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- ### Dataset is imported from CodeXGLUE and pre-processed using their script.
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- # Where to find in Semeru:
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- The dataset can be found at /nfs/semeru/semeru_datasets/code_xglue/code-to-code/Defect-detection in Semeru
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- # CodeXGLUE -- Defect Detection
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- ## [](https://huggingface.co/datasets/semeru/code-code-DefectDetection#task-definition)Task Definition
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- Given a source code, the task is to identify whether it is an insecure code that may attack software systems, such as resource leaks, use-after-free vulnerabilities and DoS attack. We treat the task as binary classification (0/1), where 1 stands for insecure code and 0 for secure code.
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- ### [](https://huggingface.co/datasets/semeru/code-code-DefectDetection#dataset)Dataset
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- The dataset we use comes from the paper [_Devign_: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks](http://papers.nips.cc/paper/9209-devign-effective-vulnerability-identification-by-learning-comprehensive-program-semantics-via-graph-neural-networks.pdf). We combine all projects and split 80%/10%/10% for training/dev/test.
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- ### [](https://huggingface.co/datasets/semeru/code-code-DefectDetection#data-format)Data Format
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- Three pre-processed .jsonl files, i.e. train.jsonl, valid.jsonl, test.jsonl are present
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- For each file, each line in the uncompressed file represents one function. One row is illustrated below.
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- - **func:** the source code
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- - **target:** 0 or 1 (vulnerability or not)
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- - **idx:** the index of example
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- ### [](https://huggingface.co/datasets/semeru/code-code-DefectDetection#data-statistics)Data Statistics
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- Data statistics of the dataset are shown in the below table:
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- | | Description |
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- | ----------- | ----------- |
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- | Train| 126,477|
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- | Dev| 15,809|
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- |Test|15,810
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  download_size: 33528231
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  dataset_size: 156327244
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  ---
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+ ## Dataset Card for "AGabs_finetuning"
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+ More Information needed