commit 026d463153232a92b663c6575a5493b39d5e9556 Author: Kenil KB Date: Fri Oct 25 10:24:52 2024 +0530 Initial commit! diff --git a/ASM_Model_Generator.py b/ASM_Model_Generator.py new file mode 100644 index 0000000..20b9250 --- /dev/null +++ b/ASM_Model_Generator.py @@ -0,0 +1,1118 @@ +# + + +# In[2]: + +# Import necessary libraries +import warnings +import shutil +import IPython +import os +import pandas as pd +import matplotlib +import matplotlib.pyplot as plt +import seaborn as sns +import numpy as np +from tqdm import tqdm +import pickle +from sklearn.manifold import TSNE +from sklearn import preprocessing +from multiprocessing import Process, Pool +import multiprocessing +import codecs +import random as r +from xgboost import XGBClassifier +from sklearn.model_selection import RandomizedSearchCV, train_test_split +from sklearn.tree import DecisionTreeClassifier +from sklearn.calibration import CalibratedClassifierCV +from sklearn.neighbors import KNeighborsClassifier +from sklearn.metrics import log_loss, confusion_matrix +from sklearn.linear_model import LogisticRegression +from sklearn.ensemble import RandomForestClassifier +import re +from nltk.util import ngrams +from sklearn.feature_selection import SelectKBest, chi2, f_regression +import scipy.sparse +import gc +import pickle as pkl +from datetime import datetime as dt +import dask.dataframe as dd +import matplotlib.pyplot as plt + + +# In[2]: + + +#separating byte files and asm files + +source = 'train' +destination_1 = 'byteFiles' +destination_2 = 'asmFiles' + +# # https://stackoverflow.com/a/29651514 +def normalize(df): + result1 = df.copy() + for feature_name in df.columns: + if (str(feature_name) != str('Id') and str(feature_name)!=str('Class')): + max_value = df[feature_name].max() + min_value = df[feature_name].min() + + result1[feature_name] = (df[feature_name] - min_value) / (max_value - min_value) + return result1 + + +def plot_confusion_matrix(test_y, predict_y): + C = confusion_matrix(test_y, predict_y) + print("Number of misclassified points ",(len(test_y)-np.trace(C))/len(test_y)*100) + # C = 9,9 matrix, each cell (i,j) represents number of points of class i are predicted class j + + A =(((C.T)/(C.sum(axis=1))).T) + B =(C/C.sum(axis=0)) + labels = [1,2,3,4,5,6,7,8,9] + cmap=sns.light_palette("green") + # representing A in heatmap format + print("-"*50, "Confusion matrix", "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(C, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + + print("-"*50, "Precision matrix", "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(B, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + print("Sum of columns in precision matrix",B.sum(axis=0)) + + # representing B in heatmap format + print("-"*50, "Recall matrix" , "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(A, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + print("Sum of rows in precision matrix",A.sum(axis=1)) + + + + +Y = pd.read_csv("trainLabels.csv") +#+++++++++++++++++++++++++++++++++++++++++++++++++++ +import os +folder_1 ='first' +folder_2 ='second' +folder_3 ='third' +folder_4 ='fourth' +folder_5 ='fifth' +folder_6 = 'output' +for i in [folder_1,folder_2,folder_3,folder_4,folder_5,folder_6]: + if not os.path.isdir(i): + os.makedirs(i) + +source='train/' +files = os.listdir('train') + +data=range(0,len(files)) + + +count=0 +for i in range(0,len(files)): + if i % 5==0: + shutil.copy(source+files[data[i]],'first') + elif i%5==1: + shutil.copy(source+files[data[i]],'second') + elif i%5 ==2: + shutil.copy(source+files[data[i]],'third') + elif i%5 ==3: + shutil.copy(source+files[data[i]],'fourth') + elif i%5==4: + shutil.copy(source+files[data[i]],'fifth') + + +# In[24]: + + +# http://flint.cs.yale.edu/cs421/papers/x86-asm/asm.html + +opcodefile = open("opcodes.txt", 'w+') +def firstprocess(): + #The prefixes tells about the segments that are present in the asm files + #There are 450 segments(approx) present in all asm files. + #this prefixes are best segments that gives us best values. + #https://en.wikipedia.org/wiki/Data_segment + + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + #this are opcodes that are used to get best results + #https://en.wikipedia.org/wiki/X86_instruction_listings + + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + #best keywords that are taken from different blogs + keywords = ['.dll','std::',':dword'] + #Below taken registers are general purpose registers and special registers + #All the registers which are taken are best + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + + file1=open("asmsmallfile.txt","w+") + files = os.listdir('first') + for f in files: + #filling the values with zeros into the arrays + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + + opcodefile.write(f2+" ") + # https://docs.python.org/3/library/codecs.html#codecs.ignore_errors + # https://docs.python.org/3/library/codecs.html#codecs.Codec.encode + with codecs.open('first/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + + # https://www.tutorialspoint.com/python3/string_rstrip.htm + line=lines.rstrip().split() + if not line: + + continue + l=line[0] + print("processing") + #counting the prefixs in each and every line + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + #counting the opcodes in each and every line + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + #counting registers in the line + for i in range(len(registers)): + for li in line: + # we will use registers only in 'text' and 'CODE' segments + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + #counting keywords in the line + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + #pushing the values into the file after reading whole file + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +#same as above +def secondprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + + file1=open("mediumasmfile.txt","w+") + files = os.listdir('second') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('second/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + +# same as smallprocess() functions +def thirdprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + + file1=open("large_asmfile.txt","w+") + files = os.listdir('third') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('third/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + # this if is to prevent, Prevention of flow due to Empty Lines (IndexError: list index out of range) + if len(line) > 0: + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +def fourthprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + file1=open("hugeasmfile.txt","w+") + files = os.listdir('fourth/') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('fourth/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +def fifthprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + file1=open("trainasmfile.txt","w+") + files = os.listdir('fifth/') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('fifth/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +# def main(): +# #the below code is used for multiprogramming +# #the number of process depends upon the number of cores present System +# #process is used to call multiprogramming +# manager=multiprocessing.Manager() +# p1=Process(target=firstprocess) +# p2=Process(target=secondprocess) +# p3=Process(target=thirdprocess) +# p4=Process(target=fourthprocess) +# p5=Process(target=fifthprocess) +# #p1.start() is used to start the thread execution +# p1.start() +# p2.start() +# p3.start() +# p4.start() +# p5.start() +# #After completion all the threads are joined +# p1.join() +# p2.join() +# p3.join() +# p4.join() +# p5.join() + + + +if __name__=="__main__": + thirdprocess() + # main() +# Manually assign headers if not present +feature_headers = ['Id','.text:', '.Pav:', '.idata:', '.data:', '.bss:', '.rdata:', '.edata:', '.rsrc:', '.tls:', '.reloc:', + '.BSS:', '.CODE', 'jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', + 'add', 'imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb', 'jz', 'rtn', 'lea', + 'movzx','.dll','std::',':dword','edx', 'esi', 'eax', 'ebx', 'ecx', 'edi', 'ebp', 'esp', 'eip',",",'start' +] + + + +# File names for merging +output_files = [ + # "asmsmallfile.txt", "mediumasmfile.txt", + # "largeasmfile.txt", + "large_asmfile.txt", + # "hugeasmfile.txt", "trainasmfile.txt" +] + +df_list = [] +for file in output_files: + df = pd.read_csv(file, header=None) # Load each file into a pandas DataFrame + df_list.append(df) + +# Concatenate all DataFrames along axis 0 (rows) +merged_df = pd.concat(df_list, axis=0) +# Assign headers to the merged DataFrame +merged_df.columns = feature_headers + +# Save to CSV with headers +merged_df.to_csv("asmoutputfile.csv", index=False, header=True) +#+++++++++++++++++++++++++++++++++++++++++++++++++++ +# Verify the output +dfasm = pd.read_csv("asmoutputfile.csv") + +#

22. Files sizes of each .asm file as a feature

+# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# file sizes of asm files + +files=os.listdir('train') +filenames=Y['Id'].tolist() +class_y=Y['Class'].tolist() +class_bytes=[] +sizebytes=[] +fnames=[] +for file in files: + # print(os.stat('byteFiles/0A32eTdBKayjCWhZqDOQ.txt')) + # os.stat_result(st_mode=33206, st_ino=1125899906874507, st_dev=3561571700, st_nlink=1, st_uid=0, st_gid=0, + # st_size=3680109, st_atime=1519638522, st_mtime=1519638522, st_ctime=1519638522) + # read more about os.stat: here https://www.tutorialspoint.com/python/os_stat.htm + statinfo=os.stat('train/'+file) + # split the file name at '.' and take the first part of it i.e the file name + file=file.split('.')[0] + if any(file == filename for filename in filenames): + i=filenames.index(file) + class_bytes.append(class_y[i]) + # converting into Mb's + sizebytes.append(statinfo.st_size/(1024.0*1024.0)) + fnames.append(file) +asm_size_byte=pd.DataFrame({'Id':fnames,'size':sizebytes,'Class':class_bytes}) + +result_asm = asm_size_byte.fillna(0) # Replace NaN with 0 + + +#

