Upload app.py
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app.py
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| 1 |
+
import os
|
| 2 |
+
import pickle
|
| 3 |
+
from langchain.document_loaders import UnstructuredURLLoader
|
| 4 |
+
from langchain.text_splitter import CharacterTextSplitter
|
| 5 |
+
from InstructorEmbedding import INSTRUCTOR
|
| 6 |
+
from langchain.vectorstores import FAISS
|
| 7 |
+
from langchain.embeddings import HuggingFaceInstructEmbeddings
|
| 8 |
+
from langchain.chains import RetrievalQA
|
| 9 |
+
from langchain import HuggingFaceHub
|
| 10 |
+
from langchain.utilities import GoogleSerperAPIWrapper
|
| 11 |
+
import gradio as gr
|
| 12 |
+
|
| 13 |
+
class Chatbot:
|
| 14 |
+
def __init__(self):
|
| 15 |
+
os.environ["Hugging_Face_API_KEY"] = "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"
|
| 16 |
+
os.environ["HUGGINGFACEHUB_API_TOKEN"] = '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'
|
| 17 |
+
os.environ["SERPER_API_KEY"] = "a69857e460dd51585e009a43743711b110b6beee"
|
| 18 |
+
|
| 19 |
+
self.load_data()
|
| 20 |
+
self.load_embeddings()
|
| 21 |
+
self.create_qa_model()
|
| 22 |
+
|
| 23 |
+
def load_data(self):
|
| 24 |
+
urls = ['https://zollege.in/exams/xat/counselling',
|
| 25 |
+
'https://zollege.in/exams/neet-pg/',
|
| 26 |
+
'https://zollege.in/exams/xat/exam-dates',
|
| 27 |
+
'https://zollege.in/exams/neet/exam-pattern',
|
| 28 |
+
'https://zollege.in/exams/xat/application-process',
|
| 29 |
+
'https://zollege.in/exams/neet/online-coaching',
|
| 30 |
+
'https://zollege.in/exams/xat/exam-centers',
|
| 31 |
+
'https://zollege.in/exams/neet/west-bengal-neet-counselling',
|
| 32 |
+
'https://zollege.in/exams/xat/cutoff',
|
| 33 |
+
'https://zollege.in/exams/neet/coaching-institutes',
|
| 34 |
+
'https://zollege.in/exams/neet/mock-test',
|
| 35 |
+
'https://zollege.in/exams/xat/eligibility',
|
| 36 |
+
'https://zollege.in/exams/neet',
|
| 37 |
+
'https://zollege.in/exams/viteee/admit-card',
|
| 38 |
+
'https://zollege.in/exams/neet/nagaland-neet-counselling',
|
| 39 |
+
'http://cms.zollege.in/exams/490?tab=overview',
|
| 40 |
+
'https://zollege.in/exams/nata',
|
| 41 |
+
'https://zollege.in/exams/set',
|
| 42 |
+
'https://zollege.in/exams/srmjeee',
|
| 43 |
+
'https://zollege.in/exams/neet/question-paper-2018',
|
| 44 |
+
'https://zollege.in/exams/tissnet',
|
| 45 |
+
'https://zollege.in/exams/ojee',
|
| 46 |
+
'https://zollege.in/exams/neet/admit-card',
|
| 47 |
+
'https://zollege.in/exams/ts-lawcet',
|
| 48 |
+
'https://zollege.in/exams/nbsat',
|
| 49 |
+
'https://zollege.in/exams/snap',
|
| 50 |
+
'https://zollege.in/exams/neet/question-paper-2019',
|
| 51 |
+
'http://cms.zollege.in/exams/701?tab=overview',
|
| 52 |
+
'https://zollege.in/exams/neet/question-paper-2021',
|
| 53 |
+
'https://zollege.in/exams/ts-dost',
|
| 54 |
+
'https://zollege.in/exams/neet/preparation-tips',
|
| 55 |
+
'https://zollege.in/exams/viteee/application-process',
|
| 56 |
+
'https://zollege.in/exams/neet/application-process',
|
| 57 |
+
'https://zollege.in/exams/neet/up-neet-counselling',
|
| 58 |
+
'https://zollege.in/exams/neet/age-limit',
|
| 59 |
+
'https://zollege.in/exams/ts-pgecet',
|
| 60 |
+
'https://zollege.in/exams/neet/syllabus',
|
| 61 |
+
'https://zollege.in/exams/neet/question-paper',
|
| 62 |
+
