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data/answer.json

@@ -0,0 +1,1264 @@
+{
+  "data": [
+    {
+      "paragraphs": [
+        {
+          "qas": [
+            {
+              "question": "What is the purpose of setting the academic requirements for bachelor of Computer Science program in Swinburne?\n",
+              "id": 1006606,
+              "answers": [
+                {
+                  "answer_id": 890143,
+                  "document_id": 1514544,
+                  "question_id": 1006606,
+                  "text": "ensure that students have the background knowledge needed to excel in their studies",
+                  "answer_start": 145,
+                  "answer_end": 228,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the academic requirements for admission into the Bachelor of Computer Science program at Swinburne University?",
+              "id": 1006607,
+              "answers": [
+                {
+                  "answer_id": 890144,
+                  "document_id": 1514544,
+                  "question_id": 1006607,
+                  "text": "vary depending on the country or educational system",
+                  "answer_start": 287,
+                  "answer_end": 338,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the prerequisite subject requirement for the program?",
+              "id": 1006608,
+              "answers": [
+                {
+                  "answer_id": 890145,
+                  "document_id": 1514544,
+                  "question_id": 1006608,
+                  "text": "MA (Mathematics) or AM (Applied Mathematics)",
+                  "answer_start": 371,
+                  "answer_end": 415,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade requirement for STPM qualifications?",
+              "id": 1006609,
+              "answers": [
+                {
+                  "answer_id": 890146,
+                  "document_id": 1514544,
+                  "question_id": 1006609,
+                  "text": "2P grades",
+                  "answer_start": 489,
+                  "answer_end": 498,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade requirement for UEC qualifications?",
+              "id": 1006610,
+              "answers": [
+                {
+                  "answer_id": 890147,
+                  "document_id": 1514544,
+                  "question_id": 1006610,
+                  "text": "5B grades, including the pre-requisite subjects",
+                  "answer_start": 572,
+                  "answer_end": 619,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many 'A' Level passes are required for admission?",
+              "id": 1006611,
+              "answers": [
+                {
+                  "answer_id": 890148,
+                  "document_id": 1514544,
+                  "question_id": 1006611,
+                  "text": "minimum of 3 'A' Level passes",
+                  "answer_start": 701,
+                  "answer_end": 730,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum ATAR score required for admission?",
+              "id": 1006612,
+              "answers": [
+                {
+                  "answer_id": 890149,
+                  "document_id": 1514544,
+                  "question_id": 1006612,
+                  "text": "score of 70",
+                  "answer_start": 764,
+                  "answer_end": 775,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum overall percentage required for the Australian Foundation program?",
+              "id": 1006613,
+              "answers": [
+                {
+                  "answer_id": 890150,
+                  "document_id": 1514544,
+                  "question_id": 1006613,
+                  "text": "65%",
+                  "answer_start": 879,
+                  "answer_end": 882,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade requirement for Bangladesh Higher School Certificate?",
+              "id": 1006614,
+              "answers": [
+                {
+                  "answer_id": 890151,
+                  "document_id": 1514544,
+                  "question_id": 1006614,
+                  "text": "grade of 3.5",
+                  "answer_start": 953,
+                  "answer_end": 965,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for China Gao San?",
+              "id": 1006615,
+              "answers": [
+                {
+                  "answer_id": 890152,
+                  "document_id": 1514544,
+                  "question_id": 1006615,
+                  "text": "80%",
+                  "answer_start": 990,
+                  "answer_end": 993,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for GCC Thanawiya Amma?",
+              "id": 1006616,
+              "answers": [
+                {
+                  "answer_id": 890153,
+                  "document_id": 1514544,
+                  "question_id": 1006616,
+                  "text": "along with the completion of the first year of a bachelor's program, requires a minimum score of 65%",
+                  "answer_start": 1060,
+                  "answer_end": 1160,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for Indian and Pakistan Year 12 qualifications?",
+              "id": 1006617,
+              "answers": [
+                {
+                  "answer_id": 890154,
+                  "document_id": 1514544,
+                  "question_id": 1006617,
+                  "text": "65%",
+                  "answer_start": 1232,
+                  "answer_end": 1235,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for Indonesian SMA III qualifications?",
+              "id": 1006618,
+              "answers": [
+                {
+                  "answer_id": 890155,
+                  "document_id": 1514544,
+                  "question_id": 1006618,
+                  "text": "74%",
+                  "answer_start": 1302,
+                  "answer_end": 1305,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for Iran High School Diploma qualifications?",
+              "id": 1006619,
+              "answers": [
+                {
+                  "answer_id": 890156,
+                  "document_id": 1514544,
+                  "question_id": 1006619,
+                  "text": "along with a pre-university degree (1 year), requires a minimum score of 65%",
+                  "answer_start": 1333,
+                  "answer_end": 1409,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How are International Baccalaureate IB Diploma scores evaluated for admission?",
+              "id": 1006620,
+              "answers": [
+                {
+                  "answer_id": 890157,
+                  "document_id": 1514544,
+                  "question_id": 1006620,
+                  "text": "based on the performance in 6 subjects, with a minimum requirement of 24 points",
+                  "answer_start": 1471,
+                  "answer_end": 1550,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What grade is required for Kenya KCSE qualifications?",
+              "id": 1006621,
+              "answers": [
+                {
+                  "answer_id": 890158,
+                  "document_id": 1514544,
+                  "question_id": 1006621,
+                  "text": "grade of B",
+                  "answer_start": 1617,
+                  "answer_end": 1627,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for Ontario CPU qualifications?",
+              "id": 1006622,
+              "answers": [
+                {
+                  "answer_id": 890159,
+                  "document_id": 1514544,
+                  "question_id": 1006622,
+                  "text": "70%",
+                  "answer_start": 1708,
+                  "answer_end": 1711,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score requirement for Sri Lankan A Levels?",
+              "id": 1006623,
+              "answers": [
+                {
+                  "answer_id": 890160,
+                  "document_id": 1514544,
+                  "question_id": 1006623,
+                  "text": "score of 7",
+                  "answer_start": 1755,
+                  "answer_end": 1765,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What score is required for Vietnam Senior High School Year 12 qualifications?",
+              "id": 1006624,
+              "answers": [
+                {
+                  "answer_id": 890161,
+                  "document_id": 1514544,
+                  "question_id": 1006624,
+                  "text": "score of 7.0",
+                  "answer_start": 1813,
+                  "answer_end": 1825,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            }
+          ],
+          "context": "The Bachelor of Computer Science program at Swinburne University has specific academic requirements for prospective students. These requirements ensure that students have the background knowledge needed to excel in their studies. The academic requirements for admission into the program vary depending on the country or educational system.\n\nFor the pre-requisite, either MA (Mathematics) or AM (Applied Mathematics) is required. For STPM (Sijil Tinggi Persekolahan Malaysia), a minimum of 2P grades is required. UEC (Unified Examination Certificate) requires a minimum of 5B grades, including the pre-requisite subjects.For 'A' Levels, incorporating Cambridge, CGE, UK, Malaysia, Singapore, and UK, a minimum of 3 'A' Level passes is required. For ATAR, a minimum score of 70 is required. On the other hand, for the Australian Foundation program, a minimum overall percentage of 65% is necessary. Bangladesh Higher School Certificate requires a minimum grade of 3.5.\n\nFor China Gao San, an 80% score is required. GCC (Gulf Cooperation Council) Thanawiya Amma, along with the completion of the first year of a bachelor's program, requires a minimum score of 65%. Indian and Pakistan Year 12 qualifications require a minimum score of 65%. Indonesian SMA III qualifications necessitate a minimum score of 74%. Iran High School Diploma, along with a pre-university degree (1 year), requires a minimum score of 65%. International Baccalaureate IB Diploma scores are evaluated based on the performance in 6 subjects, with a minimum requirement of 24 points. Kenya KCSE (Kenya Certificate of Secondary Education) requires a grade of B.Ontario CPU (Canadian Pre-University) qualifications require a minimum score of 70%. Sri Lankan A Levels necessitate a minimum score of 7. Vietnam Senior High School Year 12 requires a score of 7.0.\n",
+          "document_id": 1514544
+        }
+      ]
+    },
+    {
+      "paragraphs": [
+        {
+          "qas": [
+            {
+              "question": "What is the duration of the Object Oriented Programming course?",
+              "id": 1006727,
+              "answers": [
+                {
+                  "answer_id": 890264,
+                  "document_id": 1514554,
+                  "question_id": 1006727,
+                  "text": "one semester, which is 12 weeks",
+                  "answer_start": 149,
+                  "answer_end": 180,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many hours of face-to-face and blended learning are expected in the Object Oriented Programming unit?",
+              "id": 1006728,
+              "answers": [
+                {
+                  "answer_id": 890265,
+                  "document_id": 1514554,
+                  "question_id": 1006728,
+                  "text": "36 hours",
+                  "answer_start": 186,
+                  "answer_end": 194,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the prerequisites for the Object Oriented Programming unit?",
+              "id": 1006730,
+              "answers": [
+                {
+                  "answer_id": 890267,
+                  "document_id": 1514554,
+                  "question_id": 1006730,
+                  "text": "Introduction to Programming, Technical Software Development, Algorithmic Problem Solving, or Introduction to Programming in .NET",
+                  "answer_start": 327,
+                  "answer_end": 455,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the aim and objectives of the Object Oriented Programming unit?",
+              "id": 1006732,
+              "answers": [
+                {
+                  "answer_id": 890269,
+                  "document_id": 1514554,
+                  "question_id": 1006732,
+                  "text": "introduce students to object-oriented programming and design",
+                  "answer_start": 522,
+                  "answer_end": 582,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What does the content of the Object Oriented Programming unit include?",
+              "id": 1006735,
+              "answers": [
+                {
+                  "answer_id": 890272,
+                  "document_id": 1514554,
+                  "question_id": 1006735,
+                  "text": "designing, writing, compiling, documenting, and testing programs, programming language syntax, object-oriented programming principles, and object-oriented design",
+                  "answer_start": 618,
+                  "answer_end": 779,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are students able to do upon completing the Object Oriented Programming unit?",
+              "id": 1006738,
+              "answers": [
+                {
+                  "answer_id": 890275,
+                  "document_id": 1514554,
+                  "question_id": 1006738,
+                  "text": "explain the principles of the object-oriented programming paradigm, specifically including abstraction, encapsulation, inheritance, and polymorphism, use an object-oriented programming language and associated class libraries to develop object-oriented programs, design, develop, test and debug programs using object-oriented principles in conjunction with an integrated development environment, construct appropriate diagrams and textual descriptions to communicate the static structure and dynamic behaviour of an object-oriented solution, and lastly describe and explain the factors that contribute to an excellent object-oriented solution",
+                  "answer_start": 838,
+                  "answer_end": 1479,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How is the assessment of the Object Oriented Programming unit conducted?",
+              "id": 1006740,
+              "answers": [
+                {
+                  "answer_id": 890277,
+                  "document_id": 1514554,
+                  "question_id": 1006740,
+                  "text": "entirely based on the student portfolio",
+                  "answer_start": 1596,
+                  "answer_end": 1635,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            }
+          ],
+          "context": "Object Oriented Programming is one of the core units offered in the Bachelor of Computer Science program at Swinburne. The Duration of the course is one semester, which is 12 weeks, and 36 hours of face-to-face and blended are expected to be spent in this unit. There are prerequisites for this unit, such that either one from Introduction to Programming, Technical Software Development, Algorithmic Problem Solving, or Introduction to Programming in .NET should be completed. \n\nThe aim and objectives of this unit are to introduce students to object-oriented programming and design. The content of this unit includes designing, writing, compiling, documenting, and testing programs, programming language syntax, object-oriented programming principles, and object-oriented design. \n\nUpon the completion of this unit, students are able to explain the principles of the object-oriented programming paradigm, specifically including abstraction, encapsulation, inheritance, and polymorphism, use an object-oriented programming language and associated class libraries to develop object-oriented programs, design, develop, test and debug programs using object-oriented principles in conjunction with an integrated development environment, construct appropriate diagrams and textual descriptions to communicate the static structure and dynamic behaviour of an object-oriented solution, and lastly describe and explain the factors that contribute to an excellent object-oriented solution, reflecting on students’ own experiences and drawing upon accepted good practices. \n\nThe assessment of this unit is entirely based on the student portfolio.\n",
+          "document_id": 1514554
+        }
+      ]
+    },
+    {
+      "paragraphs": [
+        {
+          "qas": [
+            {
+              "question": "What units are included in the Data Science major?",
+              "id": 1006667,
+              "answers": [
+                {
+                  "answer_id": 890202,
+                  "document_id": 1514546,
+                  "question_id": 1006667,
+                  "text": "data science principles, big data architecture and application, data visualization, software deployment and evolution, Cloud Computing Architecture, Computing Technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design",
+                  "answer_start": 2203,
+                  "answer_end": 2466,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What units are part of the Internet of Things (IoT) major?",
+              "id": 1006666,
+              "answers": [
+                {
+                  "answer_id": 890201,
+                  "document_id": 1514546,
+                  "question_id": 1006666,