4.2.1.2 Distribution of .asm file sizes

+ +# In[ ]: + + +#boxplot of asm files +ax = sns.boxplot(x="Class", y="size", data=asm_size_byte) +plt.title("boxplot of .bytes file sizes") +plt.show() + + +# ![Imgur](https://imgur.com/egYeXAJ.png) + +# In[ ]: + +result_asm = dfasm + +result_asm = pd.merge(result_asm, asm_size_byte,on='Id', how='left') +result_asm.head() + + +# In[ ]: + + +# we normalize the data each column +result_asm = normalize(result_asm) +result_asm.head() + +result_asm = result_asm.fillna(0) # Replace NaN with 0 + +#

23. Univariate analysis ONLY on .asm file features

+# +# #### [Back to the top](#0) +# + +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".text:", data=result_asm) +plt.title("boxplot of .asm text segment") +plt.show() + + +# +# ![Imgur](https://imgur.com/5jWiNtY.png) +# +# 
+# The plot is between Text and class 
+# Class 1,2 and 9 can be easly separated
+#
+ +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".Pav:", data=result_asm) +plt.title("boxplot of .asm pav segment") +plt.show() + + +# ![Imgur](https://imgur.com/clvpMB9.png) + +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".data:", data=result_asm) +plt.title("boxplot of .asm data segment") +plt.show() + + +# ![Imgur](https://imgur.com/CqJhugg.png) +# +# 
+# The plot is between data segment and class label 
+# class 6 and class 9 can be easily separated from given points
+#
+ +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".bss:", data=result_asm) +plt.title("boxplot of .asm bss segment") +plt.show() + + +# ![Imgur](https://imgur.com/GKa73JO.png) +# +# 
+# plot between bss segment and class label
+# very less number of files are having bss segment
+#
+ +# In[ ]: + +result_asm = result_asm.dropna(subset=['.rdata:']) # Drop rows where '.rdata:' is NaN + +ax = sns.boxplot(x="Class", y=".rdata:", data=result_asm) +plt.title("boxplot of .asm rdata segment") +plt.show() + + +# +# [Imgur](https://imgur.com/SPZxLJL.png) +# +# 
+# Plot between rdata segment and Class segment
+# Class 2 can be easily separated 75 pecentile files are having 1M rdata lines
+#
+ +# In[ ]: + + +ax = sns.boxplot(x="Class", y="jmp", data=result_asm) +plt.title("boxplot of .asm jmp opcode") +plt.show() + + +# ![Imgur](https://imgur.com/0e0ylU2.png) +# +# +# 
+# plot between jmp and Class label
+# Class 1 is having frequency of 2000 approx in 75 perentile of files
+#
+ +# In[ ]: + + +ax = sns.boxplot(x="Class", y="mov", data=result_asm) +plt.title("boxplot of .asm mov opcode") +plt.show() + + +# +# ![Imgur](https://imgur.com/Jr5dOJk.png) +# +# +# 
+# plot between Class label and mov opcode
+# Class 1 is having frequency of 2000 approx in 75 perentile of files
+#
+ +# In[ ]: + + +ax = sns.boxplot(x="Class", y="retf", data=result_asm) +plt.title("boxplot of .asm retf opcode") +plt.show() + + +# ![Imgur](https://imgur.com/VQ25RTI.png) +# +# +# 
+# plot between Class label and retf
+# Class 6 can be easily separated with opcode retf
+# The frequency of retf is approx of 250.
+#
+ +# In[ ]: + + +ax = sns.boxplot(x="Class", y="push", data=result_asm) +plt.title("boxplot of .asm push opcode") +plt.show() + + +# +# ![Imgur](https://imgur.com/FLpSOdK.png) +# +# 
+# plot between push opcode and Class label
+# Class 1 is having 75 precentile files with push opcodes of frequency 1000
+#
+ +#

24. Multivariate Analysis ONLY on .asm file features

+# +# #### [Back to the top](#0) +# + +# In[ ]: + + +#multivariate analysis on asm files +#this is with perplexity 50 +xtsne=TSNE(perplexity=50) +results=xtsne.fit_transform(result_asm.drop(['Id','Class'], axis=1).fillna(0)) +data_y = result_asm['Class'] +vis_x = results[:, 0] +vis_y = results[:, 1 ] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# ![Imgur](https://imgur.com/tR4nhGB.png) + +# In[ ]: + + +# by univariate analysis on the .asm file features we are getting very negligible information from +# 'rtn', '.BSS:' '.CODE' features, so heare we are trying multivariate analysis after removing those features +# the plot looks very messy + +xtsne=TSNE(perplexity=30) +results=xtsne.fit_transform(result_asm.drop(['Id','Class', 'rtn', '.BSS:', '.CODE','size'], axis=1)) +vis_x = results[:, 0] +vis_y = results[:, 1] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# ![Imgur](https://imgur.com/3Fevxnl.png) +# +# 
+# TSNE for asm data with perplexity 50
+#
+ +#

25. Conclusion on EDA ( ONLY on .asm file features)

+# +# #### [Back to the top](#0) +# + +#

+#

  • We have taken only 52 features from asm files (after reading through many blogs and research papers)
    • +#
  • The univariate analysis was done only on few important features.
    • +#
  • Take-aways +# +#
    • +#

    + +#

    26. Train and test split ( ONLY on .asm file featues )

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +asm_y = result_asm['Class'] +asm_x = result_asm.drop(['Id','Class','.BSS:','rtn','.CODE'], axis=1) + + +# In[ ]: +class_counts = asm_y.value_counts() +print(class_counts) +X_train_asm, X_test_asm, y_train_asm, y_test_asm = train_test_split(asm_x,asm_y ,stratify=asm_y,test_size=0.20) +X_train_asm, X_cv_asm, y_train_asm, y_cv_asm = train_test_split(X_train_asm, y_train_asm,stratify=y_train_asm,test_size=0.20) + + +# In[ ]: + + +print( X_cv_asm.isnull().all()) + + +#

    27. K-Nearest Neigbors ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# find more about KNeighborsClassifier() here http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html +# ------------------------- +# default parameter +# KNeighborsClassifier(n_neighbors=5, weights=’uniform’, algorithm=’auto’, leaf_size=30, p=2, +# metric=’minkowski’, metric_params=None, n_jobs=1, **kwargs) + +# methods of +# fit(X, y) : Fit the model using X as training data and y as target values +# predict(X):Predict the class labels for the provided data +# predict_proba(X):Return probability estimates for the test data X. + + +# find more about CalibratedClassifierCV here at http://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html +# ---------------------------- +# default paramters +# sklearn.calibration.CalibratedClassifierCV(base_estimator=None, method=’sigmoid’, cv=3) +# +# some of the methods of CalibratedClassifierCV() +# fit(X, y[, sample_weight]) Fit the calibrated model +# get_params([deep]) Get parameters for this estimator. +# predict(X) Predict the target of new samples. +# predict_proba(X) Posterior probabilities of classification + + +alpha = [x for x in range(1, 21,2)] +cv_log_error_array=[] +for i in alpha: + k_cfl=KNeighborsClassifier(n_neighbors=i) + k_cfl.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=k_cfl.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for k = ',alpha[i],'is',cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +k_cfl=KNeighborsClassifier(n_neighbors=alpha[best_alpha]) +k_cfl.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) +pred_y=sig_clf.predict(X_test_asm) + + +predict_y = sig_clf.predict_proba(X_train_asm) +print ('log loss for train data',log_loss(y_train_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_cv_asm) +print ('log loss for cv data',log_loss(y_cv_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_test_asm) +print ('log loss for test data',log_loss(y_test_asm, predict_y)) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) +with open('asm_models/KNeighborsClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + +# ![Imgur](https://imgur.com/xtCOdJi.png) +# +# ![Imgur](https://imgur.com/vTUky0K.png) +# +# +# +#

    28. Logistic Regression ONLY on .asm file features

    +# +# +# #### [Back to the top](#0) +# +# + +# In[ ]: + + +# read more about SGDClassifier() at http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html +# ------------------------------ +# default parameters +# SGDClassifier(loss=’hinge’, penalty=’l2’, alpha=0.0001, l1_ratio=0.15, fit_intercept=True, max_iter=None, tol=None, +# shuffle=True, verbose=0, epsilon=0.1, n_jobs=1, random_state=None, learning_rate=’optimal’, eta0=0.0, power_t=0.5, +# class_weight=None, warm_start=False, average=False, n_iter=None) + +# some of methods +# fit(X, y[, coef_init, intercept_init, …]) Fit linear model with Stochastic Gradient Descent. +# predict(X) Predict class labels for samples in X. + + +alpha = [10 ** x for x in range(-5, 4)] +cv_log_error_array=[] +for i in alpha: + logisticR=LogisticRegression(penalty='l2',C=i,class_weight='balanced') + logisticR.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=logisticR.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +logisticR=LogisticRegression(penalty='l2',C=alpha[best_alpha],class_weight='balanced') +logisticR.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) + +predict_y = sig_clf.predict_proba(X_train_asm) +print ('log loss for train data',(log_loss(y_train_asm, predict_y, labels=logisticR.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_cv_asm) +print ('log loss for cv data',(log_loss(y_cv_asm, predict_y, labels=logisticR.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_test_asm) +print ('log loss for test data',(log_loss(y_test_asm, predict_y, labels=logisticR.classes_, eps=1e-15))) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) + +with open('asm_models/LogisticRegression.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) +# ![Imgur](https://imgur.com/8uIh7cZ.png) +# +# +# ![Imgur](https://imgur.com/wV4w7Er.png) +# +# +#

