AdaDec: Adaptive Decoding for Code Generation
AdaDec is an adaptive decoding framework for LLM code generation. It selectively pauses decoding when uncertainty is high, reranks candidates, and improves accuracy with moderate overhead.
Installation
pip install adadec
Quick Start
from adadec import prepare_adadec, generate_adadec
prepare_adadec(model, tokenizer, "train.jsonl", "out.parquet", "mymodel", "thresholds.json")
result = generate_adadec(model, tokenizer, ["def add(a, b):"], "mymodel")
Note that train.jsonl requires "task_id", "prompt", and "canonical_solution".
stop_words.json example:
["\\n{4,}", "^\\S"]
📖 License
MIT License
Links
1 maintainer
Metadata
1 maintainer
Release files for adadec 0.1.0
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