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small fixes
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@ -62,7 +62,7 @@ are:
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| ~~Ints2d~~ | A two-dimensional `numpy` or `cupy` array of integers. Common dtypes include uint64, int32 and int8. |
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| ~~List[Floats2d]~~ | A list of two-dimensional arrays, generally with one array per `Doc` and one row per token. |
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| ~~Ragged~~ | A container to handle variable-length sequence data in an unpadded contiguous array. |
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| ~~Padded~~ | A container to handle variable-length sequence data in a passed contiguous array. |
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| ~~Padded~~ | A container to handle variable-length sequence data in a padded contiguous array. |
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The model type signatures help you figure out which model architectures and
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components can **fit together**. For instance, the
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@ -94,7 +94,7 @@ code.
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## Defining sublayers {#sublayers}
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Model architecture functions often accept **sublayers as arguments**, so that
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Model architecture functions often accept **sublayers as arguments**, so that
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you can try **substituting a different layer** into the network. Depending on
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how the architecture function is structured, you might be able to define your
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network structure entirely through the [config system](/usage/training#config),
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@ -112,7 +112,7 @@ you can control this important part of the network separately. This makes it
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easy to **switch between** transformer, CNN, BiLSTM or other feature extraction
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approaches. And if you want to define your own solution, all you need to do is
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register a ~~Model[List[Doc], List[Floats2d]]~~ architecture function, and
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you'll be able to try it out in any of spaCy components.
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you'll be able to try it out in any of the spaCy components.
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<!-- TODO: example of switching sublayers -->
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