    29. Random Forest Classifier ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# -------------------------------- +# default parameters +# sklearn.ensemble.RandomForestClassifier(n_estimators=10, criterion=’gini’, max_depth=None, min_samples_split=2, +# min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=’auto’, max_leaf_nodes=None, min_impurity_decrease=0.0, +# min_impurity_split=None, bootstrap=True, oob_score=False, n_jobs=1, random_state=None, verbose=0, warm_start=False, +# class_weight=None) + +# Some of methods of RandomForestClassifier() +# fit(X, y, [sample_weight]) Fit the SVM model according to the given training data. +# predict(X) Perform classification on samples in X. +# predict_proba (X) Perform classification on samples in X. + +# some of attributes of RandomForestClassifier() +# feature_importances_ : array of shape = [n_features] +# The feature importances (the higher, the more important the feature). + +alpha=[10,50,100,500,1000,2000,3000] +cv_log_error_array=[] +for i in alpha: + r_cfl=RandomForestClassifier(n_estimators=i,random_state=42,n_jobs=-1) + r_cfl.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=r_cfl.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +r_cfl=RandomForestClassifier(n_estimators=alpha[best_alpha],random_state=42,n_jobs=-1) +r_cfl.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) +predict_y = sig_clf.predict_proba(X_train_asm) +print ('log loss for train data',(log_loss(y_train_asm, predict_y, labels=sig_clf.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_cv_asm) +print ('log loss for cv data',(log_loss(y_cv_asm, predict_y, labels=sig_clf.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_test_asm) +print ('log loss for test data',(log_loss(y_test_asm, predict_y, labels=sig_clf.classes_, eps=1e-15))) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) + + +with open('asm_models/RandomForestClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) +# ![Imgur](https://imgur.com/C431Dn7.png) +# +# ![Imgur](https://imgur.com/RwZwWtJ.png) +# +# +#

    30. XgBoost Classifier ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# Training a hyper-parameter tuned Xg-Boost regressor on our train data + +# find more about XGBClassifier function here http://xgboost.readthedocs.io/en/latest/python/python_api.html?#xgboost.XGBClassifier +# ------------------------- +# default paramters +# class xgboost.XGBClassifier(max_depth=3, learning_rate=0.1, n_estimators=100, silent=True, +# objective='binary:logistic', booster='gbtree', n_jobs=1, nthread=None, gamma=0, min_child_weight=1, +# max_delta_step=0, subsample=1, colsample_bytree=1, colsample_bylevel=1, reg_alpha=0, reg_lambda=1, +# scale_pos_weight=1, base_score=0.5, random_state=0, seed=None, missing=None, **kwargs) + +# some of methods of RandomForestRegressor() +# fit(X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None) +# get_params([deep]) Get parameters for this estimator. +# predict(data, output_margin=False, ntree_limit=0) : Predict with data. NOTE: This function is not thread safe. +# get_score(importance_type='weight') -> get the feature importance + +alpha=[10,50,100,500,1000,2000,3000] +cv_log_error_array=[] +for i in alpha: + x_cfl=XGBClassifier(n_estimators=i,nthread=-1) + x_cfl.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=x_cfl.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +x_cfl=XGBClassifier(n_estimators=alpha[best_alpha],nthread=-1) +x_cfl.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) + +predict_y = sig_clf.predict_proba(X_train_asm) + +print ('For values of best alpha = ', alpha[best_alpha], "The train log loss is:",log_loss(y_train_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_cv_asm) +print('For values of best alpha = ', alpha[best_alpha], "The cross validation log loss is:",log_loss(y_cv_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_test_asm) +print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:",log_loss(y_test_asm, predict_y)) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) + +with open('asm_models/XGBClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + +# ![Imgur](https://imgur.com/JMb1GDQ.png) +# +# +# ![Imgur](https://imgur.com/mp296Le.png) +# +# +#

