""" Solo Mode Module This module provides human-LLM collaborative annotation for single annotators. Solo Mode enables efficient dataset labeling through: 1. Prompt synthesis from task descriptions 2. Edge case generation and labeling 3. Parallel human-LLM annotation with disagreement resolution 4. Uncertainty-based instance ordering 5. Progressive validation and autonomous completion Key Components: - SoloModeManager: Central orchestrator for Solo Mode workflow - SoloPhase: Enum defining workflow phases - PromptManager: Prompt synthesis, versioning, and revision - UncertaintyEstimator: Pluggable uncertainty estimation strategies - InstanceSelector: Weighted instance selection for human review - DisagreementDetector: Type-specific human-LLM disagreement detection - ValidationTracker: Agreement metrics and thresholds """ from .config import SoloModeConfig, parse_solo_mode_config from .phase_controller import SoloPhase, SoloPhaseController from .manager import ( SoloModeManager, init_solo_mode_manager, get_solo_mode_manager, clear_solo_mode_manager, ) from .prompt_manager import PromptManager, PromptRevision from .instance_selector import InstanceSelector, SelectionWeights from .llm_labeler import LLMLabelingThread, LabelingResult from .disagreement_resolver import DisagreementDetector from .validation_tracker import ValidationTracker, AgreementMetrics, ValidationSample from .edge_case_synthesizer import EdgeCaseSynthesizer, EdgeCase from .prompt_optimizer import PromptOptimizer, OptimizationResult __all__ = [ # Config 'SoloModeConfig', 'parse_solo_mode_config', # Phase control 'SoloPhase', 'SoloPhaseController', # Manager 'SoloModeManager', 'init_solo_mode_manager', 'get_solo_mode_manager', 'clear_solo_mode_manager', # Prompt management 'PromptManager', 'PromptRevision', # Instance selection 'InstanceSelector', 'SelectionWeights', # LLM labeling 'LLMLabelingThread', 'LabelingResult', # Disagreement detection (authoritative tracking lives on SoloModeManager) 'DisagreementDetector', # Validation tracking 'ValidationTracker', 'AgreementMetrics', 'ValidationSample', # Edge case synthesis 'EdgeCaseSynthesizer', 'EdgeCase', # Prompt optimization 'PromptOptimizer', 'OptimizationResult', ]