from typing import Any import structlog from skyvern.forge.sdk.prompting import PromptEngine from skyvern.utils.token_counter import count_tokens from skyvern.webeye.scraper.scraper import ScrapedPage DEFAULT_MAX_TOKENS = 100000 LOG = structlog.get_logger() def load_prompt_with_elements( scraped_page: ScrapedPage, prompt_engine: PromptEngine, template_name: str, **kwargs: Any, ) -> str: prompt = prompt_engine.load_prompt(template_name, elements=scraped_page.build_element_tree(), **kwargs) token_count = count_tokens(prompt) if token_count > DEFAULT_MAX_TOKENS: # get rid of all the secondary elements like SVG, etc economy_elements_tree = scraped_page.build_economy_elements_tree() prompt = prompt_engine.load_prompt(template_name, elements=economy_elements_tree, **kwargs) economy_token_count = count_tokens(prompt) LOG.warning( "Prompt is longer than the max tokens. Going to use the economy elements tree.", template_name=template_name, token_count=token_count, economy_token_count=economy_token_count, max_tokens=DEFAULT_MAX_TOKENS, ) if economy_token_count > DEFAULT_MAX_TOKENS: # !!! HACK alert # dump the last 1/3 of the html context and keep the first 2/3 of the html context economy_elements_tree_dumped = scraped_page.build_economy_elements_tree(percent_to_keep=2 / 3) prompt = prompt_engine.load_prompt(template_name, elements=economy_elements_tree_dumped, **kwargs) token_count_after_dump = count_tokens(prompt) LOG.warning( "Prompt is still longer than the max tokens. Will only keep the first 2/3 of the html context.", template_name=template_name, token_count=token_count, economy_token_count=economy_token_count, token_count_after_dump=token_count_after_dump, max_tokens=DEFAULT_MAX_TOKENS, ) return prompt