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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"id": "072d16f1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/workspace/xls-r-uzbek-cv8\n"
]
}
],
"source": [
"%cd ~/xls-r-uzbek-cv8"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "12382315",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[33mWARNING: Ignoring invalid distribution -ransformers (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution -ip (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution - (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution -ransformers (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution -ip (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution - (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0mCollecting https://github.com/kpu/kenlm/archive/master.zip (from -r requirements.txt (line 10))\n",
" Using cached https://github.com/kpu/kenlm/archive/master.zip (541 kB)\n",
" Preparing metadata (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: unidecode in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 1)) (1.3.2)\n",
"Collecting tensorboard\n",
" Using cached tensorboard-2.8.0-py3-none-any.whl (5.8 MB)\n",
"Requirement already satisfied: torch in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 3)) (1.10.2)\n",
"Requirement already satisfied: torchaudio in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 4)) (0.10.2)\n",
"Requirement already satisfied: jiwer~=2.3.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 5)) (2.3.0)\n",
"Requirement already satisfied: soundfile~=0.10.3 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 6)) (0.10.3.post1)\n",
"Collecting transformers~=4.16.2\n",
" Using cached transformers-4.16.2-py3-none-any.whl (3.5 MB)\n",
"Collecting datasets~=1.18.3\n",
" Using cached datasets-1.18.3-py3-none-any.whl (311 kB)\n",
"Requirement already satisfied: pyctcdecode in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 9)) (0.3.0)\n",
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"Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (1.8.1)\n",
"Collecting google-auth-oauthlib<0.5,>=0.4.1\n",
" Using cached google_auth_oauthlib-0.4.6-py2.py3-none-any.whl (18 kB)\n",
"Requirement already satisfied: google-auth<3,>=1.6.3 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (2.6.0)\n",
"Requirement already satisfied: numpy>=1.12.0 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (1.19.2)\n",
"Requirement already satisfied: setuptools>=41.0.0 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (50.3.1.post20201107)\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (2.24.0)\n",
"Requirement already satisfied: markdown>=2.6.8 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (3.3.6)\n",
"Requirement already satisfied: grpcio>=1.24.3 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (1.43.0)\n",
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"Requirement already satisfied: absl-py>=0.4 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (1.0.0)\n",
"Requirement already satisfied: werkzeug>=0.11.15 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (2.0.2)\n",
"Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /opt/conda/lib/python3.8/site-packages (from tensorboard->-r requirements.txt (line 2)) (0.6.1)\n",
"Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.8/site-packages (from torch->-r requirements.txt (line 3)) (4.0.1)\n",
"Requirement already satisfied: python-Levenshtein==0.12.2 in /opt/conda/lib/python3.8/site-packages (from jiwer~=2.3.0->-r requirements.txt (line 5)) (0.12.2)\n",
"Requirement already satisfied: cffi>=1.0 in /opt/conda/lib/python3.8/site-packages (from soundfile~=0.10.3->-r requirements.txt (line 6)) (1.14.3)\n",
"Requirement already satisfied: filelock in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (3.0.12)\n",
"Requirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (2022.1.18)\n",
"Requirement already satisfied: sacremoses in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (0.0.47)\n",
"Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (21.3)\n",
"Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (0.11.4)\n",
"Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (0.4.0)\n",
"Requirement already satisfied: pyyaml>=5.1 in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (5.4.1)\n",
"Requirement already satisfied: tqdm>=4.27 in /opt/conda/lib/python3.8/site-packages (from transformers~=4.16.2->-r requirements.txt (line 7)) (4.62.3)\n",
"Requirement already satisfied: multiprocess in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (0.70.12.2)\n",
"Requirement already satisfied: dill in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (0.3.4)\n",
"Requirement already satisfied: pandas in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (1.4.0)\n",
"Requirement already satisfied: aiohttp in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (3.8.1)\n",
