python_code stringlengths 0 34.9k |
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from distutils.core import setup
from setuptools import find_packages
# When publishing the Docker image, a script checks for the first line with "version" and an equals sign to get the version.
version='1.0.0'
install_requires = [
'bokeh>=0.13',
'expiringdict>=1.1.4',
'injector>=0.16.2',
'joblib>=0.... |
import json
from collections import defaultdict
from dataclasses import dataclass
from itertools import cycle
from logging import Logger
from operator import itemgetter
from pathlib import Path
from typing import List, Dict
from bokeh import colors
from bokeh.io import export_png
from bokeh.models import FuncTickForma... |
import json
import logging
import os
import random
import time
from dataclasses import asdict, dataclass
from functools import partial
from itertools import cycle
from logging import Logger
from platform import uname
from queue import PriorityQueue
from threading import Thread
from typing import List
import numpy as n... |
import os
import sys
import math
from injector import inject, Injector
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.classification.decision_tree import DecisionTreeModule
from decai.simulation.contract.collab_trainer import DefaultCollaborativeTrainerModule... |
import json
import os
import random
import sys
from collections import Counter
from typing import cast
import math
import numpy as np
from injector import inject, Injector
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.classification.decision_tree import Deci... |
import os
import sys
import math
from injector import inject, Injector
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.classification.decision_tree import DecisionTreeModule
from decai.simulation.contract.collab_trainer import DefaultCollaborativeTrainerModule... |
import logging
from dataclasses import dataclass, field
from logging import Logger
from injector import Module, provider, singleton
@dataclass
class LoggingModule(Module):
_log_level: int = field(default=logging.INFO)
@provider
@singleton
def provide_logger(self) -> Logger:
result = logging.... |
import os
import sys
from typing import Optional
from injector import Injector
from decai.simulation.contract.classification.perceptron import PerceptronModule
from decai.simulation.contract.collab_trainer import DefaultCollaborativeTrainerModule
from decai.simulation.contract.incentive.stakeable import StakeableImMo... |
import os
import sys
import math
from injector import inject, Injector
from decai.simulation.contract.balances import Balances
from decai.simulation.contract.classification.perceptron import PerceptronModule
from decai.simulation.contract.collab_trainer import DefaultCollaborativeTrainerModule
from decai.simulation.c... |
import os
import re
import sys
from injector import Injector
from sklearn.naive_bayes import MultinomialNB
from decai.simulation.contract.classification.ncc_module import NearestCentroidClassifierModule
from decai.simulation.contract.classification.perceptron import PerceptronModule
from decai.simulation.contract.cla... |
import os
import sys
import math
from injector import inject, Injector
from sklearn.naive_bayes import MultinomialNB
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.classification.scikit_classifier import SciKitClassifierModule
from decai.simulation.contract.c... |
from abc import ABC, abstractmethod
from injector import Module, inject, singleton
from decai.simulation.contract.balances import Balances
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.data.data_handler import DataHandler
from decai.simulation.contract.incen... |
from dataclasses import dataclass, field
from logging import Logger
from typing import Dict
from injector import inject, singleton
from decai.simulation.contract.objects import Address
@inject
@singleton
@dataclass
class Balances(object):
"""
Tracks balances in the simulation.
"""
_logger: Logger
... |
# Objects for all smart contracts.
from dataclasses import dataclass, field
from typing import Optional
from injector import singleton
Address = str
""" An address that can receive funds and participate in training models. """
@dataclass
class Msg:
"""
A message sent to a smart contract.