+                  "text": "IoT Programming, Software Development for Mobile Devices, Software Architecture and Design, Network Administration, Advanced Web Development, Creating Web Application, Computing technology Design Project, and Computing Technology Innovation Project",
+                  "answer_start": 1794,
+                  "answer_end": 2042,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are some examples of core units in the program?",
+              "id": 1006655,
+              "answers": [
+                {
+                  "answer_id": 890190,
+                  "document_id": 1514546,
+                  "question_id": 1006655,
+                  "text": "Object-oriented Programming, Computing Technology Inquiry Project, Networks and Switching, Computer Systems, Technology in an Indigenous Context Project, and also Computing Technology Project A and B",
+                  "answer_start": 376,
+                  "answer_end": 575,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many majors are available for students for Swinburne's Bachelor of Computer Science program?",
+              "id": 1006660,
+              "answers": [
+                {
+                  "answer_id": 890195,
+                  "document_id": 1514546,
+                  "question_id": 1006660,
+                  "text": "5 majors",
+                  "answer_start": 695,
+                  "answer_end": 703,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the different types of units in the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006653,
+              "answers": [
+                {
+                  "answer_id": 890188,
+                  "document_id": 1514546,
+                  "question_id": 1006653,
+                  "text": "core units, major-specific units, and options for electives, minors, or second majors",
+                  "answer_start": 217,
+                  "answer_end": 302,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the majors offered in Swinburne's Bachelor of Computer Science program?",
+              "id": 1006662,
+              "answers": [
+                {
+                  "answer_id": 890197,
+                  "document_id": 1514546,
+                  "question_id": 1006662,
+                  "text": "Software Development, Cybersecurity, Internet of Things, Data Science, and Artificial Intelligence",
+                  "answer_start": 763,
+                  "answer_end": 861,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the units included in the Software Development major?",
+              "id": 1006663,
+              "answers": [
+                {
+                  "answer_id": 890198,
+                  "document_id": 1514546,
+                  "question_id": 1006663,
+                  "text": "Computing Technology Design Project, Computing Technology Innovation Project, Data Structures and Patterns, Interface Design and Development, Concurrent Programming, Software Testing and Reliability, Software Architecture and Design, and Cloud Computing Architecture",
+                  "answer_start": 936,
+                  "answer_end": 1202,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What units are offered in the Cybersecurity major?",
+              "id": 1006664,
+              "answers": [
+                {
+                  "answer_id": 890199,
+                  "document_id": 1514546,
+                  "question_id": 1006664,
+                  "text": "Computing Technology Design Project, Computing Technology Innovation Project, Software Architecture and Design, Cloud Computing Architecture, Malware Analysis, IT Security, Network Routing Principles, and Network Security and Resilience",
+                  "answer_start": 1347,
+                  "answer_end": 1583,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "Which units are offered in the Artificial Intelligence major?",
+              "id": 1006668,
+              "answers": [
+                {
+                  "answer_id": 890203,
+                  "document_id": 1514546,
+                  "question_id": 1006668,
+                  "text": "Introduction to Artificial Intelligence, Intelligent Systems, Applied Machine Learning, Artificial Intelligence for Engineering, Cloud Computing Architecture, Computing technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design",
+                  "answer_start": 2674,
+                  "answer_end": 2947,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What options do students have for customization within the program?",
+              "id": 1006670,
+              "answers": [
+                {
+                  "answer_id": 890205,
+                  "document_id": 1514546,
+                  "question_id": 1006670,
+                  "text": "students have the flexibility to choose electives, minor programs, or a second major from a wide range of options",
+                  "answer_start": 3065,
+                  "answer_end": 3178,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What co-major/minor option is available to students?",
+              "id": 1006672,
+              "answers": [
+                {
+                  "answer_id": 890207,
+                  "document_id": 1514546,
+                  "question_id": 1006672,
+                  "text": "co-major/minor in Social Media",
+                  "answer_start": 3256,
+                  "answer_end": 3286,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What minor program is available in the Bachelor of Computer Science program?",
+              "id": 1006673,
+              "answers": [
+                {
+                  "answer_id": 890208,
+                  "document_id": 1514546,
+                  "question_id": 1006673,
+                  "text": "minor in Big Data Analytics",
+                  "answer_start": 3221,
+                  "answer_end": 3248,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            }
+          ],
+          "context": "The Bachelor of Computer Science program at Swinburne University offers a diverse range of units to provide students with comprehensive knowledge and skills in various areas of specialization. The program consists of core units, major-specific units, and options for electives, minors, or second majors.\n\nIn the core units, students will delve into fundamental topics such as Object-oriented Programming, Computing Technology Inquiry Project, Networks and Switching, Computer Systems, Technology in an Indigenous Context Project, and also Computing Technology Project A and B. These units lay the foundation for a strong understanding of computer science principles and technologies.\n\nThere are 5 majors available for students to choose to be majored on, such as Software Development, Cybersecurity, Internet of Things, Data Science, and Artificial Intelligence. For the major in Software Development, students will study units such as Computing Technology Design Project, Computing Technology Innovation Project, Data Structures and Patterns, Interface Design and Development, Concurrent Programming, Software Testing and Reliability, Software Architecture and Design, and Cloud Computing Architecture. These units focus on developing expertise in software development, architecture, and design. \n\nThe major in Cybersecurity offers units such as Computing Technology Design Project, Computing Technology Innovation Project, Software Architecture and Design, Cloud Computing Architecture, Malware Analysis, IT Security, Network Routing Principles, and Network Security and Resilience. These units equip students with the necessary knowledge and skills to protect computer systems and networks from potential threats and attacks. In the Internet of Things (IoT) major, students will learn about IoT Programming, Software Development for Mobile Devices, Software Architecture and Design, Network Administration, Advanced Web Development, Creating Web Application, Computing technology Design Project, and Computing Technology Innovation Project. These units explore the intersection of technology, connectivity, and data in the context of IoT applications. \n\nThe Data Science major includes units such as data science principles, big data architecture and application, data visualization, software deployment and evolution, Cloud Computing Architecture, Computing Technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design. These units focus on extracting insights from data, analysing large datasets, and applying data-driven solutions in various domains. For the Artificial Intelligence major, students will study units such as Introduction to Artificial Intelligence, Intelligent Systems, Applied Machine Learning, Artificial Intelligence for Engineering, Cloud Computing Architecture, Computing technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design. These units delve into the theory and applications of AI, machine learning, and intelligent systems.\n\nAdditionally, students have the flexibility to choose electives, minor programs, or a second major from a wide range of options. These include cybersecurity electives, a minor in Big Data Analytics, and a co-major/minor in Social Media. These choices allow students to customize their learning experience and explore specific areas of interest.\n",
+          "document_id": 1514546
+        }
+      ]
+    },
+    {
+      "paragraphs": [
+        {
+          "qas": [
+            {
+              "question": "What is the purpose of the admission requirements at Swinburne University?",
+              "id": 1006328,
+              "answers": [
+                {
+                  "answer_id": 889821,
+                  "document_id": 1514387,
+                  "question_id": 1006328,
+                  "text": "ensure that students are well-prepared for their academic journey",
+                  "answer_start": 83,
+                  "answer_end": 148,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "Does meeting the minimum entry requirements guarantee automatic selection at Swinburne University?",
+              "id": 1006329,
+              "answers": [
+                {
+                  "answer_id": 889822,
+                  "document_id": 1514387,
+                  "question_id": 1006329,
+                  "text": "does not guarantee automatic selection",
+                  "answer_start": 217,
+                  "answer_end": 255,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What factors are considered in the selection process at Swinburne University?",
+              "id": 1006333,
+              "answers": [
+                {
+                  "answer_id": 889826,
+                  "document_id": 1514387,
+                  "question_id": 1006333,
+                  "text": "formal academic qualifications and results, course prerequisites, English language requirements, legal and administrative requirements, availability of student places and learning resources, and certain courses may involve an assessment of your personal capabilities and aptitude",
+                  "answer_start": 341,
+                  "answer_end": 620,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            }
+          ],
+          "context": "The admission requirements for our courses at Swinburne University are designed to ensure that students are well-prepared for their academic journey. While meeting the minimum entry requirements is a crucial step, it does not guarantee automatic selection.\n\nThe selection process involves a thorough assessment of various factors, including formal academic qualifications and results, course prerequisites, English language requirements, legal and administrative requirements, availability of student places and learning resources, and certain courses may involve an assessment of your personal capabilities and aptitude.\n",
+          "document_id": 1514387
+        }
+      ]
+    },
+    {
+      "paragraphs": [
+        {
+          "qas": [
+            {
+              "question": "What specializations are available within the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006102,
+              "answers": [
+                {
+                  "answer_id": 889592,
+                  "document_id": 1514383,
+                  "question_id": 1006102,
+                  "text": "cybersecurity, internet of things, or software development",
+                  "answer_start": 527,
+                  "answer_end": 585,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the focus of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006088,
+              "answers": [
+                {
+                  "answer_id": 889578,
+                  "document_id": 1514383,
+                  "question_id": 1006088,
+                  "text": "application development involving mobile devices and web-based systems, with an emphasis on creating effective human-computer interfaces",
+                  "answer_start": 273,
+                  "answer_end": 409,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the duration of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006099,
+              "answers": [
+                {
+                  "answer_id": 889589,
+                  "document_id": 1514383,
+                  "question_id": 1006099,
+                  "text": "three years",
+                  "answer_start": 1326,
+                  "answer_end": 1337,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "In which industries does the Bachelor of Computer Science program at Swinburne prepare students for careers?",
+              "id": 1006109,
+              "answers": [
+                {
+                  "answer_id": 889599,
+                  "document_id": 1514383,
+                  "question_id": 1006109,
+                  "text": "areas such as defence, aerospace, and medicine, where complex and safety-critical software is in demand",
+                  "answer_start": 868,
+                  "answer_end": 971,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the intakes for the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006110,
+              "answers": [
+                {
+                  "answer_id": 889600,
+                  "document_id": 1514383,
+                  "question_id": 1006110,
+                  "text": "January, February, and September",
+                  "answer_start": 1134,
+                  "answer_end": 1166,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How much are the annual fees for Malaysian students in the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006118,
+              "answers": [
+                {
+                  "answer_id": 889609,
+                  "document_id": 1514383,
+                  "question_id": 1006118,
+                  "text": "RM26,448",
+                  "answer_start": 2706,
+                  "answer_end": 2714,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How much are the annual fees for international students in the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006120,
+              "answers": [
+                {
+                  "answer_id": 889611,
+                  "document_id": 1514383,
+                  "question_id": 1006120,
+                  "text": "RM33,496",
+                  "answer_start": 2757,
+                  "answer_end": 2765,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "Are scholarships available for students in the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006121,
+              "answers": [
+                {
+                  "answer_id": 889612,
+                  "document_id": 1514383,
+                  "question_id": 1006121,
+                  "text": "available to both commencing and current students",
+                  "answer_start": 2884,
+                  "answer_end": 2933,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the typical career opportunities for graduates of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006123,
+              "answers": [
+                {
+                  "answer_id": 889614,
+                  "document_id": 1514383,
+                  "question_id": 1006123,
+                  "text": "organizations engaged in medium- to large-scale software development",
+                  "answer_start": 3151,
+                  "answer_end": 3219,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How is Swinburne's Bachelor of Computer Science program designed?",
+              "id": 1006125,
+              "answers": [
+                {
+                  "answer_id": 889616,
+                  "document_id": 1514383,
+                  "question_id": 1006125,
+                  "text": "modern approach to the analysis, design, and implementation of large-scale systems, recognizing its importance in the field of software development",
+                  "answer_start": 81,
+                  "answer_end": 228,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many units are required to complete the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006128,
+              "answers": [
+                {
+                  "answer_id": 889619,
+                  "document_id": 1514383,
+                  "question_id": 1006128,
+                  "text": "24 units (300 credit points)",
+                  "answer_start": 2125,
+                  "answer_end": 2153,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many units are in the core studies of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006129,
+              "answers": [
+                {
+                  "answer_id": 889620,
+                  "document_id": 1514383,
+                  "question_id": 1006129,
+                  "text": "eight units (100 credit points)",
+                  "answer_start": 2169,
