pyprompt 0.3.5

Validation for LLM prompts.

PyPrompt

Installation

pip install pyprompt

Usage

from pyprompt import *

prompt = PromptElement()

Properties

For pruning (removing text when you have more tokens than budgeted), the priority, pass_priority, and reserve fields are used.

• priority: This determines the order that elements are pruned. The elements are pruned from the lowest priority to highest, and the default value is max priority.
• pass_priority: Normally, priority is compared amongst sibling elements. If pass_priority is True, then that element's children are compared to its siblings. The default value is False.
• reserve: This keyword, when set, reserves a specified number of tokens from the total budget of the prompt. It can be set as an int (e.g. 60, which would reserve 60 tokens) or a float (e.g. 1/3, which would reserve one-third of the total token budget). When pruning, this element can be pruned down to its reserve amount, but not past it. The default value is None.

For growing (adding more text when the budget allows it), the grow_ratio and grow_callback are used. For an element to grow into the unused budget, it must have a grow_callback.

• grow_ratio: This determines what portion of the unused budget is given to this element. The portion of grow_ratio to the sum of all grow_ratios dictates how many tokens from the unused budget are allocated to this element. For example, if three elements have grow_ratios of 1, 2, and 3 and the unused token budget is 60 tokens, then they will get 10, 20, and 30 tokens to grow, respectively. The grow_ratio can be an int or float, and the default value is 1.
• grow_callback: This is a function that creates a new TokenMap for a PromptElement that uses up more of the budget, if possible. The function's signature is as follows:
  • Inputs:
    • PromptElement: The element to grow.
    • encoding_func: The function to encode strings to tokens.
    • decoding_func: The function to decode tokens to strings.
    • Any | None: The state of the function (None the first time the function is called, then the output of the previous call).
  • Outputs:
    • TokenMap | None: The TokenMap of the PromptElement after growing, or None if it cannot grow anymore.
    • Any | None: The state of the function, used in the next grow call.
• It is ill-advised to have elements with grow_callback as descendants of another element with grow_callback. grow_callback should only be set on leaf nodes.