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+ ---
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+ language:
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+ - en
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+ tags:
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+ - transformers
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+ license: apache-2.0
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+ datasets:
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+ - dvitel/hearthstone
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+ metrics:
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+ - exact_match
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+ - bleu
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+ - dvitel/codebleu
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+ - chrf
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+ ---
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+
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+ Application of distilgpt2 to HearthStone card code synthesis. Dataset [dvitel/hearthstone](https://huggingface.co/datasets/dvitel/hearthstone) \
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+ Article under consideration: [Abstract Syntax Networks for Code Generation and Semantic Parsing](https://aclanthology.org/P17-1105.pdf) \
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+ We check if distilgpt2 could produce better results than ASNs from article. H0 model has minimal preprocessing of dataset where we normalize python code:
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+
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+ ```python
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+ def normalize(line:str):
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+ return line.strip().replace("§", "\n").replace(" ", "\t").replace("\\ ", "").replace("\n\n", "\n")
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+ ```