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|  | 1 | +# Database Agent Documentation | 
|  | 2 | + | 
|  | 3 | +This documentation covers the DatabaseAgent module, which facilitates interactions with a database using a conversational agent strategy. Below is an overview of the key files within this module and a description of their functionality. | 
|  | 4 | + | 
|  | 5 | +## Table of Contents | 
|  | 6 | + | 
|  | 7 | +- [DatabaseAgent.py](#databaseagentpy) | 
|  | 8 | +- [typed.py](#typedpy) | 
|  | 9 | +- [__init__.py](#initpy) | 
|  | 10 | + | 
|  | 11 | +## DatabaseAgent.py | 
|  | 12 | + | 
|  | 13 | +### Overview | 
|  | 14 | + | 
|  | 15 | +`DatabaseAgent.py` defines a class `DatabaseAgent` which utilizes a language model to facilitate database queries and interactions. It is part of a larger framework for task execution using configurable agents. The agent is capable of generating and executing database queries based on a given task prompt. | 
|  | 16 | + | 
|  | 17 | +### Inputs | 
|  | 18 | + | 
|  | 19 | +The main class, `DatabaseAgent`, extends from `Step`, and requires the following inputs: | 
|  | 20 | + | 
|  | 21 | +- **task** (str): Describes the database-related task to be performed. | 
|  | 22 | +- **db_dialect** (str): Specifies the SQL dialect being used (e.g., MySQL, PostgreSQL). | 
|  | 23 | +- **prompt_value** (Dict[str, Any]): Optional values to customize the task prompt. | 
|  | 24 | +- **other database connection details** such as `db_driver`, `db_username`, `db_password`, `db_host`, `db_port`, `db_name`, `db_params`, and `db_driver_args`. | 
|  | 25 | +- **max_llm_calls** (int): Maximum number of calls allowed to the language model. | 
|  | 26 | +- **openai_api_key, anthropic_api_key, google_api_key**: API keys for various services, configured with different priorities. | 
|  | 27 | + | 
|  | 28 | +### Outputs | 
|  | 29 | + | 
|  | 30 | +The following outputs are produced by the `DatabaseAgent`: | 
|  | 31 | + | 
|  | 32 | +- **request_tokens** (int): The number of tokens in the request sent to the language model. | 
|  | 33 | +- **response_tokens** (int): The number of tokens in the response received from the language model. | 
|  | 34 | + | 
|  | 35 | +### Usage | 
|  | 36 | + | 
|  | 37 | +This module is used to create an instance of `DatabaseAgent` which takes database task-related inputs and executes these tasks using an AI-driven strategy. It effectively acts as an intelligent assistant capable of querying databases based on complex, natural language prompts. | 
|  | 38 | + | 
|  | 39 | +## typed.py | 
|  | 40 | + | 
|  | 41 | +### Overview | 
|  | 42 | + | 
|  | 43 | +`typed.py` defines input and output data types for the `DatabaseAgent`. It uses `TypedDict` from `typing_extensions` to enforce type checking on the input and output dictionary structures. | 
|  | 44 | + | 
|  | 45 | +### Inputs | 
|  | 46 | + | 
|  | 47 | +- It defines `DatabaseAgentInputs`, which include optional and required database connection parameters, API keys, and configuration details. | 
|  | 48 | + | 
|  | 49 | +### Outputs | 
|  | 50 | + | 
|  | 51 | +- Defines `DatabaseAgentOutputs` describing the response structure, including `request_tokens` and `response_tokens` for tracking language model usage. | 
|  | 52 | + | 
|  | 53 | +## __init__.py | 
|  | 54 | + | 
|  | 55 | +### Overview | 
|  | 56 | + | 
|  | 57 | +`__init__.py` is an empty initializer file marking the directory as a Python package.  | 
|  | 58 | + | 
|  | 59 | +### Usage | 
|  | 60 | + | 
|  | 61 | +No direct usage is associated with this file, but it enables the directory to be imported as a module. | 
|  | 62 | + | 
|  | 63 | +--- | 
|  | 64 | + | 
|  | 65 | +This documentation provides a clear understanding of the structure, inputs, outputs, and functionality of the DatabaseAgent module, helping developers integrate and utilize this utility in database query automation tasks effectively. | 
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