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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "finetuning.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "duPhpC7UYvOb",
"colab_type": "text"
},
"source": [
"#**Setup**\n",
"\n",
"---\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "08KZUbQnhKwE",
"colab_type": "code",
"colab": {}
},
"source": [
"\n",
"!git clone https://github.com/ai4bharat/indic-bert\n",
"%cd indic-bert\n",
"!pip3 install -r requirements.txt\n",
"%cd ..\n",
"!mkdir indic-glue outputs"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "u4TbQgpAYrSL",
"colab_type": "text"
},
"source": [
"#**Download Datasets**\n",
"---\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "B8Te43TtV9OV",
"colab_type": "code",
"colab": {}
},
"source": [
"\n",
"% cd indic-glue\n",
"# Download the dataset -- insert link obtained from https://indicnlp.ai4bharat.org/indic-glue/#downloads\n",
"!wget https://storage.googleapis.com/ai4bharat-public-indic-nlp-corpora/evaluations/wiki-cloze.tar.gz\n",
"!tar -xaf wiki-cloze.tar.gz\n",
"% cd ..\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "cAs6r-QSUosR",
"colab_type": "text"
},
"source": [
"#**Fine-tune the Model**\n",
"---\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "vUCIjREpQFhv",
"colab_type": "code",
"colab": {}
},
"source": [
"\n",
"%cd indic-bert\n",
"\n",
"import os\n",
"\n",
"from fine_tune.cli import main as finetune_main\n",
"\n",
"argvec = ['--lang', 'gu',\n",
" '--dataset', 'wiki-cloze', # use the right dataset key, check https://github.com/AI4Bharat/indic-bert/blob/master/fine_tune/cli.py#L10\n",
" '--model', 'ai4bharat/indic-bert',\n",
" '--iglue_dir', '../indic-glue',\n",
" '--output_dir', '../outputs',\n",
" '--max_seq_length', '128',\n",
" '--learning_rate', '2e-5',\n",
" '--num_train_epochs', '3',\n",
" '--train_batch_size', '32'\n",
"]\n",
"\n",
"finetune_main(argvec)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "zUh3Vw7SUwMW",
"colab_type": "text"
},
"source": [
"#**Check the Results**\n",
"---"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ic0Qpfl-U0Xw",
"colab_type": "code",
"colab": {}
},
"source": [
"!cat /content/outputs/wiki-cloze/gu-gu/model-ai4bharat-indic-bert/test_results.txt"
],
"execution_count": null,
"outputs": []
}
]
} |