+                  "answer_end": 2200,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many units are in the major study of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006130,
+              "answers": [
+                {
+                  "answer_id": 889621,
+                  "document_id": 1514383,
+                  "question_id": 1006130,
+                  "text": "eight units (100 credit points)",
+                  "answer_start": 2327,
+                  "answer_end": 2358,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "How many units are in the other studies of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006131,
+              "answers": [
+                {
+                  "answer_id": 889622,
+                  "document_id": 1514383,
+                  "question_id": 1006131,
+                  "text": "eight units (100 credit points)",
+                  "answer_start": 2451,
+                  "answer_end": 2482,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What are the course objectives of the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006143,
+              "answers": [
+                {
+                  "answer_id": 889634,
+                  "document_id": 1514383,
+                  "question_id": 1006143,
+                  "text": "acquired a range of essential skills and knowledge. These include the ability to apply computer science and software development principles in diverse contexts, using critical thinking and judgment. Students will be proficient in utilizing contemporary methods and tools for scoping, analysing, designing, constructing, verifying, and operating software systems. Effective communication, teamwork, and project management skills are also emphasized throughout the program. Students will develop professionalism, integrity, and ethical conduct, while gaining an awareness of global professional practices.",
+                  "answer_start": 1474,
+                  "answer_end": 2077,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the emphasis of the program regarding technology and methods in the field?",
+              "id": 1006320,
+              "answers": [
+                {
+                  "answer_id": 889813,
+                  "document_id": 1514383,
+                  "question_id": 1006320,
+                  "text": "staying up-to-date with the latest technology and methods in the field",
+                  "answer_start": 627,
+                  "answer_end": 697,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            }
+          ],
+          "context": "The Bachelor of Computer Science program at Swinburne Sarawak is designed with a modern approach to the analysis, design, and implementation of large-scale systems, recognizing its importance in the field of software development. This program offers a specialized focus on application development involving mobile devices and web-based systems, with an emphasis on creating effective human-computer interfaces. Students have the opportunity to choose a specialization that aligns with their interests and future goals, such as cybersecurity, internet of things, or software development.\nThe program places a strong emphasis on staying up-to-date with the latest technology and methods in the field. It provides students with a comprehensive understanding of software development, preparing them for careers in various industries. The program caters to applications in areas such as defence, aerospace, and medicine, where complex and safety-critical software is in demand. It also addresses the needs of businesses requiring extensive computer support, including banking and manufacturing sectors.\nThe program has specific intakes in January, February, and September, providing flexibility for students to begin their studies at different times throughout the year. The duration of the Bachelor of Computer Science program is three years, ensuring that students receive a thorough and comprehensive education in the field.\nUpon completion of the program, students will have acquired a range of essential skills and knowledge. These include the ability to apply computer science and software development principles in diverse contexts, using critical thinking and judgment. Students will be proficient in utilizing contemporary methods and tools for scoping, analysing, designing, constructing, verifying, and operating software systems. Effective communication, teamwork, and project management skills are also emphasized throughout the program. Students will develop professionalism, integrity, and ethical conduct, while gaining an awareness of global professional practices.\nThe program's structure consists of a total of 24 units (300 credit points). This includes eight units (100 credit points) in core studies, providing a solid foundation in computer science principles. Additionally, students are required to complete eight units (100 credit points) in a major study, enabling them to specialize in a specific area of interest. The remaining eight units (100 credit points) are dedicated to other studies, offering flexibility for students to explore additional subjects of their choice.\nRegarding fees, the annual tuition fee for Malaysian students in the Bachelor of Computer Science program is RM26,448, while international students are charged RM33,496 annually. Swinburne University offers scholarships to support students in their educational journey. Scholarships are available to both commencing and current students, with a focus on providing opportunities, promoting equity, and recognizing excellence and achievement.\nGraduates of the Bachelor of Computer Science program from Swinburne University are well-prepared for careers in organizations engaged in medium- to large-scale software development. Initially, graduates often find employment in technical areas such as programming, systems analysis, design, and internet systems development. As their experience grows, they have the potential to progress into project leadership and management positions, equipped with the necessary skills and knowledge gained from the program.\nOverall, the Bachelor of Computer Science program at Swinburne University offers a comprehensive education in computer science, equipping students with the skills and knowledge required for success in the field of software development. The program's emphasis on modern approaches, practical skills, and industry relevance ensures that graduates are well-prepared to meet the demands of the ever-evolving technology landscape.\n",
+          "document_id": 1514383
+        }
+      ]
+    },
+    {
+      "paragraphs": [
+        {
+          "qas": [
+            {
+              "question": "What are the English language qualification requirements for the Bachelor of Computer Science program at Swinburne?",
+              "id": 1006360,
+              "answers": [
+                {
+                  "answer_id": 889853,
+                  "document_id": 1514389,
+                  "question_id": 1006360,
+                  "text": "Various English language qualifications and their corresponding minimum scores",
+                  "answer_start": 261,
+                  "answer_end": 339,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum overall score required for the IELTS test for admission into the program?",
+              "id": 1006365,
+              "answers": [
+                {
+                  "answer_id": 889858,
+                  "document_id": 1514389,
+                  "question_id": 1006365,
+                  "text": "6.0 is required, with no individual band score falling below 6.0",
+                  "answer_start": 478,
+                  "answer_end": 542,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score required for the TOEFL iBT test in the Bachelor of Computer Science program?",
+              "id": 1006368,
+              "answers": [
+                {
+                  "answer_id": 889861,
+                  "document_id": 1514389,
+                  "question_id": 1006368,
+                  "text": "score of 64",
+                  "answer_start": 675,
+                  "answer_end": 686,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "Are there specific minimum scores required for different sections of the TOEFL iBT test?",
+              "id": 1006369,
+              "answers": [
+                {
+                  "answer_id": 889862,
+                  "document_id": 1514389,
+                  "question_id": 1006369,
+                  "text": "no less than 13 in reading, 12 in listening, 18 in speaking, and 21 in writing",
+                  "answer_start": 693,
+                  "answer_end": 771,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum result required for the PTE Academic test?",
+              "id": 1006370,
+              "answers": [
+                {
+                  "answer_id": 889863,
+                  "document_id": 1514389,
+                  "question_id": 1006370,
+                  "text": "50, with no communicative skill score falling below 50",
+                  "answer_start": 862,
+                  "answer_end": 916,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What grade is required for the SPM qualification in English Language?",
+              "id": 1006371,
+              "answers": [
+                {
+                  "answer_id": 889864,
+                  "document_id": 1514389,
+                  "question_id": 1006371,
+                  "text": "grade of C",
+                  "answer_start": 981,
+                  "answer_end": 991,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What grades are required for the UEC qualification in English?",
+              "id": 1006373,
+              "answers": [
+                {
+                  "answer_id": 889866,
+                  "document_id": 1514389,
+                  "question_id": 1006373,
+                  "text": "A1 and A2 grades",
+                  "answer_start": 1064,
+                  "answer_end": 1080,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What grade is required for the 1119 qualification in English Language subject?",
+              "id": 1006374,
+              "answers": [
+                {
+                  "answer_id": 889867,
+                  "document_id": 1514389,
+                  "question_id": 1006374,
+                  "text": "score of C",
+                  "answer_start": 1084,
+                  "answer_end": 1094,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score required for the MUET test?",
+              "id": 1006375,
+              "answers": [
+                {
+                  "answer_id": 889868,
+                  "document_id": 1514389,
+                  "question_id": 1006375,
+                  "text": "score of 4",
+                  "answer_start": 1211,
+                  "answer_end": 1221,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade required for GCE 'O' Level qualifications in English?",
+              "id": 1006376,
+              "answers": [
+                {
+                  "answer_id": 889869,
+                  "document_id": 1514389,
+                  "question_id": 1006376,
+                  "text": "grade of C",
+                  "answer_start": 1274,
+                  "answer_end": 1284,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade required for GCE 'A' Level and AS Level qualifications in English?",
+              "id": 1006377,
+              "answers": [
+                {
+                  "answer_id": 889870,
+                  "document_id": 1514389,
+                  "question_id": 1006377,
+                  "text": "grade of C",
+                  "answer_start": 1274,
+                  "answer_end": 1284,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade required for the International Baccalaureate qualifications in English?",
+              "id": 1006378,
+              "answers": [
+                {
+                  "answer_id": 889871,
+                  "document_id": 1514389,
+                  "question_id": 1006378,
+                  "text": "minimum Grade 4 in English A or B at Standard Level or Higher Level",
+                  "answer_start": 1397,
+                  "answer_end": 1464,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum required level for the Common European Framework?",
+              "id": 1006385,
+              "answers": [
+                {
+                  "answer_id": 889878,
+                  "document_id": 1514389,
+                  "question_id": 1006385,
+                  "text": "B2 level",
+                  "answer_start": 1542,
+                  "answer_end": 1550,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum score required for the C1 Advanced qualification?",
+              "id": 1006387,
+              "answers": [
+                {
+                  "answer_id": 889880,
+                  "document_id": 1514389,
+                  "question_id": 1006387,
+                  "text": "score of 169, with no band score falling below 169",
+                  "answer_start": 1653,
+                  "answer_end": 1703,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the overall score range required for the Linguaskill General qualification?",
+              "id": 1006391,
+              "answers": [
+                {
+                  "answer_id": 889884,
+                  "document_id": 1514389,
+                  "question_id": 1006391,
+                  "text": "score of 160-179, with no band score less than 160",
+                  "answer_start": 1763,
+                  "answer_end": 1813,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum grade required for STPM 920 English Literature?",
+              "id": 1006393,
+              "answers": [
+                {
+                  "answer_id": 889886,
+                  "document_id": 1514389,
+                  "question_id": 1006393,
+                  "text": "grade of C",
+                  "answer_start": 1896,
+                  "answer_end": 1906,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "What is the minimum required grade for the Sri Lanka O Level qualifications?",
+              "id": 1006394,
+              "answers": [
+                {
+                  "answer_id": 889887,
+                  "document_id": 1514389,
+                  "question_id": 1006394,
+                  "text": "no specific requirement",
+                  "answer_start": 2026,
+                  "answer_end": 2049,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            },
+            {
+              "question": "Is the Duolingo English Test recognized for Malaysian students?",
+              "id": 1006397,
+              "answers": [
+                {
+                  "answer_id": 889890,
+                  "document_id": 1514389,
+                  "question_id": 1006397,
+                  "text": "recognized, with an overall score of 95-100",
+                  "answer_start": 2114,
+                  "answer_end": 2157,
+                  "answer_category": null
+                }
+              ],
+              "is_impossible": false
+            }
+          ],
+          "context": "The Bachelor of Computer Science program at Swinburne University has specific English language qualification requirements for prospective students. These requirements ensure that students have the necessary language skills to succeed in their academic studies. Various English language qualifications and their corresponding minimum scores are recognized for admission into the program.\n\nFor the IELTS (International English Language Testing System), a minimum overall score of 6.0 is required, with no individual band score falling below 6.0. Similarly, the TOEFL iBT (Test of English as a Foreign Language internet-based test) or TOEFL Home Edition Test requires a minimum score of 64, with no less than 13 in reading, 12 in listening, 18 in speaking, and 21 in writing.\n\nThe PTE Academic (Pearson Test of English Academic) requires a minimum overall score of 50, with no communicative skill score falling below 50. The SPM (Sijil Pelajaran Malaysia) qualification should have a grade of C, while the UEC (Unified Examination Certificate) qualification requires A1 and A2 grades. A score of C is required for the 1119 English Language subject.\n\nThe MUET (Malaysian University English Test) requires a minimum score of 4. GCE 'O' Level qualifications should have a minimum grade of C, while GCE 'A' Level and AS Level qualifications are recognized as well. For the International Baccalaureate, a minimum Grade 4 in English A or B at Standard Level or Higher Level is required.\n\nThe Common European Framework recognizes qualifications at the B2 level. The C1 Advanced qualification (formerly known as Cambridge English Advanced: CAE) requires a minimum score of 169, with no band score falling below 169. The Linguaskill General qualification requires an overall score of 160-179, with no band score less than 160.\n\nFor STPM (Sijil Tinggi Persekolahan Malaysia) 920 English Literature, a minimum grade of C is required. Sri Lanka O Level qualifications in either English Language or Appreciation of English Literacy Text have no specific requirement.\n\nFinally, for Malaysian students, the Duolingo English Test is recognized, with an overall score of 95-100.\n\nThese English language qualification requirements ensure that students in the Bachelor of Computer Science program at Swinburne University have the necessary language proficiency to actively engage in their coursework and contribute effectively to the learning environment.\n",
+          "document_id": 1514389
+        }
+      ]
+    }
+  ]
+}