    31. Xgboost Classifier with best hyperparameters ( ONLY on .asm file features )

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +x_cfl=XGBClassifier() + +prams={ + 'learning_rate':[0.01,0.03,0.05,0.1,0.15,0.2], + 'n_estimators':[100,200,500,1000,2000], + 'max_depth':[3,5,10], + 'colsample_bytree':[0.1,0.3,0.5,1], + 'subsample':[0.1,0.3,0.5,1] +} +random_cfl=RandomizedSearchCV(x_cfl,param_distributions=prams,verbose=10,n_jobs=-1,) +random_cfl.fit(X_train_asm,y_train_asm) + + +# In[ ]: + + +print (random_cfl.best_params_) + + +# In[ ]: + + +# Training a hyper-parameter tuned Xg-Boost regressor on our train data + +# find more about XGBClassifier function here http://xgboost.readthedocs.io/en/latest/python/python_api.html?#xgboost.XGBClassifier +# ------------------------- +# default paramters +# class xgboost.XGBClassifier(max_depth=3, learning_rate=0.1, n_estimators=100, silent=True, +# objective='binary:logistic', booster='gbtree', n_jobs=1, nthread=None, gamma=0, min_child_weight=1, +# max_delta_step=0, subsample=1, colsample_bytree=1, colsample_bylevel=1, reg_alpha=0, reg_lambda=1, +# scale_pos_weight=1, base_score=0.5, random_state=0, seed=None, missing=None, **kwargs) + +# some of methods of RandomForestRegressor() +# fit(X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None) +# get_params([deep]) Get parameters for this estimator. +# predict(data, output_margin=False, ntree_limit=0) : Predict with data. NOTE: This function is not thread safe. +# get_score(importance_type='weight') -> get the feature importance + +x_cfl=XGBClassifier(n_estimators=200,subsample=0.5,learning_rate=0.15,colsample_bytree=0.5,max_depth=3) +x_cfl.fit(X_train_asm,y_train_asm) +c_cfl=CalibratedClassifierCV(x_cfl,method='sigmoid') +c_cfl.fit(X_train_asm,y_train_asm) + +predict_y = c_cfl.predict_proba(X_train_asm) +print ('train loss',log_loss(y_train_asm, predict_y)) +predict_y = c_cfl.predict_proba(X_cv_asm) +print ('cv loss',log_loss(y_cv_asm, predict_y)) +predict_y = c_cfl.predict_proba(X_test_asm) +print ('test loss',log_loss(y_test_asm, predict_y)) + diff --git a/Bytes_Model_Generator.py b/Bytes_Model_Generator.py new file mode 100644 index 0000000..0496d65 --- /dev/null +++ b/Bytes_Model_Generator.py @@ -0,0 +1,1109 @@ +#!/usr/bin/env python +# coding: utf-8 + +# In[1]: + + +import warnings +warnings.filterwarnings("ignore") + +import shutil +import os +import pandas as pd + +import matplotlib +matplotlib.use('nbAgg') +import matplotlib.pyplot as plt +import seaborn as sns + +import numpy as np +from tqdm import tqdm + +import pickle + +from sklearn.manifold import TSNE +from sklearn import preprocessing +from sklearn.model_selection import RandomizedSearchCV, train_test_split +from sklearn.tree import DecisionTreeClassifier +from sklearn.calibration import CalibratedClassifierCV +from sklearn.neighbors import KNeighborsClassifier +from sklearn.metrics import log_loss, confusion_matrix +from sklearn.linear_model import LogisticRegression +from sklearn.ensemble import RandomForestClassifier +from sklearn.feature_selection import SelectKBest, chi2, f_regression + +import re +from nltk.util import ngrams + +import scipy.sparse +import gc +import pickle as pkl +from datetime import datetime as dt +import dask.dataframe as dd + +import tornado +import tqdm +import xgboost +import nltk +import dask + + +# In[2]: + + +#imported all the bytes files +# root_path = '/Users/yasha/Desktop/Li-phy/Bytes/fuso63yW7wAXO20gJIBS.bytes' +# root_path = '/Users/yasha/Desktop/Li-phy/Bytes/' +# # #get_sha256_hash(root_path) +# # file_open = open(root_path,"rb") +# # print(file_open.read()) +# # hex_representation = ' '.join(f'{byte:02X}' for byte in file_open.read()) +# # print(hex_representation) +# # file_open.close() +# #file_open.close() +# if os.path.isdir(root_path): +# data_files = os.listdir(root_path) +# print(root_path) +# for file in data_files: +# #print(file) +# path_now=root_path+file +# file_open = open(path_now,"rb") +# #print(file_open.read()) +# # hex_representation = ' '.join(f'{byte:02X}' for byte in file_open.read()) +# # print(hex_representation) +# # file_open.close() + +#from injected files let us analyze how much % malware coverage do we have for each class. +#data_classification = pd.read_csv('/Users/yasha/Desktop/Li-phy/trainLabels.csv') +Y=pd.read_csv("trainLabels.csv") +total = len(Y)*1. +ax=sns.countplot(x="Class", data=Y) +for p in ax.patches: + ax.annotate('{:.1f}%'.format(100*p.get_height()/total), (p.get_x()+0.1, p.get_height()+5)) + +#put 11 ticks (therefore 10 steps), from 0 to the total number of rows in the dataframe +ax.yaxis.set_ticks(np.linspace(0, total, 11)) + +#adjust the ticklabel to the desired format, without changing the position of the ticks. +ax.set_yticklabels(map('{:.1f}%'.format, 100*ax.yaxis.get_majorticklocs()/total)) +plt.show() + + + + + + + + + + +# In[3]: + + +#For each of the class I have calculated the size. + +# data_files = os.listdir(root_path) +# for file in data_files: +# path_now=root_path+file +# files=open(path_now,"rb") + +# files=os.listdir("/Users/yasha/Desktop/malware/Bytes/") +# filenames=Y['Id'].tolist() +# class_y=Y['Class'].tolist() +# class_bytes=[] +# sizebytes=[] +# fnames=[] +# for file in files: +# # print(os.stat('byteFiles/0A32eTdBKayjCWhZqDOQ.txt')) +# # os.stat_result(st_mode=33206, st_ino=1125899906874507, st_dev=3561571700, st_nlink=1, st_uid=0, st_gid=0, +# # st_size=3680109, st_atime=1519638522, st_mtime=1519638522, st_ctime=1519638522) +# # read more about os.stat: here https://www.tutorialspoint.com/python/os_stat.htm +# statinfo=os.stat("/Users/yasha/Desktop/malware/BYTES/"+file) +# #print(statinfo) +# # split the file name at '.' and take the first part of it i.e the file name +# file=file.split('.')[0] + +# if any(file == filename for filename in filenames): +# i=filenames.index(file) +# print(i) +# class_bytes.append(class_y[i]) +# # converting into Mb's +# sizebytes.append(statinfo.st_size/(1024.0*1024.0)) +# fnames.append(file) +# data_size_byte=pd.DataFrame({'ID':fnames,'size':sizebytes,'Class':class_bytes}) +# print (data_size_byte) + + +import os +import pandas as pd + +# Assuming Y is a DataFrame that you already have +# Y = pd.read_csv('your_file.csv') # Example, if you need to load Y + +files = os.listdir("BYTES-train") +filenames = Y['Id'].tolist() +class_y = Y['Class'].tolist() +class_bytes = [] +sizebytes = [] +fnames = [] + + +for file in files: + file_name_no_ext = file.split('.')[0] + file_path = os.path.join("BYTES-train", file) + + try: + statinfo = os.stat(file_path) + except FileNotFoundError: + print(f"File not found: {file_path}") + continue + + if file_name_no_ext in filenames: + i = filenames.index(file_name_no_ext) + print(f"File matched: {file_name_no_ext} at index {i}") + class_bytes.append(class_y[i]) + sizebytes.append(statinfo.st_size / (1024.0 * 1024.0)) # converting size to MB + fnames.append(file_name_no_ext) + else: + print(f"No match found for file: {file_name_no_ext} ") + +data_size_byte = pd.DataFrame({'ID': fnames, 'size': sizebytes, 'Class': class_bytes}) + + + + +# In[4]: + + +#box plot of file size (.bytes file) +ax = sns.boxplot(x="Class", y="size", data=data_size_byte) +plt.title("boxplot of .bytes file sizes") +plt.show() + + +# In[5]: + + +#Extracting unigram of byte files +files = os.listdir("BYTES-train") +filenames=[] +array=[] +for file in files: + if(file.endswith("bytes")): + file=file.split('.')[0] + text_file = open('BYTES-train/'+file+".txt", 'w+') + with open('BYTES-train/'+file+".bytes","r") as fp: + lines="" + for line in fp: + a=line.rstrip().split(" ")[1:] + b=' '.join(a) + b=b+"\n" + text_file.write(b) + fp.close() + os.remove('BYTES-train/'+file+".bytes") + text_file.close() + +files = os.listdir('BYTES-train') +filenames2=[] +feature_matrix = np.zeros((len(files),257),dtype=int) +k=0 + +byte_feature_file=open('result.csv','w+') +byte_feature_file.write("ID,0,1,2,3,4,5,6,7,8,9,0a,0b,0c,0d,0e,0f,10,11,12,13,14,15,16,17,18,19,1a,1b,1c,1d,1e,1f,20,21,22,23,24,25,26,27,28,29,2a,2b,2c,2d,2e,2f,30,31,32,33,34,35,36,37,38,39,3a,3b,3c,3d,3e,3f,40,41,42,43,44,45,46,47,48,49,4a,4b,4c,4d,4e,4f,50,51,52,53,54,55,56,57,58,59,5a,5b,5c,5d,5e,5f,60,61,62,63,64,65,66,67,68,69,6a,6b,6c,6d,6e,6f,70,71,72,73,74,75,76,77,78,79,7a,7b,7c,7d,7e,7f,80,81,82,83,84,85,86,87,88,89,8a,8b,8c,8d,8e,8f,90,91,92,93,94,95,96,97,98,99,9a,9b,9c,9d,9e,9f,a0,a1,a2,a3,a4,a5,a6,a7,a8,a9,aa,ab,ac,ad,ae,af,b0,b1,b2,b3,b4,b5,b6,b7,b8,b9,ba,bb,bc,bd,be,bf,c0,c1,c2,c3,c4,c5,c6,c7,c8,c9,ca,cb,cc,cd,ce,cf,d0,d1,d2,d3,d4,d5,d6,d7,d8,d9,da,db,dc,dd,de,df,e0,e1,e2,e3,e4,e5,e6,e7,e8,e9,ea,eb,ec,ed,ee,ef,f0,f1,f2,f3,f4,f5,f6,f7,f8,f9,fa,fb,fc,fd,fe,ff,??") + +byte_feature_file.write("\n") + +for file in files: + filenames2.append(file) + byte_feature_file.write(file+",") + if(file.endswith("txt")): + with open('BYTES-train/'+file,"r") as byte_flie: + for lines in byte_flie: + line=lines.rstrip().split(" ") + for hex_code in line: + if hex_code=='??': + feature_matrix[k][256]+=1 + else: + try: + feature_matrix[k][int(hex_code,16)]+=1 + except Exception as e: + print(f"Error Occured @ {file} - {e}") + byte_flie.close() + for i, row in enumerate(feature_matrix[k]): + if i!=len(feature_matrix[k])-1: + byte_feature_file.write(str(row)+",") + else: + byte_feature_file.write(str(row)) + byte_feature_file.write("\n") + + k += 1 + +byte_feature_file.close() + + + +# # Paths +# input_dir = "/Users/yasha/Desktop/malware/BYTES-train" +# output_csv = '/Users/yasha/Desktop/malware/BYTES-train/result.csv' + +# # Step 1: Extracting unigrams of byte files +# files = [file for file in os.listdir(input_dir) if file.endswith(".bytes")] + +# for file in files: +# base_name = file.split('.')