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Merge branch 'develop' of https://github.com/explosion/spaCy into develop
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1780a6ea49
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@ -8,6 +8,7 @@ menu:
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- ['Config System', 'config']
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- ['Custom Training', 'config-custom']
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- ['Custom Functions', 'custom-functions']
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- ['Initialization', 'initialization']
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- ['Data Utilities', 'data']
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- ['Parallel Training', 'parallel-training']
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- ['Internal API', 'api']
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@ -824,12 +825,15 @@ def MyModel(output_width: int) -> Model[List[Doc], List[Floats2d]]:
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return create_model(output_width)
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```
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### Customizing the initialization {#initialization}
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## Customizing the initialization {#initialization}
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When you start training a new model from scratch,
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[`spacy train`](/api/cli#train) will call
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[`nlp.initialize`](/api/language#initialize) to initialize the pipeline for
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training. This process typically includes the following:
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[`nlp.initialize`](/api/language#initialize) to initialize the pipeline and load
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the required data. All settings for this are defined in the
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[`[initialize]`](/api/data-formats#config-initialize) block of the config, so
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you can keep track of how the initial `nlp` object was created. The
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initialization process typically includes the following:
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> #### config.cfg (excerpt)
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>
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@ -859,10 +863,22 @@ The initialization step allows the config to define **all settings** required
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for the pipeline, while keeping a separation between settings and functions that
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should only be used **before training** to set up the initial pipeline, and
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logic and configuration that needs to be available **at runtime**. Without that
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separation, TODO:
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separation, it would be very difficult to use the came, reproducible config file
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because the component settings required for training (load data from an external
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file) wouldn't match the component settings required at runtime (load what's
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included with the saved `nlp` object and don't depend on external file).
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![Illustration of pipeline lifecycle](../images/lifecycle.svg)
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<Infobox title="How components save and load data" emoji="📖">
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For details and examples of how pipeline components can **save and load data
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assets** like model weights or lookup tables, and how the component
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initialization is implemented under the hood, see the usage guide on
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[serializing and initializing component data](/usage/processing-pipelines#component-data-initialization).
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</Infobox>
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#### Initializing labels {#initialization-labels}
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Built-in pipeline components like the
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