Normalize a name for matching.

Prepare the content schema for editing. Args: content_schema (dict): The content schema. Returns: d

Prepare the content schema for editing. Args: content_schema (dict): The content schema. Returns: d

r"""Processes a sequence of chat messages, returning the processed message. If multiple messages are provided and `with_critic_in_the_

r"""Processes a sequence of chat messages, returning the processed message. If multiple messages are provided and `with_critic_in_the_

Manually create or replace the solidFill element in this run's XML to force the color if run.font.color is None or doesn't exist yet.

Manually create or replace the solidFill element in this run's XML to force the color if run.font.color is None or doesn't exist yet.

Sort clusters in reading order (top-to-bottom, left-to-right).

Sort clusters in reading order (top-to-bottom, left-to-right).

r"""Standardize the given URL.

r"""Standardize the given URL.

r"""Return trivial response containing number of tokens and information of called functions when the number of tokens exceeds. Args:

r"""Return trivial response containing number of tokens and information of called functions when the number of tokens exceeds. Args:

r"""Processes a function call within the chat completion response, records the function call in the provided list of tool calls and up

r"""Processes a function call within the chat completion response, records the function call in the provided list of tool calls and up

r"""Internal function of structuring the output of the agent based on the given output schema. Args: response_format (Typ

r"""Internal function of structuring the output of the agent based on the given output schema. Args: response_format (Typ

Validate the generated outline. Raises: ValueError: If the outline is invalid.

Validate the generated outline. Raises: ValueError: If the outline is invalid.

Add a blank slide to the Presentation (layout index 6 is typically blank). :param prs: The Presentation object to add a slide to. :r

Add a blank slide to the Presentation (layout index 6 is typically blank). :param prs: The Presentation object to add a slide to. :r

r"""Add a subtask to the current task. Args: task (Task): The subtask to be added.

r"""Add a subtask to the current task. Args: task (Task): The subtask to be added.

r"""Add messages to agent memory and get response.

r"""Add messages to agent memory and get response.

r"""Build the Docker container and start it. Args: time_out (int): The number of seconds to wait for the container to

r"""Build the Docker container and start it. Args: time_out (int): The number of seconds to wait for the container to

r"""Chunks elements by titles. Args: elements (List[Element]): List of Element objects to be chunked. chunk_type (str

r"""Chunks elements by titles. Args: elements (List[Element]): List of Element objects to be chunked. chunk_type (str

r"""Removes all records from the key-value storage system.

r"""Removes all records from the key-value storage system.

r"""Initialize :obj:`state` and :obj:`fuzz_state`.

r"""Initialize :obj:`state` and :obj:`fuzz_state`.

Compute a CLIP embedding for either an image or text. Parameters ---------- input_data : str or PIL.Image.Image - If a strin

Compute a CLIP embedding for either an image or text. Parameters ---------- input_data : str or PIL.Image.Image - If a strin

Loads each image in `folder`, encodes it with the CLIP model, and returns a list (or array) of embeddings, shape (N, D).

Loads each image in `folder`, encodes it with the CLIP model, and returns a list (or array) of embeddings, shape (N, D).

r"""Construct training examples from raw data. Args: raw_data (List[Dict[str, Any]]): List of raw data dictionaries

r"""Construct training examples from raw data. Args: raw_data (List[Dict[str, Any]]): List of raw data dictionaries

Extract text from an image and count its tokens. :param image_path: Path to the image file :param model: Which model’s encoding to mimic

Extract text from an image and count its tokens. :param image_path: Path to the image file :param model: Which model’s encoding to mimic

Extract text from an image and count its words. :param image_path: Path to the image file :return: Word count (int)

Extract text from an image and count its words. :param image_path: Path to the image file :return: Word count (int)

Create a stable page_hash of the path_or_stream of a file

Create a stable page_hash of the path_or_stream of a file

Create a new Presentation object, set its slide size (e.g., 48x36 inches). :param width_inch: Float or int specifying width in inches (d

Create a new Presentation object, set its slide size (e.g., 48x36 inches). :param width_inch: Float or int specifying width in inches (d

r"""Manage and curate a dataset through multiple filtering stages. Args: examples (List[Dict[str, Any]]): List of examples to cur

r"""Manage and curate a dataset through multiple filtering stages. Args: examples (List[Dict[str, Any]]): List of examples to cur

r"""Deletes an entity (vertex) from the graph. Args: entity_id (str): The identifier of the entity to be deleted.

r"""Deletes an entity (vertex) from the graph. Args: entity_id (str): The identifier of the entity to be deleted.

r"""Download the GAIA dataset.

r"""Download the GAIA dataset.

r"""Download subdirectory of the Github repo of the benchmark. This function downloads all files and subdirectories from a specified subd

r"""Download subdirectory of the Github repo of the benchmark. This function downloads all files and subdirectories from a specified subd

Draw clusters on an image

Draw clusters on an image

Draws a page image side by side with clusters filtered into two categories: - Left: Clusters excluding FORM, KEY_VALUE_REGION, and PI

Draws a page image side by side with clusters filtered into two categories: - Left: Clusters excluding FORM, KEY_VALUE_REGION, and PI