| --- |
| paperswithcode_id: null |
| pretty_name: TinyShakespeare |
| dataset_info: |
| features: |
| - name: text |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 55770 |
| num_examples: 1 |
| - name: train |
| num_bytes: 1003854 |
| num_examples: 1 |
| - name: validation |
| num_bytes: 55770 |
| num_examples: 1 |
| download_size: 1115394 |
| dataset_size: 1115394 |
| --- |
| |
| # Dataset Card for "tiny_shakespeare" |
| |
| ## Table of Contents |
| - [Dataset Card for "tiny\_shakespeare"](#dataset-card-for-tiny_shakespeare) |
| - [Table of Contents](#table-of-contents) |
| - [Dataset Description](#dataset-description) |
| - [Dataset Summary](#dataset-summary) |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
| - [Languages](#languages) |
| - [Dataset Structure](#dataset-structure) |
| - [Data Instances](#data-instances) |
| - [default](#default) |
| - [Data Fields](#data-fields) |
| - [default](#default-1) |
| - [Data Splits](#data-splits) |
| - [Dataset Creation](#dataset-creation) |
| - [Curation Rationale](#curation-rationale) |
| - [Source Data](#source-data) |
| - [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) |
| - [Who are the source language producers?](#who-are-the-source-language-producers) |
| - [Annotations](#annotations) |
| - [Annotation process](#annotation-process) |
| - [Who are the annotators?](#who-are-the-annotators) |
| - [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/karpathy/char-rnn/blob/master/data/tinyshakespeare/input.txt](https://github.com/karpathy/char-rnn/blob/master/data/tinyshakespeare/input.txt) |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **Size of downloaded dataset files:** 1.11 MB |
| - **Size of the generated dataset:** 1.11 MB |
| - **Total amount of disk used:** 2.23 MB |
| |
| ### Dataset Summary |
| |
| 40,000 lines of Shakespeare from a variety of Shakespeare's plays. Featured in Andrej Karpathy's blog post 'The Unreasonable Effectiveness of Recurrent Neural Networks': http://karpathy.github.io/2015/05/21/rnn-effectiveness/. |
| |
| To use for e.g. character modelling: |
| |
| ```python |
| d = datasets.load_dataset(name='tiny_shakespeare', sample_by="document")['train'] |
| d = d.map(lambda x: datasets.Value('strings').unicode_split(x['text'], 'UTF-8')) |
| # train split includes vocabulary for other splits |
| vocabulary = sorted(set(next(iter(d)).numpy())) |
| d = d.map(lambda x: {'cur_char': x[:-1], 'next_char': x[1:]}) |
| d = d.unbatch() |
| seq_len = 100 |
| batch_size = 2 |
| d = d.batch(seq_len) |
| d = d.batch(batch_size) |
| ``` |
| |
| ### Supported Tasks and Leaderboards |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Languages |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ## Dataset Structure |
| |
| ### Data Instances |
| |
| #### default |
| |
| - **Size of downloaded dataset files:** 1.11 MB |
| - **Size of the generated dataset:** 1.11 MB |
| - **Total amount of disk used:** 2.23 MB |
| |
| An example of 'train' looks as follows. |
| ``` |
| { |
| "text": "First Citizen:\nBefore we proceed any further, hear me " |
| } |
| ``` |
| |
| ### Data Fields |
| |
| The data fields are the same among all splits. |
| |
| #### default |
| - `text`: a `string` feature. |
| |
| ### Data Splits |
| |
| | name |train|validation|test| |
| |-------|----:|---------:|---:| |
| |default| 1| 1| 1| |
| |
| ## Dataset Creation |
| |
| ### Curation Rationale |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Source Data |
| |
| #### Initial Data Collection and Normalization |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| #### Who are the source language producers? |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Annotations |
| |
| #### Annotation process |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| #### Who are the annotators? |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Personal and Sensitive Information |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ## Considerations for Using the Data |
| |
| ### Social Impact of Dataset |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Discussion of Biases |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Other Known Limitations |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ## Additional Information |
| |
| ### Dataset Curators |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Licensing Information |
| |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
| ### Citation Information |
| |
| ``` |
| @misc{ |
| author={Karpathy, Andrej}, |
| title={char-rnn}, |
| year={2015}, |
| howpublished={\url{https://github.com/karpathy/char-rnn}} |
| } |
| ``` |
| |
| |
| ### Contributions |
| |
| Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
