- 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)
Additional Documentation: Explore on Papers With Code
Source code:
tfds.translate.Wmt15Translate
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.Auto-cached (documentation): No
Figure (tfds.show_examples): Not supported.
Citation:
@InProceedings{bojar-EtAl:2015:WMT,
author = {Bojar, Ond
{r}ej and Chatterjee, Rajen and Federmann, Christian and Haddow, Barry and Huck, Matthias and Hokamp, Chris and Koehn, Philipp and Logacheva, Varvara and Monz, Christof and Negri, Matteo and Post, Matt and Scarton, Carolina and Specia, Lucia and Turchi, Marco},
title = {Findings of the 2015 Workshop on Statistical Machine Translation},
booktitle = {Proceedings of the Tenth Workshop on Statistical Machine Translation},
month = {September},
year = {2015},
address = {Lisbon, Portugal},
publisher = {Association for Computational Linguistics},
pages = {1--46},
url = {http://aclweb.org/anthology/W15-3001}
}
wmt15_translate/cs-en (default config)
Config description: WMT 2015 cs-en translation task dataset.
Download size:
1.62 GiB
Dataset size:
2.89 GiB
Splits:
Split | Examples |
---|---|
'test' |
2,656 |
'train' |
15,793,126 |
'validation' |
3,003 |
- 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):
wmt15_translate/de-en
Config description: WMT 2015 de-en translation task dataset.
Download size:
1.62 GiB
Dataset size:
1.37 GiB
Splits:
Split | Examples |
---|---|
'test' |
2,169 |
'train' |
4,522,998 |
'validation' |
3,003 |
- 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):
wmt15_translate/fi-en
Config description: WMT 2015 fi-en translation task dataset.
Download size:
260.51 MiB
Dataset size:
623.22 MiB
Splits:
Split | Examples |
---|---|
'test' |
1,370 |
'train' |
2,073,394 |
'validation' |
1,500 |
- 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):
wmt15_translate/fr-en
Config description: WMT 2015 fr-en translation task dataset.
Download size:
6.24 GiB
Dataset size:
14.65 GiB
Splits:
Split | Examples |
---|---|
'test' |
1,500 |
'train' |
40,853,298 |
'validation' |
4,503 |
- Feature structure:
Translation({
'en': Text(shape=(), dtype=string),
'fr': Text(shape=(), dtype=string),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Translation | ||||
en | Text | string | ||
fr | Text | string |
Supervised keys (See
as_supervised
doc):('fr', 'en')
Examples (tfds.as_dataframe):
wmt15_translate/ru-en
Config description: WMT 2015 ru-en translation task dataset.
Download size:
1.02 GiB
Dataset size:
843.90 MiB
Splits:
Split | Examples |
---|---|
'test' |
2,818 |
'train' |
2,495,081 |
'validation' |
3,003 |
- 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):