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8d18b7c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 | """Ultra-sophisticated data pipeline for OpenThoughts-1.2M and custom datasets."""
from .openthoughts_processor import OpenThoughtsProcessor, OpenThoughtsDataset
from .advanced_tokenizer import AdvancedTokenizer, TokenizerManager
from .quality_filter import QualityFilter, filter_dataset
from .curriculum_sampler import CurriculumSampler, DifficultyAwareSampler
from .data_augmentation import DataAugmenter, augment_sample
from .preprocessing import preprocess_conversation, extract_thoughts, format_for_training
from .utils import compute_length_statistics, analyze_dataset_quality
__all__ = [
"OpenThoughtsProcessor",
"OpenThoughtsDataset",
"AdvancedTokenizer",
"TokenizerManager",
"QualityFilter",
"filter_dataset",
"CurriculumSampler",
"DifficultyAwareSampler",
"DataAugmenter",
"augment_sample",
"preprocess_conversation",
"extract_thoughts",
"format_for_training",
"compute_length_statistics",
"analyze_dataset_quality",
]
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