GenerateSubtopics

Overview

GenerateSubtopics is a singleton template that generates subtopics for a given main topic. It creates a workflow that processes a topic and breaks it down into relevant subtopics using AI generation.

Inputs

Field	Type	Description
topic	str	Main topic to generate subtopics for

Outputs

Field	Type	Description
topic	str	The original main topic (echoed from input)
subtopic	str	Generated subtopic of the main topic
model	str	The AI model used for generation

Usage

GenerateSubtopics instance can be used in data generation as follows:

from dria.factory import GenerateSubtopics

my_dataset = DriaDataset(
    name="GenerateSubtopics",
    description="A dataset for generating topic subtopics",
    schema=GenerateSubtopics.OutputSchema,
)
generator = DatasetGenerator(dataset=my_dataset)

Expected Output

[
  {
    "topic": "rust language",
    "subtopic": "Ownership and Borrowing Concepts",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Memory Safety Without Garbage Collection",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Zero-Cost Abstractions in Systems Programming",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Concurrent Programming with Async/Await",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Pattern Matching and Algebraic Data Types",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Performance and Low-Level Control",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "WebAssembly and Cross-Platform Development",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Error Handling with Result and Option Types",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Macros and Meta-Programming Techniques",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Safety and Compile-Time Guarantees",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Cargo Package Management System",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Interoperability with C and Other Languages",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Functional Programming Paradigms",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  },
  {
    "topic": "rust language",
    "subtopic": "Systems and Application Programming Use Cases",
    "model": "anthropic/claude-3-5-haiku-20241022:beta"
  }
]