data/context1.txt

@@ -0,0 +1,15 @@
+The Bachelor of Computer Science program at Swinburne Sarawak is designed with a modern approach to the analysis, design, and implementation of large-scale systems, recognizing its importance in the field of software development. This program offers a specialized focus on application development involving mobile devices and web-based systems, with an emphasis on creating effective human-computer interfaces. Students have the opportunity to choose a specialization that aligns with their interests and future goals, such as cybersecurity, internet of things, or software development.
+
+The program places a strong emphasis on staying up-to-date with the latest technology and methods in the field. It provides students with a comprehensive understanding of software development, preparing them for careers in various industries. The program caters to applications in areas such as defence, aerospace, and medicine, where complex and safety-critical software is in demand. It also addresses the needs of businesses requiring extensive computer support, including banking and manufacturing sectors.
+
+The program has specific intakes in January, February, and September, providing flexibility for students to begin their studies at different times throughout the year. The duration of the Bachelor of Computer Science program is three years, ensuring that students receive a thorough and comprehensive education in the field.
+
+Upon completion of the program, students will have acquired a range of essential skills and knowledge. These include the ability to apply computer science and software development principles in diverse contexts, using critical thinking and judgment. Students will be proficient in utilizing contemporary methods and tools for scoping, analysing, designing, constructing, verifying, and operating software systems. Effective communication, teamwork, and project management skills are also emphasized throughout the program. Students will develop professionalism, integrity, and ethical conduct, while gaining an awareness of global professional practices.
+
+The program's structure consists of a total of 24 units (300 credit points). This includes eight units (100 credit points) in core studies, providing a solid foundation in computer science principles. Additionally, students are required to complete eight units (100 credit points) in a major study, enabling them to specialize in a specific area of interest. The remaining eight units (100 credit points) are dedicated to other studies, offering flexibility for students to explore additional subjects of their choice.
+
+Regarding fees, the annual tuition fee for Malaysian students in the Bachelor of Computer Science program is RM26,448, while international students are charged RM33,496 annually. Swinburne University offers scholarships to support students in their educational journey. Scholarships are available to both commencing and current students, with a focus on providing opportunities, promoting equity, and recognizing excellence and achievement.
+
+Graduates of the Bachelor of Computer Science program from Swinburne University are well-prepared for careers in organizations engaged in medium- to large-scale software development. Initially, graduates often find employment in technical areas such as programming, systems analysis, design, and internet systems development. As their experience grows, they have the potential to progress into project leadership and management positions, equipped with the necessary skills and knowledge gained from the program.
+
+Overall, the Bachelor of Computer Science program at Swinburne University offers a comprehensive education in computer science, equipping students with the skills and knowledge required for success in the field of software development. The program's emphasis on modern approaches, practical skills, and industry relevance ensures that graduates are well-prepared to meet the demands of the ever-evolving technology landscape.

data/context2.txt

@@ -0,0 +1,3 @@
+The admission requirements for our courses at Swinburne University are designed to ensure that students are well-prepared for their academic journey. While meeting the minimum entry requirements is a crucial step, it does not guarantee automatic selection.
+
+The selection process involves a thorough assessment of various factors, including formal academic qualifications and results, course prerequisites, English language requirements, legal and administrative requirements, availability of student places and learning resources, and certain courses may involve an assessment of your personal capabilities and aptitude.

data/context3.txt

@@ -0,0 +1,15 @@
+The Bachelor of Computer Science program at Swinburne University has specific English language qualification requirements for prospective students. These requirements ensure that students have the necessary language skills to succeed in their academic studies. Various English language qualifications and their corresponding minimum scores are recognized for admission into the program.
+
+For the IELTS (International English Language Testing System), a minimum overall score of 6.0 is required, with no individual band score falling below 6.0. Similarly, the TOEFL iBT (Test of English as a Foreign Language internet-based test) or TOEFL Home Edition Test requires a minimum score of 64, with no less than 13 in reading, 12 in listening, 18 in speaking, and 21 in writing.
+
+The PTE Academic (Pearson Test of English Academic) requires a minimum overall score of 50, with no communicative skill score falling below 50. The SPM (Sijil Pelajaran Malaysia) qualification should have a grade of C, while the UEC (Unified Examination Certificate) qualification requires A1 and A2 grades. A score of C is required for the 1119 English Language subject.
+
+The MUET (Malaysian University English Test) requires a minimum score of 4. GCE 'O' Level qualifications should have a minimum grade of C, while GCE 'A' Level and AS Level qualifications are recognized as well. For the International Baccalaureate, a minimum Grade 4 in English A or B at Standard Level or Higher Level is required.
+
+The Common European Framework recognizes qualifications at the B2 level. The C1 Advanced qualification (formerly known as Cambridge English Advanced: CAE) requires a minimum score of 169, with no band score falling below 169. The Linguaskill General qualification requires an overall score of 160-179, with no band score less than 160.
+
+For STPM (Sijil Tinggi Persekolahan Malaysia) 920 English Literature, a minimum grade of C is required. Sri Lanka O Level qualifications in either English Language or Appreciation of English Literacy Text have no specific requirement.
+
+Finally, for Malaysian students, the Duolingo English Test is recognized, with an overall score of 95-100.
+
+These English language qualification requirements ensure that students in the Bachelor of Computer Science program at Swinburne University have the necessary language proficiency to actively engage in their coursework and contribute effectively to the learning environment.

data/context4.txt

@@ -0,0 +1,5 @@
+The Bachelor of Computer Science program at Swinburne University has specific academic requirements for prospective students. These requirements ensure that students have the background knowledge needed to excel in their studies. The academic requirements for admission into the program vary depending on the country or educational system.
+
+For the pre-requisite, either MA (Mathematics) or AM (Applied Mathematics) is required. For STPM (Sijil Tinggi Persekolahan Malaysia), a minimum of 2P grades is required. UEC (Unified Examination Certificate) requires a minimum of 5B grades, including the pre-requisite subjects.For 'A' Levels, incorporating Cambridge, CGE, UK, Malaysia, Singapore, and UK, a minimum of 3 'A' Level passes is required. For ATAR, a minimum score of 70 is required. On the other hand, for the Australian Foundation program, a minimum overall percentage of 65% is necessary. Bangladesh Higher School Certificate requires a minimum grade of 3.5.
+
+For China Gao San, an 80% score is required. GCC (Gulf Cooperation Council) Thanawiya Amma, along with the completion of the first year of a bachelor's program, requires a minimum score of 65%. Indian and Pakistan Year 12 qualifications require a minimum score of 65%. Indonesian SMA III qualifications necessitate a minimum score of 74%. Iran High School Diploma, along with a pre-university degree (1 year), requires a minimum score of 65%. International Baccalaureate IB Diploma scores are evaluated based on the performance in 6 subjects, with a minimum requirement of 24 points. Kenya KCSE (Kenya Certificate of Secondary Education) requires a grade of B.Ontario CPU (Canadian Pre-University) qualifications require a minimum score of 70%. Sri Lankan A Levels necessitate a minimum score of 7. Vietnam Senior High School Year 12 requires a score of 7.0.

