|
--- |
|
dataset_info: |
|
- config_name: android |
|
features: |
|
- name: full_name |
|
dtype: string |
|
- name: owner |
|
dtype: string |
|
- name: name |
|
dtype: string |
|
- name: html_url |
|
dtype: string |
|
- name: is_template |
|
dtype: bool |
|
- name: description |
|
dtype: string |
|
- name: template_keywords |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: topics |
|
dtype: string |
|
- name: size |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: created_at |
|
dtype: string |
|
- name: updated_at |
|
dtype: string |
|
- name: gpt_description |
|
dtype: string |
|
- name: repo_symbols_count |
|
dtype: int64 |
|
- name: repo_tokens_count |
|
dtype: int64 |
|
- name: repo_words_count |
|
dtype: int64 |
|
- name: repo_lines_count |
|
dtype: int64 |
|
- name: repo_files_count |
|
dtype: int64 |
|
- name: repo_code_symbols_count |
|
dtype: int64 |
|
- name: repo_code_tokens_count |
|
dtype: int64 |
|
- name: repo_code_words_count |
|
dtype: int64 |
|
- name: repo_code_lines_count |
|
dtype: int64 |
|
- name: repo_code_files_count |
|
dtype: int64 |
|
- name: description_symbols_count |
|
dtype: int64 |
|
- name: description_tokens_count |
|
dtype: int64 |
|
- name: description_words_count |
|
dtype: int64 |
|
- name: description_lines_count |
|
dtype: int64 |
|
- name: readme |
|
dtype: string |
|
- name: readme_symbols_count |
|
dtype: int64 |
|
- name: readme_tokens_count |
|
dtype: int64 |
|
- name: readme_words_count |
|
dtype: int64 |
|
- name: readme_lines_count |
|
dtype: int64 |
|
splits: |
|
- name: dev |
|
num_bytes: 66452 |
|
num_examples: 17 |
|
- name: test |
|
num_bytes: 2256 |
|
num_examples: 1 |
|
- name: train |
|
num_bytes: 64167 |
|
num_examples: 16 |
|
download_size: 153425 |
|
dataset_size: 132875 |
|
- config_name: java |
|
features: |
|
- name: full_name |
|
dtype: string |
|
- name: owner |
|
dtype: string |
|
- name: name |
|
dtype: string |
|
- name: html_url |
|
dtype: string |
|
- name: is_template |
|
dtype: bool |
|
- name: description |
|
dtype: string |
|
- name: template_keywords |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: topics |
|
dtype: string |
|
- name: size |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: created_at |
|
dtype: string |
|
- name: updated_at |
|
dtype: string |
|
- name: gpt_description |
|
dtype: string |
|
- name: repo_symbols_count |
|
dtype: int64 |
|
- name: repo_tokens_count |
|
dtype: int64 |
|
- name: repo_words_count |
|
dtype: int64 |
|
- name: repo_lines_count |
|
dtype: int64 |
|
- name: repo_files_count |
|
dtype: int64 |
|
- name: repo_code_symbols_count |
|
dtype: int64 |
|
- name: repo_code_tokens_count |
|
dtype: int64 |
|
- name: repo_code_words_count |
|
dtype: int64 |
|
- name: repo_code_lines_count |
|
dtype: int64 |
|
- name: repo_code_files_count |
|
dtype: int64 |
|
- name: description_symbols_count |
|
dtype: int64 |
|
- name: description_tokens_count |
|
dtype: int64 |
|
- name: description_words_count |
|
dtype: int64 |
|
- name: description_lines_count |
|
dtype: int64 |
|
- name: readme |
|
dtype: string |
|
- name: readme_symbols_count |
|
dtype: int64 |
|
- name: readme_tokens_count |
|
dtype: int64 |
|
- name: readme_words_count |
|
dtype: int64 |
|
- name: readme_lines_count |
|
dtype: int64 |
|
splits: |
|
- name: dev |
|
num_bytes: 315460 |
|
num_examples: 81 |
|
- name: test |
|
num_bytes: 32962 |
|
num_examples: 10 |
|
- name: train |
|
num_bytes: 283136 |
|
num_examples: 71 |
|
download_size: 385352 |
|
dataset_size: 631558 |
|
- config_name: kt |