'https://zollege.in/exams/keam',
|
| 63 |
+
'https://zollege.in/exams/mht-cet',
|
| 64 |
+
'https://zollege.in/exams/neet/omr-sheet-and-answer-key',
|
| 65 |
+
'http://cms.zollege.in/exams/25?tab=application_process',
|
| 66 |
+
'http://cms.zollege.in/exams/267?tab=exam_pattern',
|
| 67 |
+
'https://zollege.in/exams/jee-main/mark-vs-rank',
|
| 68 |
+
'https://zollege.in/exams/wbjee',
|
| 69 |
+
'https://zollege.in/exams/xat',
|
| 70 |
+
'https://zollege.in/exams/neet/chemistry-syllabus',
|
| 71 |
+
'https://zollege.in/exams/viteee/question-paper',
|
| 72 |
+
'https://zollege.in/exams/neet/question-paper-2017',
|
| 73 |
+
'https://zollege.in/exams/tancet',
|
| 74 |
+
'https://zollege.in/exams/neet/biology-pattern',
|
| 75 |
+
'https://zollege.in/exams/neet/question-paper-2020',
|
| 76 |
+
'https://zollege.in/exams/neet/tripura-neet-counselling',
|
| 77 |
+
'https://zollege.in/exams/neet/exam-dates',
|
| 78 |
+
'https://zollege.in/exams/xat/admit-card',
|
| 79 |
+
'https://zollege.in/exams/neet/eligibility',
|
| 80 |
+
'https://zollege.in/exams/viteee',
|
| 81 |
+
'http://cms.zollege.in/exams/490?tab=cutoff',
|
| 82 |
+
'https://zollege.in/exams/neet-pg/counselling',
|
| 83 |
+
'http://cms.zollege.in/exams/25?tab=results',
|
| 84 |
+
'http://cms.zollege.in/exams/746?tab=application_process',
|
| 85 |
+
'https://zollege.in/exams/bcece',
|
| 86 |
+
'https://zollege.in/exams/wbjee/results',
|
| 87 |
+
'https://zollege.in/exams/bitsat',
|
| 88 |
+
'https://zollege.in/exams/aifset',
|
| 89 |
+
'https://zollege.in/exams/cat/question-paper-2017',
|
| 90 |
+
'https://zollege.in/exams/cat/question-paper-2018',
|
| 91 |
+
'https://zollege.in/exams/cuet-pg/application-process',
|
| 92 |
+
'http://cms.zollege.in/exams/503?tab=application_process',
|
| 93 |
+
'http://cms.zollege.in/exams/25?tab=cutoff',
|
| 94 |
+
'https://zollege.in/exams/cat/question-paper-2020',
|
| 95 |
+
'https://zollege.in/exams/cat/question-paper-2021',
|
| 96 |
+
'https://zollege.in/exams/neet/cutoff',
|
| 97 |
+
'http://cms.zollege.in/exams/698?tab=application_process',
|
| 98 |
+
'https://zollege.in/exams/cuet-pg/merit-list',
|
| 99 |
+
'https://cms.zollege.in/exams/719?tab=overview/',
|
| 100 |
+
'https://zollege.in/exams/neet-mds',
|
| 101 |
+
'http://cms.zollege.in/exams/511?tab=application_process',
|
| 102 |
+
'https://zollege.in/exams/cat/answer-key',
|
| 103 |
+
'https://zollege.in/exams/cat/application-form',
|
| 104 |
+
'https://zollege.in/exams/cat/books',
|
| 105 |
+
'https://zollege.in/exams/cat/coaching-institutes',
|
| 106 |
+
'https://zollege.in/exams/cat',
|
| 107 |
+
'https://zollege.in/exams/cat/quant-practice-papers',
|
| 108 |
+
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| 354 |
+
'https://zollege.in/exams/xat/syllabus',
|
| 355 |
+
'https://zollege.in/exams/jee-main/admit-card',
|
| 356 |
+
'https://zollege.in/exams/neet/kerala-neet-counselling',
|
| 357 |
+
'https://zollege.in/exams/mahcet',
|
| 358 |
+
'https://zollege.in/exams/mat/cutoff',
|
| 359 |
+
'https://cms.zollege.in/exams/509?tab=overview',
|
| 360 |
+
'https://zollege.in/exams/nbsat',
|
| 361 |
+
'http://cms.zollege.in/exams/701?tab=overview',
|
| 362 |
+
'https://zollege.in/exams/neet/physics-syllabus',
|
| 363 |
+
'https://zollege.in/exams/neet/reservation',
|
| 364 |
+
'https://zollege.in/exams/neet/physics-pattern',
|
| 365 |
