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from functools import partial
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from typing import Any, Callable, Dict, Iterable, List, Optional, Tuple, cast
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from thinc.api import (Config, Model, Ops, Optimizer, get_current_ops,
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set_dropout_rate)
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from thinc.api import Config, Model, Ops, Optimizer, get_current_ops, set_dropout_rate
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from thinc.types import Floats2d, Ints1d, Ragged
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from spacy.language import Language
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from thinc.types import Ragged
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from spacy.language import Language
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from spacy.pipeline.span_finder import (DEFAULT_PREDICTED_KEY,
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span_finder_default_config)
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from spacy.pipeline.span_finder import DEFAULT_PREDICTED_KEY, span_finder_default_config
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from spacy.tokens import Doc
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from spacy.training import Example
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from spacy.util import registry
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