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Tokenizers

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  1. Tokenizers_(TensorFlow).ipynb +1792 -0
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1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {
6
+ "id": "p4tEKoTZ1cHe"
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+ },
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+ "source": [
9
+ "# Tokenizers (TensorFlow)"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {
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+ "id": "RwRCGCiN1cHk"
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+ },
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+ "source": [
18
+ "Install the Transformers, Datasets, and Evaluate libraries to run this notebook."
19
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "metadata": {
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+ "id": "rHmBWpn31cHq",
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+ "outputId": "7267872a-b0c3-4a4c-d558-a4ed77f6dc51",
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+ "colab": {
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+ "base_uri": "https://localhost:8080/"
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+ }
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+ },
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+ "outputs": [
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+ {
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+ "output_type": "stream",
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+ "name": "stdout",
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+ "text": [
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+ "Collecting datasets\n",
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+ " Downloading datasets-2.14.4-py3-none-any.whl (519 kB)\n",
38
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m519.3/519.3 kB\u001b[0m \u001b[31m7.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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+ "\u001b[?25hCollecting evaluate\n",
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+ " Downloading evaluate-0.4.0-py3-none-any.whl (81 kB)\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m81.4/81.4 kB\u001b[0m \u001b[31m8.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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+ "\u001b[?25hCollecting transformers[sentencepiece]\n",
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+ " Downloading transformers-4.32.1-py3-none-any.whl (7.5 MB)\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.5/7.5 MB\u001b[0m \u001b[31m63.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
45
+ "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.23.5)\n",
46
+ "Requirement already satisfied: pyarrow>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (9.0.0)\n",
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+ "Collecting dill<0.3.8,>=0.3.0 (from datasets)\n",
48
+ " Downloading dill-0.3.7-py3-none-any.whl (115 kB)\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m11.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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+ "\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (1.5.3)\n",
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+ "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.31.0)\n",
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+ "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.1)\n",
53
+ "Collecting xxhash (from datasets)\n",
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+ " Downloading xxhash-3.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n",
55
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m17.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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+ "\u001b[?25hCollecting multiprocess (from datasets)\n",
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+ " Downloading multiprocess-0.70.15-py310-none-any.whl (134 kB)\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m13.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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+ "\u001b[?25hRequirement already satisfied: fsspec[http]>=2021.11.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (2023.6.0)\n",
60
+ "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.8.5)\n",
61
+ "Collecting huggingface-hub<1.0.0,>=0.14.0 (from datasets)\n",
62
+ " Downloading huggingface_hub-0.16.4-py3-none-any.whl (268 kB)\n",
63
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m23.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
64
+ "\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (23.1)\n",
65
+ "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.1)\n",