+
'http://cms.zollege.in/exams/492?tab=application_process',
|
| 366 |
+
'https://zollege.in/exams/ausat',
|
| 367 |
+
'https://zollege.in/exams/jee-advanced/question-paper-2022',
|
| 368 |
+
'http://cms.zollege.in/exams/503?tab=application_process',
|
| 369 |
+
'https://zollege.in/exams/ts-eamcet',
|
| 370 |
+
'https://cms.zollege.in/exams/480?tab=overview',
|
| 371 |
+
'http://cms.zollege.in/exams/492?tab=application_process',
|
| 372 |
+
'http://cms.zollege.in/exams/511?tab=application_process',
|
| 373 |
+
'https://zollege.in/exams/kmat',
|
| 374 |
+
'https://zollege.in/exams/mh-cet-law',
|
| 375 |
+
'https://zollege.in/exams/nmat',
|
| 376 |
+
'https://zollege.in/exams/ts-eamcet',
|
| 377 |
+
'https://zollege.in/exams/kmat-kerala',
|
| 378 |
+
'https://zollege.in/exams/neet/madhya-pradesh-neet-counselling',
|
| 379 |
+
'http://cms.zollege.in/exams/420?tab=application_process',
|
| 380 |
+
'https://zollege.in/exams/cuet-pg/merit-list',
|
| 381 |
+
'https://zollege.in/exams/mat',
|
| 382 |
+
'https://zollege.in/exams/mat/admit-card',
|
| 383 |
+
'https://zollege.in/exams/mat/application-process',
|
| 384 |
+
'https://zollege.in/exams/mat/books',
|
| 385 |
+
'https://zollege.in/exams/mat/coaching-institutes',
|
| 386 |
+
'https://zollege.in/exams/cuet-pg',
|
| 387 |
+
'http://cms.zollege.in/exams/514?tab=application_process',
|
| 388 |
+
'https://zollege.in/exams/mat/counselling',
|
| 389 |
+
'https://zollege.in/exams/xat/preparation-tips',
|
| 390 |
+
'https://zollege.in/exams/lpunest',
|
| 391 |
+
'https://zollege.in/exams/du-llb',
|
| 392 |
+
'https://cms.zollege.in/exams/480?tab=overview',
|
| 393 |
+
'https://zollege.in/exams/xat/practice-papers',
|
| 394 |
+
'https://cms.zollege.in/exams/507?tab=overview.',
|
| 395 |
+
'https://zollege.in/exams/mat/eligibility',
|
| 396 |
+
'https://zollege.in/exams/mat/exam-dates',
|
| 397 |
+
'https://zollege.in/exams/mat/ibt-exam-dates',
|
| 398 |
+
'https://zollege.in/exams/gate/paper-analysis',
|
| 399 |
+
'https://zollege.in/exams/mat/paper-analysis',
|
| 400 |
+
'https://zollege.in/exams/mat/participating-college',
|
| 401 |
+
'https://zollege.in/exams/mat/preparation-tips',
|
| 402 |
+
'https://zollege.in/exams/jkcet',
|
| 403 |
+
'https://zollege.in/exams/ailet',
|
| 404 |
+
'https://zollege.in/exams/ap-eapcet',
|
| 405 |
+
'https://zollege.in/exams/ap-lawcet',
|
| 406 |
+
'https://zollege.in/exams/ap-pgecet',
|
| 407 |
+
'https://zollege.in/exams/neet/assam-neet-counselling',
|
| 408 |
+
'https://zollege.in/exams/wbjee-jenpas-ug',
|
| 409 |
+
'https://zollege.in/exams/iiith-pgee',
|
| 410 |
+
'https://zollege.in/exams/cat/question-paper-2022',
|
| 411 |
+
'https://zollege.in/exams/neet/question-paper-2022',
|
| 412 |
+
'https://zollege.in/exams/wbjee/cutoff',
|
| 413 |
+
'https://zollege.in/exams/nift',
|
| 414 |
+
'https://zollege.in/exams/ts-edcet',
|
| 415 |
+
'https://zollege.in/exams/nimcet',
|
| 416 |
+
'https://zollege.in/exams/aibe',
|
| 417 |
+
'https://zollege.in/exams/met',
|
| 418 |
+
'https://zollege.in/exams/ts-polycet',
|
| 419 |
+
'https://zollege.in/exams/tsicet',
|
| 420 |
+
'https://zollege.in/exams/jeecup',
|
| 421 |
+
'https://zollege.in/exams/tnea',
|
| 422 |
+
'https://zollege.in/exams/nid',
|
| 423 |
+
'https://zollege.in/exams/ouat',
|
| 424 |
+
'https://zollege.in/exams/nest',
|
| 425 |
+
