- Description:
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)
Source code:
tfds.translate.Wmt17Translate
Versions:
1.0.0
(default): No release notes.
Manual download instructions: This dataset requires you to download the source data manually into
download_config.manual_dir
(defaults to~/tensorflow_datasets/downloads/manual/
):
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.Figure (tfds.show_examples): Not supported.
Citation:
@InProceedings{bojar-EtAl:2017:WMT1,
author = {Bojar, Ond
{r}ej and Chatterjee, Rajen and Federmann, Christian and Graham, Yvette and Haddow, Barry and Huang, Shujian and Huck, Matthias and Koehn, Philipp and Liu, Qun and Logacheva, Varvara and Monz, Christof and Negri, Matteo and Post, Matt and Rubino, Raphael and Specia, Lucia and Turchi, Marco},
title = {Findings of the 2017 Conference on Machine Translation (WMT17)},
booktitle = {Proceedings of the Second Conference on Machine Translation, Volume 2: Shared Task Papers},
month = {September},
year = {2017},
address = {Copenhagen, Denmark},
publisher = {Association for Computational Linguistics},
pages = {169--214},
url = {http://www.aclweb.org/anthology/W17-4717}
}
wmt17_translate/cs-en (default config)
Config description: WMT 2017 cs-en translation task dataset.
Download size:
1.66 GiB
Dataset size:
2.91 GiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
3,005 |
'train' |
15,851,649 |
'validation' |
2,999 |
- Feature structure:
Translation({
'cs': Text(shape=(), dtype=string),
'en': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
cs | Text | string | ||
en | Text | string |
Supervised keys (See
as_supervised
doc):('cs', 'en')
Examples (tfds.as_dataframe):
wmt17_translate/de-en
Config description: WMT 2017 de-en translation task dataset.
Download size:
1.81 GiB
Dataset size:
1.73 GiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
3,004 |
'train' |
5,906,184 |
'validation' |
2,999 |
- Feature structure:
Translation({
'de': Text(shape=(), dtype=string),
'en': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
de | Text | string | ||
en | Text | string |
Supervised keys (See
as_supervised
doc):('de', 'en')
Examples (tfds.as_dataframe):
wmt17_translate/fi-en
Config description: WMT 2017 fi-en translation task dataset.
Download size:
414.10 MiB
Dataset size:
769.87 MiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
6,004 |
'train' |
2,656,542 |
'validation' |
6,000 |
- Feature structure:
Translation({
'en': Text(shape=(), dtype=string),
'fi': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
en | Text | string | ||
fi | Text | string |
Supervised keys (See
as_supervised
doc):('fi', 'en')
Examples (tfds.as_dataframe):
wmt17_translate/lv-en
Config description: WMT 2017 lv-en translation task dataset.
Download size:
161.69 MiB
Dataset size:
562.26 MiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
2,001 |
'train' |
3,567,528 |
'validation' |
2,003 |
- Feature structure:
Translation({
'en': Text(shape=(), dtype=string),
'lv': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
en | Text | string | ||
lv | Text | string |
Supervised keys (See
as_supervised
doc):('lv', 'en')
Examples (tfds.as_dataframe):
wmt17_translate/ru-en
Config description: WMT 2017 ru-en translation task dataset.
Download size:
1.06 GiB
Dataset size:
11.18 GiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
3,001 |
'train' |
25,782,720 |
'validation' |
2,998 |
- Feature structure:
Translation({
'en': Text(shape=(), dtype=string),
'ru': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
en | Text | string | ||
ru | Text | string |
Supervised keys (See
as_supervised
doc):('ru', 'en')
Examples (tfds.as_dataframe):
wmt17_translate/tr-en
Config description: WMT 2017 tr-en translation task dataset.
Download size:
59.32 MiB
Dataset size:
63.74 MiB
Auto-cached (documentation): Yes
Splits:
Split | Examples |
---|---|
'test' |
3,007 |
'train' |
205,756 |
'validation' |
3,000 |
- Feature structure:
Translation({
'en': Text(shape=(), dtype=string),
'tr': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
en | Text | string | ||
tr | Text | string |
Supervised keys (See
as_supervised
doc):('tr', 'en')
Examples (tfds.as_dataframe):
wmt17_translate/zh-en
Config description: WMT 2017 zh-en translation task dataset.
Download size:
884.32 MiB
Dataset size:
6.43 GiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
2,001 |
'train' |
25,136,609 |
'validation' |
2,002 |
- Feature structure:
Translation({
'en': Text(shape=(), dtype=string),
'zh': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
en | Text | string | ||
zh | Text | string |
Supervised keys (See
as_supervised
doc):('zh', 'en')
Examples (tfds.as_dataframe):