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				|  | @ -56,7 +56,7 @@ def build_tb_parser_model( | |||
|         non-linearity if use_upper=False. | ||||
|     use_upper (bool): Whether to use an additional hidden layer after the state | ||||
|         vector in order to predict the action scores. It is recommended to set | ||||
|         this to False for large pretrained models such as transformers, and False | ||||
|         this to False for large pretrained models such as transformers, and True | ||||
|         for smaller networks. The upper layer is computed on CPU, which becomes | ||||
|         a bottleneck on larger GPU-based models, where it's also less necessary. | ||||
|     nO (int or None): The number of actions the model will predict between. | ||||
|  |  | |||
|  | @ -795,7 +795,7 @@ if there's no state to be passed through – spaCy can just take care of this fo | |||
| you. The following two code examples are equivalent: | ||||
| 
 | ||||
| ```python | ||||
| # Statless component with @Language.factory | ||||
| # Stateless component with @Language.factory | ||||
| @Language.factory("my_component") | ||||
| def create_my_component(): | ||||
|     def my_component(doc): | ||||
|  |  | |||
|  | @ -3285,15 +3285,17 @@ | |||
|             "slogan": "Forte is a toolkit for building Natural Language Processing pipelines, featuring cross-task interaction, adaptable data-model interfaces and composable pipelines.", | ||||
|             "description": "Forte provides a platform to assemble state-of-the-art NLP and ML technologies in a highly-composable fashion, including a wide spectrum of tasks ranging from Information Retrieval, Natural Language Understanding to Natural Language Generation.", | ||||
|             "github": "asyml/forte", | ||||
|             "pip": "forte.spacy torch", | ||||
|             "pip": "forte.spacy stave torch", | ||||
|             "code_example": [ | ||||
|                 "from forte.spacy import SpacyProcessor", | ||||
|                 "from fortex.spacy import SpacyProcessor", | ||||
|                 "from forte.processors.stave import StaveProcessor", | ||||
|                 "from forte import Pipeline", | ||||
|                 "from forte.data.readers import StringReader", | ||||
|                 "", | ||||
|                 "pipeline = Pipeline()", | ||||
|                 "pipeline.set_reader(StringReader())", | ||||
|                 "pipeline.add(SpacyProcessor())", | ||||
|                 "pipeline.add(StaveProcessor())", | ||||
|                 "pipeline.run('Running SpaCy with Forte!')" | ||||
|             ], | ||||
|             "code_language": "python", | ||||
|  |  | |||
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