Represents an LLM thought with its state, constructed by the parser, and various flags.

Operation to generate thoughts.

ALZKBParser provides the parsing of language model reponses specific to the ALZKB example. Inherits from the Parser class and implements

ALZKBPrompter provides the generation of prompts specific to the ALZKB example for the language models. Inherits from the Prompter class

Operation to score thoughts.

Operation to select thoughts from predecessors. Useful for separating thoughts to perform different, subsequent operations on them.

Abstract base class that defines the interface for all language models.

Operation to aggregate thoughts.

The ChatGPT class handles interactions with the OpenAI models using the provided configuration. Inherits from the AbstractLanguageModel and

The ChatGPT class handles interactions with the OpenAI models using the provided configuration. Inherits from the AbstractLanguageModel and

Controller class to manage the execution flow of the Graph of Operations, generating the Graph Reasoning State. This involves language mo

Represents the Graph of Operations, which prescribes the execution plan of thought operations.

Operation to evaluate if thoughts correctly solve the problem, using a ground truth evaluator

Operation to improve thoughts.

Operation to keep the best N thoughts from predecessors based on their score.

Operation to keep valid thoughts from predecessors.

An interface to use LLaMA 2 models through the HuggingFace library.

Abstract base class that defines the interface for all operations.

Enum to represent different operation types that can be used as unique identifiers.

Abstract base class that defines the interface for all parsers. Parsers are used to parse the responses from the language models.

Abstract base class that defines the interface for all prompters. Prompters are used to generate the prompts for the language models.

Operation to validate and improve thoughts.