66
+ "Collecting responses<0.19 (from evaluate)\n",
67
+ " Downloading responses-0.18.0-py3-none-any.whl (38 kB)\n",
68
+ "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers[sentencepiece]) (3.12.2)\n",
69
+ "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers[sentencepiece]) (2023.6.3)\n",
70
+ "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1 (from transformers[sentencepiece])\n",
71
+ " Downloading tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
72
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m94.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
73
+ "\u001b[?25hCollecting safetensors>=0.3.1 (from transformers[sentencepiece])\n",
74
+ " Downloading safetensors-0.3.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
75
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m58.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
76
+ "\u001b[?25hCollecting sentencepiece!=0.1.92,>=0.1.91 (from transformers[sentencepiece])\n",
77
+ " Downloading sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
78
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m50.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
79
+ "\u001b[?25hRequirement already satisfied: protobuf in /usr/local/lib/python3.10/dist-packages (from transformers[sentencepiece]) (3.20.3)\n",
80
+ "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (23.1.0)\n",
81
+ "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (3.2.0)\n",
82
+ "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.0.4)\n",
83
+ "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n",
84
+ "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.9.2)\n",
85
+ "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.0)\n",
86
+ "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
87
+ "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0.0,>=0.14.0->datasets) (4.7.1)\n",
88
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (3.4)\n",
89
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2.0.4)\n",
90
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2023.7.22)\n",
91
+ "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
92
+ "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2023.3)\n",
93
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->datasets) (1.16.0)\n",
94
+ "Installing collected packages: tokenizers, sentencepiece, safetensors, xxhash, dill, responses, multiprocess, huggingface-hub, transformers, datasets, evaluate\n",
95
+ "Successfully installed datasets-2.14.4 dill-0.3.7 evaluate-0.4.0 huggingface-hub-0.16.4 multiprocess-0.70.15 responses-0.18.0 safetensors-0.3.3 sentencepiece-0.1.99 tokenizers-0.13.3 transformers-4.32.1 xxhash-3.3.0\n"
96
+ ]
97
+ }
98
+ ],
99
+ "source": [
100
+ "!pip install datasets evaluate transformers[sentencepiece]"
101
+ ]
102
+ },
103
+ {
104
+ "cell_type": "code",
105
+ "execution_count": 3,
106
+ "metadata": {
107
+ "id": "HfTOmBru1cHt",
108
+ "outputId": "71ad6e81-7f1e-4054-aa7a-1db157d0e0dc",
109
+ "colab": {
110
+ "base_uri": "https://localhost:8080/"
111
+ }
112
+ },
113
+ "outputs": [
114
+ {
115
+ "output_type": "stream",
116
+ "name": "stdout",
117
+ "text": [
118
+ "['Hi,', 'I', 'am', 'Mahule']\n"
119
+ ]
120
+ }
121
+ ],
122
+ "source": [
123
+ "tokenized_text = \"Hi, I am Mahule\".split()\n",
124
+ "print(tokenized_text)"
125
+ ]
126
+ },
127
+ {
128
+ "cell_type": "code",
129
+ "execution_count": 4,
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+ "metadata": {
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+ "id": "keDvrs8f1cHv",
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+ "outputId": "1a7603e8-499f-45e4-ffb5-1967ca9c00cf",
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+ "colab": {
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+ "base_uri": "https://localhost:8080/",
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+ "height": 113,
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+ "referenced_widgets": [
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+ "2c25604196fe44fdaf31fc61b18a5b25",
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+ "afe3bff8730740839f726222bdf01690",
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+ "845523cd5b42457e82daeb120a63750b",
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+ "524d0bb4b55f46928f77ed207cc38960",
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+ "f58b1b2ba59542708154d435c99a129b",
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+ "006712e0e27a499aa68d470b65c6b3c6",
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+ "978a6c6b6fcc48b68f71fe5d2e75513b",
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+ "3813850b90a74187bf18ec32a3634bf0",
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+ "968631b9293a4a49959bfce2b166343d",
