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/pip/_internal/cli/base_command.py\", line 215, in exc_logging_wrapper\n",
-      "    logger.critical(\"Operation cancelled by user\")\n",
-      "  File \"/usr/lib/python3.10/logging/__init__.py\", line 1523, in critical\n",
-      "    if self.isEnabledFor(CRITICAL):\n",
-      "  File \"/usr/lib/python3.10/logging/__init__.py\", line 1740, in isEnabledFor\n",
-      "    level >= self.getEffectiveLevel()\n",
-      "  File \"/usr/lib/python3.10/logging/__init__.py\", line 1710, in getEffectiveLevel\n",
-      "    def getEffectiveLevel(self):\n",
-      "KeyboardInterrupt\n",
-      "^C\n",
-      "Collecting git+https://github.com/huggingface/accelerate.git\n",
-      "  Cloning https://github.com/huggingface/accelerate.git to /tmp/pip-req-build-07w0b0ye\n",
-      "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/accelerate.git /tmp/pip-req-build-07w0b0ye\n",
-      "  Resolved https://github.com/huggingface/accelerate.git to commit 0e61127b5a6f99df51dd66803cd163f07bb85104\n",
-      "  Installing build dependencies ... \u001B[?25l\u001B[?25hdone\n",
-      "  Getting requirements to build wheel ... \u001B[?25l\u001B[?25hdone\n",
-      "  Preparing metadata (pyproject.toml) ... \u001B[?25l\u001B[?25hdone\n",
-      "Requirement already satisfied: numpy<3.0.0,>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (1.26.4)\n",
-      "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (24.1)\n",
-      "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (5.9.5)\n",
-      "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (6.0.2)\n",
-      "Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (2.4.1+cu121)\n",
-      "Requirement already satisfied: huggingface-hub>=0.21.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (0.24.7)\n",
-      "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.10/dist-packages (from accelerate==1.1.0.dev0) (0.4.5)\n",
-      "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (3.16.1)\n",
-      "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (2024.6.1)\n",
-      "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (2.32.3)\n",
-      "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (4.66.5)\n",
-      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (4.12.2)\n",
-      "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==1.1.0.dev0) (1.13.3)\n",
-      "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==1.1.0.dev0) (3.3)\n",
-      "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==1.1.0.dev0) (3.1.4)\n",
-      "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate==1.1.0.dev0) (2.1.5)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (3.10)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (2.2.3)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.21.0->accelerate==1.1.0.dev0) (2024.8.30)\n",
-      "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate==1.1.0.dev0) (1.3.0)\n",
-      "Building wheels for collected packages: accelerate\n",
-      "  Building wheel for accelerate (pyproject.toml) ... \u001B[?25l\u001B[?25hdone\n",
-      "  Created wheel for accelerate: filename=accelerate-1.1.0.dev0-py3-none-any.whl size=332417 sha256=5fb12ca3a9ceac357ee327959835b13f847381455bd8cfd6e8d80d23b3fc25be\n",
-      "  Stored in directory: /tmp/pip-ephem-wheel-cache-le3a9ije/wheels/9c/a3/1e/47368f9b6575655fe9ee1b6350cfa7d4b0befe66a35f8a8365\n",
-      "Successfully built accelerate\n",
-      "Installing collected packages: accelerate\n",
-      "  Attempting uninstall: accelerate\n",
-      "    Found existing installation: accelerate 0.34.2\n",
-      "    Uninstalling accelerate-0.34.2:\n",
-      "      Successfully uninstalled accelerate-0.34.2\n",
-      "Successfully installed accelerate-1.1.0.dev0\n"
-     ]
-    }
-   ],
-   "source": [
-    "! pip install -U git+https://github.com/huggingface/transformers.git\n",
-    "! pip install -U git+https://github.com/huggingface/accelerate.git\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "NYSU7rHQfamC",
-    "outputId": "562d3f85-6b69-4ffd-9702-1834676a7aa7"
-   },
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "Collecting datasets\n",
-      "  Downloading datasets-3.0.1-py3-none-any.whl.metadata (20 kB)\n",
-      "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.16.1)\n",
-      "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.26.4)\n",
-      "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (16.1.0)\n",
-      "Collecting dill<0.3.9,>=0.3.0 (from datasets)\n",
-      "  Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n",
-      "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.2.2)\n",
-      "Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.32.3)\n",
-      "Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.5)\n",
-      "Collecting xxhash (from datasets)\n",
-      "  Downloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n",
-      "Collecting multiprocess (from datasets)\n",
-      "  Downloading multiprocess-0.70.17-py310-none-any.whl.metadata (7.2 kB)\n",
-      "Requirement already satisfied: fsspec<=2024.6.1,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.6.1,>=2023.1.0->datasets) (2024.6.1)\n",
-      "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.10.9)\n",
-      "Requirement already satisfied: huggingface-hub>=0.22.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.24.7)\n",