data/context5.txt

@@ -0,0 +1,11 @@
+The Bachelor of Computer Science program at Swinburne University offers a diverse range of units to provide students with comprehensive knowledge and skills in various areas of specialization. The program consists of core units, major-specific units, and options for electives, minors, or second majors.
+
+In the core units, students will delve into fundamental topics such as Object-oriented Programming, Computing Technology Inquiry Project, Networks and Switching, Computer Systems, Technology in an Indigenous Context Project, and also Computing Technology Project A and B. These units lay the foundation for a strong understanding of computer science principles and technologies.
+
+There are 5 majors available for students to choose to be majored on, such as Software Development, Cybersecurity, Internet of Things, Data Science, and Artificial Intelligence. For the major in Software Development, students will study units such as Computing Technology Design Project, Computing Technology Innovation Project, Data Structures and Patterns, Interface Design and Development, Concurrent Programming, Software Testing and Reliability, Software Architecture and Design, and Cloud Computing Architecture. These units focus on developing expertise in software development, architecture, and design. 
+
+The major in Cybersecurity offers units such as Computing Technology Design Project, Computing Technology Innovation Project, Software Architecture and Design, Cloud Computing Architecture, Malware Analysis, IT Security, Network Routing Principles, and Network Security and Resilience. These units equip students with the necessary knowledge and skills to protect computer systems and networks from potential threats and attacks. In the Internet of Things (IoT) major, students will learn about IoT Programming, Software Development for Mobile Devices, Software Architecture and Design, Network Administration, Advanced Web Development, Creating Web Application, Computing technology Design Project, and Computing Technology Innovation Project. These units explore the intersection of technology, connectivity, and data in the context of IoT applications. 
+
+The Data Science major includes units such as data science principles, big data architecture and application, data visualization, software deployment and evolution, Cloud Computing Architecture, Computing Technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design. These units focus on extracting insights from data, analysing large datasets, and applying data-driven solutions in various domains. For the Artificial Intelligence major, students will study units such as Introduction to Artificial Intelligence, Intelligent Systems, Applied Machine Learning, Artificial Intelligence for Engineering, Cloud Computing Architecture, Computing technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design. These units delve into the theory and applications of AI, machine learning, and intelligent systems.
+
+Additionally, students have the flexibility to choose electives, minor programs, or a second major from a wide range of options. These include cybersecurity electives, a minor in Big Data Analytics, and a co-major/minor in Social Media. These choices allow students to customize their learning experience and explore specific areas of interest.

data/context6.txt

@@ -0,0 +1,7 @@
+Object Oriented Programming is one of the core units offered in the Bachelor of Computer Science program at Swinburne. The Duration of the course is one semester, which is 12 weeks, and 36 hours of face-to-face and blended are expected to be spent in this unit. There are prerequisites for this unit, such that either one from Introduction to Programming, Technical Software Development, Algorithmic Problem Solving, or Introduction to Programming in .NET should be completed. 
+
+The aim and objectives of this unit are to introduce students to object-oriented programming and design. The content of this unit includes designing, writing, compiling, documenting, and testing programs, programming language syntax, object-oriented programming principles, and object-oriented design. 
+
+Upon the completion of this unit, students are able to explain the principles of the object-oriented programming paradigm, specifically including abstraction, encapsulation, inheritance, and polymorphism, use an object-oriented programming language and associated class libraries to develop object-oriented programs, design, develop, test and debug programs using object-oriented principles in conjunction with an integrated development environment, construct appropriate diagrams and textual descriptions to communicate the static structure and dynamic behaviour of an object-oriented solution, and lastly describe and explain the factors that contribute to an excellent object-oriented solution, reflecting on students’ own experiences and drawing upon accepted good practices. 
+
+The assessment of this unit is entirely based on the student portfolio.

data/full_context.txt

@@ -0,0 +1,36 @@
+The Bachelor of Computer Science program at Swinburne Sarawak is designed with a modern approach to the analysis, design, and implementation of large-scale systems, recognizing its importance in the field of software development. This program offers a specialized focus on application development involving mobile devices and web-based systems, with an emphasis on creating effective human-computer interfaces. Students have the opportunity to choose a specialization that aligns with their interests and future goals, such as cybersecurity, internet of things, or software development.
+The program places a strong emphasis on staying up-to-date with the latest technology and methods in the field. It provides students with a comprehensive understanding of software development, preparing them for careers in various industries. The program caters to applications in areas such as defence, aerospace, and medicine, where complex and safety-critical software is in demand. It also addresses the needs of businesses requiring extensive computer support, including banking and manufacturing sectors.
+The program has specific intakes in January, February, and September, providing flexibility for students to begin their studies at different times throughout the year. The duration of the Bachelor of Computer Science program is three years, ensuring that students receive a thorough and comprehensive education in the field.
+Upon completion of the program, students will have acquired a range of essential skills and knowledge. These include the ability to apply computer science and software development principles in diverse contexts, using critical thinking and judgment. Students will be proficient in utilizing contemporary methods and tools for scoping, analysing, designing, constructing, verifying, and operating software systems. Effective communication, teamwork, and project management skills are also emphasized throughout the program. Students will develop professionalism, integrity, and ethical conduct, while gaining an awareness of global professional practices.
+The program's structure consists of a total of 24 units (300 credit points). This includes eight units (100 credit points) in core studies, providing a solid foundation in computer science principles. Additionally, students are required to complete eight units (100 credit points) in a major study, enabling them to specialize in a specific area of interest. The remaining eight units (100 credit points) are dedicated to other studies, offering flexibility for students to explore additional subjects of their choice.
+Regarding fees, the annual tuition fee for Malaysian students in the Bachelor of Computer Science program is RM26,448, while international students are charged RM33,496 annually. Swinburne University offers scholarships to support students in their educational journey. Scholarships are available to both commencing and current students, with a focus on providing opportunities, promoting equity, and recognizing excellence and achievement.
+Graduates of the Bachelor of Computer Science program from Swinburne University are well-prepared for careers in organizations engaged in medium- to large-scale software development. Initially, graduates often find employment in technical areas such as programming, systems analysis, design, and internet systems development. As their experience grows, they have the potential to progress into project leadership and management positions, equipped with the necessary skills and knowledge gained from the program.
+Overall, the Bachelor of Computer Science program at Swinburne University offers a comprehensive education in computer science, equipping students with the skills and knowledge required for success in the field of software development. The program's emphasis on modern approaches, practical skills, and industry relevance ensures that graduates are well-prepared to meet the demands of the ever-evolving technology landscape.
+
+The admission requirements for our courses at Swinburne University are designed to ensure that students are well-prepared for their academic journey. While meeting the minimum entry requirements is a crucial step, it does not guarantee automatic selection.
+The selection process involves a thorough assessment of various factors, including formal academic qualifications and results, course prerequisites, English language requirements, legal and administrative requirements, availability of student places and learning resources, and certain courses may involve an assessment of your personal capabilities and aptitude.
+
+The Bachelor of Computer Science program at Swinburne University has specific English language qualification requirements for prospective students. These requirements ensure that students have the necessary language skills to succeed in their academic studies. Various English language qualifications and their corresponding minimum scores are recognized for admission into the program.
+For the IELTS (International English Language Testing System), a minimum overall score of 6.0 is required, with no individual band score falling below 6.0. Similarly, the TOEFL iBT (Test of English as a Foreign Language internet-based test) or TOEFL Home Edition Test requires a minimum score of 64, with no less than 13 in reading, 12 in listening, 18 in speaking, and 21 in writing.
+The PTE Academic (Pearson Test of English Academic) requires a minimum overall score of 50, with no communicative skill score falling below 50. The SPM (Sijil Pelajaran Malaysia) qualification should have a grade of C, while the UEC (Unified Examination Certificate) qualification requires A1 and A2 grades. A score of C is required for the 1119 English Language subject.
+The MUET (Malaysian University English Test) requires a minimum score of 4. GCE 'O' Level qualifications should have a minimum grade of C, while GCE 'A' Level and AS Level qualifications are recognized as well. For the International Baccalaureate, a minimum Grade 4 in English A or B at Standard Level or Higher Level is required.
+The Common European Framework recognizes qualifications at the B2 level. The C1 Advanced qualification (formerly known as Cambridge English Advanced: CAE) requires a minimum score of 169, with no band score falling below 169. The Linguaskill General qualification requires an overall score of 160-179, with no band score less than 160.
+For STPM (Sijil Tinggi Persekolahan Malaysia) 920 English Literature, a minimum grade of C is required. Sri Lanka O Level qualifications in either English Language or Appreciation of English Literacy Text have no specific requirement.
+Finally, for Malaysian students, the Duolingo English Test is recognized, with an overall score of 95-100.
+These English language qualification requirements ensure that students in the Bachelor of Computer Science program at Swinburne University have the necessary language proficiency to actively engage in their coursework and contribute effectively to the learning environment.
+
+The Bachelor of Computer Science program at Swinburne University has specific academic requirements for prospective students. These requirements ensure that students have the background knowledge needed to excel in their studies. The academic requirements for admission into the program vary depending on the country or educational system.
+For the pre-requisite, either MA (Mathematics) or AM (Applied Mathematics) is required. For STPM (Sijil Tinggi Persekolahan Malaysia), a minimum of 2P grades is required. UEC (Unified Examination Certificate) requires a minimum of 5B grades, including the pre-requisite subjects.For 'A' Levels, incorporating Cambridge, CGE, UK, Malaysia, Singapore, and UK, a minimum of 3 'A' Level passes is required. For ATAR, a minimum score of 70 is required. On the other hand, for the Australian Foundation program, a minimum overall percentage of 65% is necessary. Bangladesh Higher School Certificate requires a minimum grade of 3.5.
+For China Gao San, an 80% score is required. GCC (Gulf Cooperation Council) Thanawiya Amma, along with the completion of the first year of a bachelor's program, requires a minimum score of 65%. Indian and Pakistan Year 12 qualifications require a minimum score of 65%. Indonesian SMA III qualifications necessitate a minimum score of 74%. Iran High School Diploma, along with a pre-university degree (1 year), requires a minimum score of 65%. International Baccalaureate IB Diploma scores are evaluated based on the performance in 6 subjects, with a minimum requirement of 24 points. Kenya KCSE (Kenya Certificate of Secondary Education) requires a grade of B.Ontario CPU (Canadian Pre-University) qualifications require a minimum score of 70%. Sri Lankan A Levels necessitate a minimum score of 7. Vietnam Senior High School Year 12 requires a score of 7.0.
+
+The Bachelor of Computer Science program at Swinburne University offers a diverse range of units to provide students with comprehensive knowledge and skills in various areas of specialization. The program consists of core units, major-specific units, and options for electives, minors, or second majors.
+In the core units, students will delve into fundamental topics such as Object-oriented Programming, Computing Technology Inquiry Project, Networks and Switching, Computer Systems, Technology in an Indigenous Context Project, and also Computing Technology Project A and B. These units lay the foundation for a strong understanding of computer science principles and technologies.
+There are 5 majors available for students to choose to be majored on, such as Software Development, Cybersecurity, Internet of Things, Data Science, and Artificial Intelligence. For the major in Software Development, students will study units such as Computing Technology Design Project, Computing Technology Innovation Project, Data Structures and Patterns, Interface Design and Development, Concurrent Programming, Software Testing and Reliability, Software Architecture and Design, and Cloud Computing Architecture. These units focus on developing expertise in software development, architecture, and design. 
+The major in Cybersecurity offers units such as Computing Technology Design Project, Computing Technology Innovation Project, Software Architecture and Design, Cloud Computing Architecture, Malware Analysis, IT Security, Network Routing Principles, and Network Security and Resilience. These units equip students with the necessary knowledge and skills to protect computer systems and networks from potential threats and attacks. In the Internet of Things (IoT) major, students will learn about IoT Programming, Software Development for Mobile Devices, Software Architecture and Design, Network Administration, Advanced Web Development, Creating Web Application, Computing technology Design Project, and Computing Technology Innovation Project. These units explore the intersection of technology, connectivity, and data in the context of IoT applications. 
+The Data Science major includes units such as data science principles, big data architecture and application, data visualization, software deployment and evolution, Cloud Computing Architecture, Computing Technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design. These units focus on extracting insights from data, analysing large datasets, and applying data-driven solutions in various domains. For the Artificial Intelligence major, students will study units such as Introduction to Artificial Intelligence, Intelligent Systems, Applied Machine Learning, Artificial Intelligence for Engineering, Cloud Computing Architecture, Computing technology Design Project, Computing Technology Innovation Project, and Software Architecture and Design. These units delve into the theory and applications of AI, machine learning, and intelligent systems.
+Additionally, students have the flexibility to choose electives, minor programs, or a second major from a wide range of options. These include cybersecurity electives, a minor in Big Data Analytics, and a co-major/minor in Social Media. These choices allow students to customize their learning experience and explore specific areas of interest.
+
+Object Oriented Programming is one of the core units offered in the Bachelor of Computer Science program at Swinburne. The Duration of the course is one semester, which is 12 weeks, and 36 hours of face-to-face and blended are expected to be spent in this unit. There are prerequisites for this unit, such that either one from Introduction to Programming, Technical Software Development, Algorithmic Problem Solving, or Introduction to Programming in .NET should be completed. 
+The aim and objectives of this unit are to introduce students to object-oriented programming and design. The content of this unit includes designing, writing, compiling, documenting, and testing programs, programming language syntax, object-oriented programming principles, and object-oriented design. 
+Upon the completion of this unit, students are able to explain the principles of the object-oriented programming paradigm, specifically including abstraction, encapsulation, inheritance, and polymorphism, use an object-oriented programming language and associated class libraries to develop object-oriented programs, design, develop, test and debug programs using object-oriented principles in conjunction with an integrated development environment, construct appropriate diagrams and textual descriptions to communicate the static structure and dynamic behaviour of an object-oriented solution, and lastly describe and explain the factors that contribute to an excellent object-oriented solution, reflecting on students’ own experiences and drawing upon accepted good practices. 
+The assessment of this unit is entirely based on the student portfolio.