"Requirement already satisfied: xxhash in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (2.0.2)\n",
"Requirement already satisfied: pyarrow!=4.0.0,>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (6.0.1)\n",
"Requirement already satisfied: fsspec[http]>=2021.05.0 in /opt/conda/lib/python3.8/site-packages (from datasets~=1.18.3->-r requirements.txt (line 8)) (2022.1.0)\n",
"Requirement already satisfied: pygtrie<3.0,>=2.1 in /opt/conda/lib/python3.8/site-packages (from pyctcdecode->-r requirements.txt (line 9)) (2.4.2)\n",
"Requirement already satisfied: hypothesis<7,>=6.14 in /opt/conda/lib/python3.8/site-packages (from pyctcdecode->-r requirements.txt (line 9)) (6.36.1)\n",
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"Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 2)) (4.8)\n",
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 2)) (5.0.0)\n",
"Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 2)) (0.2.8)\n",
"Requirement already satisfied: requests-oauthlib>=0.7.0 in /opt/conda/lib/python3.8/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard->-r requirements.txt (line 2)) (1.3.1)\n",
"Requirement already satisfied: sortedcontainers<3.0.0,>=2.1.0 in /opt/conda/lib/python3.8/site-packages (from hypothesis<7,>=6.14->pyctcdecode->-r requirements.txt (line 9)) (2.4.0)\n",
"Requirement already satisfied: attrs>=19.2.0 in /opt/conda/lib/python3.8/site-packages (from hypothesis<7,>=6.14->pyctcdecode->-r requirements.txt (line 9)) (21.4.0)\n",
"Requirement already satisfied: importlib-metadata>=4.4 in /opt/conda/lib/python3.8/site-packages (from markdown>=2.6.8->tensorboard->-r requirements.txt (line 2)) (4.10.1)\n",
"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.8/site-packages (from packaging>=20.0->transformers~=4.16.2->-r requirements.txt (line 7)) (3.0.7)\n",
"Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests<3,>=2.21.0->tensorboard->-r requirements.txt (line 2)) (3.0.4)\n",
"Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests<3,>=2.21.0->tensorboard->-r requirements.txt (line 2)) (2.10)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.8/site-packages (from requests<3,>=2.21.0->tensorboard->-r requirements.txt (line 2)) (1.25.11)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.8/site-packages (from requests<3,>=2.21.0->tensorboard->-r requirements.txt (line 2)) (2020.12.5)\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /opt/conda/lib/python3.8/site-packages (from aiohttp->datasets~=1.18.3->-r requirements.txt (line 8)) (1.7.2)\n",
"Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /opt/conda/lib/python3.8/site-packages (from aiohttp->datasets~=1.18.3->-r requirements.txt (line 8)) (4.0.2)\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.8/site-packages (from aiohttp->datasets~=1.18.3->-r requirements.txt (line 8)) (1.2.0)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /opt/conda/lib/python3.8/site-packages (from aiohttp->datasets~=1.18.3->-r requirements.txt (line 8)) (6.0.2)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/lib/python3.8/site-packages (from aiohttp->datasets~=1.18.3->-r requirements.txt (line 8)) (1.3.0)\n",
"Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /opt/conda/lib/python3.8/site-packages (from aiohttp->datasets~=1.18.3->-r requirements.txt (line 8)) (2.0.10)\n",
"Requirement already satisfied: python-dateutil>=2.8.1 in /opt/conda/lib/python3.8/site-packages (from pandas->datasets~=1.18.3->-r requirements.txt (line 8)) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.8/site-packages (from pandas->datasets~=1.18.3->-r requirements.txt (line 8)) (2021.1)\n",
"Requirement already satisfied: joblib in /opt/conda/lib/python3.8/site-packages (from sacremoses->transformers~=4.16.2->-r requirements.txt (line 7)) (1.1.0)\n",
"Requirement already satisfied: click in /opt/conda/lib/python3.8/site-packages (from sacremoses->transformers~=4.16.2->-r requirements.txt (line 7)) (8.0.3)\n",
"Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.8/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard->-r requirements.txt (line 2)) (3.7.0)\n",
"Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 2)) (0.4.8)\n",
"Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard->-r requirements.txt (line 2)) (3.2.0)\n",
"Building wheels for collected packages: kenlm\n",
" Building wheel for kenlm (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for kenlm: filename=kenlm-0.0.0-cp38-cp38-linux_x86_64.whl size=2348591 sha256=d5c8e5430d89f59ddde39bc78aec471c1e66ef43b6cde792711b2e97d7b8b9dc\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-hhcfnszu/wheels/ff/08/4e/a3ddc0e786e0f3c1fcd2e7a82c4324c02fc3ae2638471406d2\n",
"Successfully built kenlm\n",
"\u001b[33mWARNING: Ignoring invalid distribution -ransformers (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution -ip (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution - (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0mInstalling collected packages: kenlm, transformers, google-auth-oauthlib, tensorboard, datasets\n",
