Welcome to the first lesson of our course on building a short story generation service using Flask. In this lesson, we will focus on creating the base prompt, which is a crucial component for guiding the story generation process. A well-structured prompt serves as the foundation for generating creative content, ensuring that the output aligns with the desired theme and style. By the end of this lesson, you will understand how to create and manage a story prompt template, which will be used throughout the course to generate engaging short stories.
Before we dive into creating the base prompt, let's quickly recall some basics of file handling in Python. This will be essential as we will be working with a text file to store our story prompt template.
In Python, you can open a file using the open()
function. This function requires the file path and the mode in which you want to open the file. For reading a file, you use the 'r'
mode.
Here, file
is a variable that holds a file object, which allows you to interact with the file's contents.
Once you have opened a file, you can read its contents using the read()
method.
After reading the file, it's important to close it to free up system resources.
Alternatively, you can use the with
statement to handle files, which automatically closes the file after the block of code is executed.
The with
statement also helps prevent common issues such as file descriptor leaks or forgetting to close the file in case an exception occurs midway. It simplifies file handling logic and is a Pythonic way to manage external resources.
The story prompt template is a text file that outlines the structure and requirements for generating a short story. Let's examine the components of the story_prompt_template.txt
file:
- Role: Defines the perspective of the writer.
- Theme: A placeholder
{user_input}
that will be replaced with the user's input. - Task: Describes the main objective of the story.
- Style Requirements: Specifies the tone, language, structure, and length of the story.
- Output Requirements: Lists the intended uses for the story.
These components guide the story generation process, ensuring consistency and alignment with the desired output.
Now, let's implement the PromptManager
class, which will manage the loading and formatting of the story prompt template.
Start by defining the PromptManager
class with a docstring to describe its purpose.
The load_base_prompt
method reads the template file and returns its contents. It includes error handling to manage any issues that arise during file reading.
The @classmethod
decorator allows the method to be called on the class itself, rather than requiring an instance. This is useful here because we don’t need to maintain state between method calls, making PromptManager.format_prompt(...)
directly usable without instantiating the class.
- The method attempts to open and read the file specified by
file_path
. - If successful, it returns the file's contents.
- If an error occurs, it prints an error message and returns a default prompt.
The format_prompt
method formats the prompt by inserting the user's input into the template.
- It calls
load_base_prompt
to get the template. - It uses the
format
method to replace{user_input}
with the actual user input.
Finally, let's see how to use the PromptManager
class in the main application to generate a formatted prompt.
- Import the
PromptManager
class. - Define a
user_input
string with the desired theme. - Call
format_prompt
to generate the formatted prompt. - Print the generated prompt to see the result.
Output:
In this lesson, we explored the importance of a structured prompt in guiding the story generation process. We examined the components of the story_prompt_template.txt
file and implemented the PromptManager
class to manage and format the prompt. By integrating the PromptManager
in the main application, we demonstrated how to generate a formatted prompt using user input.
As you move on to the practice exercises, focus on experimenting with different themes and observe how the prompt adapts. This hands-on practice will reinforce the concepts learned and prepare you for more advanced topics in subsequent lessons.
