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" display(HTML('''\n",
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" Found existing installation: pip 21.1.3\n",
" Uninstalling pip-21.1.3:\n",
" Successfully uninstalled pip-21.1.3\n",
"Successfully installed pip-22.3.1\n",
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"Installing collected packages: xxhash, urllib3, multiprocess, responses, datasets\n",
" Attempting uninstall: urllib3\n",
" Found existing installation: urllib3 1.24.3\n",
" Uninstalling urllib3-1.24.3:\n",
" Successfully uninstalled urllib3-1.24.3\n",
"Successfully installed datasets-2.7.1 multiprocess-0.70.14 responses-0.18.0 urllib3-1.25.11 xxhash-3.1.0\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting sentencepiece\n",
" Downloading sentencepiece-0.1.97-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
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"\u001b[?25hInstalling collected packages: sentencepiece\n",
"Successfully installed sentencepiece-0.1.97\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0m"
]
}
],
"source": [
"!pip install --upgrade pip\n",
"!pip install transformers\n",
"!pip install datasets\n",
"!pip install sentencepiece"
]
},
{
"cell_type": "code",
"source": [
"from datasets import load_dataset\n",
"\n",
"!wget 'https://raw.githubusercontent.com/jamesesguerra/dataset_repo/main/psn_opinyon-3600.csv'\n",
"\n",
"dataset = load_dataset('csv', data_files='psn_opinyon-3600.csv')\n",
"\n",
"print(dataset['train'][100])"
],
"metadata": {
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"base_uri": "https://localhost:8080/",
"height": 667,
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"62c04f1ed0034390a6ea9a6aa2a418da"
]
},
"id": "ijl1QFRroi1W",
"outputId": "4eeb7ace-00d7-4156-f911-8f240b26d127"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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""
],
"text/html": [
"\n",
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"text": [
"--2022-12-05 15:02:34-- https://raw.githubusercontent.com/jamesesguerra/dataset_repo/main/psn_opinyon-3600.csv\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.109.133, ...\n",
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"HTTP request sent, awaiting response... 200 OK\n",
"Length: 9535436 (9.1M) [text/plain]\n",
"Saving to: ‘psn_opinyon-3600.csv’\n",
"\n",
"psn_opinyon-3600.cs 100%[===================>] 9.09M --.-KB/s in 0.05s \n",
"\n",
"2022-12-05 15:02:35 (186 MB/s) - ‘psn_opinyon-3600.csv’ saved [9535436/9535436]\n",
"\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:datasets.builder:Using custom data configuration default-cdba900d09e48c43\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading and preparing dataset csv/default to /root/.cache/huggingface/datasets/csv/default-cdba900d09e48c43/0.0.0/6b34fb8fcf56f7c8ba51dc895bfa2bfbe43546f190a60fcf74bb5e8afdcc2317...\n"
]
},
{
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"data": {
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"Downloading data files: 0%| | 0/1 [00:00"
],
"text/html": [
"\n",
" \n",
" "
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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading: 0%| | 0.00/1.88k [00:00>> Title: {title}\")\n",
" print(f\"'>>> Article Text: {review}'\")\n",
" print(f\"\\n'>>> Generated Summary: {summary}'\")"
],
"metadata": {
"id": "3yYVvNCXoe2E",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"outputId": "ca6c8259-ffb4-4a3a-a738-78554a369a46"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"text/html": [
"\n",
" \n",
" "
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"article_text = \"\"\"Nilinaw ni Ilocos Norte Rep. at presidential son Sandro Marcos na hindi siya kasama ng kaniyang ama na si Pangulong Ferdinand Marcos Jr., sa panonood ng F1 Grand Prix sa Singapore kamakailan. Sa isang panayam, iginiit ni Marcos na may sarili siyang lakad kasama ang kaniyang mga kaibigan sa naturang event at nagkita na lamang umano sila doon ng pangulo. “Noong nandoon ako sa Singapore, hindi ko sinamahan ang tatay ko, may sarili akong lakad kasama, 12 of us, ako at ang aking mga kaibigan, after nag-recess (Congress) ay matagal na naming plinano yan, matagal na namin binook yan,” paliwanag niya. Nilinaw din niya na wala silang relasyon ng actress-host na si Alexa Miro kung saan nag-viral ang kanilang larawan sa event. \"Eh nung lumabas ang daming nag assume na number 1, I was with my dad which wasn’t true, I saw him once, No. 2 si Alexa ay girlfriend ko which is not, she is a friend of mine, and kasama yan sa barkada ko.\" “May lumapit sa amin and they said na picturan ko kayo but you have to ‘cheers’ and look happy. So yung gumaganon kami (cheers) staged ‘yun, pero yung hindi ko alam ay lalabas yan sa F1 website, ‘yan ang hindi ko alam. Akala ko parang amateur photographer lang na umiikot na (who) was taking pirctures,\" dagdag ni Marcos. Nagpasalamat ito sa isa sa mga racing event organizer na nag-imbita sa kanila na ayon sa kanya ay matagal na nila umanong kaibigan. “Libre lahat so medyo suwerte ako,” sabi ni Marcos.\"\"\"\n",