"\u001b[33m WARNING: The script transformers-cli is installed in '/workspace/.local/bin' which is not on PATH.\n",
" Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33m WARNING: The script google-oauthlib-tool is installed in '/workspace/.local/bin' which is not on PATH.\n",
" Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33m WARNING: The script tensorboard is installed in '/workspace/.local/bin' which is not on PATH.\n",
" Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33m WARNING: The script datasets-cli is installed in '/workspace/.local/bin' which is not on PATH.\n",
" Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n",
"\u001b[0mSuccessfully installed datasets-1.18.3 google-auth-oauthlib-0.4.6 kenlm-0.0.0 tensorboard-2.8.0 transformers-4.16.2\n",
"\u001b[33mWARNING: Ignoring invalid distribution -ransformers (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution -ip (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution - (/opt/conda/lib/python3.8/site-packages)\u001b[0m\u001b[33m\n",
"\u001b[0m"
]
}
],
"source": [
"!python -m pip install -r requirements.txt --user"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3969d63a",
"metadata": {},
"outputs": [],
"source": [
"from transformers import AutoFeatureExtractor, AutoTokenizer, pipeline\n",
"from datasets import Audio, Dataset, DatasetDict, load_dataset, load_metric\n",
"\n",
"import re\n",
"import string\n",
"import unidecode"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "daff17fd",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Reusing dataset common_voice (/workspace/.cache/huggingface/datasets/mozilla-foundation___common_voice/uz/8.0.0/b8bc4d453193c06a43269b46cd87f075c70f152ac963b7f28f7a2760c45ec3e8)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a8aad37a859241ff81ac932edc204bf8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/5 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"DatasetDict({\n",
" train: Dataset({\n",
" features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
" num_rows: 39456\n",
" })\n",
" test: Dataset({\n",
" features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
" num_rows: 11598\n",
" })\n",
" validation: Dataset({\n",
" features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
" num_rows: 10849\n",
" })\n",
" other: Dataset({\n",
" features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
" num_rows: 119461\n",
" })\n",
" invalidated: Dataset({\n",
" features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
" num_rows: 11276\n",
" })\n",
"})"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset_dict = load_dataset(\"mozilla-foundation/common_voice_8_0\", \"uz\", use_auth_token=True)\n",
"dataset_dict"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c22aee32",
"metadata": {},
"outputs": [],
"source": [
"chars_to_ignore_regex=f\"[{re.escape(string.punctuation)}]\" \n",
"\n",
"def remove_special_characters(batch):\n",
" batch[\"text\"] = re.sub(\n",
" chars_to_ignore_regex, \n",
" \"\", \n",
" re.sub(\"['`´]\", \"’\", # elsewhere probably meant as glottal stop\n",
" re.sub(\"([og])['`´]\", \"\\g<1>‘\", # after o/g indicate modified char\n",
" unidecode.unidecode(batch[\"sentence\"]).lower()\n",
" )\n",
" )\n",
" ) + \" \"\n",
" return batch"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "f28dc522",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4b8d2f0df8ea46bdaee2c94996583c5e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"0ex [00:00, ?ex/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataset = dataset_dict[\"train\"].map(remove_special_characters, remove_columns=dataset_dict[\"train\"].column_names)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "38e02d29",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0 244494 2030240 uz_cv8_train.txt\n"
]
}
],
"source": [
"text_data = \"uz_cv8_train.txt\"\n",
"with open(text_data, \"w\") as fs:\n",
" fs.write(\" \".join(dataset[\"text\"]))\n",
"\n",
"!wc $text_data"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "7b3d70f0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2022-02-07 03:18:36-- https://kheafield.com/code/kenlm.tar.gz\n",
"Resolving kheafield.com (kheafield.com)... 35.196.63.85\n",
"Connecting to kheafield.com (kheafield.com)|35.196.63.85|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 491090 (480K) [application/x-gzip]\n",
"Saving to: ‘STDOUT’\n",
"\n",
"- 100%[===================>] 479.58K 2.31MB/s in 0.2s \n",
"\n",
"2022-02-07 03:18:37 (2.31 MB/s) - written to stdout [491090/491090]\n",
"\n",
"/bin/bash: line 1: cmake: command not found\n"
]
}
],
"source": [
"!wget -O - https://kheafield.com/code/kenlm.tar.gz | tar xz\n",
"!mkdir kenlm/build && cd kenlm/build && cmake .. && make -j2\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "65118a69",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|