-      "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.1)\n",
-      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.2)\n",
-      "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (2.4.3)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (24.2.0)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.1.0)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.13.1)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n",
-      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.22.0->datasets) (4.12.2)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.10)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2.2.3)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2024.8.30)\n",
-      "INFO: pip is looking at multiple versions of multiprocess to determine which version is compatible with other requirements. This could take a while.\n",
-      "  Downloading multiprocess-0.70.16-py310-none-any.whl.metadata (7.2 kB)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n",
-      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n",
-      "Downloading datasets-3.0.1-py3-none-any.whl (471 kB)\n",
-      "\u001B[2K   \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m471.6/471.6 kB\u001B[0m \u001B[31m24.2 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0m\n",
-      "\u001B[?25hDownloading dill-0.3.8-py3-none-any.whl (116 kB)\n",
-      "\u001B[2K   \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m116.3/116.3 kB\u001B[0m \u001B[31m9.8 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0m\n",
-      "\u001B[?25hDownloading multiprocess-0.70.16-py310-none-any.whl (134 kB)\n",
-      "\u001B[2K   \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m134.8/134.8 kB\u001B[0m \u001B[31m11.3 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0m\n",
-      "\u001B[?25hDownloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n",
-      "\u001B[2K   \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m194.1/194.1 kB\u001B[0m \u001B[31m15.2 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0m\n",
-      "\u001B[?25hInstalling collected packages: xxhash, dill, multiprocess, datasets\n",
-      "Successfully installed datasets-3.0.1 dill-0.3.8 multiprocess-0.70.16 xxhash-3.5.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "! pip install datasets"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "id": "lYwJhK73fvdC"
-   },
-   "outputs": [],
-   "source": [
-    "model_checkpoint = \"microsoft/resnet-50\"\n",
-    "batch_size = 128"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "id": "SlDAFoNyfz8o"
-   },
-   "outputs": [],
-   "source": "from datasets import load_dataset"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "pdPExpifjI6f",
-    "outputId": "dc071a02-6699-40bf-ec52-764f1abda21a"
-   },
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "Collecting evaluate\n",
-      "  Downloading evaluate-0.4.3-py3-none-any.whl.metadata (9.2 kB)\n",
-      "Requirement already satisfied: datasets>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from evaluate) (3.0.1)\n",
-      "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from evaluate) (1.26.4)\n",
-      "Requirement already satisfied: dill in /usr/local/lib/python3.10/dist-packages (from evaluate) (0.3.8)\n",
-      "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from evaluate) (2.2.2)\n",
-      "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from evaluate) (2.32.3)\n",
-      "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.10/dist-packages (from evaluate) (4.66.5)\n",
-      "Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from evaluate) (3.5.0)\n",
-      "Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from evaluate) (0.70.16)\n",
-      "Requirement already satisfied: fsspec>=2021.05.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]>=2021.05.0->evaluate) (2024.6.1)\n",
-      "Requirement already satisfied: huggingface-hub>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from evaluate) (0.24.7)\n",
-      "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from evaluate) (24.1)\n",
-      "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->evaluate) (3.16.1)\n",
-      "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->evaluate) (16.1.0)\n",
-      "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->evaluate) (3.10.9)\n",
-      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets>=2.0.0->evaluate) (6.0.2)\n",
-      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.7.0->evaluate) (4.12.2)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->evaluate) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->evaluate) (3.10)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->evaluate) (2.2.3)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->evaluate) (2024.8.30)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->evaluate) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->evaluate) (2024.2)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->evaluate) (2024.2)\n",
-      "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (2.4.3)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (1.3.1)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (24.2.0)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (1.4.1)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (6.1.0)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (1.13.1)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets>=2.0.0->evaluate) (4.0.3)\n",