data/list_of_context.txt

@@ -0,0 +1,9 @@
+context1 - Main page (https://www.swinburne.edu.my/courses/bachelor-of-computer-science.php)
+context2 - General Admission Requirements (https://www.swinburne.edu.my/study/admission/entry-requirements.php)
+context3 - English Language Requirements (https://www.swinburne.edu.my/study/admission/english-language-requirement.php)
+context4 - Academic Requirements (https://www.swinburne.edu.my/study/admission/academic-requirement.php)
+context5 - Units Available from Main page (https://www.swinburne.edu.my/courses/bachelor-of-computer-science.php)
+context6 - OOP unit (https://www.swinburne.edu.au/study/courses/units/Object-Oriented-Programming-COS20007/international)
+
+
+

data/xxx.txt

@@ -0,0 +1,36 @@
+Bachelor of Computer Science
+We believe a modern approach to the analysis, design and implementation of large-scale systems is essential for a career in software development. That’s why we offer computer science at Swinburne.
+We offer a focus on application development involving mobile devices and web-based systems, with an emphasis on the design and implementation of effective human–computer interfaces. It’s just a matter of choosing the specialisation that suits your future: cybersecurity, internet of things or software development.
+The Bachelor of Computer Science involves the use of the most up-to-date technology and methods, and includes a major emphasis on software development. The course is oriented towards applications in areas such as defence, aerospace and medicine, where complex software plays a major role and often of a safety-critical nature; as well as in businesses that require extensive computer support, such as banking and manufacturing.
+
+INTAKES: January, February, September
+
+DURATION: 3 years
+
+Course objectives
+Students who successfully complete this course will be able to:
+- Apply a broad and coherent knowledge of computer science and software development in diverse contexts and domains using critical thinking and judgment
+- Apply appropriate methods and contemporary tools to the scoping, analysis, design, construction, verification and operation of software systems
+- Communicate proficiently to a variety of audiences, function as an effective member or leader of a team, and use the basic tools and practices of project management within project work
+- Demonstrate professionalism, integrity, ethical conduct, professional accountability and an awareness of professional practice in a global context
+- Apply problem analysis and decision-making methodologies to identify, design and implement solutions to industry relevant problems with intellectual independence
+- Reflect on personal performance, learning, and self-management processes as a means of continued professional development and lifelong learning.
+
+Course structure
+For the completion of the Bachelor of Computer Science, students are required to complete a total of 24 units (300 credit points) consisting of:
+8 units in core studies (100 credit points)
+8 units in major study (100 credit points)
+8 units in other studies (100 credit points)
+
+Fees & scholarships
+Fee for Malaysian students: RM26,448 annual
+Fee for International students: RM33,496 annual
+
+At Swinburne scholarships are about providing opportunity, promoting equity and recognising excellence and achievement. Scholarships are available for both commencing and current students.
+
+Career opportunities
+Graduates typically find employment in organisations engaged in medium- to large-scale software development. Initially graduates are usually employed in technical areas such as programming and systems analysis and design, internet systems development. They are well-prepared for progression into project leadership and management positions as their experience develops.
+
+
+
+