:param sender:... |
from collections import Counter
from injector import inject
from sklearn.neighbors import NearestCentroid
# Purposely not a singleton so that it is easy to get a model that has not been initialized.
@inject
class NearestCentroidClassifier(NearestCentroid):
def fit(self, X, y):
self._num_samples_per_centr... |
import os
from sklearn.linear_model import SGDClassifier
from decai.simulation.contract.classification.scikit_classifier import SciKitClassifierModule
class PerceptronModule(SciKitClassifierModule):
def __init__(self, class_weight=None):
super().__init__(
_model_initializer=lambda: SGDClassi... |
import logging
from abc import ABC, abstractmethod
from typing import List
from decai.simulation.contract.objects import SmartContract
from decai.simulation.data.featuremapping.feature_index_mapper import FeatureIndexMapping
class Classifier(ABC, SmartContract):
"""
A classifier that can take a data sample a... |
import json
import logging
import os
import time
from dataclasses import dataclass
from logging import Logger
from pathlib import Path
from typing import Any, Callable, List
import joblib
import numpy as np
import scipy.sparse
from injector import ClassAssistedBuilder, Module, inject, provider
from sklearn.linear_mode... |
from decai.simulation.contract.classification.ncc import NearestCentroidClassifier
from decai.simulation.contract.classification.scikit_classifier import SciKitClassifierModule
class NearestCentroidClassifierModule(SciKitClassifierModule):
def __init__(self):
super().__init__(
_model_initializ... |
from skmultiflow.trees import HAT, RegressionHAT
from decai.simulation.contract.classification.scikit_classifier import SciKitClassifierModule
class DecisionTreeModule(SciKitClassifierModule):
def __init__(self, regression=False):
if regression:
model_initializer = lambda: RegressionHAT(
... |
import unittest
import numpy as np
from injector import Injector
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.classification.ncc_module import NearestCentroidClassifierModule
from decai.simulation.logging_module import LoggingModule
class TestNearestCentr... |
import random
import unittest
import numpy as np
from injector import Injector
from decai.simulation.contract.balances import Balances
from decai.simulation.contract.classification.classifier import Classifier
from decai.simulation.contract.classification.perceptron import PerceptronModule
from decai.simulation.contr... |
from collections import Counter
from logging import Logger
import math
from injector import inject, Module, singleton
from decai.simulation.contract.balances import Balances
from decai.simulation.contract.data.data_handler import StoredData
from decai.simulation.contract.incentive.incentive_mechanism import Incentive... |
import random
from collections import Counter, defaultdict
from dataclasses import dataclass, field
from enum import Enum
from hashlib import sha256
from logging import Logger
from typing import Dict, List, Optional, Tuple
import math
import numpy as np
from injector import ClassAssistedBuilder, inject, Module, provid... |
from abc import ABC, abstractmethod
import math
from decai.simulation.contract.data.data_handler import StoredData
from decai.simulation.contract.objects import Address, SmartContract
class IncentiveMechanism(ABC, SmartContract):
"""
Defines incentives for others to contribute "good" quality data.
"""
... |
import unittest
from collections import defaultdict
from typing import cast
from injector import Injector
from decai.simulation.contract.balances import Balances
from decai.simulation.contract.classification.perceptron import PerceptronModule
from decai.simulation.contract.data.data_handler import StoredData
from dec... |
from collections import defaultdict
from dataclasses import dataclass, field
from typing import Dict
import numpy as np
from injector import inject, singleton
from decai.simulation.contract.objects import Address, RejectException, SmartContract, TimeMock
@dataclass
class StoredData:
# Storing the data is not ne... |
import unittest
from queue import PriorityQueue
from decai.simulation.simulate import Agent
class TestAgent(unittest.TestCase):
def test_queue(self):
q = PriorityQueue()
agents = [
Agent('a1', 10, 1, 1, 1),
Agent('a2', 10, 1, 1, 1),
Agent('a0', 10, 1, 1, 1),
... |
from dataclasses import dataclass, field
from logging import Logger
from typing import List
import numpy as np
from injector import inject, Module
from sklearn.utils import shuffle
from tqdm import trange
from .data_loader import DataLoader
@inject
@dataclass
class TicTacToeDataLoader(DataLoader):
"""
Load ... |
import os
from dataclasses import dataclass, field
from logging import Logger
from typing import List
import numpy as np
import pandas as pd
from injector import inject, Module
from sklearn.utils import shuffle
from decai.simulation.data.data_loader import DataLoader
@inject
@dataclass
class TitanicDataLoader(DataL... |
from abc import ABC, abstractmethod
from typing import List
class DataLoader(ABC):
"""
Base class for providing simulation data.
"""
@abstractmethod
def classifications(self) -> List[str]:
"""
:return: The classifications for this dataset.
"""
pass
@abstractme... |
from dataclasses import dataclass
from logging import Logger
from typing import List
from injector import inject, Module
from keras.datasets import boston_housing
from decai.simulation.data.data_loader import DataLoader
@inject
@dataclass
class BhpDataLoader(DataLoader):
"""
Load data from Boston Housing Pr... |
import itertools
import json
import os
import random
import time
from collections import Counter
from dataclasses import dataclass
from enum import Enum
from logging import Logger
from operator import itemgetter
from pathlib import Path
from typing import Collection, List, Optional, Tuple
import numpy as np
import pan... |
from dataclasses import dataclass
from logging import Logger
from typing import List
import numpy as np
from injector import Binder, inject, Module
from decai.simulation.data.data_loader import DataLoader
@inject
@dataclass
class SimpleDataLoader(DataLoader):
"""
Load simple data for testing.
"""
_... |
import ast
import logging
import os
import re
import time
from collections import Counter
from dataclasses import dataclass, field
from logging import Logger
from pathlib import Path
from typing import List, Set, Tuple
import numpy as np
from injector import ClassAssistedBuilder, inject, Module, provider, singleton
fr... |
import html
import itertools
import os
from collections import Counter
from dataclasses import dataclass, field
from logging import Logger
from pathlib import Path
from typing import Dict, Iterator, List, Tuple
import numpy as np
import pandas as pd
import requests
from injector import ClassAssistedBuilder, Module, in... |
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