Handles the local source by fetching HTML content, optionally converting it to Markdown, and updating the state. Parameters:

Handles the web source by fetching HTML content from a URL, optionally converting it to Markdown, and updating the state. Pa

Function for understanding if the script is using boto3 or not

Loads the content of a file based on its input type. Parameters: source (str): The path to the source file. input_ty

Recursively normalizes the values in a list. Args: lst (List[Any]): The list to normalize. Returns: List[Any]: A normal

Iterates through documents, fetching and updating content recursively. Args: documents (List): A list of documents conta

Executes the overall reasoning loop to generate and validate the code. Args: state (dict): The current state of the reas

Parse a boolean expression to extract the keys used in the expression, without boolean operators. Args: expression (str): The bo

Parses a complex boolean expression involving state keys. Args: expression (str): The boolean expression to parse. state (di

Poll a batch job until it completes, fails, or times out. Args: client: An initialized OpenAI client. batch_id: The batch ID to p

async process image

Executes the scraping process and returns the answer to the prompt. Returns: str: The answer to the prompt.

Executes the scraping process and returns the answer to the prompt. Returns: str: The answer to the prompt.

Executes the scraping process and returns the answer to the prompt. Returns: str: The answer to the prompt.

Executes the web scraping process and returns the answer to the prompt. Returns: str: The answer to the prompt.

Executes the run process asynchronously safety. Returns: str: The answer to the prompt.

Sanitizes search query to prevent injection attacks. Args: query (str): The search query. Returns: str: Sanitized query

Saves the byte response as an audio file to the specified path. Args: byte_response (bytes): The byte array containing audio data.

Saves the generated code to a Python file. Args: code (str): The generated code to be saved. filename (str): name of the out

Save all benchmark results to a JSON file. Args: filename: Name of the output file

Allows you to manually select an image area using OpenCV. It is recommended to use this function if your project is on your computer, oth

Performs a semantic comparison between the generated result and the reference result. Args: generated_result (Any): The

Executes the semantic comparison loop to ensure the generated code's output is semantically equivalent to the reference answer.

Analyzes the semantic differences in the generated code based on a comparison result. Args: state (dict): Contains the 'generated_co

Generates corrected code based on semantic error analysis. Args: state (dict): Contains the 'generated_code', 'execution_result', an

Add a handler to the root logger for the library. Args: handler (logging.Handler): The handler to add.

Set the verbosity level of the root logger for the library to WARNING.

Checks the syntax of the provided code. Args: code (str): The code to be checked for syntax errors. Returns:

Analyzes the syntax errors in the generated code. Args: state (dict): Contains the 'generated_code' and 'errors' related to syntax.

Generates corrected code based on syntax error analysis. Args: state (dict): Contains the 'generated_code'. analysis (str):

Executes the syntax reasoning loop to ensure the generated code has correct syntax. Args: state (dict): The current stat

Takes a screenshot of a webpage at the specified URL and saves it if the save_path is specified. Parameters: url (str): The URL of th

Remove a handler from the root logger for the library. Args: handler (logging.Handler): The handler to remove.

Updates the node_config dictionary as well as attributes with same key. Args: param (dict): The dictionary to update nod

Validates the provided data against the given schema. Args: data (dict): The data to be validated. schema (d

Analyzes the validation errors in the generated code based on a JSON schema. Args: state (dict): Contains the 'generated_code', 'err

Generates corrected code based on validation error analysis. Args: state (dict): Contains the 'generated_code' and 'json_schema'.

Executes the validation reasoning loop to ensure the generated code's output matches the desired schema. Args: s

Return a copy of the callback handler.

Return a deep copy of the callback handler.

Context manager entry.

Context manager exit.

Initialize the loader with a list of URL paths. Args: backend: The web driver backend library; defaults to 'playwright'.

Initializes the GraphBuilder with a user prompt and language model configuration.

Initializes the CSVScraperGraph with a prompt, source, and configuration.