'https://zollege.in/exams/atma',
|
| 426 |
+
'https://zollege.in/exams/iift',
|
| 427 |
+
'https://zollege.in/exams/gate/response-sheet',
|
| 428 |
+
'https://zollege.in/exams/jexpo',
|
| 429 |
+
'https://zollege.in/exams/bitsat/syllabus',
|
| 430 |
+
'https://zollege.in/exams/mah-bed-cet',
|
| 431 |
+
'https://zollege.in/exams/mah-bed-cet/application-process',
|
| 432 |
+
'https://zollege.in/exams/du-bed-entrance-exam',
|
| 433 |
+
'https://zollege.in/exams/mht-cet/syllabus',
|
| 434 |
+
'https://zollege.in/exams/bitsat/how-to-apply',
|
| 435 |
+
'https://zollege.in/exams/wbjee/syllabus',
|
| 436 |
+
'https://zollege.in/exams/cmat/exam-dates',
|
| 437 |
+
'https://zollege.in/exams/cuet/question-paper',
|
| 438 |
+
'https://zollege.in/exams/viteee/question-paper-2022',
|
| 439 |
+
'https://zollege.in/exams/mht-cet/practice-papers',
|
| 440 |
+
'https://zollege.in/exams/bitsat/question-paper',
|
| 441 |
+
'https://zollege.in/exams/mahcet/practice-papers',
|
| 442 |
+
'https://zollege.in/exams/jee-main/question-paper-2018',
|
| 443 |
+
'https://zollege.in/exams/jee-main/question-paper-2023',
|
| 444 |
+
'https://zollege.in/exams/jee-advanced/question-paper-2021',
|
| 445 |
+
'https://zollege.in/exams/jee-advanced/question-paper-2020',
|
| 446 |
+
'https://zollege.in/exams/jee-advanced/question-paper-2019',
|
| 447 |
+
'https://zollege.in/exams/jee-advanced/question-paper-2018',
|
| 448 |
+
'https://zollege.in/exams/gate/question-paper-2021',
|
| 449 |
+
'https://zollege.in/exams/gate/question-paper-2020',
|
| 450 |
+
'https://zollege.in/exams/gate/question-paper-2019',
|
| 451 |
+
'https://zollege.in/exams/gate/question-paper-2018',
|
| 452 |
+
'https://zollege.in/exams/aiims-mbbs',
|
| 453 |
+
'https://zollege.in/exams/aucet',
|
| 454 |
+
'https://zollege.in/exams/jain-entrance-test',
|
| 455 |
+
'https://zollege.in/exams/ap-edcet',
|
| 456 |
+
'https://zollege.in/exams/pu-cet',
|
| 457 |
+
'https://zollege.in/exams/pu-cet/exam-pattern',
|
| 458 |
+
'https://zollege.in/exams/karnataka-pgcet',
|
| 459 |
+
'https://zollege.in/exams/ignou-bed-entrance-test',
|
| 460 |
+
'https://zollege.in/exams/neet/chapter-wise-weightage',
|
| 461 |
+
'https://zollege.in/exams/cuet/admit-card',
|
| 462 |
+
'https://zollege.in/exams/wbjee/admit-card',
|
| 463 |
+
'https://zollege.in/exams/aucet/application-process',
|
| 464 |
+
'https://zollege.in/exams/tancet/results',
|
| 465 |
+
'https://zollege.in/exams/tancet/cutoff',
|
| 466 |
+
'https://zollege.in/exams/cmat/admit-card',
|
| 467 |
+
'https://zollege.in/exams/iiith-ugee/admit-card',
|
| 468 |
+
'https://zollege.in/exams/ipu-cet/exam-pattern',
|
| 469 |
+
'https://zollege.in/exams/fmge',
|
| 470 |
+
'https://zollege.in/exams/hpcet',
|
| 471 |
+
'https://zollege.in/exams/wbjee/marks-vs-rank',
|
| 472 |
+
'https://zollege.in/exams/met/exam-pattern',
|
| 473 |
+
'https://zollege.in/exams/tnea/cutoff',
|
| 474 |
+
'https://zollege.in/exams/mht-cet/answer-key',
|
| 475 |
+
'https://zollege.in/exams/tancet/rank-list',
|
| 476 |
+
'https://zollege.in/exams/imu-cet',
|
| 477 |
+
'https://zollege.in/exams/viteee/syllabus',
|
| 478 |
+
'https://zollege.in/exams/aiims-mbbs/cutoff',
|
| 479 |
+
'https://zollege.in/exams/tnea/sports-quota-selection-process',
|
| 480 |
+
'https://zollege.in/exams/kcet/exam-centers',
|
| 481 |
+
'https://zollege.in/exams/mht-cet/results',
