![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\"){kind=icon}
"
]
},
{
"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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"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", "