[0] +# bytes_path = os.path.join(input_dir, file) +# txt_path = os.path.join(input_dir, f"{base_name}.txt") + +# with open(bytes_path, 'r') as fp, open(txt_path, 'w') as text_file: +# for line in fp: +# a = line.rstrip().split(" ")[1:] +# text_file.write(' '.join(a) + "\n") + +# os.remove(bytes_path) # Remove the original .bytes file + +# # Step 2: Compute feature matrix +# files_txt = [file for file in os.listdir(input_dir) if file.endswith(".txt")] +# num_files = len(files_txt) +# num_features = 257 +# feature_matrix = np.zeros((num_files, num_features), dtype=int) + +# # Writing CSV header +# header = ",".join(f"{i:02x}" for i in range(num_features)) + ",??" +# with open(output_csv, 'w') as byte_feature_file: +# byte_feature_file.write(f"ID,{header}\n") + +# for k, file in enumerate(files_txt): +# base_name = file.split('.')[0] +# file_path = os.path.join(input_dir, file) + +# with open(file_path, 'r') as byte_file: +# for line in byte_file: +# line = line.rstrip().split(" ") +# for hex_code in line: +# if hex_code == '??': +# feature_matrix[k, 256] += 1 +# else: +# feature_matrix[k, int(hex_code, 16)] += 1 + +# row = ",".join(map(str, feature_matrix[k])) # Convert row to CSV format +# byte_feature_file.write(f"{base_name},{row}\n") + + + + + + +# In[6]: + + +byte_features=pd.read_csv("result.csv") +print("Original id: ", byte_features['ID'][0]) +byte_features['ID'] = byte_features['ID'].str.split('.').str[0] +print("byte_Feature: ",byte_features.head(2)) + + +# In[7]: + + +print("byte_size: ", data_size_byte.head(2)) + + +# In[8]: + + +byte_features_with_size = byte_features.merge(data_size_byte, on='ID') +byte_features_with_size.to_csv("result_with_size.csv") +print("Combined: ", byte_features_with_size.head(2)) + + +# In[9]: + + +def normalize(df): + result1 = df.copy() + for feature_name in df.columns: + if (str(feature_name) != str('ID') and str(feature_name)!=str('Class')): + max_value = df[feature_name].max() + min_value = df[feature_name].min() + result1[feature_name] = (df[feature_name] - min_value) / (max_value - min_value) + return result1 + +result = normalize(byte_features_with_size) + + +# In[10]: + + +result.head(2) + + +# In[11]: + + +data_y = result['Class'] +result.head() + + +# In[12]: + + +xtsne=TSNE(perplexity=min(50, len(result) -1)) +results=xtsne.fit_transform(result.drop(['ID','Class'], axis=1)) +vis_x = results[:, 0] +vis_y = results[:, 1] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# In[13]: + + +#this is with perplexity 30 +xtsne=TSNE(perplexity=30) +results=xtsne.fit_transform(result.drop(['ID','Class'], axis=1)) +vis_x = results[:, 0] +vis_y = results[:, 1] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# In[14]: + + +#this is with perplexity 10 +xtsne=TSNE(perplexity=10) +results=xtsne.fit_transform(result.drop(['ID','Class'], axis=1)) +vis_x = results[:, 0] +vis_y = results[:, 1] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# In[15]: + + +data_y = result['Class'] + + +# In[16]: + + +X_train, X_test, y_train, y_test = train_test_split(result.drop(['ID','Class'], axis=1), data_y,stratify=data_y,test_size=0.20) +X_train, X_cv, y_train, y_cv = train_test_split(X_train, y_train,stratify=y_train,test_size=0.20) + + +# In[17]: + + +print('Number of data points in train data:', X_train.shape[0]) +print('Number of data points in test data:', X_test.shape[0]) +print('Number of data points in cross validation data:', X_cv.shape[0]) + + +# In[18]: + + +train_class_distribution = y_train.value_counts().sort_values() +test_class_distribution = y_test.value_counts().sort_values() +cv_class_distribution = y_cv.value_counts().sort_values() + +my_colors = ['r','g','b','k','y','m','c'] +train_class_distribution.plot(kind='bar', color=my_colors) +plt.xlabel('Class') +plt.ylabel('Data points per Class') +plt.title('Distribution of yi in train data') +plt.grid() +plt.show() + +# ref: argsort https://docs.scipy.org/doc/numpy/reference/generated/numpy.argsort.html +# -(train_class_distribution.values): the minus sign will give us in decreasing order +sorted_yi = np.argsort(-train_class_distribution.values) +for i in sorted_yi: + print('Number of data points in class', i+1, ':',train_class_distribution.values[i], '(', np.round((train_class_distribution.values[i]/y_train.shape[0]*100), 3), '%)') + + +print('-'*80) +my_colors = ['r','g','b','k','y','m','c'] +test_class_distribution.plot(kind='bar', color=my_colors) +plt.xlabel('Class') +plt.ylabel('Data points per Class') +plt.title('Distribution of yi in test data') +plt.grid() +plt.show() + +# ref: argsort https://docs.scipy.org/doc/numpy/reference/generated/numpy.argsort.html +# -(train_class_distribution.values): the minus sign will give us in decreasing order +sorted_yi = np.argsort(-test_class_distribution.values) +for i in sorted_yi: + print('Number of data points in class', i+1, ':',test_class_distribution.values[i], '(', np.round((test_class_distribution.values[i]/y_test.shape[0]*100), 3), '%)') + +print('-'*80) +my_colors = ['r','g','b','k','y','m','c'] +cv_class_distribution.plot(kind='bar', color=my_colors) +plt.xlabel('Class') +plt.ylabel('Data points per Class') +plt.title('Distribution of yi in cross validation data') +plt.grid() +plt.show() + +# ref: argsort https://docs.scipy.org/doc/numpy/reference/generated/numpy.argsort.html +# -(train_class_distribution.values): the minus sign will give us in decreasing order +sorted_yi = np.argsort(-train_class_distribution.values) +for i in sorted_yi: + print('Number of data points in class', i+1, ':',cv_class_distribution.values[i], '(', np.round((cv_class_distribution.values[i]/y_cv.shape[0]*100), 3), '%)') + + +# In[19]: + + +def plot_confusion_matrix(test_y, predict_y): + C = confusion_matrix(test_y, predict_y) + print("Number of misclassified points ",(len(test_y)-np.trace(C))/len(test_y)*100) + # C = 9,9 matrix, each cell (i,j) represents number of points of class i are predicted class j + + A =(((C.T)/(C.sum(axis=1))).T) + #divid each element of the confusion matrix with the sum of elements in that column + + # C = [[1, 2], + # [3, 4]] + # C.T = [[1, 3], + # [2, 4]] + # C.sum(axis = 1) axis=0 corresonds to columns and axis=1 corresponds to rows in two diamensional array + # C.sum(axix =1) = [[3, 7]] + # ((C.T)/(C.sum(axis=1))) = [[1/3, 3/7] + # [2/3, 4/7]] + + # ((C.T)/(C.sum(axis=1))).T = [[1/3, 2/3] + # [3/7, 4/7]] + # sum of row elements = 1 + + B =(C/C.sum(axis=0)) + #divid each element of the confusion matrix with the sum of elements in that row + # C = [[1, 2], + # [3, 4]] + # C.sum(axis = 0) axis=0 corresonds to columns and axis=1 corresponds to rows in two diamensional array + # C.sum(axix =0) = [[4, 6]] + # (C/C.sum(axis=0)) = [[1/4, 2/6], + # [3/4, 4/6]] + + labels = [1,2,3,4,5,6,7,8,9] + cmap=sns.light_palette("green") + # representing A in heatmap format + print("-"*50, "Confusion matrix", "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(C, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + + print("-"*50, "Precision matrix", "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(B, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + print("Sum of columns in precision matrix",B.sum(axis=0)) + + # representing B in heatmap format + print("-"*50, "Recall matrix" , "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(A, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + print("Sum of rows in precision matrix",A.sum(axis=1)) + + +# In[21]: + + +# we need to generate 9 numbers and the sum of numbers should be 1 +# one solution is to genarate 9 numbers and divide each of the numbers by their sum +# ref: https://stackoverflow.com/a/18662466/4084039 + +# test_data_len = X_test.shape[0] +# cv_data_len = X_cv.shape[0] + +# # we create a output array that has exactly same size as the CV data +# cv_predicted_y = np.zeros((cv_data_len,9)) +# for i in range(cv_data_len): +# rand_probs = np.random.rand(1,9) +# cv_predicted_y[i] = ((rand_probs/sum(sum(rand_probs)))[0]) +# print("Log loss on Cross Validation Data using Random Model",log_loss(y_cv,cv_predicted_y, eps=1e-15)) + + +# # Test-Set error. +# #we create a output array that has exactly same as the test data +# test_predicted_y = np.zeros((test_data_len,9)) +# for i in range(test_data_len): +# rand_probs = np.random.rand(1,9) +# test_predicted_y[i] = ((rand_probs/sum(sum(rand_probs)))[0]) +# print("Log loss on Test Data using Random Model",log_loss(y_test,test_predicted_y, eps=1e-15)) + +# predicted_y =np.argmax(test_predicted_y, axis=1) +# plot_confusion_matrix(y_test, predicted_y+1) + + +import numpy as np +from sklearn.metrics import log_loss, confusion_matrix +import matplotlib.pyplot as plt + +test_data_len = X_test.shape[0] +cv_data_len = X_cv.shape[0] + +# Create an output array that has the same size as the CV data +cv_predicted_y = np.zeros((cv_data_len, 9)) +for i in range(cv_data_len): + rand_probs = np.random.rand(1, 9) + cv_predicted_y[i] = ((rand_probs / sum(sum(rand_probs)))[0]) + +# Compute log loss on cross-validation data +print("Log loss on Cross Validation Data using Random Model", log_loss(y_cv, cv_predicted_y)) + +# Test-Set error +# Create an output array that has the same size as the test data +test_predicted_y = np.zeros((test_data_len, 9)) +for i in range(test_data_len): + rand_probs = np.random.rand(1, 9) + test_predicted_y[i] = ((rand_probs / sum(sum(rand_probs)))[0]) + +# Compute log loss on test data +print("Log loss on Test Data using Random Model", log_loss(y_test, test_predicted_y)) + +# Plot confusion matrix +predicted_y = np.argmax(test_predicted_y, axis=1) +conf_matrix = confusion_matrix(y_test, predicted_y + 1) + +plt.matshow(conf_matrix, cmap=plt.cm.Blues) +plt.title('Confusion Matrix') +plt.colorbar() +plt.ylabel('Actual') +plt.xlabel('Predicted') +plt.show() + + +# In[23]: + + +# find more about KNeighborsClassifier() here http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html +# ------------------------- +# default parameter +# KNeighborsClassifier(n_neighbors=5, weights=’uniform’, algorithm=’auto’, leaf_size=30, p=2, +# metric=’minkowski’, metric_params=None, n_jobs=1, **kwargs) + +# methods of +# fit(X, y) : Fit the model using X as training data and y as target values +# predict(X):Predict the class labels for the provided data +# predict_proba(X):Return probability estimates for the test data X. + +# find more about CalibratedClassifierCV here at http://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html +# ---------------------------- +# default paramters +# sklearn.calibration.CalibratedClassifierCV(base_estimator=None, method=’sigmoid’, cv=3) +# +# some of the methods of CalibratedClassifierCV() +# fit(X, y[, sample_weight]) Fit the calibrated model +# get_params([deep]) Get parameters for this estimator. +# predict(X) Predict the target of new samples. +# predict_proba(X) Posterior probabilities of classification + + +# alpha = [x for x in range(1, 15, 2)] +# cv_log_error_array=[] +# for i in alpha: +# k_cfl=KNeighborsClassifier(n_neighbors=i) +# k_cfl.