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+
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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ tags:
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+ - javascript
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+ - js
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+ - code-search
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+ - text-to-code
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+ - code-to-text
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+ - source-code
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+ - frontend
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+ - backend
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+ - web-development
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+
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+ ---
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+
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+ # Javascript CodeSearch Dataset (Shuu12121/javascript-treesitter-filtered-datasetsV2)
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+
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+ ## Dataset Description
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+ This dataset contains JavaScript functions and methods paired with their JSDoc comments, extracted from open-source JavaScript repositories on GitHub.
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+ It is formatted similarly to the CodeSearchNet challenge dataset.
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+
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+ Each entry includes:
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+ - `code`: The source code of a javascript function or method.
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+ - `docstring`: The docstring or Javadoc associated with the function/method.
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+ - `func_name`: The name of the function/method.
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+ - `language`: The programming language (always "javascript").
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+ - `repo`: The GitHub repository from which the code was sourced (e.g., "owner/repo").
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+ - `path`: The file path within the repository where the function/method is located.
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+ - `url`: A direct URL to the function/method's source file on GitHub (approximated to master/main branch).
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+ - `license`: The SPDX identifier of the license governing the source repository (e.g., "MIT", "Apache-2.0").
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+ Additional metrics if available (from Lizard tool):
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+ - `ccn`: Cyclomatic Complexity Number.
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+ - `params`: Number of parameters of the function/method.
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+ - `nloc`: Non-commenting lines of code.
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+ - `token_count`: Number of tokens in the function/method.
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+
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+ ## Dataset Structure
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+ The dataset is divided into the following splits:
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+
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+ - `train`: 703,354 examples
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+ - `validation`: 41,899 examples
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+ - `test`: 17,138 examples
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+
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+ ## Data Collection
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+ The data was collected by:
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+ 1. Identifying popular and relevant Javascript repositories on GitHub.
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+ 2. Cloning these repositories.
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+ 3. Parsing Javascript files (`.js`) using tree-sitter to extract functions/methods and their docstrings/Javadoc.
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+ 4. Filtering functions/methods based on code length and presence of a non-empty docstring/Javadoc.
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+ 5. Using the `lizard` tool to calculate code metrics (CCN, NLOC, params).
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+ 6. Storing the extracted data in JSONL format, including repository and license information.
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+ 7. Splitting the data by repository to ensure no data leakage between train, validation, and test sets.
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+
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+ ## Intended Use
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+ This dataset can be used for tasks such as:
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+ - Training and evaluating models for code search (natural language to code).
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+ - Code summarization / docstring generation (code to natural language).
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+ - Studies on Javascript code practices and documentation habits.
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+
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+ ## Licensing
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+ The code examples within this dataset are sourced from repositories with permissive licenses (typically MIT, Apache-2.0, BSD).
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+ Each sample includes its original license information in the `license` field.
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+ The dataset compilation itself is provided under a permissive license (e.g., MIT or CC-BY-SA-4.0),
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+ but users should respect the original licenses of the underlying code.
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+
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+ ## Example Usage
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load the dataset
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+ dataset = load_dataset("Shuu12121/javascript-treesitter-filtered-datasetsV2")
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+
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+ # Access a split (e.g., train)
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+ train_data = dataset["train"]
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+
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+ # Print the first example
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+ print(train_data[0])
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+ ```