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@jamescalam
Created June 11, 2021 17:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# test our tokenizer on a simple sentence\n",
"tokens = tokenizer.encode('ciao, come va?') # 'hi, how are you?'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Encoding(num_tokens=512, attributes=[ids, type_ids, tokens, offsets, attention_mask, special_tokens_mask, overflowing])"
]
},
"metadata": {},
"execution_count": 6
}
],
"source": [
"tokens # this is our encodings object, with several tensors including ids and attention_mask"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['[CLS]', 'ciao', ',', 'Ġcome', 'Ġva', '?', '[SEP]', '[PAD]', '[PAD]', '[PAD]']"
]
},
"metadata": {},
"execution_count": 7
}
],
"source": [
"tokens.tokens[:10] # we can view the tokens here (eg output of merges.txt)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[1, 16834, 16, 488, 611, 35, 2, 0, 0, 0]"
]
},
"metadata": {},
"execution_count": 8
}
],
"source": [
"tokens.ids[:10] # and here are the token ids (output of vocab.json)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ML",
"language": "python",
"name": "ml"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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