|
features: |
|
- name: full_name |
|
dtype: string |
|
- name: owner |
|
dtype: string |
|
- name: name |
|
dtype: string |
|
- name: html_url |
|
dtype: string |
|
- name: is_template |
|
dtype: bool |
|
- name: description |
|
dtype: string |
|
- name: template_keywords |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: topics |
|
dtype: string |
|
- name: size |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: created_at |
|
dtype: string |
|
- name: updated_at |
|
dtype: string |
|
- name: gpt_description |
|
dtype: string |
|
- name: repo_symbols_count |
|
dtype: int64 |
|
- name: repo_tokens_count |
|
dtype: int64 |
|
- name: repo_words_count |
|
dtype: int64 |
|
- name: repo_lines_count |
|
dtype: int64 |
|
- name: repo_files_count |
|
dtype: int64 |
|
- name: repo_code_symbols_count |
|
dtype: int64 |
|
- name: repo_code_tokens_count |
|
dtype: int64 |
|
- name: repo_code_words_count |
|
dtype: int64 |
|
- name: repo_code_lines_count |
|
dtype: int64 |
|
- name: repo_code_files_count |
|
dtype: int64 |
|
- name: description_symbols_count |
|
dtype: int64 |
|
- name: description_tokens_count |
|
dtype: int64 |
|
- name: description_words_count |
|
dtype: int64 |
|
- name: description_lines_count |
|
dtype: int64 |
|
- name: readme |
|
dtype: string |
|
- name: readme_symbols_count |
|
dtype: int64 |
|
- name: readme_tokens_count |
|
dtype: int64 |
|
- name: readme_words_count |
|
dtype: int64 |
|
- name: readme_lines_count |
|
dtype: int64 |
|
splits: |
|
- name: dev |
|
num_bytes: 114192 |
|
num_examples: 21 |
|
- name: test |
|
num_bytes: 81712 |
|
num_examples: 12 |
|
- name: train |
|
num_bytes: 33039 |
|
num_examples: 9 |
|
download_size: 197513 |
|
dataset_size: 228943 |
|
- config_name: py |
|
features: |
|
- name: full_name |
|
dtype: string |
|
- name: owner |
|
dtype: string |
|
- name: name |
|
dtype: string |
|
- name: html_url |
|
dtype: string |
|
- name: is_template |
|
dtype: bool |
|
- name: description |
|
dtype: string |
|
- name: template_keywords |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: topics |
|
dtype: string |
|
- name: size |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: created_at |
|
dtype: string |
|
- name: updated_at |
|
dtype: string |
|
- name: gpt_description |
|
dtype: string |
|
- name: repo_symbols_count |
|
dtype: int64 |
|
- name: repo_tokens_count |
|
dtype: int64 |
|
- name: repo_words_count |
|
dtype: int64 |
|
- name: repo_lines_count |
|
dtype: int64 |
|
- name: repo_files_count |
|
dtype: int64 |
|
- name: repo_code_symbols_count |
|
dtype: int64 |
|
- name: repo_code_tokens_count |
|
dtype: int64 |
|
- name: repo_code_words_count |
|
dtype: int64 |
|
- name: repo_code_lines_count |
|
dtype: int64 |
|
- name: repo_code_files_count |
|
dtype: int64 |
|
- name: description_symbols_count |
|
dtype: int64 |
|
- name: description_tokens_count |
|
dtype: int64 |
|
- name: description_words_count |
|
dtype: int64 |
|
- name: description_lines_count |
|
dtype: int64 |
|
- name: readme |
|
dtype: string |
|
- name: readme_symbols_count |
|
dtype: int64 |
|
- name: readme_tokens_count |
|
dtype: int64 |
|
- name: readme_words_count |
|
dtype: int64 |
|
- name: readme_lines_count |
|
dtype: int64 |
|
splits: |
|
- name: dev |
|
num_bytes: 2609044 |
|
num_examples: 565 |
|
- name: test |
|
num_bytes: 48058 |
|
num_examples: 10 |
|
- name: train |
|
num_bytes: 2561719 |
|
num_examples: 555 |
|
download_size: 2735714 |
|
dataset_size: 5218821 |
|
configs: |
|
- config_name: android |
|
data_files: |
