Translate dataset based on the data from statmt.org.
Versions exists for the different years using a combination of multiple data
sources. The base wmt_translate allows you to create your own config to choose
your own data/language pair by creating a custom tfds.translate.wmt.WmtConfig.
config = tfds.translate.wmt.WmtConfig(
version="0.0.1",
language_pair=("fr", "de"),
subsets={
tfds.Split.TRAIN: ["commoncrawl_frde"],
tfds.Split.VALIDATION: ["euelections_dev2019"],
},
)
builder = tfds.builder("wmt_translate", config=config)
- URL: http://www.statmt.org/wmt16/translation-task.html
DatasetBuilder:tfds.translate.wmt16.Wmt16Translate
wmt16_translate is configured with tfds.translate.wmt.WmtConfig and has the
following configurations predefined (defaults to the first one):
cs-en(v1.0.0) (Size: 1.57 GiB): WMT 2016 cs-en translation task dataset.de-en(v1.0.0) (Size: 1.57 GiB): WMT 2016 de-en translation task dataset.fi-en(v1.0.0) (Size: 260.51 MiB): WMT 2016 fi-en translation task dataset.ro-en(v1.0.0) (Size: 273.83 MiB): WMT 2016 ro-en translation task dataset.ru-en(v1.0.0) (Size: 993.38 MiB): WMT 2016 ru-en translation task dataset.tr-en(v1.0.0) (Size: 59.32 MiB): WMT 2016 tr-en translation task dataset.
wmt16_translate/cs-en
WMT 2016 cs-en translation task dataset.
Versions:
1.0.0(default):0.0.3: None
WARNING: This dataset requires you to download the source data manually into
manual_dir (defaults to ~/tensorflow_datasets/manual/wmt16_translate/): Some
of the wmt configs here, require a manual download. Please look into wmt.py to
see the exact path (and file name) that has to be downloaded.
Statistics
| Split | Examples |
|---|---|
| ALL | 52,341,306 |
| TRAIN | 52,335,651 |
| TEST | 2,999 |
| VALIDATION | 2,656 |
Features
Translation({
'cs': Text(shape=(), dtype=tf.string),
'en': Text(shape=(), dtype=tf.string),
})
Homepage
Supervised keys (for as_supervised=True)
('cs', 'en')
wmt16_translate/de-en
WMT 2016 de-en translation task dataset.
Versions:
1.0.0(default):0.0.3: None
WARNING: This dataset requires you to download the source data manually into
manual_dir (defaults to ~/tensorflow_datasets/manual/wmt16_translate/): Some
of the wmt configs here, require a manual download. Please look into wmt.py to
see the exact path (and file name) that has to be downloaded.
Statistics
| Split | Examples |
|---|---|
| ALL | 4,554,053 |
| TRAIN | 4,548,885 |
| TEST | 2,999 |
| VALIDATION | 2,169 |
Features
Translation({
'de': Text(shape=(), dtype=tf.string),
'en': Text(shape=(), dtype=tf.string),
})
Homepage
Supervised keys (for as_supervised=True)
('de', 'en')
wmt16_translate/fi-en
WMT 2016 fi-en translation task dataset.
Versions:
1.0.0(default):0.0.3: None
WARNING: This dataset requires you to download the source data manually into
manual_dir (defaults to ~/tensorflow_datasets/manual/wmt16_translate/): Some
of the wmt configs here, require a manual download. Please look into wmt.py to
see the exact path (and file name) that has to be downloaded.
Statistics
| Split | Examples |
|---|---|
| ALL | 2,080,764 |
| TRAIN | 2,073,394 |
| TEST | 6,000 |
| VALIDATION | 1,370 |
Features
Translation({
'en': Text(shape=(), dtype=tf.string),
'fi': Text(shape=(), dtype=tf.string),
})
Homepage
Supervised keys (for as_supervised=True)
('fi', 'en')
wmt16_translate/ro-en
WMT 2016 ro-en translation task dataset.
Versions:
1.0.0(default):0.0.3: None
WARNING: This dataset requires you to download the source data manually into
manual_dir (defaults to ~/tensorflow_datasets/manual/wmt16_translate/): Some
of the wmt configs here, require a manual download. Please look into wmt.py to
see the exact path (and file name) that has to be downloaded.
Statistics
| Split | Examples |
|---|---|
| ALL | 614,318 |
| TRAIN | 610,320 |
| TEST | 1,999 |
| VALIDATION | 1,999 |
Features
Translation({
'en': Text(shape=(), dtype=tf.string),
'ro': Text(shape=(), dtype=tf.string),
})
Homepage
Supervised keys (for as_supervised=True)
('ro', 'en')
wmt16_translate/ru-en
WMT 2016 ru-en translation task dataset.
Versions:
1.0.0(default):0.0.3: None
WARNING: This dataset requires you to download the source data manually into
manual_dir (defaults to ~/tensorflow_datasets/manual/wmt16_translate/): Some
of the wmt configs here, require a manual download. Please look into wmt.py to
see the exact path (and file name) that has to be downloaded.
Statistics
| Split | Examples |
|---|---|
| ALL | 2,521,978 |
| TRAIN | 2,516,162 |
| TEST | 2,998 |
| VALIDATION | 2,818 |
Features
Translation({
'en': Text(shape=(), dtype=tf.string),
'ru': Text(shape=(), dtype=tf.string),
})
Homepage
Supervised keys (for as_supervised=True)
('ru', 'en')
wmt16_translate/tr-en
WMT 2016 tr-en translation task dataset.
Versions:
1.0.0(default):0.0.3: None
WARNING: This dataset requires you to download the source data manually into
manual_dir (defaults to ~/tensorflow_datasets/manual/wmt16_translate/): Some
of the wmt configs here, require a manual download. Please look into wmt.py to
see the exact path (and file name) that has to be downloaded.
Statistics
| Split | Examples |
|---|---|
| ALL | 209,757 |
| TRAIN | 205,756 |
| TEST | 3,000 |
| VALIDATION | 1,001 |
Features
Translation({
'en': Text(shape=(), dtype=tf.string),
'tr': Text(shape=(), dtype=tf.string),
})
Homepage
Supervised keys (for as_supervised=True)
('tr', 'en')
Citation
@InProceedings{bojar-EtAl:2016:WMT1,
author = {Bojar, Ond
{r}ej and Chatterjee, Rajen and Federmann, Christian and Graham, Yvette and Haddow, Barry and Huck, Matthias and Jimeno Yepes, Antonio and Koehn, Philipp and Logacheva, Varvara and Monz, Christof and Negri, Matteo and Neveol, Aurelie and Neves, Mariana and Popel, Martin and Post, Matt and Rubino, Raphael and Scarton, Carolina and Specia, Lucia and Turchi, Marco and Verspoor, Karin and Zampieri, Marcos},
title = {Findings of the 2016 Conference on Machine Translation},
booktitle = {Proceedings of the First Conference on Machine Translation},
month = {August},
year = {2016},
address = {Berlin, Germany},
publisher = {Association for Computational Linguistics},
pages = {131--198},
url = {http://www.aclweb.org/anthology/W/W16/W16-2301}
}