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README.md
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- split: train
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path: data/WebAssembly/train-*
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---
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# DISCLAIMER
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This represents only a subset of the final dataset (taking into account the new HuggingFace LFS storage limits). The complete dataset will be released following the camera-ready submission of our paper.
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# The Heap Dataset
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We develop **The Heap**, a new contamination-free multilingual code dataset comprising 57 languages, which facilitates LLM evaluation reproducibility. The reproduction packge can be found [here](https://anonymous.4open.science/r/heap-forge/README.md).
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# Is your code in The Heap?
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-
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# Collection
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```json
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{
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"file_name": "Font.java",
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"file_path": ".../lateralgm/resources/Font.java",
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"content": "*/ package org.lateralgm.resources; import java.util.EnumMap; import org.lateralgm.main.Prefs; ...",
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"
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"language": "Java",
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"extension": ".java",
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"repo_name": "lwizchz/GameMaker-HTML5-Player",
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"repo_stars": 22,
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"repo_forks": 9,
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"repo_open_issues": 0,
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"
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"
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"sha": "00046809b218b2c058f4be7...",
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"exact_duplicates_stackv1": False,
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"exact_duplicates_stackv2": True,
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"near_duplicates_stackv1": True,
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### Dataset Fields
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- **file_name**: name of the file extracted from its repo
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- **file_path**: path to the file in its repo
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- **content**: content of the file
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- **
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- **language**: language of the file
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- **extension**: language extension of the file
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- **repo_name**: complete name of the file's repo
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- **repo_stars**: number of stars of the file's repo
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- **repo_forks**: number of forks of the file's repo
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- **repo_open_issues**: number of open issues of the file's repo at the extraction date
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- **
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- **
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- **exact_duplicates_pubdataset**: boolean flag stating if there are any exact duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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- **near_duplicates_pubdataset**: boolean flag stating if there are any near duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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| Vue | 14,858 | 457,605 | 321,502 |
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| WebAssembly | 68 | 834 | 544 |
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| Total | 733,564 | 96,945,943 | 32,666,778 |
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# Usage
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Using the Datasets API, our dataset can be used as follows:
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```python
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from datasets import load_dataset
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dataset_name = 'redpajama'
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language = 'Python'
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ds = load_dataset(
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"AISE-TUDelft/the-heap",
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f"{language}",
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split="train",
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num_proc=16
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)
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ds = ds.filter(lambda x: not x[f'exact_duplicates_{dataset_name}'] and not x[f'near_duplicates_{dataset_name}'])
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```
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- split: train
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path: data/WebAssembly/train-*
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---
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# The Heap Dataset
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We develop **The Heap**, a new contamination-free multilingual code dataset comprising 57 languages, which facilitates LLM evaluation reproducibility. The reproduction packge can be found [here](https://anonymous.4open.science/r/heap-forge/README.md).
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# Is your code in The Heap?
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If you would like to have your data removed from the dataset, follow the instructions on [GitHub](https://github.com/AISE-TUDelft/The-Heap-opt-out).
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# Usage
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Using the Datasets API, our dataset can be used as follows:
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```python
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from datasets import load_dataset
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dataset_name = 'redpajama'
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language = 'Python'
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ds = load_dataset(
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"AISE-TUDelft/the-heap",
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f"{language}",
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split="train",
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num_proc=16
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)
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ds = ds.filter(lambda x: not x[f'exact_duplicates_{dataset_name}'] and not x[f'near_duplicates_{dataset_name}'])
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```
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# Collection
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```json
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{
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"id": 538,
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"file_name": "Font.java",
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"file_path": ".../lateralgm/resources/Font.java",
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"content": "*/ package org.lateralgm.resources; import java.util.EnumMap; import org.lateralgm.main.Prefs; ...",
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"size": 1,985,
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"language": "Java",
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"extension": ".java",
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"total_lines": 3,835,
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"avg_line_length": 29,834,
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"max_line_length": 567,
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"alphanum_fraction": 0,645,
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"repo_name": "lwizchz/GameMaker-HTML5-Player",
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"repo_stars": 22,
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"repo_forks": 9,
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"repo_open_issues": 0,
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"repo_license": "GPL-3.0",
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"repo_extraction_date": "9/19/2024, 2:48:21 PM (Europe/Amsterdam)"
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"exact_duplicates_stackv1": False,
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"exact_duplicates_stackv2": True,
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"near_duplicates_stackv1": True,
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### Dataset Fields
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- **id**: unique ID of the file
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- **file_name**: name of the file extracted from its repo
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- **file_path**: path to the file in its repo
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- **content**: content of the file
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- **size**: size of the file
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- **language**: language of the file
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- **total_lines**: number of total lines of the file
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- **avg_line_length**: average line length of the file
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- **max_line_length**: max line length of the file
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- **alphanum_fraction**: alphanumeric fraction of the file
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- **extension**: language extension of the file
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- **repo_name**: complete name of the file's repo
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- **repo_stars**: number of stars of the file's repo
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- **repo_forks**: number of forks of the file's repo
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- **repo_open_issues**: number of open issues of the file's repo at the extraction date
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- **repo_license**: license of the file's repo
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- **repo_extraction_date**: extraction date of file's repo
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- **exact_duplicates_pubdataset**: boolean flag stating if there are any exact duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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- **near_duplicates_pubdataset**: boolean flag stating if there are any near duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
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| Vue | 14,858 | 457,605 | 321,502 |
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| WebAssembly | 68 | 834 | 544 |
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| Total | 733,564 | 96,945,943 | 32,666,778 |
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