Encapsulates the possible return values for an agent function. Attributes: value (str): The result value as a string. agent

Exception raised when FunctionCallingConverter failed to convert a non-function call message to a function call message. This typically happens w

The result of converting a document to text.

The result of converting a document to text.

Enhanced diffusion model with improved regularization and architecture

Continuous Normalizing Flow model

Exception raised when FunctionCallingConverter failed to validate a function call message. This typically happens when the LLM outputs unrecogniz

A custom version of markdownify's MarkdownConverter. Changes include: - Altering the default heading style to use '#', '##', etc.

A custom version of markdownify's MarkdownConverter. Changes include: - Altering the default heading style to use '#', '##', etc. - Remo

(In preview) An extremely simple text-based document reader, suitable for LLM use. This reader will convert common file-types or webpages to Markd

(In preview) An extremely simple Python requests-powered Markdown web browser. This browser cannot run JavaScript, compute CSS, etc. It simpl

Network that parameterizes the velocity field v_θ(t, x)

Enhanced graph convolution layer with multi-head attention.

Graph convolution layer with learned graph structure.

Improved Continuous Normalizing Flow with better velocity field parameterization

Graph learning model with kernelized Gumbel-Softmax operator.

ResNet-based velocity field parameterization

Kernelized Gumbel-Softmax operator for differentiable graph structure learning.

Dataclass for storing Embedded Snippets

Handle Bing results pages (only the organic search results). NOTE: It is better to use the Bing API

Code Parser Class.

Single layer of diffusion propagation

Complete diffusion-based representation learning model

Learnable transformation for computing adaptive diffusivity

Abstract superclass of all DocumentConverters.

Converts DOCX files to Markdown. Style information (e.g.m headings) and tables are preserved where possible.

Converts DOCX files to Markdown. Style information (e.g.m headings) and tables are preserved where possible.

Energy function regularizing diffusion process

Enhanced graph learning model with improved components.

GitHub operation client

Anything with content type text/html

Anything with content type text/html

Converts images to markdown via extraction of metadata (if `exiftool` is installed), OCR (if `easyocr` is installed), and description via a multi

Enhanced diffusivity transformation with multi-head attention mechanism

Enhanced energy function with adaptive regularization

Converts MP3 files to markdown via extraction of metadata (if `exiftool` is installed), and speech transcription (if `speech_recognition` AND

Converts MP3 files to markdown via extraction of metadata (if `exiftool` is installed), and speech transcription (if `speech_recognition` AND `py

Multi-head attention for graph structure learning.