MuleSoft Integration with ChatGPT — Part 1 | MuleSoft Mysore Meetup #27 Event Link:- https://meetups.mulesoft.com/events/details/mulesoft-mysore-presents-mulesoft-integration-with-chatgpt-part-1/ -What is ChatGPT? -Using OpenAI ChatGPT -Introduction to ChatGPT API -MuleSoft Integration with ChatGPT API -MuleSoft Integration with OpenAI Connector For Upcoming Meetups Join Mysore Meetup Group - https://meetups.mulesoft.com/mysore/ Youtube:- youtube.com/@mulesoftmysore Mysore WhatsApp group:- https://chat.whatsapp.com/EhqtHtCC75vCAX7gaO842N Speaker:- Shubham Chaurasia - https://www.linkedin.com/in/shubhamchaurasia1/ Organizers:- Shubham Chaurasia - https://www.linkedin.com/in/shubhamchaurasia1/ Giridhar Meka - https://www.linkedin.com/in/giridharmeka

1. 1

2. March 25, 2023, 11:00 IST
Mysore MuleSoft Meetup
MuleSoft Integration with ChatGPT –
part1

3. 3
MuleSoft Community Awards

4. 4
MuleSoft Ambassadors
Giridhar Meka Shubham Chaurasia

5. Safe Harbour Statement
● Both the speaker and the host are organizing this meet-up in individual capacity only. We are
not representing our companies here.
● This presentation is strictly for learning purposes only. Organizer/Presenter do not hold any
responsibility that same solution will work for your business requirements.
● This presentation is not meant for any promotional activities.
5

6. A recording of this meetup will be uploaded to events page within 24 hours.
Questions can be submitted/asked at any time in the Chat/Questions & Answers Tab.
Make it more Interactive!!!
Give us feedback! Rate this meetup session by filling feedback form at the end of the day.
We Love Feedbacks!!! Its Bread & Butter for Meetup.
Housekeeping
6

7. Introduction
● About the Organizers
7
Shubham Chaurasia
Billennium India
Pro Integration Developer
A SHOW OF HANDS:
Who is new to this Meetup?
Giridhar Meka
Sr. Technical Architect
linkedin.com/in/giridharmeka
linkedin.com/in/shubhamchaurasia1

8. ●About the Speaker :
Introductions
Shubham Chaurasia
MuleSoft Ambassador
Professional Integration Developer
Billennium India
2.5+ years of Experience in Integrations
MCD L1, MCD L2, MCPA, MCIA Certified (5x Mule)
Salesforce, AWS, GCP, Azure, Workato Certified
Mulesoft Meetup Leader | Mentor | Blogger | Speaker
AWS Community Builder
Gamer By Heart | Loves to Compete
https://www.linkedin.com/in/shubhamchaurasia1/
https://medium.com/@myid535
8

9. Agenda
● Introductions
○ What is ChatGPT?
○ Using OpenAI ChatGPT
○ Introduction to ChatGPT API
○ MuleSoft Integration with ChatGPT
● Demo
● Q & A
9
ChatGPT

10. ChatGPT

11. 11
● ChatGPT is a state-of-the-art natural language processing (NLP) model developed
by OpenAI.
● It is a variant of the popular GPT-3 (Generative Pre-trained Transformer 3) model,
which has been trained on a massive amount of text data to generate human-like
responses to a given input.
● ChatGPT is its ability to generate responses that are consistent with the context of
the conversation
● ChatGPT is also capable of performing a range of other NLP tasks, such as
language translation, text summarisation, and sentiment analysis
● Unlike traditional NLP models that rely on hand-crafted rules and manually labeled
data, ChatGPT uses a neural network architecture and unsupervised learning to
generate responses
What is ChatGPT

12. ChatGPT vs ChatGPT Plus
● ChatGPT Plus had a
Turbo mode that was
faster than the one
we have in the free
plan
● Access to GPT-4
12
● Training Data: ChatGPT is trained on a large corpus of text data, while ChatGPT+ is
trained on an even larger and more diverse dataset, including more languages and
more varied types of text.
● Model Size: ChatGPT+ has a larger model size, meaning it has more parameters and
can capture more complex relationships between words and concepts.
● Training Techniques: ChatGPT+ uses more advanced training techniques, such as
curriculum learning and mixup, to further improve its performance.

13. ChatGPT 3.5 vs ChatGPT 4
● It defines parameters as “the parts of a large language model that define its skill
on a problem such as generating text.” It’s essentially what the model learns.
GPT-1 had 117 million parameters to work with, GPT-2 had 1.5 billion, and GPT-
3(Opens in a new window) arrived in February of 2021 with 175 billion
parameters. By the time ChatGPT was released to the public in November 2022,
the tech had reached version 3.5
● GPT-3.5 is a text-to-text model, GPT-4 is more of a data-to-text model
● GPT-4 has a longer memory than previous versions The more you chat with a bot
powered by GPT-3.5, the less likely it will be able to keep up, after a certain point
(of around 8,000 words). GPT-4’s short-term memory is closer to 64,000 words.
GPT-4 can even pull text from web pages when you share a URL in the prompt.
● GPT-4 accepts images as part of a prompt. It can even explain why memes are
funny.
13

14. Limitations of ChatGPT
● It is a large and complex model, which makes it resource-intensive to run
● It is a generative model, which means that it is not always able to provide accurate
answers to specific questions
● Like all NLP models, is limited by the quality and quantity of the data it has been
trained on
● The model is not yet able to ask clarifying questions when user input is ambiguous
and instead tries to guess user intent
● Its resource-intensive nature and potential for irrelevant or nonsensical responses
make it less than ideal for certain applications
14

15. Use OpenAI ChatGPT

16. OpenAI ChatGPT
16

17. Introduction to
ChatGPT API

18. ChatGPT API
● Completions:- Given a prompt, the model will return one or more predicted
completions, and can also return the probabilities of alternative tokens at each
position.
● Models:- List and describe the various models available in the API. Understand what
models are available and the differences between them
● Chat:- Given a chat conversation, the model will return a chat completion response.
● Images:- Given a prompt and/or an input image, the model will generate a new image.
● Audio:- Learn how to turn audio into text
● The OpenAI API uses API keys for authentication. Check API Keys page to retrieve
the API key you'll use in your requests.
● The API is priced at $0.002 per 1K tokens. You have free credit to use, though
18

19. MuleSoft Integration
with ChatGPT API

20. ChatGPT API Messages
● Messages must be an array of message objects, where each object has a role (either
"system", "user", or "assistant") and content (the content of the message).
Conversations can be as short as 1 message or fill many pages.
● Typically, a conversation is formatted with a system message first, followed by
alternating user and assistant messages.
● The system message helps set the behavior of the assistant.
● messages=[
● {"role": "system", "content": "You are a helpful assistant."},
● {"role": "user", "content": "Who won the world series in 2020?"},
● {"role": "assistant", "content": "The Los Angeles Dodgers won the World Series in
2020."},
● {"role": "user", "content": "Where was it played?"}
● ]
20

21. Demo

22. Q&A

23. Take a stand !
● Nominate yourself for the next meetup speaker. Reach Out
23

24. ● Share:
○ Tweet using the hashtag #MuleSoftMeetups
○ Join Mysore Group: https://meetups.mulesoft.com/mysore/
● Feedback:
○ Fill out the survey feedback and suggest topics for upcoming events
○ Contact MuleSoft at meetups@mulesoft.com for ways to improve the program
○ Reach out to Mysore Meetup Leaders (Shubham/Giridhar) to suggest topics
for next Meetup
What’s next?
24

25. Thank you