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  # Recommended Version: ArkTS-CodeSearch-Pro
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  **We strongly recommend using [ArkTS-CodeSearch-Pro](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-pro) for all new research and development.**
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- The Pro version is the actively maintained release and provides improved data quality through stricter open-source license filtering, repository quality control (`stars > 0`), comment normalization, removal of license/copyright headers and code-only comments, minimum docstring length filtering, and global code/query deduplication.
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  The original [ArkTS-CodeSearch](https://huggingface.co/datasets/hreyulog/arkts-code-docstring) dataset is preserved only for backward compatibility and reproducing results from previous versions. **New experiments should use ArkTS-CodeSearch-Pro instead.**
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  This dataset collects **function-level information from ArkTS (HarmonyOS Ark TypeScript) projects**, including original functions, docstrings, abstract syntax tree (AST) representations, obfuscated versions, and source code metadata. It is suitable for tasks such as code analysis, code understanding, AST research, and code search.
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  ArkTS is a core programming language in the OpenHarmony ecosystem. This dataset was constructed from open-source repositories crawled from GitHub and Gitee, targeting code retrieval and code evaluation tasks.
 
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  # Recommended Version: ArkTS-CodeSearch-Pro
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  **We strongly recommend using [ArkTS-CodeSearch-Pro](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-pro) for all new research and development.**
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+ The Pro version is the actively maintained release and provides improved data quality through **stricter open-source license filtering**, **repository quality control (`stars > 0`)**, comment normalization, removal of license/copyright headers and code-only comments, minimum docstring length filtering, and global code/query deduplication.
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  The original [ArkTS-CodeSearch](https://huggingface.co/datasets/hreyulog/arkts-code-docstring) dataset is preserved only for backward compatibility and reproducing results from previous versions. **New experiments should use ArkTS-CodeSearch-Pro instead.**
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  This dataset collects **function-level information from ArkTS (HarmonyOS Ark TypeScript) projects**, including original functions, docstrings, abstract syntax tree (AST) representations, obfuscated versions, and source code metadata. It is suitable for tasks such as code analysis, code understanding, AST research, and code search.
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  ArkTS is a core programming language in the OpenHarmony ecosystem. This dataset was constructed from open-source repositories crawled from GitHub and Gitee, targeting code retrieval and code evaluation tasks.