-      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->evaluate) (1.16.0)\n",
-      "Downloading evaluate-0.4.3-py3-none-any.whl (84 kB)\n",
-      "\u001B[2K   \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m84.0/84.0 kB\u001B[0m \u001B[31m7.1 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0m\n",
-      "\u001B[?25hInstalling collected packages: evaluate\n",
-      "Successfully installed evaluate-0.4.3\n"
-     ]
-    }
-   ],
-   "source": "!pip install evaluate"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "OXWXCynMGyuP",
-    "outputId": "e08aec23-437f-4065-ec5c-b340bbb85a75"
-   },
-   "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": [
-    "from google.colab import drive\n",
-    "drive.mount('/content/drive/')\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 173,
-     "referenced_widgets": [
-      "b5f9fd9209c54fd0a2d22b5afbc3a9c3",
-      "f80dc2a531e64f57be417734e2a2ee5d",
-      "74610f514dac44ec977bc85d3624b238",
-      "b00f79aa4d4a4b229aee50d973b9dedf",
-      "afbeec2d014a4140a7b0f2229477e363",
-      "438677e1248d4fdaa4fd4615ff51dfcc",
-      "89e7ee0ebd6048a688f5900e9ce4ee6e",
-      "1fda1a6e15b245189018533b2d6bfe57",
-      "d51c401834ae4394b5ec1ba7c3b7212e",
-      "2bc2698cf3974e37a5c848eafcebe47a",
-      "0b481538dd2148d998ccf8c8e1153e2e"
-     ]
-    },
-    "id": "L3Mb0YDhIktR",
-    "outputId": "74242c70-06d5-4ee6-bc21-32991bbf2639"
-   },
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stderr",
-     "text": [
-      "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
-      "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
-      "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
-      "You will be able to reuse this secret in all of your notebooks.\n",
-      "Please note that authentication is recommended but still optional to access public models or datasets.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "Downloading builder script:   0%|          | 0.00/4.20k [00:00<?, ?B/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "b5f9fd9209c54fd0a2d22b5afbc3a9c3"
-      }
-     },
-     "metadata": {}
-    }
-   ],
-   "source": [
-    "from evaluate import load\n",
-    "metric = load(\"accuracy\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 113,
-     "referenced_widgets": [
-      "48f29276155545579245a6d5faa73ac2",
-      "c42ebd166ade43cf8ed52f1826ab5cd6",
-      "16348f1c7bd24bbeafe3f8db0a5b6402",
-      "21cf9e977d614dc9a9de9267658d7d68",
-      "29280427d86f4ee6b2c0573ee66f96b5",
-      "e6b3124300514eaa8351cb19b1bed78b",
-      "bfd886b6a12949fdbce45cf491c5bc1a",
-      "ef1651fc60b546c29eb223c6d28e6993",
-      "4000eef2b49e450bbf829933380eee9f",
-      "36c7a922a6a74da5b8c4980f53a7949f",
-      "05a11738bf3f4cc496891cbfa4ed9cf1",
-      "c8244198cb8f4d279fdbb6c425aabea6",
-      "248d7f45b2894691892dfac42496be94",
-      "373d06413e754126873243305e7c646d",
-      "4009cb407cc54ced83ffb53f41185b01",
-      "356892af0e8449e9958179ca6933da2c",
-      "20eb8658636b417cbe0bec13ac875b27",
-      "eeac6089a0634b26bd59ebbe0d2f0b06",
-      "c1a42db45f0441fe900b4760c21ebb55",
-      "46f577fa42a043b7a78cf6177507cd5b",
-      "4a3299dcbecf42efa90aa930d70015cb",
-      "f6a44fcb66e94ffab346a9522b473310",
-      "6a5ab458cbd948e9bf8c673125548243",
-      "c668ae32a4c447fd9def028df390ab5f",
-      "c0436164dfe7480da425db394daceb83",
-      "b5a1f276c5e042bc9b1b52a7b4bd6e2d",
-      "36e551d084c44680a553078825dd19eb",
-      "5b79ad2c36b2433f9369686af2fa0907",
-      "01c65ae6d5a949fb94cc6536b29f4fda",
-      "2376198aec5d4f4db5445e52468cb332",
-      "202021aeda084546ab0a8efe547d38b7",
-      "7080de5f7de346f5a6868a2108b44b44",
-      "d74bcd770c1f4bed98190b912bbbb032"
-     ]
-    },
-    "id": "Cef8wvzbf0Iq",
-    "outputId": "4e13dcda-a386-47d6-ec34-544029fd57cd"
-   },
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "Resolving data files:   0%|          | 0/10000 [00:00<?, ?it/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "48f29276155545579245a6d5faa73ac2"
-      }
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "Downloading data:   0%|          | 0/10000 [00:00<?, ?files/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "c8244198cb8f4d279fdbb6c425aabea6"
-      }
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "Generating train split: 0 examples [00:00, ? examples/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "6a5ab458cbd948e9bf8c673125548243"
-      }
-     },
-     "metadata": {}
-    }
-   ],
-   "source": [
-    "dataset = load_dataset(\"imagefolder\", data_dir=\"drive/MyDrive/Face Mask Dataset\")\n",
-    "labels = dataset[\"train\"].features[\"label\"].names\n",
-    "label2id, id2label = dict(), dict()\n",
-    "for i, label in enumerate(labels):\n",
-    "    label2id[label] = i\n",
-    "    id2label[i] = label\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "sua92G9wj-v-"
-   },
-   "source": [
-    "# 新段落"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 431,
-     "referenced_widgets": [
-      "16e81d7f111c477fad67d5c1c452c1cc",
-      "7abdee62c9324d6a9b004938e74ef5c4",
-      "b89016204660499e837857f5f365aab3",
-      "4ec70f4dd14d459b8dd3496fc43bec38",
-      "8c3937c5eba149e88b6fcae2515dbebd",
-      "37f7da709360484f8dd37fcce3e836bf",
