Core Classes

moro.core.compiler.EpistemicDataCompiler

from moro.core.compiler import EpistemicDataCompiler

compiler = EpistemicDataCompiler(
    source="./data.jsonl",
    mi_guard_threshold=0.85,
    dedup_threshold=0.88,
    pii_scan=True
)
compiled_dataset = compiler.compile(output_dir="./data/compiled/")
  

moro.core.recipe.RecipePredictor

from moro.core.recipe import RecipePredictor

predictor = RecipePredictor(model_id="Qwen/Qwen2.5-1.5B")
recipe = predictor.simulate_and_generate(device="cuda:0")
print(f"Optimal LoRA rank: {recipe.lora_r}, Safe batch: {recipe.micro_batch_size}")
  

moro.engine.trainer.SelfHealingTrainer

from moro.engine.trainer import SelfHealingTrainer

trainer = SelfHealingTrainer(
    recipe=recipe,
    dataset=compiled_dataset,
    auto_heal=True
)
run_result = trainer.fit()