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+ "79fded52694644b08614e9b194236fc2",
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+ "3c0350e52031407eb6e02701305330ff",
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+ "3cd19f516d894d22bf63659307067597",
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+ "22ca14fb75a6407a97dea746b5f02281",
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+ "aa40f63485dc41dca688d63cdb05fedb"
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+ ]
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+ }
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+ },
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+ "outputs": [
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+ {
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+ "output_type": "display_data",
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+ "data": {
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+ "text/plain": [
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+ "Downloading (…)solve/main/vocab.txt: 0%| | 0.00/213k [00:00<?, ?B/s]"
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+ ],
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+ "application/vnd.jupyter.widget-view+json": {
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+ "version_major": 2,
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+ "version_minor": 0,
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+ "model_id": "a146cd54d1094308872b138d8df0c733"
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+ }
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+ },
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+ "metadata": {}
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+ },
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+ {
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+ "output_type": "display_data",
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+ "data": {
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+ "text/plain": [
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+ "Downloading (…)okenizer_config.json: 0%| | 0.00/29.0 [00:00<?, ?B/s]"
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+ ],
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+ "application/vnd.jupyter.widget-view+json": {
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+ "version_major": 2,
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+ "version_minor": 0,
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+ "model_id": "2c263a3d74e246c8bcf5d403977e7065"
198
+ }
199
+ },
200
+ "metadata": {}
201
+ },
202
+ {
203
+ "output_type": "display_data",
204
+ "data": {
205
+ "text/plain": [
206
+ "Downloading (…)lve/main/config.json: 0%| | 0.00/570 [00:00<?, ?B/s]"
207
+ ],
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+ "application/vnd.jupyter.widget-view+json": {
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+ "version_major": 2,
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+ "version_minor": 0,
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+ "model_id": "903c714944174a718671541ef8bfee50"
212
+ }
213
+ },
214
+ "metadata": {}
215
+ }
216
+ ],
217
+ "source": [
218
+ "from transformers import BertTokenizer\n",
219
+ "\n",
220
+ "tokenizer = BertTokenizer.from_pretrained(\"bert-base-cased\")"
221
+ ]
222
+ },
223
+ {
224
+ "cell_type": "code",
225
+ "execution_count": 5,
226
+ "metadata": {
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+ "id": "Iu3PSCgF1cHx",
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+ "outputId": "636f1ae2-19c2-4300-a37d-62bb43e4103a",
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+ "colab": {
230
+ "base_uri": "https://localhost:8080/",
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+ "height": 49,
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+ "referenced_widgets": [
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+ "b4d293a21ebb427d961059feacb5a876",
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+ "d0dfa9da76d34f8dae3bb2b751d2816d",
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+ "2015d00ec93c4bd5b6ab0870e2f3283d",
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+ "dbaa1990251e48489ea6d647e4f20b5d",
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+ "169fd06eaf074fa5ac4bfb2100bfa598",
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+ "6b7a2727b9164145824742da5daf5ba4",
243
+ "dfc2bb905bd74ad1ad91614be4b9734a"
244
+ ]
245
+ }
246
+ },
247
+ "outputs": [
248
+ {
249
+ "output_type": "display_data",
250
+ "data": {
251
+ "text/plain": [
252
+ "Downloading (…)/main/tokenizer.json: 0%| | 0.00/436k [00:00<?, ?B/s]"
253
+ ],
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+ "application/vnd.jupyter.widget-view+json": {
255
+ "version_major": 2,