-      "22b4c39962f843f0ae4c40b7ecdc354f",
-      "fc6b1366ef2444dda91024193ca36fa8",
-      "5836e3ebb1494d78bb8e45f1b3630322",
-      "cf480298b1b041d59a7eb16e840ff70a",
-      "286c861c59b54c85946111225a0169b8"
-     ]
-    },
-    "id": "hvjM8lSgf0Lf",
-    "outputId": "1249f249-fb67-4227-e767-ad7053f836ea"
-   },
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "preprocessor_config.json:   0%|          | 0.00/266 [00:00<?, ?B/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "16e81d7f111c477fad67d5c1c452c1cc"
-      }
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": [
-       "ConvNextImageProcessor {\n",
-       "  \"crop_pct\": 0.875,\n",
-       "  \"do_normalize\": true,\n",
-       "  \"do_rescale\": true,\n",
-       "  \"do_resize\": true,\n",
-       "  \"image_mean\": [\n",
-       "    0.485,\n",
-       "    0.456,\n",
-       "    0.406\n",
-       "  ],\n",
-       "  \"image_processor_type\": \"ConvNextImageProcessor\",\n",
-       "  \"image_std\": [\n",
-       "    0.229,\n",
-       "    0.224,\n",
-       "    0.225\n",
-       "  ],\n",
-       "  \"resample\": 3,\n",
-       "  \"rescale_factor\": 0.00392156862745098,\n",
-       "  \"size\": {\n",
-       "    \"shortest_edge\": 224\n",
-       "  }\n",
-       "}"
-      ]
-     },
-     "metadata": {},
-     "execution_count": 12
-    }
-   ],
-   "source": [
-    "from transformers import AutoImageProcessor\n",
-    "image_processor  = AutoImageProcessor.from_pretrained(model_checkpoint)\n",
-    "image_processor"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "id": "bQ6JYhELf0OO"
-   },
-   "outputs": [],
-   "source": [
-    "from torchvision.transforms import (\n",
-    "    CenterCrop,\n",
-    "    Compose,\n",
-    "    Normalize,\n",
-    "    RandomHorizontalFlip,\n",
-    "    RandomResizedCrop,\n",
-    "    Resize,\n",
-    "    ToTensor,\n",
-    "    ColorJitter,\n",
-    "    RandomRotation\n",
-    ")\n",
-    "\n",
-    "normalize = Normalize(mean=image_processor.image_mean, std=image_processor.image_std)\n",
-    "if \"height\" in image_processor.size:\n",
-    "    size = (image_processor.size[\"height\"], image_processor.size[\"width\"])\n",
-    "    crop_size = size\n",
-    "    max_size = None\n",
-    "elif \"shortest_edge\" in image_processor.size:\n",
-    "    size = image_processor.size[\"shortest_edge\"]\n",
-    "    crop_size = (size, size)\n",
-    "    max_size = image_processor.size.get(\"longest_edge\")\n",
-    "\n",
-    "train_transforms = Compose(\n",
-    "        [\n",
-    "            RandomResizedCrop(crop_size),\n",
-    "            RandomHorizontalFlip(),\n",
-    "            RandomRotation(degrees=15),\n",
-    "            ColorJitter(brightness=0.4, contrast=0.4, saturation=0.4, hue=0.1),\n",
-    "            ToTensor(),\n",
-    "            normalize,\n",
-    "        ]\n",
-    "    )\n",
-    "\n",
-    "val_transforms = Compose(\n",
-    "        [\n",
-    "            Resize(size),\n",
-    "            CenterCrop(crop_size),\n",
-    "            RandomRotation(degrees=15),\n",
-    "            ColorJitter(brightness=0.4, contrast=0.4, saturation=0.4, hue=0.1),\n",
-    "            ToTensor(),\n",
-    "            normalize,\n",
-    "        ]\n",
-    "    )\n",
-    "\n",
-    "def preprocess_train(example_batch):\n",
-    "    example_batch[\"pixel_values\"] = [\n",
-    "        train_transforms(image.convert(\"RGB\")) for image in example_batch[\"image\"]\n",
-    "    ]\n",
-    "    return example_batch\n",
-    "\n",
-    "def preprocess_val(example_batch):\n",
-    "    example_batch[\"pixel_values\"] = [val_transforms(image.convert(\"RGB\")) for image in example_batch[\"image\"]]\n",
-    "    return example_batch"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "id": "kfV9sxt6JOM6"
-   },
-   "outputs": [],
-   "source": [
-    "splits = dataset[\"train\"].train_test_split(test_size=0.3)\n",
-    "train_ds = splits['train']\n",
-    "val_ds = splits['test']\n",
-    "\n",
-    "train_ds.set_transform(preprocess_train)\n",
-    "val_ds.set_transform(preprocess_val)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 150,
-     "referenced_widgets": [
-      "ca723736c1804103a5c40e6b8db7744c",
-      "a21d22d2e61e4d0cbf82d4dd07385110",
-      "112de418dc134618bec84a9028cf2a43",
-      "4853c929b8b1436c939e5004e7003968",
-      "65302f7c19864d35bed95b066d120193",
-      "6f6f6654f5304c839a0fd5f0814ffe28",
-      "9f9582fc8132476996d00ea98e625dd4",
-      "49a75ab012954a52aa5c35e82ad1e1a9",
-      "97fdfdb5b2f24ce6ab6df22c24522ccd",
-      "6ff57fe6f8114b81868babff38648ae6",
-      "b76a139d1a434b13bda748db537cd97c",
-      "b5adf080e99141e99720921510ae510c",
-      "c663651d160f47b0b5387c2fcd67a06f",
-      "29aeeb0ffe6b4aac8e3ad93c5414a7dc",
-      "aa0b1400773444a894dfed1af29789cb",
-      "82a62cfda1cf4abb870c18054a2ea9e3",
-      "e18a67fbb6734ceeb96a8db482142a7d",
-      "f13b790856514cc691c35ad56b654034",
-      "0cdc1d8a996b45df8f93704b2735238c",
-      "b087e2d7c35c4b19871228b91cef731c",
-      "d9a7704e50144e6f9a59a7964c9db1b6",
-      "729989e6fe884a08b0bb974911d7967a"
-     ]
-    },
-    "id": "fAm5-FTLJStV",
-    "outputId": "ee02244b-b2dc-49fa-c25f-f06cb3b27ccf"
-   },
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "config.json:   0%|          | 0.00/69.6k [00:00<?, ?B/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "ca723736c1804103a5c40e6b8db7744c"
