| --- |
| annotations_creators: |
| - no-annotation |
| language_creators: |
| - found |
| language: |
| - de |
| - en |
| license: |
| - unknown |
| multilinguality: |
| - translation |
| size_categories: |
| - 10M<n<100M |
| source_datasets: |
| - extended|europarl_bilingual |
| - extended|news_commentary |
| - extended|opus_paracrawl |
| - extended|un_multi |
| task_categories: |
| - translation |
| task_ids: [] |
| pretty_name: WMT T2T |
| dataset_info: |
| config_name: de-en |
| features: |
| - name: translation |
| dtype: |
| translation: |
| languages: |
| - de |
| - en |
| splits: |
| - name: train |
| num_bytes: 1385106499 |
| num_examples: 4592289 |
| - name: validation |
| num_bytes: 736407 |
| num_examples: 3000 |
| - name: test |
| num_bytes: 777326 |
| num_examples: 3003 |
| download_size: 835031826 |
| dataset_size: 1386620232 |
| configs: |
| - config_name: de-en |
| data_files: |
| - split: train |
| path: de-en/train-* |
| - split: validation |
| path: de-en/validation-* |
| - split: test |
| path: de-en/test-* |
| default: true |
| --- |
| |
| # Dataset Card for "wmt_t2t" |
| |
| ## 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) |
| - [Data Fields](#data-fields) |
| - [Data Splits](#data-splits) |
| - [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/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/translate_ende.py](https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/translate_ende.py) |
| - **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:** 1.73 GB |
| - **Size of the generated dataset:** 1.39 GB |
| - **Total amount of disk used:** 3.11 GB |
| |
| ### Dataset Summary |
| |
| The WMT EnDe Translate dataset used by the Tensor2Tensor library. |
| |
| Translation dataset based on the data from statmt.org. |
| |
| Versions exist for different years using a combination of data |
| sources. The base `wmt` allows you to create a custom dataset by choosing |
| your own data/language pair. This can be done as follows: |
| |
| ```python |
| from datasets import inspect_dataset, load_dataset_builder |
|
|
| inspect_dataset("wmt_t2t", "path/to/scripts") |
| builder = load_dataset_builder( |
| "path/to/scripts/wmt_utils.py", |
| language_pair=("fr", "de"), |
| subsets={ |
| datasets.Split.TRAIN: ["commoncrawl_frde"], |
| datasets.Split.VALIDATION: ["euelections_dev2019"], |
| }, |
| ) |
| |
| # Standard version |
| builder.download_and_prepare() |
| ds = builder.as_dataset() |
| |
| # Streamable version |
| ds = builder.as_streaming_dataset() |
| ``` |
| |
| ### 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 |
| |
| #### de-en |
| |
| - **Size of downloaded dataset files:** 1.73 GB |
| - **Size of the generated dataset:** 1.39 GB |
| - **Total amount of disk used:** 3.11 GB |
| |
| An example of 'validation' looks as follows. |
| ``` |
| { |
| "translation": { |
| "de": "Just a test sentence.", |
| "en": "Just a test sentence." |
| } |
| } |
| ``` |
| |
| ### Data Fields |
| |
| The data fields are the same among all splits. |
| |
| #### de-en |
| - `translation`: a multilingual `string` variable, with possible languages including `de`, `en`. |
| |
| ### Data Splits |
| |
| |name | train |validation|test| |
| |-----|------:|---------:|---:| |
| |de-en|4592289| 3000|3003| |
| |
| ## 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 |
| |
| ``` |
| |
| @InProceedings{bojar-EtAl:2014:W14-33, |
| author = {Bojar, Ondrej and Buck, Christian and Federmann, Christian and Haddow, Barry and Koehn, Philipp and Leveling, Johannes and Monz, Christof and Pecina, Pavel and Post, Matt and Saint-Amand, Herve and Soricut, Radu and Specia, Lucia and Tamchyna, Ale |
| {s}}, |
| title = {Findings of the 2014 Workshop on Statistical Machine Translation}, |
| booktitle = {Proceedings of the Ninth Workshop on Statistical Machine Translation}, |
| month = {June}, |
| year = {2014}, |
| address = {Baltimore, Maryland, USA}, |
| publisher = {Association for Computational Linguistics}, |
| pages = {12--58}, |
| url = {http://www.aclweb.org/anthology/W/W14/W14-3302} |
| } |
| |
| ``` |
| |
| |
| ### Contributions |
| |
| Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