document_retriever_prototype.ipynb

@@ -0,0 +1,588 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "64ccc9ea",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip -q install langchain openai tiktoken PyPDF2 faiss-cpu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "fc761f23",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Name: langchain\n",
+      "Version: 0.0.188\n",
+      "Summary: Building applications with LLMs through composability\n",
+      "Home-page: https://www.github.com/hwchase17/langchain\n",
+      "Author: \n",
+      "Author-email: \n",
+      "License: MIT\n",
+      "Location: c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages\n",
+      "Requires: aiohttp, async-timeout, dataclasses-json, numexpr, numpy, openapi-schema-pydantic, pydantic, PyYAML, requests, SQLAlchemy, tenacity\n",
+      "Required-by: \n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -illow (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -cipy (c:\\users\\user\\anaconda3\\envs\\tf\\lib\\site-packages)\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip show langchain"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "7f96dbe2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from langchain.embeddings.openai import OpenAIEmbeddings\n",
+    "from langchain.text_splitter import CharacterTextSplitter\n",
+    "from langchain.vectorstores import FAISS \n",
+    "\n",
+    "os.environ[\"OPENAI_API_KEY\"] = \"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\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5a7c1d57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(\"./data/full_context.txt\", \"r\") as file1:\n",
+    "    doc = file1.read()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "5abfc8a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "13882"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(doc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "50419dc7",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "57aea36d",
+   "metadata": {},
+   "source": [
+    "## Text Splitter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "8babdb6d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Splitting up the text into smaller chunks for indexing\n",
+    "text_splitter = CharacterTextSplitter(        \n",
+    "    separator = \"\\n\",\n",
+    "    chunk_size = 1000,\n",
+    "    chunk_overlap  = 200, #striding over the text\n",
+    "    length_function = len,\n",
+    ")\n",
+    "texts = text_splitter.split_text(doc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "361ae58a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "18"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(texts)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "d35f16e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'The Bachelor of Computer Science program at Swinburne Sarawak is designed with a modern approach to the analysis, design, and implementation of large-scale systems, recognizing its importance in the field of software development. This program offers a specialized focus on application development involving mobile devices and web-based systems, with an emphasis on creating effective human-computer interfaces. Students have the opportunity to choose a specialization that aligns with their interests and future goals, such as cybersecurity, internet of things, or software development.'"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "texts[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8a161ebe",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fca36537",
+   "metadata": {},
+   "source": [
+    "## Create Embeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "05602606",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Download embeddings from OpenAI\n",
+    "embeddings = OpenAIEmbeddings()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "f4825600",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain.embeddings.openai.embed_with_retry.<locals>._embed_with_retry in 4.0 seconds as it raised RateLimitError: You exceeded your current quota, please check your plan and billing details..\n",
+      "Retrying langchain.embeddings.openai.embed_with_retry.<locals>._embed_with_retry in 4.0 seconds as it raised RateLimitError: You exceeded your current quota, please check your plan and billing details..\n",
+      "Retrying langchain.embeddings.openai.embed_with_retry.<locals>._embed_with_retry in 4.0 seconds as it raised RateLimitError: You exceeded your current quota, please check your plan and billing details..\n",
+      "Retrying langchain.embeddings.openai.embed_with_retry.<locals>._embed_with_retry in 8.0 seconds as it raised RateLimitError: You exceeded your current quota, please check your plan and billing details..\n",
+      "Retrying langchain.embeddings.openai.embed_with_retry.<locals>._embed_with_retry in 10.0 seconds as it raised RateLimitError: You exceeded your current quota, please check your plan and billing details..\n"
+     ]
+    },
+    {
+     "ename": "RateLimitError",
+     "evalue": "You exceeded your current quota, please check your plan and billing details.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mRateLimitError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[37], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m docsearch \u001b[38;5;241m=\u001b[39m \u001b[43mFAISS\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_texts\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtexts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43membeddings\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\langchain\\vectorstores\\faiss.py:425\u001b[0m, in \u001b[0;36mFAISS.from_texts\u001b[1;34m(cls, texts, embedding, metadatas, ids, **kwargs)\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[0;32m    400\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfrom_texts\u001b[39m(\n\u001b[0;32m    401\u001b[0m     \u001b[38;5;28mcls\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    406\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[0;32m    407\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m FAISS:\n\u001b[0;32m    408\u001b[0m     \u001b[38;5;124;03m\"\"\"Construct FAISS wrapper from raw documents.\u001b[39;00m\n\u001b[0;32m    409\u001b[0m \n\u001b[0;32m    410\u001b[0m \u001b[38;5;124;03m    This is a user friendly interface that:\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    423\u001b[0m \u001b[38;5;124;03m            faiss = FAISS.from_texts(texts, embeddings)\u001b[39;00m\n\u001b[0;32m    424\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 425\u001b[0m     embeddings \u001b[38;5;241m=\u001b[39m \u001b[43membedding\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43membed_documents\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtexts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    426\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m__from(\n\u001b[0;32m    427\u001b[0m         texts,\n\u001b[0;32m    428\u001b[0m         embeddings,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    432\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m    433\u001b[0m     )\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\langchain\\embeddings\\openai.py:297\u001b[0m, in \u001b[0;36mOpenAIEmbeddings.embed_documents\u001b[1;34m(self, texts, chunk_size)\u001b[0m\n\u001b[0;32m    285\u001b[0m \u001b[38;5;124;03m\"\"\"Call out to OpenAI's embedding endpoint for embedding search docs.\u001b[39;00m\n\u001b[0;32m    286\u001b[0m \n\u001b[0;32m    287\u001b[0m \u001b[38;5;124;03mArgs:\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    293\u001b[0m \u001b[38;5;124;03m    List of embeddings, one for each text.\u001b[39;00m\n\u001b[0;32m    294\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    295\u001b[0m \u001b[38;5;66;03m# NOTE: to keep things simple, we assume the list may contain texts longer\u001b[39;00m\n\u001b[0;32m    296\u001b[0m \u001b[38;5;66;03m#       than the maximum context and use length-safe embedding function.\u001b[39;00m\n\u001b[1;32m--> 297\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_len_safe_embeddings\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtexts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdeployment\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\langchain\\embeddings\\openai.py:233\u001b[0m, in \u001b[0;36mOpenAIEmbeddings._get_len_safe_embeddings\u001b[1;34m(self, texts, engine, chunk_size)\u001b[0m\n\u001b[0;32m    231\u001b[0m _chunk_size \u001b[38;5;241m=\u001b[39m chunk_size \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size\n\u001b[0;32m    232\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mlen\u001b[39m(tokens), _chunk_size):\n\u001b[1;32m--> 233\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43membed_with_retry\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    234\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m    235\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtokens\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m_chunk_size\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    236\u001b[0m \u001b[43m        \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdeployment\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    237\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest_timeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    238\u001b[0m \u001b[43m        \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    239\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    240\u001b[0m     batched_embeddings \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m [r[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124membedding\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[0;32m    242\u001b[0m results: List[List[List[\u001b[38;5;28mfloat\u001b[39m]]] \u001b[38;5;241m=\u001b[39m [[] \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(texts))]\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\langchain\\embeddings\\openai.py:64\u001b[0m, in \u001b[0;36membed_with_retry\u001b[1;34m(embeddings, **kwargs)\u001b[0m\n\u001b[0;32m     60\u001b[0m \u001b[38;5;129m@retry_decorator\u001b[39m\n\u001b[0;32m     61\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_embed_with_retry\u001b[39m(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[0;32m     62\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m embeddings\u001b[38;5;241m.\u001b[39mclient\u001b[38;5;241m.\u001b[39mcreate(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m---> 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _embed_with_retry(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\tenacity\\__init__.py:289\u001b[0m, in \u001b[0;36mBaseRetrying.wraps.<locals>.wrapped_f\u001b[1;34m(*args, **kw)\u001b[0m\n\u001b[0;32m    287\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(f)\n\u001b[0;32m    288\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapped_f\u001b[39m(\u001b[38;5;241m*\u001b[39margs: t\u001b[38;5;241m.\u001b[39mAny, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw: t\u001b[38;5;241m.\u001b[39mAny) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m t\u001b[38;5;241m.\u001b[39mAny:\n\u001b[1;32m--> 289\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m(f, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\tenacity\\__init__.py:379\u001b[0m, in \u001b[0;36mRetrying.__call__\u001b[1;34m(self, fn, *args, **kwargs)\u001b[0m\n\u001b[0;32m    377\u001b[0m retry_state \u001b[38;5;241m=\u001b[39m RetryCallState(retry_object\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m, fn\u001b[38;5;241m=\u001b[39mfn, args\u001b[38;5;241m=\u001b[39margs, kwargs\u001b[38;5;241m=\u001b[39mkwargs)\n\u001b[0;32m    378\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m--> 379\u001b[0m     do \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43miter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mretry_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mretry_state\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    380\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(do, DoAttempt):\n\u001b[0;32m    381\u001b[0m         \u001b[38;5;28;01mtry\u001b[39;00m:\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\tenacity\\__init__.py:325\u001b[0m, in \u001b[0;36mBaseRetrying.iter\u001b[1;34m(self, retry_state)\u001b[0m\n\u001b[0;32m    323\u001b[0m     retry_exc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mretry_error_cls(fut)\n\u001b[0;32m    324\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreraise:\n\u001b[1;32m--> 325\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[43mretry_exc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreraise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    326\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m retry_exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfut\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexception\u001b[39;00m()\n\u001b[0;32m    328\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwait:\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\tenacity\\__init__.py:158\u001b[0m, in \u001b[0;36mRetryError.reraise\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    156\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mreraise\u001b[39m(\u001b[38;5;28mself\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m t\u001b[38;5;241m.\u001b[39mNoReturn:\n\u001b[0;32m    157\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlast_attempt\u001b[38;5;241m.\u001b[39mfailed:\n\u001b[1;32m--> 158\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlast_attempt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    159\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\concurrent\\futures\\_base.py:451\u001b[0m, in \u001b[0;36mFuture.result\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m    449\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m CancelledError()\n\u001b[0;32m    450\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;241m==\u001b[39m FINISHED:\n\u001b[1;32m--> 451\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__get_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    453\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_condition\u001b[38;5;241m.\u001b[39mwait(timeout)\n\u001b[0;32m    455\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;129;01min\u001b[39;00m [CANCELLED, CANCELLED_AND_NOTIFIED]:\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\concurrent\\futures\\_base.py:403\u001b[0m, in \u001b[0;36mFuture.__get_result\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    401\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exception:\n\u001b[0;32m    402\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 403\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exception\n\u001b[0;32m    404\u001b[0m     \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m    405\u001b[0m         \u001b[38;5;66;03m# Break a reference cycle with the exception in self._exception\u001b[39;00m\n\u001b[0;32m    406\u001b[0m         \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\tenacity\\__init__.py:382\u001b[0m, in \u001b[0;36mRetrying.__call__\u001b[1;34m(self, fn, *args, **kwargs)\u001b[0m\n\u001b[0;32m    380\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(do, DoAttempt):\n\u001b[0;32m    381\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 382\u001b[0m         result \u001b[38;5;241m=\u001b[39m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    383\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m:  \u001b[38;5;66;03m# noqa: B902\u001b[39;00m\n\u001b[0;32m    384\u001b[0m         retry_state\u001b[38;5;241m.\u001b[39mset_exception(sys\u001b[38;5;241m.\u001b[39mexc_info())  \u001b[38;5;66;03m# type: ignore[arg-type]\u001b[39;00m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\langchain\\embeddings\\openai.py:62\u001b[0m, in \u001b[0;36membed_with_retry.<locals>._embed_with_retry\u001b[1;34m(**kwargs)\u001b[0m\n\u001b[0;32m     60\u001b[0m \u001b[38;5;129m@retry_decorator\u001b[39m\n\u001b[0;32m     61\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_embed_with_retry\u001b[39m(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m---> 62\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m embeddings\u001b[38;5;241m.\u001b[39mclient\u001b[38;5;241m.\u001b[39mcreate(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\openai\\api_resources\\embedding.py:33\u001b[0m, in \u001b[0;36mEmbedding.create\u001b[1;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[0;32m     31\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m     32\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 33\u001b[0m         response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mcreate(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m     35\u001b[0m         \u001b[38;5;66;03m# If a user specifies base64, we'll just return the encoded string.\u001b[39;00m\n\u001b[0;32m     36\u001b[0m         \u001b[38;5;66;03m# This is only for the default case.\u001b[39;00m\n\u001b[0;32m     37\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m user_provided_encoding_format:\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\openai\\api_resources\\abstract\\engine_api_resource.py:153\u001b[0m, in \u001b[0;36mEngineAPIResource.create\u001b[1;34m(cls, api_key, api_base, api_type, request_id, api_version, organization, **params)\u001b[0m\n\u001b[0;32m    127\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[0;32m    128\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[0;32m    129\u001b[0m     \u001b[38;5;28mcls\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    136\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams,\n\u001b[0;32m    137\u001b[0m ):\n\u001b[0;32m    138\u001b[0m     (\n\u001b[0;32m    139\u001b[0m         deployment_id,\n\u001b[0;32m    140\u001b[0m         engine,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    150\u001b[0m         api_key, api_base, api_type, api_version, organization, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams\n\u001b[0;32m    151\u001b[0m     )\n\u001b[1;32m--> 153\u001b[0m     response, _, api_key \u001b[38;5;241m=\u001b[39m \u001b[43mrequestor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    154\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpost\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m    155\u001b[0m \u001b[43m        \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    156\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    157\u001b[0m \u001b[43m        \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    158\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    159\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    160\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest_timeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    161\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    163\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m stream:\n\u001b[0;32m    164\u001b[0m         \u001b[38;5;66;03m# must be an iterator\u001b[39;00m\n\u001b[0;32m    165\u001b[0m         \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response, OpenAIResponse)\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\openai\\api_requestor.py:230\u001b[0m, in \u001b[0;36mAPIRequestor.request\u001b[1;34m(self, method, url, params, headers, files, stream, request_id, request_timeout)\u001b[0m\n\u001b[0;32m    209\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[0;32m    210\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m    211\u001b[0m     method,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    218\u001b[0m     request_timeout: Optional[Union[\u001b[38;5;28mfloat\u001b[39m, Tuple[\u001b[38;5;28mfloat\u001b[39m, \u001b[38;5;28mfloat\u001b[39m]]] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m    219\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tuple[Union[OpenAIResponse, Iterator[OpenAIResponse]], \u001b[38;5;28mbool\u001b[39m, \u001b[38;5;28mstr\u001b[39m]:\n\u001b[0;32m    220\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrequest_raw(\n\u001b[0;32m    221\u001b[0m         method\u001b[38;5;241m.