-      }
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "model.safetensors:   0%|          | 0.00/102M [00:00<?, ?B/s]"
-      ],
-      "application/vnd.jupyter.widget-view+json": {
-       "version_major": 2,
-       "version_minor": 0,
-       "model_id": "b5adf080e99141e99720921510ae510c"
-      }
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "stream",
-     "name": "stderr",
-     "text": [
-      "Some weights of ResNetForImageClassification were not initialized from the model checkpoint at microsoft/resnet-50 and are newly initialized because the shapes did not match:\n",
-      "- classifier.1.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n",
-      "- classifier.1.weight: found shape torch.Size([1000, 2048]) in the checkpoint and torch.Size([2, 2048]) in the model instantiated\n",
-      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
-     ]
-    }
-   ],
-   "source": [
-    "from transformers import AutoModelForImageClassification, TrainingArguments, Trainer\n",
-    "\n",
-    "model = AutoModelForImageClassification.from_pretrained(model_checkpoint,\n",
-    "                                                        label2id=label2id,\n",
-    "                                                        id2label=id2label,\n",
-    "                                                        ignore_mismatched_sizes = True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "_fRm2aEjJYBJ",
-    "outputId": "f56834ca-aec3-441b-c059-9ad4f3d6c594"
-   },
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stderr",
-     "text": [
-      "/usr/local/lib/python3.10/dist-packages/transformers/training_args.py:1525: FutureWarning: `evaluation_strategy` is deprecated and will be removed in version 4.46 of 🤗 Transformers. Use `eval_strategy` instead\n",
-      "  warnings.warn(\n"
-     ]
-    }
-   ],
-   "source": [
-    "model_name = model_checkpoint.split(\"/\")[-1]\n",
-    "\n",
-    "args = TrainingArguments(\n",
-    "    f\"{model_name}-finetuned\",\n",
-    "    remove_unused_columns=False,\n",
-    "    evaluation_strategy = \"epoch\",\n",
-    "    save_strategy = \"epoch\",\n",
-    "    save_total_limit = 5,\n",
-    "    learning_rate=1e-3,\n",
-    "    per_device_train_batch_size=batch_size,\n",
-    "    gradient_accumulation_steps=2,\n",
-    "    per_device_eval_batch_size=batch_size,\n",
-    "    num_train_epochs=2,\n",
-    "    warmup_ratio=0.1,\n",
-    "    weight_decay=0.01,\n",
-    "    lr_scheduler_type=\"cosine\",\n",
-    "    logging_steps=10,\n",
-    "    load_best_model_at_end=True,\n",
-    "    metric_for_best_model=\"accuracy\",)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "id": "eERpLd3zJaXg"
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "\n",
-    "def compute_metrics(eval_pred):\n",
-    "    \"\"\"Computes accuracy on a batch of predictions\"\"\"\n",
-    "    predictions = np.argmax(eval_pred.predictions, axis=1)\n",
-    "    return metric.compute(predictions=predictions, references=eval_pred.label_ids)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "id": "aZuVdKYmJcvp"
-   },
-   "outputs": [],
-   "source": [
-    "import torch\n",
-    "\n",
-    "def collate_fn(examples):\n",
-    "    pixel_values = torch.stack([example[\"pixel_values\"] for example in examples])\n",
-    "    labels = torch.tensor([example[\"label\"] for example in examples])\n",
-    "    return {\"pixel_values\": pixel_values, \"labels\": labels}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "id": "K4e9_LQIJf3h"
-   },
-   "outputs": [],
-   "source": [
-    "trainer = Trainer(model,\n",
-    "                  args,\n",
-    "                  train_dataset=train_ds,\n",
-    "                  eval_dataset=val_ds,\n",
-    "                  tokenizer=image_processor,\n",
-    "                  compute_metrics=compute_metrics,\n",
-    "                  data_collator=collate_fn,)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 260
-    },
-    "id": "KvN7lGKoBAsv",
-    "outputId": "f271bd4c-2706-43a2-cd47-73614bf27ee6"
-   },
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ],
-      "text/html": [
-       "\n",
-       "    <div>\n",
-       "      \n",
-       "      <progress value='54' max='54' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
-       "      [54/54 2:06:56, Epoch 1/2]\n",
-       "    </div>\n",
-       "    <table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       " <tr style=\"text-align: left;\">\n",
-       "      <th>Epoch</th>\n",
-       "      <th>Training Loss</th>\n",
-       "      <th>Validation Loss</th>\n",
-       "      <th>Accuracy</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>0.149200</td>\n",
-       "      <td>0.036754</td>\n",
-       "      <td>0.986667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>0.038400</td>\n",
-       "      <td>0.020120</td>\n",
-       "      <td>0.993333</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table><p>"
-      ]
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "***** train metrics *****\n",
-      "  epoch                    =      1.9636\n",
-      "  total_flos               = 272606314GF\n",
-      "  train_loss               =      0.1626\n",
-      "  train_runtime            =  2:10:43.64\n",
-      "  train_samples_per_second =       1.785\n",
-      "  train_steps_per_second   =       0.007\n"