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") +# sig_clf.fit(X_train, y_train) +# predict_y = sig_clf.predict_proba(X_cv) +# cv_log_error_array.append(log_loss(y_cv, predict_y, labels=k_cfl.classes_, eps=1e-15)) + +# for i in range(len(cv_log_error_array)): +# print ('log_loss for k = ',alpha[i],'is',cv_log_error_array[i]) + +# best_alpha = np.argmin(cv_log_error_array) + +# fig, ax = plt.subplots() +# ax.plot(alpha, cv_log_error_array,c='g') +# for i, txt in enumerate(np.round(cv_log_error_array,3)): +# ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +# plt.grid() +# plt.title("Cross Validation Error for each alpha") +# plt.xlabel("Alpha i's") +# plt.ylabel("Error measure") +# plt.show() + +# k_cfl=KNeighborsClassifier(n_neighbors=alpha[best_alpha]) +# k_cfl.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") +# sig_clf.fit(X_train, y_train) + +# predict_y = sig_clf.predict_proba(X_train) +# print ('For values of best alpha = ', alpha[best_alpha], "The train log loss is:",log_loss(y_train, predict_y)) +# predict_y = sig_clf.predict_proba(X_cv) +# print('For values of best alpha = ', alpha[best_alpha], "The cross validation log loss is:",log_loss(y_cv, predict_y)) +# predict_y = sig_clf.predict_proba(X_test) +# print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:",log_loss(y_test, predict_y)) +# plot_confusion_matrix(y_test, sig_clf.predict(X_test)) + + +import numpy as np +from sklearn.neighbors import KNeighborsClassifier +from sklearn.calibration import CalibratedClassifierCV +from sklearn.metrics import log_loss, confusion_matrix +import matplotlib.pyplot as plt + +alpha = [x for x in range(1, 15, 2)] +cv_log_error_array = [] + +for i in alpha: + k_cfl = KNeighborsClassifier(n_neighbors=i) + k_cfl.fit(X_train, y_train) + sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") + sig_clf.fit(X_train, y_train) + predict_y = sig_clf.predict_proba(X_cv) + # Remove eps parameter + cv_log_error_array.append(log_loss(y_cv, predict_y, labels=k_cfl.classes_)) + +for i in range(len(cv_log_error_array)): + print('log_loss for k = ', alpha[i], 'is', cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array, c='g') +for i, txt in enumerate(np.round(cv_log_error_array, 3)): + ax.annotate((alpha[i], np.round(txt, 3)), (alpha[i], cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +k_cfl = KNeighborsClassifier(n_neighbors=alpha[best_alpha]) +k_cfl.fit(X_train, y_train) +sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") +sig_clf.fit(X_train, y_train) + +predict_y = sig_clf.predict_proba(X_train) +print('For values of best alpha = ', alpha[best_alpha], "The train log loss is:", log_loss(y_train, predict_y)) +predict_y = sig_clf.predict_proba(X_cv) +print('For values of best alpha = ', alpha[best_alpha], "The cross validation log loss is:", log_loss(y_cv, predict_y)) +predict_y = sig_clf.predict_proba(X_test) +print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:", log_loss(y_test, predict_y)) + +# Plot confusion matrix +conf_matrix = confusion_matrix(y_test, sig_clf.predict(X_test)) + +plt.matshow(conf_matrix, cmap=plt.cm.Blues) +plt.title('Confusion Matrix') +plt.colorbar() +plt.ylabel('Actual') +plt.xlabel('Predicted') +plt.show() +with open('models/KNeighborsClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + + + +# In[1]: + + +# read more about SGDClassifier() at http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html +# ------------------------------ +# default parameters +# SGDClassifier(loss=’hinge’, penalty=’l2’, alpha=0.0001, l1_ratio=0.15, fit_intercept=True, max_iter=None, tol=None, +# shuffle=True, verbose=0, epsilon=0.1, n_jobs=1, random_state=None, learning_rate=’optimal’, eta0=0.0, power_t=0.5, +# class_weight=None, warm_start=False, average=False, n_iter=None) + +# some of methods +# fit(X, y[, coef_init, intercept_init, …]) Fit linear model with Stochastic Gradient Descent. +# predict(X) Predict class labels for samples in X. + + +# alpha = [10 ** x for x in range(-5, 4)] +# cv_log_error_array=[] +# for i in alpha: +# logisticR=LogisticRegression(penalty='l2',C=i,class_weight='balanced') +# logisticR.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") +# sig_clf.fit(X_train, y_train) +# predict_y = sig_clf.predict_proba(X_cv) +# cv_log_error_array.append(log_loss(y_cv, predict_y, labels=logisticR.classes_, eps=1e-15)) + +# for i in range(len(cv_log_error_array)): +# print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + +# best_alpha = np.argmin(cv_log_error_array) + +# fig, ax = plt.subplots() +# ax.plot(alpha, cv_log_error_array,c='g') +# for i, txt in enumerate(np.round(cv_log_error_array,3)): +# ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +# plt.grid() +# plt.title("Cross Validation Error for each alpha") +# plt.xlabel("Alpha i's") +# plt.ylabel("Error measure") +# plt.show() + +# logisticR=LogisticRegression(penalty='l2',C=alpha[best_alpha],class_weight='balanced') +# logisticR.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") +# sig_clf.fit(X_train, y_train) +# pred_y=sig_clf.predict(X_test) + +# predict_y = sig_clf.predict_proba(X_train) +# print ('log loss for train data',log_loss(y_train, predict_y, labels=logisticR.classes_, eps=1e-15)) +# predict_y = sig_clf.predict_proba(X_cv) +# print ('log loss for cv data',log_loss(y_cv, predict_y, labels=logisticR.classes_, eps=1e-15)) +# predict_y = sig_clf.predict_proba(X_test) +# print ('log loss for test data',log_loss(y_test, predict_y, labels=logisticR.classes_, eps=1e-15)) +# plot_confusion_matrix(y_test, sig_clf.predict(X_test)) + + +import numpy as np +from sklearn.linear_model import LogisticRegression +from sklearn.calibration import CalibratedClassifierCV +from sklearn.metrics import log_loss, confusion_matrix +import matplotlib.pyplot as plt + +alpha = [10 ** x for x in range(-5, 4)] +cv_log_error_array = [] + +for i in alpha: + logisticR = LogisticRegression(penalty='l2', C=i, class_weight='balanced') + logisticR.fit(X_train, y_train) + sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") + sig_clf.fit(X_train, y_train) + predict_y = sig_clf.predict_proba(X_cv) + # Remove eps parameter + cv_log_error_array.append(log_loss(y_cv, predict_y, labels=logisticR.classes_)) + +for i in range(len(cv_log_error_array)): + print('log_loss for c = ', alpha[i], 'is', cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array, c='g') +for i, txt in enumerate(np.round(cv_log_error_array, 3)): + ax.annotate((alpha[i], np.round(txt, 3)), (alpha[i], cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +logisticR = LogisticRegression(penalty='l2', C=alpha[best_alpha], class_weight='balanced') +logisticR.fit(X_train, y_train) +sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") +sig_clf.fit(X_train, y_train) +pred_y = sig_clf.predict(X_test) + +predict_y = sig_clf.predict_proba(X_train) +print('log loss for train data', log_loss(y_train, predict_y, labels=logisticR.classes_)) +predict_y = sig_clf.predict_proba(X_cv) +print('log loss for cv data', log_loss(y_cv, predict_y, labels=logisticR.classes_)) +predict_y = sig_clf.predict_proba(X_test) +print('log loss for test data', log_loss(y_test, predict_y, labels=logisticR.classes_)) + +# Plot confusion matrix +conf_matrix = confusion_matrix(y_test, sig_clf.predict(X_test)) + +plt.matshow(conf_matrix, cmap=plt.cm.Blues) +plt.title('Confusion Matrix') +plt.colorbar() +plt.ylabel('Actual') +plt.xlabel('Predicted') +plt.show() + +with open('models/SGDClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + + +# In[2]: + + +# # -------------------------------- +# # default parameters +# # sklearn.ensemble.RandomForestClassifier(n_estimators=10, criterion=’gini’, max_depth=None, min_samples_split=2, +# # min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=’auto’, max_leaf_nodes=None, min_impurity_decrease=0.0, +# # min_impurity_split=None, bootstrap=True, oob_score=False, n_jobs=1, random_state=None, verbose=0, warm_start=False, +# # class_weight=None) + +# # Some of methods of RandomForestClassifier() +# # fit(X, y, [sample_weight]) Fit the SVM model according to the given training data. +# # predict(X) Perform classification on samples in X. +# # predict_proba (X) Perform classification on samples in X. + +# # some of attributes of RandomForestClassifier() +# # feature_importances_ : array of shape = [n_features] +# # The feature importances (the higher, the more important the feature). + +# alpha=[10,50,100,500,1000,2000,3000] +# cv_log_error_array=[] +# train_log_error_array=[] +# from sklearn.ensemble import RandomForestClassifier +# for i in alpha: +# r_cfl=RandomForestClassifier(n_estimators=i,random_state=42,n_jobs=-1) +# r_cfl.