"\n",
"print(f\"'>>> Article text: {article_text}'\")\n",
"print(f\"\\n'>>> Generated Summary: {summarizer(article_text)[0]['summary_text']}'\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 191
},
"id": "CnWJIuO8opjL",
"outputId": "30b97ef6-38ec-48d5-a621-010a27de6105"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"text/html": [
"\n",
" \n",
" "
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"'>>> Article text: Nilinaw ni Ilocos Norte Rep. at presidential son Sandro Marcos na hindi siya kasama ng kaniyang ama na si Pangulong Ferdinand Marcos Jr., sa panonood ng F1 Grand Prix sa Singapore kamakailan. Sa isang panayam, iginiit ni Marcos na may sarili siyang lakad kasama ang kaniyang mga kaibigan sa naturang event at nagkita na lamang umano sila doon ng pangulo. “Noong nandoon ako sa Singapore, hindi ko sinamahan ang tatay ko, may sarili akong lakad kasama, 12 of us, ako at ang aking mga kaibigan, after nag-recess (Congress) ay matagal na naming plinano yan, matagal na namin binook yan,” paliwanag niya. Nilinaw din niya na wala silang relasyon ng actress-host na si Alexa Miro kung saan nag-viral ang kanilang larawan sa event. \"Eh nung lumabas ang daming nag assume na number 1, I was with my dad which wasn’t true, I saw him once, No. 2 si Alexa ay girlfriend ko which is not, she is a friend of mine, and kasama yan sa barkada ko.\" “May lumapit sa amin and they said na picturan ko kayo but you have to ‘cheers’ and look happy. So yung gumaganon kami (cheers) staged ‘yun, pero yung hindi ko alam ay lalabas yan sa F1 website, ‘yan ang hindi ko alam. Akala ko parang amateur photographer lang na umiikot na (who) was taking pirctures,\" dagdag ni Marcos. Nagpasalamat ito sa isa sa mga racing event organizer na nag-imbita sa kanila na ayon sa kanya ay matagal na nila umanong kaibigan. “Libre lahat so medyo suwerte ako,” sabi ni Marcos.'\n",
"\n",
"'>>> Generated Summary: Ikinuwento ni Ilocos Norte Rep. at presidential son Sandro Marcos na hindi siya kasama ng kaniyang ama na si Pangulong Ferdinand Marcos Jr., sa panonood ng F1 Grand Prix sa Singapore kamakailan. Sa isang panayam, nagkita na lamang umano sila ng pangulo. Nilinaw din niya na wala silang relasyon ng actress-host na si Alexa Miro kung saan nag-viral ang kanilang larawan sa event'\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print_summary(2)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 208
},
"id": "tBMRuJLCbRDG",
"outputId": "9a57ab86-7e48-4a9a-cc00-7e4243b39852"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"text/html": [
"\n",
" \n",
" "
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
">>> Title: 5 newsmen, inimbitahan ng CIDG sa Espejo case!\n",
"'>>> Article Text: may editor at reporters, na sumulat ng balita ang inimbitahan ng mga imbestigador ni Lee at tatanungin sila kung saan galing ang press release na natanggap nila. “Sa ngayon, may limang tao po tayong na-identify, kung saan ang tatlo po ay napadalhan na ng subpoena sa kani-kanilang known address. Samantala, ang dalawa pang personalidad ay patuloy na inaalam ang kasalukuyang tirahan,” ani Lee. Umapela rin si Lee sa may alam sa kaso na ipasa sa kanila ang impormasyong hawak nila patungkol sa kaso. “Seryoso po ang pangyayaring ito at magpapatuloy ang malalim na pagsisiyasat para sa ikalulutas ng mapangahas na gawaing ito,” ang dagdag pa ni Lee. Walastik! Hak hak hak! Hindi na nagbibiro itong si Lee ah. Hehehe! Kaya nasabi ko na mag-iinit talaga ang puwetan ng suspect dito dahil hindi siya sasantuhin ni Sir Lee. Mismooooo! Nilinaw naman ni Lee na hindi suspects ang inimbitahan nilang mamamahayag. Aniya, nais lang silang tanungin at ang mga sagot nila ay ipasailalim pa sa evaluation at validation ng kanyang matinik na mga imbestigador. Naintindihan naman ni Lee na ang mga inimbitahang newsmen ay ginawa lang ang trabaho nila at hindi nila alam na peke pala ang press release na ibinato sa kanila. Kung sabagay, nangyayari naman ‘yan paminsan-minsan sa aming hanay, di ba mga kosa? Dipugaaaaa! Hak hak hak! Naka sentro talaga ang imbestigasyon ng CIDG sa may pasimuno nitong pekeng PR at tutuklasin ng mga bataan ni Lee kung ang pakay ba n’ya ay ipahiya si BBM. E di wow! Abangan!'\n",
"\n",
"'>>> Generated Summary: Tampok sa social media ngayon ang inimbitahan ng mga imbestigador ni Lee at tatanungin sila kung saan galing ang press release na natanggap nila. Umapela rin si Lee sa may alam sa kaso na ipasa sa kanila ang impormasyong hawak nila patungkol sa kanyang kasalukuyang tirahan. Nilinaw naman ni Lee na hindi suspects ang mga mamamahayag. Aniya, nais lang silang tanun'\n"
]
}
]
}
]
}