-     ]
-    }
-   ],
-   "source": [
-    "train_results = trainer.train()\n",
-    "# 保存模型\n",
-    "trainer.save_model()\n",
-    "trainer.log_metrics(\"train\", train_results.metrics)\n",
-    "trainer.save_metrics(\"train\", train_results.metrics)\n",
-    "trainer.save_state()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {
-    "id": "hEvHCqg8BDTY",
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 159
-    },
-    "outputId": "8dcb7a87-dea8-4979-facf-73f3711df4a3"
-   },
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ],
-      "text/html": [
-       "\n",
-       "    <div>\n",
-       "      \n",
-       "      <progress value='24' max='24' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
-       "      [24/24 00:40]\n",
-       "    </div>\n",
-       "    "
-      ]
-     },
-     "metadata": {}
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "***** eval metrics *****\n",
-      "  epoch                   =     1.9636\n",
-      "  eval_accuracy           =     0.9947\n",
-      "  eval_loss               =     0.0184\n",
-      "  eval_runtime            = 0:00:44.17\n",
-      "  eval_samples_per_second =     67.914\n",
-      "  eval_steps_per_second   =      0.543\n"
-     ]
-    }
-   ],
-   "source": [
-    "metrics = trainer.evaluate()\n",
-    "# some nice to haves:\n",
-    "trainer.log_metrics(\"eval\", metrics)\n",
-    "trainer.save_metrics(\"eval\", metrics)"
-   ]
-  }
- ],
- "metadata": {
-  "accelerator": "GPU",
-  "colab": {
-   "gpuType": "T4",
-   "provenance": []
-  },
-  "kernelspec": {
-   "display_name": "Python 3",
-   "name": "python3"
-  },
-  "language_info": {
-   "name": "python"
-  },
-  "widgets": {
-   "application/vnd.jupyter.widget-state+json": {
-    "b5f9fd9209c54fd0a2d22b5afbc3a9c3": {
-     "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_f80dc2a531e64f57be417734e2a2ee5d",
-       "IPY_MODEL_74610f514dac44ec977bc85d3624b238",
-       "IPY_MODEL_b00f79aa4d4a4b229aee50d973b9dedf"
-      ],
-      "layout": "IPY_MODEL_afbeec2d014a4140a7b0f2229477e363"
-     }
-    },
-    "f80dc2a531e64f57be417734e2a2ee5d": {
-     "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_438677e1248d4fdaa4fd4615ff51dfcc",
-      "placeholder": "​",
-      "style": "IPY_MODEL_89e7ee0ebd6048a688f5900e9ce4ee6e",
-      "value": "Downloading builder script: 100%"
-     }
-    },
-    "74610f514dac44ec977bc85d3624b238": {
-     "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_1fda1a6e15b245189018533b2d6bfe57",
-      "max": 4203,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_d51c401834ae4394b5ec1ba7c3b7212e",
-      "value": 4203
-     }
-    },
-    "b00f79aa4d4a4b229aee50d973b9dedf": {
-     "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_2bc2698cf3974e37a5c848eafcebe47a",
-      "placeholder": "​",
-      "style": "IPY_MODEL_0b481538dd2148d998ccf8c8e1153e2e",
-      "value": " 4.20k/4.20k [00:00&lt;00:00, 304kB/s]"
-     }
-    },
-    "afbeec2d014a4140a7b0f2229477e363": {
-     "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
-     }
-    },
-    "438677e1248d4fdaa4fd4615ff51dfcc": {
-     "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
-     }
-    },
-    "89e7ee0ebd6048a688f5900e9ce4ee6e": {
-     "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": ""
-     }
-    },
-    "1fda1a6e15b245189018533b2d6bfe57": {
-     "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
-     }
-    },
-    "d51c401834ae4394b5ec1ba7c3b7212e": {
-     "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": ""
-     }
-    },
-    "2bc2698cf3974e37a5c848eafcebe47a": {
-     "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
-     }
-    },
-    "0b481538dd2148d998ccf8c8e1153e2e": {
-     "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": ""
-     }
-    },
-    "48f29276155545579245a6d5faa73ac2": {
-     "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_c42ebd166ade43cf8ed52f1826ab5cd6",
-       "IPY_MODEL_16348f1c7bd24bbeafe3f8db0a5b6402",
-       "IPY_MODEL_21cf9e977d614dc9a9de9267658d7d68"
-      ],
-      "layout": "IPY_MODEL_29280427d86f4ee6b2c0573ee66f96b5"
-     }
-    },
-    "c42ebd166ade43cf8ed52f1826ab5cd6": {
-     "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_e6b3124300514eaa8351cb19b1bed78b",
-      "placeholder": "​",
-      "style": "IPY_MODEL_bfd886b6a12949fdbce45cf491c5bc1a",
-      "value": "Resolving data files: 100%"
-     }
-    },
-    "16348f1c7bd24bbeafe3f8db0a5b6402": {
-     "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_ef1651fc60b546c29eb223c6d28e6993",
-      "max": 10000,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_4000eef2b49e450bbf829933380eee9f",
-      "value": 10000
-     }
-    },
-    "21cf9e977d614dc9a9de9267658d7d68": {
-     "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_36c7a922a6a74da5b8c4980f53a7949f",
-      "placeholder": "​",
-      "style": "IPY_MODEL_05a11738bf3f4cc496891cbfa4ed9cf1",
-      "value": " 10000/10000 [00:02&lt;00:00, 3255.32it/s]"
-     }
-    },
-    "29280427d86f4ee6b2c0573ee66f96b5": {
-     "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
-     }
-    },
-    "e6b3124300514eaa8351cb19b1bed78b": {
-     "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
-     }
-    },
-    "bfd886b6a12949fdbce45cf491c5bc1a": {
-     "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": ""
-     }
-    },