\u001b[39mlower(),\n\u001b[0;32m    222\u001b[0m         url,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    228\u001b[0m         request_timeout\u001b[38;5;241m=\u001b[39mrequest_timeout,\n\u001b[0;32m    229\u001b[0m     )\n\u001b[1;32m--> 230\u001b[0m     resp, got_stream \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_interpret_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    231\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m resp, got_stream, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapi_key\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\openai\\api_requestor.py:624\u001b[0m, in \u001b[0;36mAPIRequestor._interpret_response\u001b[1;34m(self, result, stream)\u001b[0m\n\u001b[0;32m    616\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m (\n\u001b[0;32m    617\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_interpret_response_line(\n\u001b[0;32m    618\u001b[0m             line, result\u001b[38;5;241m.\u001b[39mstatus_code, result\u001b[38;5;241m.\u001b[39mheaders, stream\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m    619\u001b[0m         )\n\u001b[0;32m    620\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m parse_stream(result\u001b[38;5;241m.\u001b[39miter_lines())\n\u001b[0;32m    621\u001b[0m     ), \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m    622\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    623\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m (\n\u001b[1;32m--> 624\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_interpret_response_line\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    625\u001b[0m \u001b[43m            \u001b[49m\u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontent\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mutf-8\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    626\u001b[0m \u001b[43m            \u001b[49m\u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstatus_code\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    627\u001b[0m \u001b[43m            \u001b[49m\u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    628\u001b[0m \u001b[43m            \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    629\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[0;32m    630\u001b[0m         \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m    631\u001b[0m     )\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\openai\\api_requestor.py:687\u001b[0m, in \u001b[0;36mAPIRequestor._interpret_response_line\u001b[1;34m(self, rbody, rcode, rheaders, stream)\u001b[0m\n\u001b[0;32m    685\u001b[0m stream_error \u001b[38;5;241m=\u001b[39m stream \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124merror\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m resp\u001b[38;5;241m.\u001b[39mdata\n\u001b[0;32m    686\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m stream_error \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;241m200\u001b[39m \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m rcode \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m300\u001b[39m:\n\u001b[1;32m--> 687\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandle_error_response(\n\u001b[0;32m    688\u001b[0m         rbody, rcode, resp\u001b[38;5;241m.\u001b[39mdata, rheaders, stream_error\u001b[38;5;241m=\u001b[39mstream_error\n\u001b[0;32m    689\u001b[0m     )\n\u001b[0;32m    690\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
+      "\u001b[1;31mRateLimitError\u001b[0m: You exceeded your current quota, please check your plan and billing details."
+     ]
+    }
+   ],
+   "source": [
+    "docsearch = FAISS.from_texts(texts, embeddings)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8f4cf500",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "46e77ed0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OpenAIEmbeddings(client=<class 'openai.api_resources.embedding.Embedding'>, model='text-embedding-ada-002', deployment='text-embedding-ada-002', openai_api_version=None, openai_api_base=None, openai_api_type=None, openai_proxy=None, embedding_ctx_length=8191, openai_api_key=None, openai_organization=None, allowed_special=set(), disallowed_special='all', chunk_size=1000, max_retries=6, request_timeout=None, headers=None)"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "embeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "f910d861",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "langchain.vectorstores.faiss.FAISS"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(docsearch)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b7929f68",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<bound method OpenAIEmbeddings.embed_query of OpenAIEmbeddings(client=<class 'openai.api_resources.embedding.Embedding'>, model='text-embedding-ada-002', deployment='text-embedding-ada-002', openai_api_version=None, openai_api_base=None, openai_api_type=None, openai_proxy=None, embedding_ctx_length=8191, openai_api_key=None, openai_organization=None, allowed_special=set(), disallowed_special='all', chunk_size=1000, max_retries=6, request_timeout=None, headers=None)>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "docsearch.embedding_function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "032edfd9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"What is the duration of the Bachelor of Computer Science program?\"\n",
+    "docs = docsearch.similarity_search(query)\n",
+    "len(docs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "c967f4ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Document(page_content='The program places a strong emphasis on staying up-to-date with the latest technology and methods in the field. It provides students with a comprehensive understanding of software development, preparing them for careers in various industries. The program caters to applications in areas such as defence, aerospace, and medicine, where complex and safety-critical software is in demand. It also addresses the needs of businesses requiring extensive computer support, including banking and manufacturing sectors.\\nThe program has specific intakes in January, February, and September, providing flexibility for students to begin their studies at different times throughout the year. The duration of the Bachelor of Computer Science program is three years, ensuring that students receive a thorough and comprehensive education in the field.', metadata={})"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "docs[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "47200bbe",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "043dc234",
+   "metadata": {},
+   "source": [
+    "## Initialize qa model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "55f56a6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "RuntimeError",
+     "evalue": "Failed to import transformers.pipelines because of the following error (look up to see its traceback):\n[WinError 182] The operating system cannot run %1. Error loading \"C:\\Users\\User\\anaconda3\\envs\\tf\\lib\\site-packages\\torch\\lib\\shm.dll\" or one of its dependencies.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mOSError\u001b[0m                                   Traceback (most recent call last)",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\utils\\import_utils.py:1093\u001b[0m, in \u001b[0;36m_LazyModule._get_module\u001b[1;34m(self, module_name)\u001b[0m\n\u001b[0;32m   1092\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1093\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mimportlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimport_module\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mmodule_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__name__\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1094\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\importlib\\__init__.py:126\u001b[0m, in \u001b[0;36mimport_module\u001b[1;34m(name, package)\u001b[0m\n\u001b[0;32m    125\u001b[0m         level \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m--> 126\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_bootstrap\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gcd_import\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m[\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpackage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1050\u001b[0m, in \u001b[0;36m_gcd_import\u001b[1;34m(name, package, level)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1027\u001b[0m, in \u001b[0;36m_find_and_load\u001b[1;34m(name, import_)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1006\u001b[0m, in \u001b[0;36m_find_and_load_unlocked\u001b[1;34m(name, import_)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:688\u001b[0m, in \u001b[0;36m_load_unlocked\u001b[1;34m(spec)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:883\u001b[0m, in \u001b[0;36mexec_module\u001b[1;34m(self, module)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:241\u001b[0m, in \u001b[0;36m_call_with_frames_removed\u001b[1;34m(f, *args, **kwds)\u001b[0m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\pipelines\\__init__.py:48\u001b[0m\n\u001b[0;32m     40\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     41\u001b[0m     HUGGINGFACE_CO_RESOLVE_ENDPOINT,\n\u001b[0;32m     42\u001b[0m     is_kenlm_available,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     46\u001b[0m     logging,\n\u001b[0;32m     47\u001b[0m )\n\u001b[1;32m---> 48\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01maudio_classification\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m AudioClassificationPipeline\n\u001b[0;32m     49\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mautomatic_speech_recognition\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m AutomaticSpeechRecognitionPipeline\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\pipelines\\audio_classification.py:22\u001b[0m\n\u001b[0;32m     21\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m add_end_docstrings, is_torch_available, logging\n\u001b[1;32m---> 22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbase\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m PIPELINE_INIT_ARGS, Pipeline\n\u001b[0;32m     25\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_torch_available():\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\pipelines\\base.py:34\u001b[0m\n\u001b[0;32m     33\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfeature_extraction_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m PreTrainedFeatureExtractor\n\u001b[1;32m---> 34\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodelcard\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ModelCard\n\u001b[0;32m     35\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mauto\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mconfiguration_auto\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m AutoConfig\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\modelcard.py:47\u001b[0m\n\u001b[0;32m     32\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mauto\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodeling_auto\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     33\u001b[0m     MODEL_FOR_AUDIO_CLASSIFICATION_MAPPING_NAMES,\n\u001b[0;32m     34\u001b[0m     MODEL_FOR_CAUSAL_LM_MAPPING_NAMES,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     45\u001b[0m     MODEL_FOR_TOKEN_CLASSIFICATION_MAPPING_NAMES,\n\u001b[0;32m     46\u001b[0m )\n\u001b[1;32m---> 47\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtraining_args\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ParallelMode\n\u001b[0;32m     48\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     49\u001b[0m     MODEL_CARD_NAME,\n\u001b[0;32m     50\u001b[0m     cached_file,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     56\u001b[0m     logging,\n\u001b[0;32m     57\u001b[0m )\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\training_args.py:28\u001b[0m\n\u001b[0;32m     26\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpackaging\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m version\n\u001b[1;32m---> 28\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdebug_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DebugOption\n\u001b[0;32m     29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtrainer_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     30\u001b[0m     EvaluationStrategy,\n\u001b[0;32m     31\u001b[0m     FSDPOption,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     35\u001b[0m     ShardedDDPOption,\n\u001b[0;32m     36\u001b[0m )\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\debug_utils.py:21\u001b[0m\n\u001b[0;32m     20\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_torch_available():\n\u001b[1;32m---> 21\u001b[0m     \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\n\u001b[0;32m     24\u001b[0m logger \u001b[38;5;241m=\u001b[39m logging\u001b[38;5;241m.\u001b[39mget_logger(\u001b[38;5;18m__name__\u001b[39m)\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\torch\\__init__.py:122\u001b[0m\n\u001b[0;32m    121\u001b[0m     err\u001b[38;5;241m.\u001b[39mstrerror \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m Error loading \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdll\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m or one of its dependencies.\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m--> 122\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m err\n\u001b[0;32m    123\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m res \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
+      "\u001b[1;31mOSError\u001b[0m: [WinError 182] The operating system cannot run %1. Error loading \"C:\\Users\\User\\anaconda3\\envs\\tf\\lib\\site-packages\\torch\\lib\\shm.dll\" or one of its dependencies.",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[42], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtransformers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m TFAutoModelForQuestionAnswering, pipeline\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1075\u001b[0m, in \u001b[0;36m_handle_fromlist\u001b[1;34m(module, fromlist, import_, recursive)\u001b[0m\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\utils\\import_utils.py:1083\u001b[0m, in \u001b[0;36m_LazyModule.__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   1081\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_module(name)\n\u001b[0;32m   1082\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_class_to_module\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[1;32m-> 1083\u001b[0m     module \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_module\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_class_to_module\u001b[49m\u001b[43m[\u001b[49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1084\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(module, name)\n\u001b[0;32m   1085\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "File \u001b[1;32m~\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\utils\\import_utils.py:1095\u001b[0m, in \u001b[0;36m_LazyModule._get_module\u001b[1;34m(self, module_name)\u001b[0m\n\u001b[0;32m   1093\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m importlib\u001b[38;5;241m.\u001b[39mimport_module(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m module_name, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m)\n\u001b[0;32m   1094\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m-> 1095\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[0;32m   1096\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFailed to import \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m because of the following error (look up to see its\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1097\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m traceback):\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1098\u001b[0m     ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
+      "\u001b[1;31mRuntimeError\u001b[0m: Failed to import transformers.pipelines because of the following error (look up to see its traceback):\n[WinError 182] The operating system cannot run %1. Error loading \"C:\\Users\\User\\anaconda3\\envs\\tf\\lib\\site-packages\\torch\\lib\\shm.dll\" or one of its dependencies."
+     ]
+    }
+   ],
+   "source": [
+    "from transformers import TFAutoModelForQuestionAnswering, pipeline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7635f071",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load model\n",
+    "model = TFAutoModelForQuestionAnswering.from_pretrained(\"models/bert_finetuned_model\")\n",
+    "\n",
+    "# Initialize Transformer pipeline with our own model and tokenizer\n",
+    "question_answerer = pipeline(\"question-answering\", model=model, tokenizer=tokenizer)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a9eafb4c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f9d86a2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e8df00d8",
+   "metadata": {},
+   "source": [
+    "## Overall QA chatbot application (backend)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7961a777",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get in a question about Bachelor of Computer Science program at Swinburne\n",
+    "question = 'What is the duration of the Bachelor of Computer Science program?'\n",
+    "\n",
+    "docs = docsearch.similarity_search(question)\n",
+    "\n",
+    "question_answerer(question=question, context = docs[0])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61cda0db",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "09f68e08",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5a0b4755",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}