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* Update black and isort * ran format.sh in baslines/flwr_baselines * niid_bench format * formatting new baselines * format fedbn --------- Co-authored-by: jafermarq <[email protected]>
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"""Digits dataset.""" | ||
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import os | ||
from random import shuffle | ||
from typing import List, Optional, Tuple | ||
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"""Handle dataset loading and preprocessing utility.""" | ||
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import os | ||
from typing import Union | ||
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"""Constants used in machine learning pipeline.""" | ||
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from enum import Enum | ||
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"""Dataset preparation.""" | ||
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import os | ||
import random | ||
from collections import Counter | ||
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"""ResNet model, model manager and split.""" | ||
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from typing import Dict, List, Optional, Tuple, Union | ||
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import torch | ||
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"""MNIST dataset utilities for federated learning.""" | ||
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from typing import Optional, Tuple | ||
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import torch | ||
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"""Flower Server.""" | ||
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from collections import OrderedDict | ||
from typing import Callable, Dict, Optional, Tuple | ||
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"""Flower strategy.""" | ||
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from typing import List, Tuple, Union | ||
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from flwr.common import Metrics | ||
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"""Required imports for client.py script.""" | ||
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import gc | ||
import logging | ||
import os | ||
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"""Required imports for clients.py script.""" | ||
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import multiprocessing | ||
import os | ||
import sys | ||
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"""Required imports for data.py script.""" | ||
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import os | ||
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import numpy as np | ||
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"""Generate 1-second audio clip from background sounds in speechcommands.""" | ||
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import os | ||
import random | ||
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"""Required imports for data.py script.""" | ||
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import itertools | ||
import time | ||
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"""Required imports for server.py script.""" | ||
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import gc | ||
import logging | ||
import os | ||
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