-    "ef1651fc60b546c29eb223c6d28e6993": {
-     "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
-     }
-    },
-    "4000eef2b49e450bbf829933380eee9f": {
-     "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": ""
-     }
-    },
-    "36c7a922a6a74da5b8c4980f53a7949f": {
-     "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
-     }
-    },
-    "05a11738bf3f4cc496891cbfa4ed9cf1": {
-     "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": ""
-     }
-    },
-    "c8244198cb8f4d279fdbb6c425aabea6": {
-     "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_248d7f45b2894691892dfac42496be94",
-       "IPY_MODEL_373d06413e754126873243305e7c646d",
-       "IPY_MODEL_4009cb407cc54ced83ffb53f41185b01"
-      ],
-      "layout": "IPY_MODEL_356892af0e8449e9958179ca6933da2c"
-     }
-    },
-    "248d7f45b2894691892dfac42496be94": {
-     "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_20eb8658636b417cbe0bec13ac875b27",
-      "placeholder": "​",
-      "style": "IPY_MODEL_eeac6089a0634b26bd59ebbe0d2f0b06",
-      "value": "Downloading data: 100%"
-     }
-    },
-    "373d06413e754126873243305e7c646d": {
-     "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_c1a42db45f0441fe900b4760c21ebb55",
-      "max": 10000,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_46f577fa42a043b7a78cf6177507cd5b",
-      "value": 10000
-     }
-    },
-    "4009cb407cc54ced83ffb53f41185b01": {
-     "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_4a3299dcbecf42efa90aa930d70015cb",
-      "placeholder": "​",
-      "style": "IPY_MODEL_f6a44fcb66e94ffab346a9522b473310",
-      "value": " 10000/10000 [00:00&lt;00:00, 10289.64files/s]"
-     }
-    },
-    "356892af0e8449e9958179ca6933da2c": {
-     "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
-     }
-    },
-    "20eb8658636b417cbe0bec13ac875b27": {
-     "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
-     }
-    },
-    "eeac6089a0634b26bd59ebbe0d2f0b06": {
-     "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": ""
-     }
-    },
-    "c1a42db45f0441fe900b4760c21ebb55": {
-     "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
-     }
-    },
-    "46f577fa42a043b7a78cf6177507cd5b": {
-     "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": ""
-     }
-    },
-    "4a3299dcbecf42efa90aa930d70015cb": {
-     "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
-     }
-    },
-    "f6a44fcb66e94ffab346a9522b473310": {
-     "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": ""
-     }
-    },
-    "6a5ab458cbd948e9bf8c673125548243": {
-     "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_c668ae32a4c447fd9def028df390ab5f",
-       "IPY_MODEL_c0436164dfe7480da425db394daceb83",
-       "IPY_MODEL_b5a1f276c5e042bc9b1b52a7b4bd6e2d"
-      ],
-      "layout": "IPY_MODEL_36e551d084c44680a553078825dd19eb"
-     }
-    },
-    "c668ae32a4c447fd9def028df390ab5f": {
-     "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_5b79ad2c36b2433f9369686af2fa0907",
-      "placeholder": "​",
-      "style": "IPY_MODEL_01c65ae6d5a949fb94cc6536b29f4fda",
-      "value": "Generating train split: "
-     }
-    },
-    "c0436164dfe7480da425db394daceb83": {
-     "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_2376198aec5d4f4db5445e52468cb332",
-      "max": 1,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_202021aeda084546ab0a8efe547d38b7",
-      "value": 1
-     }
-    },
-    "b5a1f276c5e042bc9b1b52a7b4bd6e2d": {
-     "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_7080de5f7de346f5a6868a2108b44b44",
-      "placeholder": "​",
-      "style": "IPY_MODEL_d74bcd770c1f4bed98190b912bbbb032",
-      "value": " 10000/0 [00:00&lt;00:00, 11448.83 examples/s]"
-     }
-    },
-    "36e551d084c44680a553078825dd19eb": {
-     "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
-     }
-    },
-    "5b79ad2c36b2433f9369686af2fa0907": {
-     "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
-     }
-    },
-    "01c65ae6d5a949fb94cc6536b29f4fda": {
-     "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": ""
-     }
-    },
-    "2376198aec5d4f4db5445e52468cb332": {
-     "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": "20px"
-     }
-    },
-    "202021aeda084546ab0a8efe547d38b7": {
-     "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": ""
-     }
-    },
-    "7080de5f7de346f5a6868a2108b44b44": {
-     "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
-     }
-    },
-    "d74bcd770c1f4bed98190b912bbbb032": {
-     "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": ""
-     }
-    },
-    "16e81d7f111c477fad67d5c1c452c1cc": {
-     "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_7abdee62c9324d6a9b004938e74ef5c4",
-       "IPY_MODEL_b89016204660499e837857f5f365aab3",
-       "IPY_MODEL_4ec70f4dd14d459b8dd3496fc43bec38"
-      ],
-      "layout": "IPY_MODEL_8c3937c5eba149e88b6fcae2515dbebd"
-     }
-    },
-    "7abdee62c9324d6a9b004938e74ef5c4": {
-     "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_37f7da709360484f8dd37fcce3e836bf",
-      "placeholder": "​",
-      "style": "IPY_MODEL_22b4c39962f843f0ae4c40b7ecdc354f",
-      "value": "preprocessor_config.json: 100%"
-     }
-    },
-    "b89016204660499e837857f5f365aab3": {
-     "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_fc6b1366ef2444dda91024193ca36fa8",