|
- split: dev |
|
path: android/dev-* |
|
- split: test |
|
path: android/test-* |
|
- split: train |
|
path: android/train-* |
|
- config_name: java |
|
data_files: |
|
- split: dev |
|
path: java/dev-* |
|
- split: test |
|
path: java/test-* |
|
- split: train |
|
path: java/train-* |
|
- config_name: kt |
|
data_files: |
|
- split: dev |
|
path: kt/dev-* |
|
- split: test |
|
path: kt/test-* |
|
- split: train |
|
path: kt/train-* |
|
- config_name: py |
|
data_files: |
|
- split: dev |
|
path: py/dev-* |
|
- split: test |
|
path: py/test-* |
|
- split: train |
|
path: py/train-* |
|
--- |
|
# Template Generation Dataset for AI Agents Evaluation |
|
This is the benchmark for the Project Template Generation task, which requires creating a project template (content and structure) by short textual description. |
|
|
|
The dataset provides all the required components for evaluation of project template generation approaches in real project templates collected from GitHub, including: |
|
* Repository description; |
|
* Repository root README.md file content; |
|
* Repository link by which the \"golden\" template can be accessed; |
|
* GitHub repository telemetry, including additional data and metrics that can be useful in developing new approaches. |
|
|
|
All the repositories are published under permissive licenses (MIT, Apache-2.0, BSD-3-Clause, and BSD-2-Clause). The datapoints can be removed upon request. |
|
|
|
The collected dataset was carefully filtered, enhanced with useful metrics and, what's more, manually labeled, which assures the data quality and provides a golden subset of good examples for evaluation.\ |
|
Moreover, the dataset was split into several categories, namely: |
|
|
|
| **Category** | **Description** | **Number of data points** | |
|
|:------------------:|:----------------------------------------:|:----------------------------------------:| |
|
| `py` | Repositories with Python main language | 565 | |
|
| `java` | Repositories with Java main language | 81 | |
|
| `kt` | Repositories with Kotlin main language | 19 | |
|
| `android` | Repositories with Kotlin/Java main language based on Android sdk | 17 | |
|
|
|
...and splits, namely: |
|
| **Split** | **Description** | |
|
|:------------------:|:----------------------------------------:| |
|
| `dev` | All collected datapoints | |
|
| `test` | Manually verified datapoints | |
|
| `train` | Rest of the datapoint from `dev` without `test` | |
|
|
|
The following sections describe the utilities around the dataset, as well as dataset content. |
|
|
|
|
|
## Dataset Collection |
|
|
|
This dataset contains information about repos (initially gathered from https://seart-ghs.si.usi.ch) matching the following criteria: |
|
* `Python`, `Java`, `Kotlin` programming languages |
|
* 10+ stars |
|
* 10-1000 code lines |
|
* updated after 2023-01-01 00:00 |
|
* not forks |
|
* permissive licenses (`MIT License`, `Apache License 2.0`, `BSD 3-Clause "New" or "Revised" License`, `BSD 2-Clause "Simplified" License`) |
|
* filtered by `is_template=True` or template-related keywords presence in the description (`template`, `boilerplate`, `starter`, `skeleton`, `blueprint`, `scaffold`, `pattern`, `seed`, `example`, `demo`, `sample`, `showcase`, `illustration`, `exemplar`, `use case`, `prototype`) |
|
* android is moved to separate category (by `android` keyword in description or repo `fill_name`) |
|
|
|
You can find all scripts to reproduce dataset collection in our [GitHub](https://github.com/JetBrains-Research/agents-eval) repository |
