?Unlocking ChatGPT's Power: Understanding Key Parameters for Prompt Engineering .. Part 3
Amaresh Shinganagutti ?
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Welcome to the Part 3 of this series on Gen AI and Prompt Engineering. In Part 1 we learnt on AI interaction. In Part 2 we learnt Prompt Engineering with examples. In Part 3 , we shall learn about ChatGPT ideal key Parameter settings. ??
As a Prompt Engineer, diving into ChatGPT's settings can unleash its true potential. Let's explore the crucial parameters that shape your prompts and outputs, paving the way for optimal interactions.
If you go again to OpenAI Playground and look at the right section, you will see some parameters that you can play with. ?? ? ?? ?
? Exploring Model Settings
In the realm of AI, a model serves as the backbone of intelligence. ChatGPT, our trusted companion, operates on the shoulders of the Large Language Model (GPT). Top right corner in playground will provide the available Model.
Each model, like the latest DaVinci-003, boasts unique capabilities and limitations, such as processing up to 4000 Tokens.
? Deciphering Tokens
Tokens, the building blocks of language, play a pivotal role in communication. When you feed a prompt to ChatGPT, it gets tokenized—split into individual units, akin to words. For longer endeavors, like crafting a book, exceeding the token limit requires breaking it into digestible prompts.
Check by putting few Prompts in the Tokenizer
? Understanding Temperature
Imagine ChatGPT as a creative muse with a temperature dial. Adjusting this parameter regulates the spontaneity and uniqueness of generated text. Lower temperatures result in more predictable, less diverse responses, while higher ones foster creativity, albeit with some randomness.
Lets ask ChatGPT to explain you the Temperature.
Did you like it? Try it!
As a prompt engineer, you must test and repeat your prompts with different values and parameters to get the best output.
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? Cracking Top-P Parameter
Top-p, a lesser-known yet powerful ally, fine-tunes text generation by selecting from the most probable words, surpassing a predefined probability threshold. It's like having a refined list of potential words, ensuring ChatGPT picks the cream of the crop, enhancing the quality of generated content.
Top-p stands for “top percentage”
This method chooses from the most probable words whose cumulative probability exceeds a certain threshold.
Top-p helps us pick the best word by only looking at the most likely choices. It’s like we have a list of all the possible words that could come after a word. We only look at the ones most likely to be right. Then we randomly pick one of those words, like picking a name from a hat.
? Exploring Max Tokens
Max tokens determine the maximum length of the generated text, ensuring it stays within predefined boundaries. This parameter is crucial for controlling the length of responses and preventing overly verbose outputs.
? Navigating Stop Sequences
Stop sequences dictate when ChatGPT should halt text generation, preventing it from continuing indefinitely. By specifying stop sequences, you can ensure that the model stops generating text at logical breakpoints, enhancing coherence and relevance.
?? Conclusion:
In a world increasingly shaped by AI, mastering prompt engineering along with ChatGPT parameters emerges as a crucial skill. By understanding the nuances of crafting effective prompts, individuals can unlock the full potential of AI systems, transforming workflows, communication, and creativity. The applications of prompt engineering are vast, offering opportunities for innovation and efficiency across various domains.
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