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When constructing your own agent, you will need to provide it with a list of Tools that it can use. Besides the actual function that is called, the Tool consists of several components:

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You can also explicitly define a custom tool by subclassing the BaseTool class. This provides maximal control over the tool definition, but is a bit more work.

You can also use a StructuredTool dataclass. This methods is a mix between the previous two. It's more convenient than inheriting from the BaseTool class, but provides more functionality than just using a decorator.

When ToolException is thrown, the agent will not stop working, but will handle the exception according to the handle_tool_error variable of the tool, and the processing result will be returned to the agent as observation, and printed in red.

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Please note that only raising a ToolException won't be effective. You need to first set the handle_tool_error of the tool because its default value is False.

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The biggest difference here is that the first function only requires one input, while the second one requires multiple. Many agents only work with functions that require single inputs, so it's important to know how to work with those. For the most part, defining these custom tools is the same, but there are some differences.

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When a tool encounters an error and the exception is not caught, the agent will stop executing. If you want the agent to continue execution, you can raise a ToolException and set handle_tool_error accordingly.

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This @tool decorator is the simplest way to define a custom tool. The decorator uses the function name as the tool name by default, but this can be overridden by passing a string as the first argument. Additionally, the decorator will use the function's docstring as the tool's description - so a docstring MUST be provided.

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You can set handle_tool_error to True, set it a unified string value, or set it as a function. If it's set as a function, the function should take a ToolException as a parameter and return a str value.