| | ---
|
| | licenses:
|
| | - cc-by-4.0
|
| | annotations_creators:
|
| | - found
|
| | - machine-generated
|
| | language_creators:
|
| | - found
|
| | languages:
|
| | - TypeScript
|
| | multilinguality:
|
| | - monolingual
|
| | size_categories:
|
| | - 10M<n<100M
|
| | source_datasets:
|
| | - original
|
| | task_categories:
|
| | - structure-prediction
|
| | task_ids:
|
| | - type-inference
|
| | pretty_name: ManyTypes4TypeScript
|
| | ---
|
| | # Models Trained On ManyTypes4TypeScript
|
| | [CodeBERT](https://huggingface.co/kevinjesse/codebert-MT4TS)
|
| | [GraphCodeBERT](https://huggingface.co/kevinjesse/graphcodebert-MT4TS)
|
| | [CodeBERTa](https://huggingface.co/kevinjesse/codeberta-MT4TS)
|
| |
|
| | ## Table of Contents
|
| | - [Dataset Description](#dataset-description)
|
| | - [Dataset Summary](#dataset-summary)
|
| | - [Supported Tasks and Leaderboards](#supported-tasks)
|
| | - [Languages](#languages)
|
| | - [Dataset Structure](#dataset-structure)
|
| | - [Data Instances](#data-instances)
|
| | - [Data Fields](#data-fields)
|
| | - [Data Splits](#data-splits-sample-size)
|
| | - [Dataset Creation](#dataset-creation)
|
| | - [Curation Rationale](#curation-rationale)
|
| | - [Source Data](#source-data)
|
| | - [Annotations](#annotations)
|
| | - [Personal and Sensitive Information](#personal-and-sensitive-information)
|
| | - [Considerations for Using the Data](#considerations-for-using-the-data)
|
| | - [Social Impact of Dataset](#social-impact-of-dataset)
|
| | - [Discussion of Biases](#discussion-of-biases)
|
| | - [Other Known Limitations](#other-known-limitations)
|
| | - [Additional Information](#additional-information)
|
| | - [Dataset Curators](#dataset-curators)
|
| | - [Licensing Information](#licensing-information)
|
| | - [Citation Information](#citation-information)
|
| | - [Contributions](#contributions)
|
| |
|
| | ## Dataset Description
|
| |
|
| | - **Homepage:** https://github.com/kevinjesse/ManyTypes4TypeScript
|
| |
|
| | ### Dataset Summary
|
| |
|
| | ManyTypes4TypeScript type inference dataset, available at https://github.com/kevinjesse/ManyTypes4TypeScript
|
| |
|
| | Given a line of source code, the task is to identify types that correspond with the tokens of code. We treat this as a tagging task similar to NER and POS where the model must predict a structural property of code i.e types. This is a classification task where the labels are the top occurring types in the training dataset. The size type vocabulary can be changed with the scripts found on Github.
|
| |
|
| |
|
| | ### Supported Tasks and Leaderboards
|
| |
|
| | - `multi-class-classification`: The dataset can be used to train a model for predicting types across a sequence.
|
| |
|
| | ### Languages
|
| |
|
| | - TypeScript
|
| |
|
| | ## Dataset Structure
|
| |
|
| | ### Data Instances
|
| |
|
| | An example of 'validation' looks as follows.