|
|
|
## Dataset Description |
|
|
|
| **Field** | **Description** | |
|
|:------------------:|:----------------------------------------:| |
|
| `id` | Identifier of data point. | |
|
| `full_name` | Repository full name `{owner}/{name}`. | |
|
| `owner` | Bug issue repository owner. | |
|
| `name` | Bug issue repository name. | |
|
| `html_url` | GitHub link to issue <br> `https://github.com/{owner}/{name}`. | |
|
| `is_template` | True if the repositories marked as a template, otherwise False. | |
|
| `description` | Repository description. | |
|
| `template_keywords` | Template-related keywords. | |
|
| `license` | Repository license <br> (one from 'MIT License', 'Apache License 2.0', <br> 'BSD 3-Clause "New" or "Revised" License', 'BSD 2-Clause "Simplified" License'). | |
|
| `topics` | Repository topics. | |
|
| `size` | Repo size \[MB\]. | |
|
| `metrics` | Dict from languages to their meta info like lines count. | |
|
| `languages` | Repo languages. | |
|
| `language` | Repo main language. | |
|
| `created_at` | Date of the repo was created in format of yyyy-mm-dd hh:mm:ss. | |
|
| `updated_at` | Date of the last repo update in format of yyyy-mm-dd hh:mm:ss. | |
|
| `code_lines` | Number of lines of code in repo. | |
|
| `repo_symbols_count` | Number of symbols in the repository. | |
|
| `repo_tokens_count` | Number of tokens in the repository. | |
|
| `repo_words_count` | Number of words in the repository. | |
|
| `repo_lines_count` | Number of lines in the repository. | |
|
| `repo_files_count` | Number of files in the repository. | |
|
| `repo_code_symbols_count` | Number of code symbols in the repository. | |
|
| `repo_code_tokens_count`* | Number of code tokens in the repository. | |
|
| `repo_code_words_count` | Number of code words in the repository. | |
|
| `repo_code_lines_count` | Number of code lines in the repository. | |
|
| `repo_code_files_count` | Number of code files in the repository. | |
|
| `description_symbols_count` | Number of symbols in the repository description. | |
|
| `description_tokens_count`* | Number of tokens in the repository description. | |
|
| `description_words_count` | Number of words in the repository description. | |
|
| `description_lines_count` | Number of lines in the repository description. | |
|
| `readme` | Root README.md repository content. | |
|
| `readme_symbols_count`| Number of symbols in the repository `readme`. | |
|
| `readme_header_tokens_count`* | Number of tokens in the repository `readme`. | |
|
| `readme_header_words_count` | Number of words in the repository `readme`. | |
|
| `readme_header_lines_count` | Number of lines in the repository `readme`. | |
|
|
|
\* Tokens calculated via GPT-4 tokenizer |
|
|
|
|
|
## Dataset analysis |
|
* Topics analysis [notebook](https://github.com/JetBrains-Research/agents-eval/blob/main/src/template_generation/notebooks/topics_analysis.ipynb) |
|
* Large-scale analysis [notebook](https://github.com/JetBrains-Research/agents-eval/blob/main/src/template_generation/notebooks/templates_analysis.ipynb) |
|
|
|
|
|
## Dataset usage |
|
* Load the data via [load_dataset](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset): |
|
```python |
|
|
|
from datasets import load_dataset |
|
# Select a configuration from ["java", "kt", "android"] |
|
configuration = "java" |
|
# Select a split from ["dev", "train", "test"] |
|
split = "dev" |
|
# Load data |
|
dataset = load_dataset("JetBrains-Research/template-generation", configuration, split=split) |
|
``` |
