GPT Script Development

GPT Scripts are the core of recipe generation. They provide the structure and logic for how GPT interacts with the user and generates recipes. The scripts leverage GPT’s capabilities to understand user requests, generate ingredients, and create a cohesive recipe.

Understanding the Structure:

GPT scripts are written in a structured format, similar to Python code, using YAML and key-value pairs. The core components of a GPT script include:

1. type: This defines the script’s purpose, e.g., generate_ingredients.

2. description: Provides a short explanation of the script’s function.

3. options: This section defines various choices for the user within the script, allowing them to influence the recipe generation.

4. prompt: This is the key element for interaction with GPT. It constructs the specific instructions GPT receives for generating the recipe.

5. post_processing: This section allows for modifications to the generated recipe, e.g., adding instructions or formatting.

Example: waitrose.gpt Script

The waitrose.gpt script demonstrates the use of options, prompts, and post-processing.

type: generate_ingredients
          description: Generates ingredients for a specific recipe
          options:
            cuisine:
              type: dropdown
              choices:
                - Italian
                - Mexican
                - Indian
                - Thai
                - Chinese
                - American
            meal:
              type: dropdown
              choices:
                - Breakfast
                - Lunch
                - Dinner
            ingredients:
              type: text
              prompt: "What specific ingredients would you like to use? "
          prompt: |
            Generate a list of ingredients for a {{cuisine}} {{meal}} dish.
            Please include the following ingredients: {{ingredients}}
            Return the ingredients in a bulleted list format.
          post_processing:
            - |
              {{ingredients}} 
              - Add additional ingredients you like.
          

Exploring Options

Here’s a breakdown of the options used in the waitrose.gpt script:

a. cuisine: This option allows the user to choose the desired cuisine, influencing the generated recipe.

b. meal: This option allows the user to specify the time of day for the recipe (e.g., breakfast, lunch, dinner).

c. ingredients: This option allows the user to provide specific ingredients they want to include in the recipe.

Using Options in Prompts:

Options are integrated into the GPT prompt using double curly braces (e.g., {{cuisine}}). GPT replaces these placeholders with the user’s selections, tailoring the prompt for recipe generation.

Prompt Construction:

The prompt in the waitrose.gpt script provides instructions to GPT:

• Generate a list of ingredients for a {{cuisine}} {{meal}} dish.: This defines the basic recipe type.
• Please include the following ingredients: {{ingredients}}: This incorporates user-specified ingredients.
• Return the ingredients in a bulleted list format.: This sets the output format for the generated ingredients.

Post-Processing Enhancements:

The post_processing section allows for additional modifications to the generated recipe:

• {{ingredients}}: This includes the generated ingredients list in the final output.
• - Add additional ingredients you like.: This provides a suggestion for users who might want to further customize their recipes.

Key Considerations:

• Prompt Design: The prompt plays a crucial role in driving GPT’s recipe generation. It must be clear, concise, and provide specific instructions.
• Option Choices: Carefully curate the options available to users to ensure relevance and user-friendliness.
• Post-Processing: Utilize post-processing for final adjustments and enhancements, improving the user experience.

Developing GPT Scripts:

• Focus on User Input: Design scripts to encourage user interaction and provide options for customization.
• Test and Iterate: Experiment with different prompts and options to refine the recipe generation process.
• Leverage GPT’s Abilities: Utilize GPT’s language generation capabilities to create recipes that are both creative and relevant.

The waitrose.gpt script provides a foundation for developing custom GPT scripts. By understanding its structure, options, prompts, and post-processing elements, you can craft personalized recipe generation experiences.