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"cells": [
{
"cell_type": "code",
"execution_count": 6,
"id": "9699ec04-d6f5-4bba-ac94-f33081929626",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: transformers in /Users/pdp/Documents/anaconda3/lib/python3.11/site-packages (4.41.1)\n",
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]
}
],
"source": [
"!pip install transformers"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0ab0846e-a0c6-4e6e-a340-0507acdca85b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting tf-keras\n",
" Downloading tf_keras-2.16.0-py3-none-any.whl.metadata (1.6 kB)\n",
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"Downloading tf_keras-2.16.0-py3-none-any.whl (1.7 MB)\n",
"\u001b[2K \u001b[90m鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣鈹佲攣\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
"\u001b[?25hInstalling collected packages: tf-keras\n",
"Successfully installed tf-keras-2.16.0\n"
]
}
],
"source": [
"!pip install tf-keras"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "afa7acd8-8d00-4c86-b98c-4a540313149d",
"metadata": {},
"outputs": [],
"source": [
"from transformers import AutoTokenizer, AutoModelForSequenceClassification\n",
"import torch\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3d1d289d-9156-4f08-8f8f-37c101caf476",
"metadata": {},
"outputs": [],
"source": [
"model_name = \"pdp19/document_question_answering_model\""
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9713f426-8145-4cbd-b26f-34ea0b930e92",
"metadata": {},
"outputs": [],
"source": [
"context = \"Indian Premier League's match number 23 of season 2023 played on 2023-04-16 in the stadium Narendra Modi Stadium, Ahmedabad at city Ahmedabad between Gujarat Titans (GT) and Rajasthan Royals (RR), toss is won by Rajasthan Royals and they have decided to field. Players for Gujarat Titans (GT) are Noor Ahmad, WP Saha, Shubman Gill, B Sai Sudharsan, HH Pandya, DA Miller, A Manohar, R Tewatia, Rashid Khan, AS Joseph, Mohammed Shami, MM Sharma and players for Rajasthan Royals (RR) are YS Chahal, YBK Jaiswal, JC Buttler, D Padikkal, SV Samson, R Parag, SO Hetmyer, Dhruv Jurel, R Ashwin, TA Boult, Sandeep Sharma, A Zampa. Winner of the match is Rajasthan Royals they won by 3 wickets, and Player of the match is SO Hetmyer. First Inning is played by Gujarat Titans and they have set the target of 178. First Inning batsman has scorred runs as follows: WP Saha has scored 4 runs, B Sai Sudharsan has scored 20 runs, Shubman Gill has scored 45 runs, HH Pandya has scored 28 runs, DA Miller has scored 46 runs, A Manohar has scored 27 runs, Rashid Khan has scored 1 runs, R Tewatia has scored 1 runs, . Second Inning batsman has scorred runs as follows: YBK Jaiswal has scored 1 runs, JC Buttler has scored 0 runs, D Padikkal has scored 26 runs, SV Samson has scored 60 runs, R Parag has scored 5 runs, SO Hetmyer has scored 56 runs, Dhruv Jurel has scored 18 runs, R Ashwin has scored 10 runs, TA Boult has scored 0 runs, .\""
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "efeb5cca-b4e0-4b5c-a4c4-352aa8a8d95c",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e72f110e7c1c4dc0924e6ad7ad3977bf",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"model.safetensors: 0%| | 0.00/265M [00:00<?, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cdac97fb20d54addbebd3075df315bbe",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9695ce185f9f4221bb442ee1cc2d414f",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "efd4295740d4421a827759f375f2c5a3",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e26bb43d8ebe42a68a95a9fb2bb6078a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from transformers import pipeline\n",
"qa_pipeline_context = pipeline('question-answering', model=model_name, tokenizer=model_name)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "e5e7ed5b-8def-4b80-b5aa-b2063a50e6ba",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'score': 0.9373016953468323,\n",
" 'start': 1249,\n",
" 'end': 1276,\n",
" 'answer': 'runs, SV Samson has scored'}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"question = \"Who won the player of the match?\"\n",
"result = qa_pipeline_context({'question': question, 'context': context})\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "29465d6c-23e9-42cf-b05a-d994e72fcf3a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'runs, SV Samson has scored'"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result['answer']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "fc38b7df-9f93-4ce0-a4f7-d67a166a7292",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"') and Rajasthan Royals'"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"question = \"Who won the toss?\"\n",
"result = qa_pipeline_context({'question': question, 'context': context})\n",
"result['answer']"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "ce56f89d-4a4e-4ebf-be68-67fedc0de210",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'runs, SO Hetmyer has scored'"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"question = \"Who has scorred most runs?\"\n",
"result = qa_pipeline_context({'question': question, 'context': context})\n",
"result['answer']"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "22c76ea9-fd28-4b05-b32c-d2769f745b64",
"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": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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