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"""
π Type Definitions for Course Creator AI
Comprehensive data structures and type hints for the course generation system.
"""
from dataclasses import dataclass, field
from typing import List, Dict, Optional, Any, Union, Literal
from datetime import datetime
from enum import Enum
class DifficultyLevel(str, Enum):
"""Course difficulty levels"""
BEGINNER = "beginner"
INTERMEDIATE = "intermediate"
ADVANCED = "advanced"
class LearningStyle(str, Enum):
"""Learning style preferences"""
VISUAL = "visual"
AUDITORY = "auditory"
KINESTHETIC = "kinesthetic"
READING = "reading"
class ExportFormat(str, Enum):
"""Export format options"""
PDF = "pdf"
JSON = "json"
MARKDOWN = "markdown"
HTML = "html"
ANKI = "anki"
@dataclass
class Source:
"""Information about a content source"""
url: str
title: str
author: Optional[str] = None
date: Optional[datetime] = None
credibility_score: float = 0.0
content_type: str = "web"
@dataclass
class LearningObjective:
"""A specific learning objective"""
description: str
level: DifficultyLevel
estimated_time: int # minutes
skills: List[str] = field(default_factory=list)
@dataclass
class Exercise:
"""A practice exercise"""
title: str
description: str
instructions: str
solution: Optional[str] = None
difficulty: DifficultyLevel = DifficultyLevel.BEGINNER
estimated_time: int = 10 # minutes
@dataclass
class CodeExample:
"""A code example with explanation"""
title: str
code: str
language: str = "python"
explanation: str = ""
tags: List[str] = field(default_factory=list)
difficulty: str = "intermediate"
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class Flashcard:
"""A flashcard for spaced repetition learning"""
front: str
back: str
category: str
difficulty: int = 1 # 1-5 scale
tags: List[str] = field(default_factory=list)
image_url: Optional[str] = None
@dataclass
class QuizQuestion:
"""A single quiz question"""
id: str
question: str
question_type: str # multiple_choice, true_false, fill_blank, short_answer
options: List[str] = field(default_factory=list)
correct_answer: str = ""
explanation: str = ""
points: int = 1
difficulty: str = "medium" # easy, medium, hard
tags: List[str] = field(default_factory=list)
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class Quiz:
"""A quiz with multiple questions"""
title: str
questions: List[QuizQuestion] = field(default_factory=list)
passing_score: int = 70
time_limit: Optional[int] = None # minutes
difficulty: DifficultyLevel = DifficultyLevel.BEGINNER
@dataclass
class Image:
"""Generated or sourced image"""
url: str
caption: str
alt_text: str
width: Optional[int] = None
height: Optional[int] = None
format: str = "png"
@dataclass
class ImageAsset:
"""Represents an image asset for a course"""
id: str
title: str
description: str
image_url: str
local_path: Optional[str] = None
image_type: str = "illustration" # cover, illustration, concept, diagram, infographic
lesson_id: Optional[int] = None
tags: List[str] = field(default_factory=list)
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class ContentSource:
"""Represents a content source for research"""
title: str
url: str
content: str
source_type: str # web, research, documentation, model, dataset, concept
relevance_score: float = 0.5
credibility_score: float = 0.5
tags: List[str] = field(default_factory=list)
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class ResearchResult:
"""Results from research conducted for a topic"""
topic: str
sources: List[ContentSource] = field(default_factory=list)
key_concepts: List[str] = field(default_factory=list)
learning_objectives: List[str] = field(default_factory=list)
difficulty_level: str = "intermediate"
target_audience: str = "general"
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class CourseStructure:
"""High-level course structure and planning"""
title: str
description: str
difficulty_level: str = "intermediate"
estimated_duration: float = 2.0 # hours
prerequisites: List[str] = field(default_factory=list)
learning_objectives: List[str] = field(default_factory=list)
lessons: List['Lesson'] = field(default_factory=list) # Forward reference
tags: List[str] = field(default_factory=list)
target_audience: str = "general"
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class Lesson:
"""A single lesson in the course"""
title: str
content: str
objectives: List[LearningObjective]
duration: int # minutes
exercises: List[Exercise] = field(default_factory=list)
images: List[Image] = field(default_factory=list)
flashcards: List[Flashcard] = field(default_factory=list)
quiz: Optional[Quiz] = None
prerequisites: List[str] = field(default_factory=list)
key_concepts: List[str] = field(default_factory=list)
@dataclass
class CourseMetadata:
"""Metadata about the course"""
created_at: datetime
topic: str
difficulty: DifficultyLevel
estimated_duration: int # total minutes
sources: List[Source]
word_count: int
lesson_count: int
flashcard_count: int
image_count: int
target_audience: str = "general"
prerequisites: List[str] = field(default_factory=list)
learning_outcomes: List[str] = field(default_factory=list)
@dataclass
class Course:
"""Complete course structure"""
title: str
description: str
lessons: List[Lesson]
metadata: CourseMetadata
flashcards: List[Flashcard] = field(default_factory=list)
images: List[Image] = field(default_factory=list)
summary: str = ""
glossary: Dict[str, str] = field(default_factory=dict)
resources: List[Source] = field(default_factory=list)
@dataclass
class ResearchData:
"""Research data collected for course generation"""
topic: str
sources: List[Source]
key_concepts: List[str]
content_outline: Dict[str, Any]
related_topics: List[str] = field(default_factory=list)
expert_quotes: List[str] = field(default_factory=list)
statistics: List[str] = field(default_factory=list)
@dataclass
class CourseOutline:
"""High-level course structure"""
title: str
description: str
difficulty: DifficultyLevel
lesson_titles: List[str]
learning_objectives: List[LearningObjective]
estimated_duration: int
prerequisites: List[str] = field(default_factory=list)
@dataclass
class GenerationOptions:
"""Options for course generation"""
difficulty: DifficultyLevel = DifficultyLevel.BEGINNER
lesson_count: int = 5
include_audio: bool = False
include_images: bool = True
include_flashcards: bool = True
include_quizzes: bool = True
learning_style: LearningStyle = LearningStyle.VISUAL
max_lesson_duration: int = 30 # minutes
export_formats: List[ExportFormat] = field(default_factory=list)
@dataclass
class ExportResult:
"""Result of an export operation"""
format: ExportFormat
success: bool
file_path: Optional[str] = None
download_url: Optional[str] = None
error_message: Optional[str] = None
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class ProgressUpdate:
"""Progress update during course generation"""
stage: str
progress: float # 0.0 to 1.0
message: str
details: Optional[Dict[str, Any]] = None
timestamp: datetime = field(default_factory=datetime.now)
# LLM Provider Types
LLMProvider = Literal["openai", "anthropic", "google", "openai_compatible"]
@dataclass
class LLMConfig:
"""Configuration for LLM providers"""
provider: LLMProvider
model: str
api_key: str
temperature: float = 0.7
max_tokens: Optional[int] = None
timeout: int = 60
# API Response Types
@dataclass
class APIResponse:
"""Standard API response structure"""
success: bool
data: Optional[Any] = None
error: Optional[str] = None
metadata: Dict[str, Any] = field(default_factory=dict)
# Validation Types
@dataclass
class ValidationResult:
"""Result of content validation"""
is_valid: bool
score: float # 0.0 to 1.0
issues: List[str] = field(default_factory=list)
suggestions: List[str] = field(default_factory=list)
# Stream Types for real-time updates
@dataclass
class StreamChunk:
"""Chunk of streaming data"""
type: Literal["text", "tool_call", "progress", "error"]
content: str
metadata: Dict[str, Any] = field(default_factory=dict) |