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add speed comparison to docs

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svlandeg 2021-01-22 18:46:35 +01:00
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website/docs/usage/facts-figures.md
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@ -92,6 +92,30 @@ results. Project template:
</figure>
### Speed comparison {#benchmarks-speed}
We compare the speed of different NLP libraries, measured in words per second.
The evaluation was run on 10,000 Reddit comments.
<figure>
| Library | Pipeline | WPS CPU <Help>words per second on CPU, higher is better</Help> | WPS GPU <Help>words per second on GPU, higher is better</Help> |
| ------- | ----------------------------------------------- | -------------------------------------------------------------: | -------------------------------------------------------------: |
| spaCy | [`en_core_web_lg`](/models/en#en_core_web_lg) | 10,014 | 14,954 |
| spaCy | [`en_core_web_trf`](/models/en#en_core_web_trf) | 684 | 3,768 |
| Stanza | `en_ewt` | 878 | 2,180 |
| Flair | `pos`(`-fast`) & `ner`(`-fast`) | 323 | 1,184 |
| UDPipe | `english-ewt-ud-2.5` | 1,101 | NA |
<figcaption class="caption">
**End-to-end processing speed** on raw unannotated text. Project template:
[`benchmarks/speed`](%%GITHUB_PROJECTS/benchmarks/speed).
</figcaption>
</figure>
<!-- TODO: ## Citing spaCy {#citation}
-->