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30 changes: 30 additions & 0 deletions pyAudioAnalysis/audioTrainTest.py
Original file line number Diff line number Diff line change
Expand Up @@ -17,6 +17,33 @@
import plotly.graph_objs as go
import sklearn.metrics

# Fix for Arbitrary code execution due to loading of untrusted pickled data
import io
import builtins
import pickle

safe_builtins = {
'range',
'complex',
'set',
'frozenset',
'slice',
}

class RestrictedUnpickler(pickle.Unpickler):

def find_class(self, module, name):
# Only allow safe classes from builtins
if module == "builtins" and name in safe_builtins:
return getattr(builtins, name)
"""Forbid everything else"""
raise pickle.UnpicklingError("global '%s.%s' is forbidden" %
(module, name))

def restricted_loads(s):
# Helper function analogous to pickle.loads()
return RestrictedUnpickler(io.BytesIO(s)).load()


shortTermWindow = 0.050
shortTermStep = 0.050
Expand Down Expand Up @@ -502,6 +529,7 @@ def feature_extraction_train_regression(folder_name, mid_window, mid_step,

def load_model_knn(knn_model_name, is_regression=False):
with open(knn_model_name, "rb") as fo:
restricted_loads(fo.read())
features = cPickle.load(fo)
labels = cPickle.load(fo)
mean = cPickle.load(fo)
Expand Down Expand Up @@ -540,6 +568,7 @@ def load_model(model_name, is_regression=False):
is regression or not
"""
with open(model_name + "MEANS", "rb") as fo:
restricted_loads(fo.read())
mean = cPickle.load(fo)
std = cPickle.load(fo)
if not is_regression:
Expand All @@ -554,6 +583,7 @@ def load_model(model_name, is_regression=False):
std = np.array(std)

with open(model_name, 'rb') as fid:
restricted_loads(fid.read())
svm_model = cPickle.load(fid)

if is_regression:
Expand Down