Datasets:
Update dataset card: combined HR+LR benchmark with resource_tier field
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README.md
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- code
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license: cc-by-4.0
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task_categories:
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- text-classification
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- text-generation
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tags:
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- refactoring
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- software-engineering
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- java
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- testing
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pretty_name: CS4570 Java Refactoring Benchmark (High-Resource)
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size_categories:
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dataset_info:
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features:
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- name: instance_id
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dtype: string
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- name: repo
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dtype: string
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- name: language
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dtype: string
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- name: base_commit
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dtype: string
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- name: merge_commit
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dtype: string
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- name: refactoring_types
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list: string
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- name: file_path
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dtype: string
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- name: source_code_before
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dtype: string
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- name: source_code_after
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dtype: string
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- name: diff
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dtype: string
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- name: compile_before
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dtype: bool
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- name: compile_after
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dtype: bool
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- name: tests_pass_before
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dtype: bool
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- name: tests_pass_after
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dtype: bool
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- name: FAIL_TO_PASS
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list: 'null'
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- name: PASS_TO_PASS
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list: string
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- name: created_at
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dtype: string
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- name: repo_license
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dtype: string
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- name: lines_changed
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dtype: int64
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splits:
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- name: test
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num_bytes: 279451542
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num_examples: 816
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download_size: 245967998
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dataset_size: 279451542
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configs:
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- config_name: default
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data_files:
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- split: test
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path: data/test-*
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---
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# CS4570 Java Refactoring Benchmark
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Each commit was:
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1. Detected by **RefactoringMiner 3.1.3** as containing at least one Java refactoring operation
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2. Verified by building the project
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| Metric | Value |
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|--------|-------|
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| Repositories | 57 |
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| Total commits with tests | 983 |
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| PASS_TO_PASS commits | 981 |
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| Unique refactoring types | 66 |
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## Fields
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| Field | Type | Description |
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|-------|------|-------------|
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| `refactoring_types` | list[str] | Refactoring type labels from RefactoringMiner |
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## Citation
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---
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license: mit
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task_categories:
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- text-generation
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tags:
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- code
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- java
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- refactoring
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- benchmark
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- software-engineering
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size_categories:
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- n<1K
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---
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# CS4570 Java Refactoring Benchmark
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A benchmark of Java refactoring commits mined from GitHub repositories, split into **high-resource** and **low-resource** tiers based on repository popularity. Built for the TU Delft CS4570 ML for Software Engineering course (2026).
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## Dataset split
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| Tier | Repositories | Instances | Star range |
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|------|-------------|-----------|------------|
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| High-resource | 57 | 618 | 1000-7298 |
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| Low-resource | ~60 | 198 | 13-90 |
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| **Total** | | **816** | |
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Use the `resource_tier` field to filter by tier. `repo_stars` and `repo_forks` are included for fine-grained popularity analysis.
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## Construction
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Each instance is a single-file refactoring commit that was:
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1. Detected by **RefactoringMiner 3.1.3** as containing at least one Java refactoring operation
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2. Verified by building the project before and after the commit using Docker (Maven/Gradle, JDK 17/21)
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3. Filtered to commits where the project compiles and tests pass both before and after (pure refactorings)
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High-resource repos have >=1000 stars and >=10 contributors; low-resource repos have <100 stars.
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## Fields
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| Field | Type | Description |
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|-------|------|-------------|
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| `instance_id` | string | Unique identifier |
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| `repo` | string | owner/repo identifier |
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| `resource_tier` | string | "high" or "low" |
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| `repo_stars` | int or null | GitHub star count at collection time |
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| `repo_forks` | int or null | GitHub fork count at collection time |
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| `language` | string | Always "java" |
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| `base_commit` | string | Parent commit SHA |
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| `merge_commit` | string | Refactoring commit SHA |
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| `refactoring_types` | list[str] | Refactoring type labels from RefactoringMiner |
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| `refactoring_descriptions` | list[str] or null | Human-readable descriptions (HR only) |
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| `file_path` | string | Java file path that was refactored |
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| `source_code_before` | string | File content at base commit |
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| `source_code_after` | string | File content at merge commit |
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| `diff` | string | Unified diff between before and after |
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| `is_pure_refactoring` | bool or null | True if only refactoring operations changed |
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| `compile_before` | bool or null | Project compiled at base commit |
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| `compile_after` | bool or null | Project compiled at merge commit |
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| `tests_pass_before` | bool or null | All tests pass at base commit |
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| `tests_pass_after` | bool or null | All tests pass at merge commit |
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| `FAIL_TO_PASS` | list[str] | Tests failing before, passing after |
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| `PASS_TO_PASS` | list[str] | Tests passing both before and after |
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| `created_at` | string or null | Commit timestamp (ISO 8601) |
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| `repo_license` | string or null | SPDX license identifier |
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| `lines_changed` | int or null | Lines changed in the refactoring |
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## Refactoring types
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Top types across both tiers: Extract Method, Rename Method, Rename Variable, Rename Parameter, Extract Variable, Inline Variable, Change Variable Type, Add Parameter, Add Method Annotation, Rename Attribute.
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66 unique refactoring types in total.
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("Maxros/test", split="test")
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# Filter by tier
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hr = ds.filter(lambda x: x["resource_tier"] == "high")
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lr = ds.filter(lambda x: x["resource_tier"] == "low")
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```
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## Citation
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```
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TU Delft CS4570 -- ML for Software Engineering benchmark, 2026.
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```
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