|
| 482 |
+
'https://zollege.in/exams/du-bed-entrance-exam/application-process',
|
| 483 |
+
'https://zollege.in/exams/mht-cet/counselling',
|
| 484 |
+
'https://zollege.in/exams/ipu-cet/application-form',
|
| 485 |
+
'https://zollege.in/exams/mht-cet/cutoff',
|
| 486 |
+
'https://zollege.in/exams/mah-aac-cet',
|
| 487 |
+
'https://zollege.in/exams/jee-advanced/question-paper-2023',
|
| 488 |
+
'https://zollege.in/exams/jac',
|
| 489 |
+
'https://zollege.in/exams/ap-polycet',
|
| 490 |
+
'https://zollege.in/exams/upcet',
|
| 491 |
+
'https://zollege.in/exams/iiser',
|
| 492 |
+
'https://zollege.in/exams/icai',
|
| 493 |
+
'https://zollege.in/exams/jakbopee',
|
| 494 |
+
'https://zollege.in/exams/centac',
|
| 495 |
+
'https://zollege.in/exams/nata/results',
|
| 496 |
+
'https://zollege.in/exams/bitsat/rank-vs-marks',
|
| 497 |
+
'https://zollege.in/exams/du-bed-entrance-exam/admit-card',
|
| 498 |
+
'http://cms.zollege.in/exams/80?tab=application_process',
|
| 499 |
+
'https://zollege.in/exams/jee-main-2024',
|
| 500 |
+
'http://cms.zollege.in/exams/80?tab=results',
|
| 501 |
+
'https://zollege.in/exams/nata/application-process',
|
| 502 |
+
'https://zollege.in/exams/nata/admit-card',
|
| 503 |
+
'https://zollege.in/exams/lsat',
|
| 504 |
+
'https://zollege.in/exams/jee-advanced/jee-advanced-aat',
|
| 505 |
+
'https://zollege.in/exams/aipmcet']
|
| 506 |
+
|
| 507 |
+
loaders = UnstructuredURLLoader(urls=urls)
|
| 508 |
+
self.data = loaders.load()
|
| 509 |
+
|
| 510 |
+
def split_documents(self):
|
| 511 |
+
text_splitter = CharacterTextSplitter(separator='\n', chunk_size=500, chunk_overlap=20)
|
| 512 |
+
self.docs = text_splitter.split_documents(self.data)
|
| 513 |
+
|
| 514 |
+
def create_embeddings(self):
|
| 515 |
+
instructor_embeddings = HuggingFaceInstructEmbeddings(model_name="sembeddings/model_gpt_trained")
|
| 516 |
+
db_instructEmbedd = FAISS.from_documents(self.docs, instructor_embeddings)
|
| 517 |
+
self.retriever = db_instructEmbedd.as_retriever(search_kwargs={"k": 3})
|
| 518 |
+
|
| 519 |
+
with open("db_instructEmbedd.pkl", "wb") as f:
|
| 520 |
+
pickle.dump(db_instructEmbedd, f)
|
| 521 |
+
|
| 522 |
+
def load_embeddings(self):
|
| 523 |
+
with open("db_instructEmbedd.pkl", "rb") as f:
|
| 524 |
+
self.retriever = pickle.load(f)
|
| 525 |
+
|
| 526 |
+
self.retriever = self.retriever.as_retriever(search_kwargs={"k": 3})
|
| 527 |
+
|
| 528 |
+
def create_qa_model(self):
|
| 529 |
+
llm = HuggingFaceHub(repo_id="google/flan-t5-xxl", model_kwargs={"temperature": 0.1})
|
| 530 |
+
self.qa = RetrievalQA.from_chain_type(llm=llm, chain_type="stuff", retriever=self.retriever, return_source_documents=True)
|
| 531 |
+
|
| 532 |
+
def search_google(self, query):
|
| 533 |
+
search = GoogleSerperAPIWrapper()
|
| 534 |
+
search.run(query)
|
| 535 |
+
|
| 536 |
+
def chat(self, query):
|
| 537 |
+
self.search_google(query)
|
| 538 |
+
result = self.qa({'query': query})
|
| 539 |
+
return result['result']
|
| 540 |
+
|
| 541 |
+
chatbot = Chatbot()
|
| 542 |
+
|
| 543 |
+
def chatbot_response(query):
|
| 544 |
+
response = chatbot.chat(query)
|
| 545 |
+
return response
|
| 546 |
+
|
| 547 |
+
iface = gr.Interface(fn=chatbot_response, inputs="text", outputs="text", title="Chatbot Trained on Indian Exam Articles")
|
| 548 |
+
iface.launch()
|