Parse an image macro, extracting its path and attributes. Syntax: image::path/to/image.png[Alt Text, width=200, height=150, align=cen

r"""Parse the scores from the response. Args: response (ChatCompletion): A ChatCompletion object with the scores. Return

Parse the content of a table tag. Args: The table element. Returns: A docling table object.

r"""Parses the tool response to extract the function name and arguments. Args: response (str): The response from the mode

r"""Parses a Wolfram Alpha API result into a structured dictionary format. Args: result: The API result returned from a W

r"""Check privileges and existence of the container.

r"""Check privileges and existence of the bucket.

r"""Check privileges and existence of the bucket.

r"""Prepare the task by validating and enriching its data.

r"""Preprocess input text for example construction. Args: text (str): Input text to preprocess. Returns: str

r"""Pretty prints the JSON response. Args: response_json (dict): The response JSON to pretty print. Returns:

Group equations and optionally attach variables list from slide_data.

Safely mutate HTML: ensure head, inject MathJax config/styles, group equations.

Process regular clusters with iterative refinement.

r"""Process and store the result of a task.

r"""Processes a task based on its dependencies. Returns: 'DONE' if the task is successfully processed, 'FAILED' if th

r"""Filter examples based on quality criteria. Args: examples (List[Dict[str, Any]]): List of examples to filter. Return

x: [b, h, l, 2*l-1] ret: [b, h, l, l]

r"""Remove duplicate examples from the dataset. Args: examples (List[Dict[str, Any]]): List of examples to deduplicate.

r"""Recursively removes the 'title' key from all levels of a nested dictionary, except when 'title' is an argument name in the schema.

Convert HTML file directly to PIL Image object (in-memory processing, no disk save)

Synchronous wrapper for the async render function.

Rotate the input tensor by half of its innermost width. input (Tensor): array to rotate. RETURNS (Tensor): rotated array. Sh

r"""Runs inference of OpenAI chat completion. Args: messages (List[OpenAIMessage]): Message list with the chat history

r"""Handles non-streaming inference with SambaNova's API. Args: messages (List[OpenAIMessage]): A list of messages representing t

r"""Handles streaming inference with SambaNova's API. Args: messages (List[OpenAIMessage]): A list of messages representing the

r""" Run tesseract CLI

r"""Safely dump a Pydantic model to a dictionary. This method attempts to use the `model_dump` method if available, otherwise it fall

r"""Converts SambaVerse API response into an OpenAI-compatible response. Args: samba_response (Dict[str, Any]): A diction

r"""Sample examples to match target dataset size. Args: examples (List[Dict[str, Any]]): List of examples to sample from.

Save PIL Image object to temporary file for FFmpeg use Args: image: PIL Image object prefix: Filename prefix Returns

Select best cluster from a group of overlapping clusters based on all rules.

r""" Read and set the languages installed in tesseract and decide the script prefix

Determine if candidate cluster should be preferred over other cluster based on rules. Returns True if candidate should be preferred, False if

r"""Split the audio file into smaller chunks. Since the Whisper API only supports files that are less than 25 MB. Args: a

r"""Starts the Ollama server in a subprocess.

r"""Starts the vllm server in a subprocess.

r"""Execute the function with arguments following the model's response. Args: response (Dict[str, Any]): The response obtained by

r"""Validates and converts VectorRecord instances to the format expected by Milvus. Args: records (List[VectorRecord]): L

r"""Validate if the object is a valid Relationship. Args: relationship (Relationship): Object to be validated. Returns:

r"""Truncates the input raw value by removing entries that is dictionary or list with values resembling embeddings and containing more

r"""Adds two numbers. Args: a (float): The first number to be added. b (float): The second number to be added.

r"""Adds a list of vectors to the specified collection. Args: vectors (List[VectorRecord]): List of vectors to be added.

r"""Add a function or list of functions to the runtime. Args: funcs (Union[FunctionTool, List[FunctionTool]]): The function or

Append a generated speech script (with metadata) to history.

r"""Add a scheduling strategy method provided by user in case when none of existent strategies fits. When custom strategy is p

r"""Adds a relationship (triplet) between two entities in the Nebula Graph database. Args: subj (str): The identifier for

Advice-only API: returns {Problem, Fixes}.

r"""Decorator that records the execution of a function if ToolEvent is available. Parameters: func (callable): The function to be dec

if element.name!=None: _log.debug("\t"*self.level, idx, "\t", f"{element.name} ({self.level})")

Compute nearest neighbors and gaps for each item in four directions. Mirrors the user's helper to enrich the extractor payload.

r"""Annotate the dataset by adding context and answers using the provided functions. Args: dataset (Dataset): The input dataset to an

r"""Combines functions and schemas from multiple OpenAPI specifications, using API names as keys. This function iterates over tuples

r"""Filter the instruction Args: instruction (str): the instruction to be filtered. Returns: bool: True if t

r"""Archive a task in channel, making it to become a dependency.

r"""Calculate Area Under Receiver Operating Characteristic Curve (AUROC). Args: trues (Sequence[bool]): Ground truth binary values.

Calculate the average distance between a point (idx) and a cluster (cluster_idx). Args: similarity (np.ndarray): The similarity matr

r"""Converts a base64 encoded string into a PIL Image object. Args: base64_string (str): The base64 encoded string of the image.

r"""Use binary search to locate the first error in the solution. This method splits the solution into sentences using both English and