A single node in the solution tree. Contains code, execution results, and evaluation information.

A collection of nodes representing the solution tree.

Represents an invalid metric value, e.g. when the agent creates a buggy solution. Always compares worse than any valid metric value.

Represents one or more metric values to be optimized, which can be compared to other metric values. Comparisons (and max, min) are based on w

Ablation idea

Hyperparameter tuning idea

Records transition between stages and the reasoning

Result of executing a code snippet in the interpreter. Contains the output, execution time, and exception information.

Manages GPU allocation across processes

A minimal agent class that only contains what's needed for processing nodes

Track state of ablation experiments

An abstract base class for defining custom tools. Attributes: ----------- - name (str): The name of the tool. - description (str

A collection of nodes for an interaction session (when the agent interacts with a Jupyter notebook-like interface).

Represents the value of a metric to be optimized, which can be compared to other metric values. Comparisons (and max, min) are based on which