|
| | ```
|
| | {
|
| | "tokens": ["import", "{", "Component", ",", "ChangeDetectorRef", "}", "from", "'@angular/core'", ";", "import", "{", "Router", "}", "from", "'@angular/router'", ";", "import", "{", "MenuController", "}", "from", "'@ionic/angular'", ";", "import", "{", "Storage", "}", "from", "'@ionic/storage'", ";", "import", "Swiper", "from", "'swiper'", ";", "@", "Component", "(", "{", "selector", ":", "'page-tutorial'", ",", "templateUrl", ":", "'tutorial.html'", ",", "styleUrls", ":", "[", "'./tutorial.scss'", "]", ",", "}", ")", "export", "class", "TutorialPage", "{", "showSkip", "=", "true", ";", "private", "slides", ":", "Swiper", ";", "constructor", "(", "public", "menu", ",", "public", "router", ",", "public", "storage", ",", "private", "cd", ")", "{", "}", "startApp", "(", ")", "{", "this", ".", "router", ".", "navigateByUrl", "(", "'/app/tabs/schedule'", ",", "{", "replaceUrl", ":", "true", "}", ")", ".", "then", "(", "(", ")", "=>", "this", ".", "storage", ".", "set", "(", "'ion_did_tutorial'", ",", "true", ")", ")", ";", "}", "setSwiperInstance", "(", "swiper", ")", "{", "this", ".", "slides", "=", "swiper", ";", "}", "onSlideChangeStart", "(", ")", "{", "this", ".", "showSkip", "=", "!", "this", ".", "slides", ".", "isEnd", ";", "this", ".", "cd", ".", "detectChanges", "(", ")", ";", "}", "ionViewWillEnter", "(", ")", "{", "this", ".", "storage", ".", "get", "(", "'ion_did_tutorial'", ")", ".", "then", "(", "res", "=>", "{", "if", "(", "res", "===", "true", ")", "{", "this", ".", "router", ".", "navigateByUrl", "(", "'/app/tabs/schedule'", ",", "{", "replaceUrl", ":", "true", "}", ")", ";", "}", "}", ")", ";", "this", ".", "menu", ".", "enable", "(", "false", ")", ";", "}", "ionViewDidLeave", "(", ")", "{", "this", ".", "menu", ".", "enable", "(", "true", ")", ";", "}", "}"],
|
| | "labels": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "MenuController", null, null, "Router", null, null, "Storage", null, null, "ChangeDetectorRef", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "Swiper", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null],
|
| | "url": "https://github.com/ionic-team/ionic-conference-app",
|
| | "path": "ionic-conference-app/src/app/pages/tutorial/tutorial.ts",
|
| | "commit_hash": "34d97d29369377a2f0173a2958de1ee0dadb8a6e",
|
| | "file": "tutorial.ts"}
|
| | }
|
| | ```
|
| |
|
| | ### Data Fields
|
| |
|
| | The data fields are the same among all splits.
|
| |
|
| | #### default
|
| |
|
| | |field name. | type | description |
|
| | |------------|-------------|--------------------------------------------|
|
| | |tokens |list[string] | Sequence of tokens (word tokenization) |
|
| | |labels |list[string] | A list of corresponding types |
|
| | |url |string | Repository URL |
|
| | |path |string | Original file path that contains this code |
|
| | |commit_hash |string | Commit identifier in the original project |
|
| | |file |string | File name |
|
| |
|
| | ### Data Splits
|
| |
|
| | | name | train |validation| test |
|
| | |---------:|---------:|---------:|--------:|
|
| | |projects | 75.00% | 12.5% | 12.5% |
|
| | |files | 90.53% | 4.43% | 5.04% |
|
| | |sequences | 91.95% | 3.71% | 4.34% |
|
| | |types | 95.33% | 2.21% | 2.46% |
|
| |
|
| | ##Types by the Numbers
|
| |
|
| | ## Dataset Creation
|
| |
|
| | ### Curation Rationale
|
| |
|
| | [More Information Needed]
|
| |
|
| | ### Source Data
|
| |
|
| | #### Initial Data Collection and Normalization
|
| |
|
| | [More Information Needed]
|
| |
|
| | #### Who are the source language producers?
|
| |
|
| | [More Information Needed]
|
| |
|
| | ### Annotations
|
| |
|
| | Human annotated types in optionally typed languages and the compiler inferred annotations.
|
| |
|
| | #### Annotation process
|
| |
|
| |
|
| |
|
| | #### Who are the annotators?
|
| |
|
| | Developers and TypeScript Compiler.
|
| |
|
| | ### Personal and Sensitive Information
|
| |
|
| | [More Information Needed]
|
| |
|
| | ## Considerations for Using the Data
|
| |
|
| | ### Social Impact of Dataset
|
| |
|
| | [More Information Needed]
|
| |
|
| | ### Discussion of Biases
|
| |
|
| | [More Information Needed]
|
| |
|
| | ### Other Known Limitations
|
| |
|
| | [More Information Needed]
|
| |
|
| | ## Additional Information
|
| |
|
| | ### Dataset Curators
|
| |
|
| | https://github.com/kevinjesse
|
| |
|
| | ### Licensing Information
|
| |
|
| | Creative Commons 4.0 (CC) license
|
| |
|
| | ### Citation Information
|
| |
|
| | ```
|
| | ``` |
