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	Add note about updating with fill-config
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				|  | @ -24,10 +24,10 @@ By default, components are updated in isolation during training, which means | |||
| that they don't see the predictions of any earlier components in the pipeline. | ||||
| The new | ||||
| [`[training.annotating_components]`](/usage/training#annotating-components) | ||||
| config setting lets you specify pipeline components that should set | ||||
| annotations on the predicted docs during training. This makes it easy to use the | ||||
| predictions of a previous component in the pipeline as features for a subsequent | ||||
| component, e.g. the dependency labels in the tagger: | ||||
| config setting lets you specify pipeline components that should set annotations | ||||
| on the predicted docs during training. This makes it easy to use the predictions | ||||
| of a previous component in the pipeline as features for a subsequent component, | ||||
| e.g. the dependency labels in the tagger: | ||||
| 
 | ||||
| ```ini | ||||
| ### config.cfg (excerpt) {highlight="7,12"} | ||||
|  | @ -228,6 +228,19 @@ working as expected, you can update the spaCy version requirements in the | |||
| + "spacy_version": ">=3.0.0,<3.2.0", | ||||
| ``` | ||||
| 
 | ||||
| ### Updating v3.0 configs | ||||
| 
 | ||||
| To update a config from spaCy v3.0 with the new v3.1 settings, run | ||||
| [`init fill-config`](/api/cli#init-fill-config): | ||||
| 
 | ||||
| ```bash | ||||
| python -m spacy init fill-config config-v3.0.cfg config-v3.1.cfg | ||||
| ``` | ||||
| 
 | ||||
| In many cases (`spacy train`, `spacy.load()`), the new defaults will be filled | ||||
| in automatically, but you'll need to fill in the new settings to run | ||||
| [`debug config`](/api/cli#debug) and [`debug data`](/api/cli#debug-data). | ||||
| 
 | ||||
| ### Sourcing pipeline components with vectors {#source-vectors} | ||||
| 
 | ||||
| If you're sourcing a pipeline component that requires static vectors (for | ||||
|  |  | |||
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