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+ "version_minor": 0,
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+ "model_id": "b4d293a21ebb427d961059feacb5a876"
258
+ }
259
+ },
260
+ "metadata": {}
261
+ }
262
+ ],
263
+ "source": [
264
+ "from transformers import AutoTokenizer\n",
265
+ "\n",
266
+ "tokenizer = AutoTokenizer.from_pretrained(\"bert-base-cased\")"
267
+ ]
268
+ },
269
+ {
270
+ "cell_type": "code",
271
+ "execution_count": 7,
272
+ "metadata": {
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+ "id": "08HgWshs1cH0",
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+ "outputId": "142addb8-adc1-4f89-a98a-266a044a12f0",
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+ "colab": {
276
+ "base_uri": "https://localhost:8080/"
277
+ }
278
+ },
279
+ "outputs": [
280
+ {
281
+ "output_type": "execute_result",
282
+ "data": {
283
+ "text/plain": [
284
+ "{'input_ids': [101, 7085, 24287, 1162, 1110, 3776, 1293, 1106, 1329, 170, 13809, 23763, 2443, 102], 'token_type_ids': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}"
285
+ ]
286
+ },
287
+ "metadata": {},
288
+ "execution_count": 7
289
+ }
290
+ ],
291
+ "source": [
292
+ "tokenizer(\"Mahule is learning how to use a Transformer network\")"
293
+ ]
294
+ },
295
+ {
296
+ "cell_type": "code",
297
+ "execution_count": 8,
298
+ "metadata": {
299
+ "id": "RNFGbCYu1cH1",
300
+ "outputId": "5e0a93a8-5219-4acd-c7b7-25e3aa810eac",
301
+ "colab": {
302
+ "base_uri": "https://localhost:8080/"
303
+ }
304
+ },
305
+ "outputs": [
306
+ {
307
+ "output_type": "execute_result",
308
+ "data": {
309
+ "text/plain": [
310
+ "('directory_on_my_computer/tokenizer_config.json',\n",
311
+ " 'directory_on_my_computer/special_tokens_map.json',\n",
312
+ " 'directory_on_my_computer/vocab.txt',\n",
313
+ " 'directory_on_my_computer/added_tokens.json',\n",
314
+ " 'directory_on_my_computer/tokenizer.json')"
315
+ ]
316
+ },
317
+ "metadata": {},
318
+ "execution_count": 8
319
+ }
320
+ ],
321
+ "source": [
322
+ "tokenizer.save_pretrained(\"directory_on_my_computer\")"
323
+ ]
324
+ },
325
+ {
326
+ "cell_type": "code",
327
+ "execution_count": 14,
328
+ "metadata": {
329
+ "id": "xX5ab0VS1cH3",
330
+ "outputId": "530c9567-dfc9-4130-cc43-c1e638e87dbb",
331
+ "colab": {
332
+ "base_uri": "https://localhost:8080/"
333
+ }
334
+ },
335
+ "outputs": [
336
+ {
337
+ "output_type": "stream",
338
+ "name": "stdout",
339
+ "text": [
340
+ "['Ma', '##hul', '##e', 'is', 'learning', 'how', 'to', 'use', 'a', 'Trans', '##former', 'network']\n"
341
+ ]
342
+ }
343
+ ],
344
+ "source": [
345
+ "from transformers import AutoTokenizer\n",
346
+ "\n",
347
+ "tokenizer = AutoTokenizer.from_pretrained(\"bert-base-cased\")\n",
348
+ "\n",
349
+ "sequence = \"Mahule is learning how to use a Transformer network\"\n",
350
+ "tokens = tokenizer.tokenize(sequence)\n",
351
+ "\n",
352
+ "print(tokens)"
353
+ ]
354
+ },
355
+ {
356
+ "cell_type": "code",
357
+ "execution_count": 15,
358
+ "metadata": {
359
+ "id": "f72fxPfv1cH6",
360
+ "outputId": "f2e2188f-5663-4cd8-b7a8-a420cbd0caee",
361
+ "colab": {
362
+ "base_uri": "https://localhost:8080/"
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+ }
364
+ },
365
+ "outputs": [
366
+ {
367
+ "output_type": "stream",
368
+ "name": "stdout",
369
+ "text": [
370
+ "[7085, 24287, 1162, 1110, 3776, 1293, 1106, 1329, 170, 13809, 23763, 2443]\n"
371
+ ]
372
+ }
373
+ ],
374
+ "source": [
375
+ "ids = tokenizer.convert_tokens_to_ids(tokens)\n",
376
+ "\n",
377
+ "print(ids)"
378
+ ]
379
+ },
380
+ {
381
+ "cell_type": "code",
382
+ "execution_count": 17,
383
+ "metadata": {
384
+ "id": "b9yA27T71cH7",
385
+ "outputId": "18c34eaf-2e7a-4fb4-ae05-c2c182a1d683",
386
+ "colab": {
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+ "base_uri": "https://localhost:8080/"
388
+ }
389
+ },
390
+ "outputs": [
391
+ {
392
+ "output_type": "stream",
393
+ "name": "stdout",
394
+ "text": [
395
+ "Mahule is learning how to use a Transformer network\n"
396
+ ]
397
+ }
398
+ ],
399
+ "source": [
400
+ "decoded_string = tokenizer.decode([7085, 24287, 1162, 1110, 3776, 1293, 1106, 1329, 170, 13809, 23763, 2443])\n",
401
+ "print(decoded_string)"
402
+ ]
403
+ }
404
+ ],
405
+ "metadata": {
406
+ "colab": {
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+ "name": "Tokenizers (TensorFlow)",
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+ "provenance": []
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+ },
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+ "language_info": {
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+ "name": "python"
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+ },
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+ "kernelspec": {
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