r"""Extracts the author ID from a Google Scholar URL if provided. Returns: Optional[str]: The extracted author ID, or None if not

Extracts a programming language from the beginning of a string. This function checks if the input string starts with a pattern of the form

r"""Extract information pairs and relationships from text. Args: text (str): Input text to extract information from. Ret

r"""Extracts unique nodes from graph elements. Args: graph_elements (List[Any]): A list of graph elements containing

r"""Extracts relationships from graph elements. Args: graph_elements (List[Any]): A list of graph elements containing

Extract score from model output text with validation. Returns (score, is_valid) tuple.

r"""Extract the tool call from the model response, if present. Args: response (Any): The model's response object. Return

r"""Assigns a task to a worker node with the best capability. Parameters: task (Task): The task to be assigned. Returns:

Find all compact rectangular data tables in a sheet.

Function to find the bottom boundary of the table

Determine the bounds of a compact rectangular table. Returns: - A dictionary with the bounds and data. - A set of vis

Function to find the right boundary of the table

Find cells not assigned to any cluster.

When we use torchdiffeq, we need to include the CFG process inside _forward()

r"""Generates a collection name if user doesn't provide

r"""Generates a unique name for a new collection based on the current timestamp. Milvus collection names can only contain alphanumeric

r"""Generate multi-hop question-answer pairs from information pairs. Args: info_pairs (List[Dict[str, Sequence[str]]]): List of i

r"""Generate and return a summary of the benchmark results.

r"""Generates a tool prompt based on the provided tool schema list. Args: tool_schema_list (List[Dict]): A list of dictionaries,

r"""Fetches the access token required for making LinkedIn API requests. Returns: str: The OAuth 2.0 access token or warming messa

r"""Get the task assigned to this node from the channel.

Converts a string to a corresponding `CodeLanguageLabel` enum member. If the provided string does not match any value in `CodeLangua

Return default configuration with required fields present.

Get basic layout information for the model's reference.

Get the maximum number of columns across table groups. Args: tgs_info: Unified group column specifications. Return:

r"""Constructs a Cypher query string for importing nodes into a Neo4j database. Args: base_entity_label (bool): Flag indi

Get the project root directory

r"""Constructs a Cypher query string for importing relationship into a Neo4j database. Args: base_entity_label (bool): Fl

r"""Get the task that's published by this node and just get returned from the assignee.

r"""Get a session from the connection pool. Returns: Session: A session object connected to NebulaGraph. Raises:

r"""Get initial assistant and user system message with a list of system message meta dicts. Args: assistant_role_name (st

r"""Returns the action space prompt. Returns: str: The action space prompt.

r"""Retrieve a step-by-step solution from the Wolfram Alpha API for a given query. Args: app_id (str): Your Wolfram Alpha

Guess the input format of a document by checking part of its content.

Handle overlaps between regular and wrapper clusters before child assignment. In particular, KEY_VALUE_REGION proposals that are almost ident

r"""Handle errors encountered during task processing.

r"""Handles a single or multi-step interaction.

r"""Initialize assistant and user agents with their system messages. Args: init_assistant_sys_msg (BaseMessage): Assistant agent'

r"""Initialize the connection pool. Returns: ConnectionPool: A connection pool instance. Raises: Exception:

r"""Initialize critic agent. If critic role name is :obj:`"human"`, create a :obj:`Human` critic agent. Else, create a :obj:`CriticAgent`

r"""Use a task plan agent to append a planned task prompt to task prompt. The planned task prompt is generated based on the task promp

r"""Use a task specify agent to generate a specified task prompt. Generated specified task prompt will be used to replace original tas

Load vocab from a file. Args: filename: The file to load vocabulary from.

Initialize tokens from a list of tokens. It is ok if reserved tokens appear in the vocab list. They will be removed. The set of token

r"""Initialize the kernel manager and client if they are not already initialized.

r"""Sets up and returns a vector storage instance with specified parameters. Args: collection_name (Optional[str]): Name

Inject CSS styles for equations/variables blocks.

Inject MathJax configuration and scripts.

r"""Generate and add the tool prompt to memory.

r"""Check if two personas are similar by consine similarity of the embeddings of their descriptions. Args: persona1 (Pers

r"""Determine if the provided response is a standard reply without tool calls. Args: response (Any): The response object

r"""Continuously listen to the channel, post task to the channel and track the status of posted tasks.

Continuously listen to the channel, process the task that are assigned to this node, and update the result and status of the task. Th

Load system and advice task prompts (use the checker prompts).

Load samples from unified YAML config that contains all task types.

Load both system and task prompts.

Load scoring-only system and task prompts.

x: [b, h, l, d] y: [h or 1, m, d] ret: [b, h, l, m]

x: [b, h, l, m] y: [h or 1, m, d] ret: [b, h, l, d]

Expand canvas around image with proportional padding for face overlay space. Args: image: Input PIL Image object pad_rat

Main function that orchestrates the parsing by yielding components: title, section headers, text, lists, and tables.

Parsing PubMed document.

r"""Parses graph elements from given content. Args: input_string (str): The input content. Returns: GraphEle

Extract the item marker (number or bullet symbol) and the text of the item.