def main(targets):
global test_flag
if 'data' in targets:
HW1.main()
if 'test-project' in targets:
beg = time.time()
test_flag = 1
sample_size, categories = HW2.loadConfig("config/test-params.json")
paths = HW2.loadEnv("config/env.json")
HW2.getTestData(categories, sample_size)
smalis = HW2.prepare_data(test_flag)
df, xy = HW2.makeDF(smalis)
train_df, train_y, test_df, test_y = HW2.splitTrain(df, xy)
A_train = HW2.makeA(train_df, train_df["apps"].unique(), df.shape[0])
P_train = HW2.makeP(train_df, df.shape[0])
A_test = HW2.makeA(test_df, test_df["apps"].unique(), df.shape[0])
P_test = HW2.makeP(test_df, df.shape[0])
#y = [i[1] for i in xy]
AAT_train = A_train.dot(
A_train.T) #HW2.matrixply([A_train, A_train.T])
AATest = A_test.dot(A_train.T)
clf = HW2.trainModel(AAT_train, train_y)
preds = HW2.modelPredict(clf, AATest)
HW2.getMetrics(preds, test_y, paths["AA^T"], "AA^T")
APAT_train = A_train.dot(P_train).dot(A_train.T)
APATest = A_test.dot(P_test).dot(A_train.T)
clf = HW2.trainModel(APAT_train, train_y)
preds = HW2.modelPredict(clf, APATest)
HW2.getMetrics(preds, test_y, paths["APA^T"], "APA^T")
B_train = HW2.makeB(train_df, df.shape[0])
B_test = HW2.makeB(test_df, df.shape[0])
ABAT_train = A_train.dot(B_train).dot(A_train.T)
ABATest = A_test.dot(B_test).dot(A_train.T)
clf = HW2.trainModel(ABAT_train, train_y)
preds = HW2.modelPredict(clf, ABATest)
HW2.getMetrics(preds, test_y, paths["ABA^T"], "ABA^T")
APBPTAT_train = A_train.dot(P_train).dot(B_train).dot(P_train.T).dot(
A_train.T)
APBPTATest = A_test.dot(P_test).dot(B_test).dot(P_train.T).dot(
A_train.T)
clf = HW2.trainModel(APBPTAT_train, train_y)
preds = HW2.modelPredict(clf, APBPTATest)
HW2.getMetrics(preds, test_y, paths["APBP^TA^T"], "APBP^TA^T")
if 'process' in targets:
#cleans and prepares the data for analysis
#smalis = getAllSmaliFiles("Apps")
print(test_flag)
smalis = HW2.prepare_data(test_flag)
x, y = HW2.makeBaselineFeatures(smalis)
HW2.baseline(x, y)
return
def main(targets):
global test_flag
if 'data' in targets:
HW1.main()
if 'test-data' in targets:
test_flag = 1
HW2.getTestData()
if 'process' in targets:
#cleans and prepares the data for analysis
#smalis = getAllSmaliFiles("Apps")
print(test_flag)
smalis = HW2.prepare_data(test_flag)
x, y = HW2.makeBaselineFeatures(smalis)
HW2.baseline(x, y)
return