-      "max": 266,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_5836e3ebb1494d78bb8e45f1b3630322",
-      "value": 266
-     }
-    },
-    "4ec70f4dd14d459b8dd3496fc43bec38": {
-     "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_cf480298b1b041d59a7eb16e840ff70a",
-      "placeholder": "​",
-      "style": "IPY_MODEL_286c861c59b54c85946111225a0169b8",
-      "value": " 266/266 [00:00&lt;00:00, 9.49kB/s]"
-     }
-    },
-    "8c3937c5eba149e88b6fcae2515dbebd": {
-     "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
-     }
-    },
-    "37f7da709360484f8dd37fcce3e836bf": {
-     "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
-     }
-    },
-    "22b4c39962f843f0ae4c40b7ecdc354f": {
-     "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": ""
-     }
-    },
-    "fc6b1366ef2444dda91024193ca36fa8": {
-     "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
-     }
-    },
-    "5836e3ebb1494d78bb8e45f1b3630322": {
-     "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": ""
-     }
-    },
-    "cf480298b1b041d59a7eb16e840ff70a": {
-     "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
-     }
-    },
-    "286c861c59b54c85946111225a0169b8": {
-     "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": ""
-     }
-    },
-    "ca723736c1804103a5c40e6b8db7744c": {
-     "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_a21d22d2e61e4d0cbf82d4dd07385110",
-       "IPY_MODEL_112de418dc134618bec84a9028cf2a43",
-       "IPY_MODEL_4853c929b8b1436c939e5004e7003968"
-      ],
-      "layout": "IPY_MODEL_65302f7c19864d35bed95b066d120193"
-     }
-    },
-    "a21d22d2e61e4d0cbf82d4dd07385110": {
-     "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_6f6f6654f5304c839a0fd5f0814ffe28",
-      "placeholder": "​",
-      "style": "IPY_MODEL_9f9582fc8132476996d00ea98e625dd4",
-      "value": "config.json: 100%"
-     }
-    },
-    "112de418dc134618bec84a9028cf2a43": {
-     "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_49a75ab012954a52aa5c35e82ad1e1a9",
-      "max": 69556,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_97fdfdb5b2f24ce6ab6df22c24522ccd",
-      "value": 69556
-     }
-    },
-    "4853c929b8b1436c939e5004e7003968": {
-     "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_6ff57fe6f8114b81868babff38648ae6",
-      "placeholder": "​",
-      "style": "IPY_MODEL_b76a139d1a434b13bda748db537cd97c",
-      "value": " 69.6k/69.6k [00:00&lt;00:00, 1.23MB/s]"
-     }
-    },
-    "65302f7c19864d35bed95b066d120193": {
-     "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
-     }
-    },
-    "6f6f6654f5304c839a0fd5f0814ffe28": {
-     "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
-     }
-    },
-    "9f9582fc8132476996d00ea98e625dd4": {
-     "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": ""
-     }
-    },
-    "49a75ab012954a52aa5c35e82ad1e1a9": {
-     "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
-     }
-    },
-    "97fdfdb5b2f24ce6ab6df22c24522ccd": {
-     "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": ""
-     }
-    },
-    "6ff57fe6f8114b81868babff38648ae6": {
-     "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
-     }
-    },
-    "b76a139d1a434b13bda748db537cd97c": {
-     "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": ""
-     }
-    },
-    "b5adf080e99141e99720921510ae510c": {
-     "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_c663651d160f47b0b5387c2fcd67a06f",
-       "IPY_MODEL_29aeeb0ffe6b4aac8e3ad93c5414a7dc",
-       "IPY_MODEL_aa0b1400773444a894dfed1af29789cb"
-      ],
-      "layout": "IPY_MODEL_82a62cfda1cf4abb870c18054a2ea9e3"
-     }
-    },
-    "c663651d160f47b0b5387c2fcd67a06f": {
-     "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_e18a67fbb6734ceeb96a8db482142a7d",
-      "placeholder": "​",
-      "style": "IPY_MODEL_f13b790856514cc691c35ad56b654034",
-      "value": "model.safetensors: 100%"
-     }
-    },
-    "29aeeb0ffe6b4aac8e3ad93c5414a7dc": {
-     "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_0cdc1d8a996b45df8f93704b2735238c",
-      "max": 102482854,
-      "min": 0,
-      "orientation": "horizontal",
-      "style": "IPY_MODEL_b087e2d7c35c4b19871228b91cef731c",
-      "value": 102482854
-     }
-    },
-    "aa0b1400773444a894dfed1af29789cb": {
-     "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_d9a7704e50144e6f9a59a7964c9db1b6",
-      "placeholder": "​",
-      "style": "IPY_MODEL_729989e6fe884a08b0bb974911d7967a",
-      "value": " 102M/102M [00:04&lt;00:00, 26.4MB/s]"
-     }
-    },
-    "82a62cfda1cf4abb870c18054a2ea9e3": {
-     "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
-     }
-    },
-    "e18a67fbb6734ceeb96a8db482142a7d": {
-     "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
-     }
-    },
-    "f13b790856514cc691c35ad56b654034": {
-     "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": ""
-     }
-    },
-    "0cdc1d8a996b45df8f93704b2735238c": {
-     "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
-     }
-    },
-    "b087e2d7c35c4b19871228b91cef731c": {
-     "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": ""
-     }
-    },
-    "d9a7704e50144e6f9a59a7964c9db1b6": {
-     "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
-     }
-    },
-    "729989e6fe884a08b0bb974911d7967a": {
-     "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
-}