| """ |
| Adaptive LLM Novelty Suppression Framework. |
| |
| The package exposes metric analyzers, MEA distance utilities, and adaptive |
| decoding recommendations. Imports are lazy so lightweight modules can be used |
| without immediately importing every ML dependency. |
| """ |
|
|
| from importlib import import_module |
|
|
| __version__ = "1.0.0" |
|
|
| _EXPORTS = { |
| "AdaptiveController": ("framework.controller", "AdaptiveController"), |
| "BiasAnalyzer": ("framework.bias", "BiasAnalyzer"), |
| "DecayFitResult": ("framework.information_decay", "DecayFitResult"), |
| "DiversityAnalyzer": ("framework.diversity", "DiversityAnalyzer"), |
| "EnhancedBiasAnalyzer": ("framework.bias_v2", "EnhancedBiasAnalyzer"), |
| "MEADistanceCalculator": ("framework.mea_distance", "MEADistanceCalculator"), |
| "MEADistanceCalculatorV2": ("framework.mea_distance", "MEADistanceCalculatorV2"), |
| "ModelEvaluator": ("framework.evaluator", "ModelEvaluator"), |
| "NoveltyAnalyzer": ("framework.novelty", "NoveltyAnalyzer"), |
| "PerplexityAnalyzer": ("framework.perplexity", "PerplexityAnalyzer"), |
| "QualityAnalyzer": ("framework.quality", "QualityAnalyzer"), |
| "SectorSensitivityAnalyzer": ("framework.sector_sensitivity", "SectorSensitivityAnalyzer"), |
| "SemanticNoveltyAnalyzer": ("framework.semantic_novelty", "SemanticNoveltyAnalyzer"), |
| "StochasticDecayAnalyzer": ("framework.information_decay", "StochasticDecayAnalyzer"), |
| } |
|
|
| __all__ = sorted(_EXPORTS) |
|
|
|
|
| def __getattr__(name): |
| if name not in _EXPORTS: |
| raise AttributeError(f"module 'framework' has no attribute {name!r}") |
| module_name, attr_name = _EXPORTS[name] |
| value = getattr(import_module(module_name), attr_name) |
| globals()[name] = value |
| return value |
|
|
