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+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "SAU61FMzXRF0",
+ "outputId": "46d22717-303a-4635-f30f-f5f5f4c77976"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->fastai>=2.6->fastbook) (3.1.0)\n",
+ "Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.10/dist-packages (from jedi>=0.16->ipython>=4.0.0->ipywidgets<8->fastbook) (0.8.3)\n",
+ "Requirement already satisfied: pyzmq>=17 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (23.2.1)\n",
+ "Requirement already satisfied: argon2-cffi in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (21.3.0)\n",
+ "Requirement already satisfied: jupyter-core>=4.6.1 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (5.3.0)\n",
+ "Requirement already satisfied: nbformat in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (5.8.0)\n",
+ "Requirement already satisfied: nbconvert in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (6.5.4)\n",
+ "Requirement already satisfied: nest-asyncio>=1.5 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.5.6)\n",
+ "Requirement already satisfied: Send2Trash>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.8.0)\n",
+ "Requirement already satisfied: terminado>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.17.1)\n",
+ "Requirement already satisfied: prometheus-client in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.16.0)\n",
+ "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython>=4.0.0->ipywidgets<8->fastbook) (0.7.0)\n",
+ "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets<8->fastbook) (0.2.6)\n",
+ "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.8->spacy<4->fastai>=2.6->fastbook) (0.7.9)\n",
+ "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.8->spacy<4->fastai>=2.6->fastbook) (0.0.4)\n",
+ "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.8.0,>=0.3.0->spacy<4->fastai>=2.6->fastbook) (8.1.3)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<4->fastai>=2.6->fastbook) (2.1.2)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch<2.1,>=1.7->fastai>=2.6->fastbook) (1.3.0)\n",
+ "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core>=4.6.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (3.3.0)\n",
+ "Requirement already satisfied: argon2-cffi-bindings in /usr/local/lib/python3.10/dist-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (21.2.0)\n",
+ "Requirement already satisfied: lxml in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (4.9.2)\n",
+ "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (4.11.2)\n",
+ "Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (6.0.0)\n",
+ "Requirement already satisfied: defusedxml in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.7.1)\n",
+ "Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.4)\n",
+ "Requirement already satisfied: jupyterlab-pygments in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.2.2)\n",
+ "Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.8.4)\n",
+ "Requirement already satisfied: nbclient>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.7.4)\n",
+ "Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.5.0)\n",
+ "Requirement already satisfied: tinycss2 in /usr/local/lib/python3.10/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.2.1)\n",
+ "Requirement already satisfied: fastjsonschema in /usr/local/lib/python3.10/dist-packages (from nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (2.16.3)\n",
+ "Requirement already satisfied: jsonschema>=2.6 in /usr/local/lib/python3.10/dist-packages (from nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (4.3.3)\n",
+ "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.19.3)\n",
+ "Requirement already satisfied: cffi>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.15.1)\n",
+ "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (2.4.1)\n",
+ "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.5.1)\n",
+ "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (2.21)\n",
+ "Installing collected packages: tokenizers, sentencepiece, xxhash, multidict, jedi, frozenlist, dill, async-timeout, yarl, responses, multiprocess, huggingface-hub, aiosignal, transformers, aiohttp, datasets, fastbook\n",
+ "Successfully installed aiohttp-3.8.4 aiosignal-1.3.1 async-timeout-4.0.2 datasets-2.12.0 dill-0.3.6 fastbook-0.0.29 frozenlist-1.3.3 huggingface-hub-0.14.1 jedi-0.18.2 multidict-6.0.4 multiprocess-0.70.14 responses-0.18.0 sentencepiece-0.1.99 tokenizers-0.13.3 transformers-4.29.0 xxhash-3.2.0 yarl-1.9.2\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install fastbook\n",
+ "from fastbook import *\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "id": "BpEEoNWFrrKP"
+ },
+ "outputs": [],
+ "source": [
+ "from fastai.vision.widgets import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "id": "X0ZvTLQhf45Q"
+ },
+ "outputs": [],
+ "source": [
+ "key = os.environ.get('AZURE_SEARCH_KEY', '8feced4d3ec0416ea99fa0b47489f850')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "v0IVoU_EgUDI",
+ "outputId": "ad5c826d-62b1-46a5-cec2-e3802efa1ee5"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "| epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
|---|---|---|---|---|
| 0 | \n", + "1.574132 | \n", + "0.532597 | \n", + "0.120482 | \n", + "00:28 | \n", + "
| epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
|---|---|---|---|---|
| 0 | \n", + "0.500144 | \n", + "0.231522 | \n", + "0.036145 | \n", + "00:26 | \n", + "
| 1 | \n", + "0.372371 | \n", + "0.318932 | \n", + "0.036145 | \n", + "00:27 | \n", + "
| 2 | \n", + "0.291301 | \n", + "0.340488 | \n", + "0.060241 | \n", + "00:27 | \n", + "
| 3 | \n", + "0.257214 | \n", + "0.332758 | \n", + "0.060241 | \n", + "00:27 | \n", + "
| epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
|---|---|---|---|---|
| 0 | \n", + "1.607543 | \n", + "0.108471 | \n", + "0.060241 | \n", + "00:29 | \n", + "
| epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "error_rate | \n", + "time | \n", + "
|---|---|---|---|---|
| 0 | \n", + "0.459664 | \n", + "0.087424 | \n", + "0.036145 | \n", + "00:26 | \n", + "
| 1 | \n", + "0.354072 | \n", + "0.093800 | \n", + "0.024096 | \n", + "00:28 | \n", + "
| 2 | \n", + "0.296659 | \n", + "0.116866 | \n", + "0.048193 | \n", + "00:26 | \n", + "
| 3 | \n", + "0.235680 | \n", + "0.128206 | \n", + "0.048193 | \n", + "00:26 | \n", + "