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cleanup
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ArneBinder committed Oct 8, 2024
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"""

import logging
from collections import defaultdict
from functools import partial
from typing import (
Any,
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)

import numpy as np
import pandas as pd
import torch
from pytorch_ie.annotations import (
BinaryRelation,
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from pytorch_ie.utils.span import has_overlap, is_contained_in
from pytorch_ie.utils.window import get_window_around_slice
from torch import LongTensor
from torchmetrics import ClasswiseWrapper, F1Score, Metric, MetricCollection
from torchmetrics import ClasswiseWrapper, F1Score, MetricCollection
from transformers import AutoTokenizer
from transformers.file_utils import PaddingStrategy
from transformers.tokenization_utils_base import TruncationStrategy
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