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") +# sig_clf.fit(X_train, y_train) +# predict_y = sig_clf.predict_proba(X_cv) +# cv_log_error_array.append(log_loss(y_cv, predict_y, labels=r_cfl.classes_, eps=1e-15)) + +# for i in range(len(cv_log_error_array)): +# print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + + +# best_alpha = np.argmin(cv_log_error_array) + +# fig, ax = plt.subplots() +# ax.plot(alpha, cv_log_error_array,c='g') +# for i, txt in enumerate(np.round(cv_log_error_array,3)): +# ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +# plt.grid() +# plt.title("Cross Validation Error for each alpha") +# plt.xlabel("Alpha i's") +# plt.ylabel("Error measure") +# plt.show() + + +# r_cfl=RandomForestClassifier(n_estimators=alpha[best_alpha],random_state=42,n_jobs=-1) +# r_cfl.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") +# sig_clf.fit(X_train, y_train) + +# predict_y = sig_clf.predict_proba(X_train) +# print('For values of best alpha = ', alpha[best_alpha], "The train log loss is:",log_loss(y_train, predict_y)) +# predict_y = sig_clf.predict_proba(X_cv) +# print('For values of best alpha = ', alpha[best_alpha], "The cross validation log loss is:",log_loss(y_cv, predict_y)) +# predict_y = sig_clf.predict_proba(X_test) +# print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:",log_loss(y_test, predict_y)) +# plot_confusion_matrix(y_test, sig_clf.predict(X_test)) + +import numpy as np +from sklearn.ensemble import RandomForestClassifier +from sklearn.calibration import CalibratedClassifierCV +from sklearn.metrics import log_loss, confusion_matrix +import matplotlib.pyplot as plt + +alpha = [10, 50, 100, 500, 1000, 2000, 3000] +cv_log_error_array = [] +train_log_error_array = [] + +for i in alpha: + r_cfl = RandomForestClassifier(n_estimators=i, random_state=42, n_jobs=-1) + r_cfl.fit(X_train, y_train) + sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") + sig_clf.fit(X_train, y_train) + predict_y = sig_clf.predict_proba(X_cv) + # Remove eps parameter + cv_log_error_array.append(log_loss(y_cv, predict_y, labels=r_cfl.classes_)) + +for i in range(len(cv_log_error_array)): + print('log_loss for c = ', alpha[i], 'is', cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array, c='g') +for i, txt in enumerate(np.round(cv_log_error_array, 3)): + ax.annotate((alpha[i], np.round(txt, 3)), (alpha[i], cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +r_cfl = RandomForestClassifier(n_estimators=alpha[best_alpha], random_state=42, n_jobs=-1) +r_cfl.fit(X_train, y_train) +sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") +sig_clf.fit(X_train, y_train) + +predict_y = sig_clf.predict_proba(X_train) +print('For values of best alpha = ', alpha[best_alpha], "The train log loss is:", log_loss(y_train, predict_y)) +predict_y = sig_clf.predict_proba(X_cv) +print('For values of best alpha = ', alpha[best_alpha], "The cross-validation log loss is:", log_loss(y_cv, predict_y)) +predict_y = sig_clf.predict_proba(X_test) +print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:", log_loss(y_test, predict_y)) + +# Plot confusion matrix +conf_matrix = confusion_matrix(y_test, sig_clf.predict(X_test)) + +plt.matshow(conf_matrix, cmap=plt.cm.Blues) +plt.title('Confusion Matrix') +plt.colorbar() +plt.ylabel('Actual') +plt.xlabel('Predicted') +plt.show() + +with open('models/RandomForestClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + + +# In[3]: + + +# # Training a hyper-parameter tuned Xg-Boost regressor on our train data + +# # find more about XGBClassifier function here http://xgboost.readthedocs.io/en/latest/python/python_api.html?#xgboost.XGBClassifier +# # ------------------------- +# # default paramters +# # class xgboost.XGBClassifier(max_depth=3, learning_rate=0.1, n_estimators=100, silent=True, +# # objective='binary:logistic', booster='gbtree', n_jobs=1, nthread=None, gamma=0, min_child_weight=1, +# # max_delta_step=0, subsample=1, colsample_bytree=1, colsample_bylevel=1, reg_alpha=0, reg_lambda=1, +# # scale_pos_weight=1, base_score=0.5, random_state=0, seed=None, missing=None, **kwargs) + +# # some of methods of RandomForestRegressor() +# # fit(X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None) +# # get_params([deep]) Get parameters for this estimator. +# # predict(data, output_margin=False, ntree_limit=0) : Predict with data. NOTE: This function is not thread safe. +# # get_score(importance_type='weight') -> get the feature importance + + +# alpha=[10,50,100,500,1000,2000] +# cv_log_error_array=[] +# for i in alpha: +# x_cfl=XGBClassifier(n_estimators=i,nthread=-1) +# x_cfl.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") +# sig_clf.fit(X_train, y_train) +# predict_y = sig_clf.predict_proba(X_cv) +# cv_log_error_array.append(log_loss(y_cv, predict_y, labels=x_cfl.classes_, eps=1e-15)) + +# for i in range(len(cv_log_error_array)): +# print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) +# best_alpha = np.argmin(cv_log_error_array) +# fig, ax = plt.subplots() +# ax.plot(alpha, cv_log_error_array,c='g') +# for i, txt in enumerate(np.round(cv_log_error_array,3)): +# ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +# plt.grid() +# plt.title("Cross Validation Error for each alpha") +# plt.xlabel("Alpha i's") +# plt.ylabel("Error measure") +# plt.show() +# x_cfl=XGBClassifier(n_estimators=alpha[best_alpha],nthread=-1) +# x_cfl.fit(X_train,y_train) +# sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") +# sig_clf.fit(X_train, y_train) +# predict_y = sig_clf.predict_proba(X_train) +# print ('For values of best alpha = ', alpha[best_alpha], "The train log loss is:",log_loss(y_train, predict_y)) +# predict_y = sig_clf.predict_proba(X_cv) +# print('For values of best alpha = ', alpha[best_alpha], "The cross validation log loss is:",log_loss(y_cv, predict_y)) +# predict_y = sig_clf.predict_proba(X_test) +# print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:",log_loss(y_test, predict_y)) +# plot_confusion_matrix(y_test, sig_clf.predict(X_test)) + + + +import numpy as np +import matplotlib.pyplot as plt +from sklearn.calibration import CalibratedClassifierCV +from sklearn.metrics import log_loss, confusion_matrix +from xgboost import XGBClassifier + +# Adjust your class labels to start from 0 +y_train_adjusted = y_train - 1 +y_cv_adjusted = y_cv - 1 +y_test_adjusted = y_test - 1 + +alpha = [10, 50, 100, 500, 1000, 2000] +cv_log_error_array = [] + +for i in alpha: + x_cfl = XGBClassifier(n_estimators=i, nthread=-1) + x_cfl.fit(X_train, y_train_adjusted) + sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") + sig_clf.fit(X_train, y_train_adjusted) + predict_y = sig_clf.predict_proba(X_cv) + cv_log_error_array.append(log_loss(y_cv_adjusted, predict_y, labels=x_cfl.classes_)) + +for i in range(len(cv_log_error_array)): + print('log_loss for c = ', alpha[i], 'is', cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array, c='g') +for i, txt in enumerate(np.round(cv_log_error_array, 3)): + ax.annotate((alpha[i], np.round(txt, 3)), (alpha[i], cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +x_cfl = XGBClassifier(n_estimators=alpha[best_alpha], nthread=-1) +x_cfl.fit(X_train, y_train_adjusted) +sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") +sig_clf.fit(X_train, y_train_adjusted) + +predict_y = sig_clf.predict_proba(X_train) +print('For values of best alpha = ', alpha[best_alpha], "The train log loss is:", log_loss(y_train_adjusted, predict_y)) +predict_y = sig_clf.predict_proba(X_cv) +print('For values of best alpha = ', alpha[best_alpha], "The cross-validation log loss is:", log_loss(y_cv_adjusted, predict_y)) +predict_y = sig_clf.predict_proba(X_test) +print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:", log_loss(y_test_adjusted, predict_y)) + +# Plot confusion matrix +conf_matrix = confusion_matrix(y_test_adjusted, sig_clf.predict(X_test)) + +plt.matshow(conf_matrix, cmap=plt.cm.Blues) +plt.title('Confusion Matrix') +plt.colorbar() +plt.ylabel('Actual') +plt.xlabel('Predicted') +plt.show() +with open('models/XGBClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + + +# In[4]: + + +# # https://www.analyticsvidhya.com/blog/2016/03/complete-guide-parameter-tuning-xgboost-with-codes-python/ +# x_cfl=XGBClassifier() + +# prams={ +# 'learning_rate':[0.01,0.03,0.05,0.1,0.15,0.2], +# 'n_estimators':[100,200,500,1000,2000], +# 'max_depth':[3,5,10], +# 'colsample_bytree':[0.1,0.3,0.5,1], +# 'subsample':[0.1,0.3,0.5,1] +# } +# random_cfl1=RandomizedSearchCV(x_cfl,param_distributions=prams,verbose=10,n_jobs=-1,) +# random_cfl1.fit(X_train,y_train) + + +from xgboost import XGBClassifier +from sklearn.model_selection import RandomizedSearchCV + +# Adjust your class labels to start from 0 +y_train_adjusted = y_train - 1 +y_cv_adjusted = y_cv - 1 +y_test_adjusted = y_test - 1 + +x_cfl = XGBClassifier() + +params = { + 'learning_rate': [0.01, 0.03, 0.05, 0.1, 0.15, 0.2], + 'n_estimators': [100, 200, 500, 1000, 2000], + 'max_depth': [3, 5, 10], + 'colsample_bytree': [0.1, 0.3, 0.5, 1], + 'subsample': [0.1, 0.3, 0.5, 1] +} + +random_cfl1 = RandomizedSearchCV(x_cfl, param_distributions=params, verbose=10, n_jobs=-1) +random_cfl1.fit(X_train, y_train_adjusted) + +print(f"Best Parameters: {random_cfl1.best_params_}") +print(f"Best Score: {random_cfl1.best_score_}") + diff --git a/Final_Malware.py b/Final_Malware.py new file mode 100644 index 0000000..c405ab2 --- /dev/null +++ b/Final_Malware.py @@ -0,0 +1,577 @@ +import os +import time +import logging +import subprocess +import tkinter as tk +from tkinter import filedialog, messagebox, ttk +from watchdog.observers import Observer +from watchdog.events import FileSystemEventHandler +import threading +import pandas as pd +import pickle +import numpy as np +from sklearn.preprocessing import MinMaxScaler +import sys +import os +import pandas as pd +import numpy as np +import codecs +import pickle +import requests + + + +isMonitoring = False + +output_directory = "outputs" +bytes_output_directory = "outputs/bytes_output" +asm_output_directory = "outputs/asm_output" +result_folder = "results" +bytes_result_directory = "results/bytes_result" +asm_result_directory = "results/asm_result" +bytes_model_directory = "bytes_models" +asm_model_directory = "asm_models" + +if not os.path.exists(asm_model_directory) or not os.path.exists(bytes_model_directory): + messagebox.showinfo("Error", "Models Not Found for Prediction") + exit(-1) + +if not os.path.exists(output_directory): + os.makedirs(output_directory) + +if not os.path.exists(asm_output_directory): + os.makedirs(asm_output_directory) + +if not os.path.exists(bytes_output_directory): + os.makedirs(bytes_output_directory) + +if not os.path.exists(result_folder): + os.makedirs(result_folder) + +if not os.path.exists(asm_result_directory): + os.makedirs(asm_result_directory) + +if not os.path.exists(bytes_result_directory): + os.makedirs(bytes_result_directory) + +logging.basicConfig(filename= "/home/tech4biz/Desktop/malware.logs", level=logging.INFO) + + + + +def send_predictions_to_api(file_path): + url = "http://142.93.221.85:8000/predict-malware/" + with open(file_path, 'rb') as f: + files = {'file': f} + response = requests.post(url, files=files) + if response.status_code == 200: + print(f"Successfully sent {file_path} to API.") + else: + print(f"Failed to send {file_path} to API. Status code: {response.status_code}") + + +def send_asm_predictions_to_api(file_path): + url = "http://142.93.221.85:8000/predict-malware/" + with open(file_path, 'rb') as f: + files = {'file': f} + response = requests.post(url, files=files) + if response.status_code == 200: + print(f"Successfully sent {file_path} to API.") + else: + print(f"Failed to send {file_path} to API. Status code: {response.status_code}") + + + +def format_bytes_to_hex(data): + hex_dump = "" + for i in range(0, len(data), 16): + chunk = data[i:i+16] + hex_values = " ".join(f"{byte:02X}" for byte in chunk) + address = f"{i:08X}" + hex_dump += f"{address} {hex_values}\n" + return hex_dump + +def convert_file_to_hex(input_file, output_file): + try: + with open(input_file, 'rb') as f: + data = f.read() + + hex_dump = format_bytes_to_hex(data) + + with open(output_file, 'w') as f: + f.write(hex_dump) + + logging.info(f"Converted '{input_file}' to hex dump and saved to '{output_file}'") + except Exception as e: + logging.error(f"Error converting '{input_file}': {e}") + +def scan_and_convert_directory(directory, output_dir): + for root, _, files in os.walk(directory, followlinks=True): + for filename in files: + input_file = os.path.join(root, filename) + if not filename.endswith(".bytes"): + output_file = os.path.join(output_dir, f"{filename}.bytes") + if not os.path.exists(output_file): + convert_file_to_hex(input_file, output_file) + +class FileChangeHandler(FileSystemEventHandler): + def __init__(self, output_dir, hex_dirs, disasm_dirs): + self.output_dir = output_dir + self.hex_dirs = hex_dirs + self.disasm_dirs = disasm_dirs + super().__init__() + + def on_created(self, event): + if not event.is_directory: + input_file = event.src_path + output_file_hex = os.path.join(bytes_output_directory, f"{os.path.basename(input_file)}.bytes") + if not os.path.exists(output_file_hex): + # Convert to hex in a new thread + threading.Thread(target=self.run_hex_conversion, args=(input_file, output_file_hex)).start() + threading.Thread(target=self.run_disassembly, args=(input_file,)).start() + + # Disassemble in a new thread + + def run_hex_conversion(self, input_file, output_file): + convert_file_to_hex(input_file, output_file) + run_malware_ai_analysis_bytes() + def run_disassembly(self, file_path): + try: + print(f"Disassembling {file_path}") + result = subprocess.run(['objdump', '-d', file_path], capture_output=True, text=True, check=True) + assembly_code = result.stdout + + base_name = os.path.basename(file_path) + if not file_path.endswith(".asm"): + asm_file_name = f"{base_name}.asm" + asm_file_path = os.path.join(asm_output_directory, asm_file_name) + + with open(asm_file_path, "w") as asm_file: + asm_file.write(assembly_code) + + print(f"Disassembly complete. Assembly code saved to {asm_file_path}") + run_malware_analysis_asm() + except subprocess.CalledProcessError as e: + print(f"Error disassembling file {file_path}: {e}", file=sys.stderr) + +def monitor_directories(directories, output_dir): + event_handler = FileChangeHandler(output_dir, hex_dirs=directories, disasm_dirs=directories) + observer = Observer() + for directory in directories: + observer.schedule(event_handler, path=directory, recursive=True) + logging.info(f"Monitoring directory: {directory}") + + observer.start() + try: + while True: + time.sleep(1) + except KeyboardInterrupt: + observer.stop() + observer.join() + + +def start_observer(directories, output_dir): + + observer = Observer() + event_handler = FileChangeHandler(output_dir, hex_dirs=directories, disasm_dirs=directories) + for directory in directories: + observer.schedule(event_handler, path=directory, recursive=True) + logging.info(f"Monitoring directory: {directory}") + + observer.start() + return observer + + + +def disassemble_elf(file_path, output_dir): + try: + print(f"Disassembling {file_path}") + result = subprocess.run(['objdump', '-d', file_path], capture_output=True, text=True, check=True) + assembly_code = result.stdout + + base_name = os.path.basename(file_path) + if not file_path.endswith(".asm"): + asm_file_name = f"{base_name}.asm" + asm_file_path = os.path.join(output_dir, asm_file_name) + + with open(asm_file_path, "w") as asm_file: + asm_file.write(assembly_code) + + print(f"Disassembly complete. Assembly code saved to {asm_file_path}") + + except subprocess.CalledProcessError as e: + print(f"Error disassembling file {file_path}: {e}", file=sys.stderr) + +def find_elf_files(start_dirs): + elf_files = [] + for start_dir in start_dirs: + if not os.path.isdir(start_dir): + continue + + try: + find_command = ['find', start_dir, '-path', '/proc', '-prune', '-o', '-path', '/sys', '-prune', '-o', '-path', '/run', '-prune', '-o', '-type', 'f', '-print'] + find_result = subprocess.run(find_command, capture_output=True, text=True, check=False) + # print("Result: ",find_result) + if find_result.returncode != 0: + print(f"Error running find command: {find_result.stderr}", file=sys.stderr) + continue + + file_paths = find_result.stdout.splitlines() + print(f"Found files in {start_dir}:") + + for file_path in file_paths: + try: + file_command = ['file', '--mime-type', file_path] + file_result = subprocess.run(file_command, capture_output=True, text=True, check=True) + + if 'application/x-executable' in file_result.stdout or 'application/x-sharedlib' in file_result.stdout: + elf_files.append(file_path) + except subprocess.CalledProcessError as e: + print(f"Error running file command on {file_path}: {e}", file=sys.stderr) + + except Exception as e: + print(f"Error processing directory {start_dir}: {e}", file=sys.stderr) + + print(f"Found ELF files: {elf_files} ") + return elf_files + +def process_files(output_dir, start_dirs): + os.makedirs(output_dir, exist_ok=True) + elf_files = find_elf_files(start_dirs) + + if not elf_files: + print("No ELF files found.") + return + + for elf_file in elf_files: + disassemble_elf(elf_file, output_dir) + + print("Disassembly complete. Assembly files are saved in the output directory.") + +def process_files_malware(folder_path, files_to_process): + feature_matrix = np.zeros((len(files_to_process), 258), dtype=int) # Adjusted to 258 columns + + for k, file in enumerate(files_to_process): + if file.endswith("bytes"): + try: + with open(os.path.join(folder_path, file), "r") as byte_file: + for lines in byte_file: + line = lines.rstrip().split(" ") + for hex_code in line: + if hex_code != '??': + index = int(hex_code, 16) + if index < 257: # Keep the bounds check for 257 + feature_matrix[k][index] += 1 + else: + feature_matrix[k][257] += 1 # This now references the 258th feature + except: + continue + # Normalize the features + scaler = MinMaxScaler() + feature_matrix = scaler.fit_transform(feature_matrix) + + return feature_matrix + +def test_files(folder_path, model_path, output_csv): + files = os.listdir(folder_path) + + # Check if the CSV file already exists + if os.path.exists(output_csv): + existing_results = pd.read_csv(output_csv) + already_scanned_files = set(existing_results['File'].tolist()) + else: + already_scanned_files = set() + + # Filter out files that have already been scanned + files_to_process = [file for file in files if file not in already_scanned_files] + + if not files_to_process: + print("All files have already been scanned.") + return + + # Process only the files that haven't been scanned yet + feature_matrix = process_files_malware(folder_path, files_to_process) + + # Load the trained model + with open(model_path, 'rb') as model_file: + model = pickle.load(model_file) + + # Make predictions + predictions = model.predict(feature_matrix) + prediction_probs = model.predict_proba(feature_matrix) + + # Create a DataFrame for the new results + new_results = pd.DataFrame({ + 'File': files_to_process, + 'Predicted Class': predictions, + 'Prediction Probability': [max(probs) for probs in prediction_probs] + }) + + # Append new results to the existing CSV file or create a new one + if os.path.exists(output_csv): + new_results.to_csv(output_csv, mode='a', header=False, index=False) + else: + new_results.to_csv(output_csv, index=False) + + print(f"New predictions appended to {output_csv}") + +def run_malware_ai_analysis_bytes(): + print("bytes malware analysis started") + directory = bytes_output_directory + model_files = bytes_model_directory + + model_folder = model_files # Folder containing the .pkl files + model_files = [f for f in os.listdir(model_folder) if f.endswith('.pkl')] + + for model_file in model_files: + model_path = os.path.join(model_folder, model_file) + output_csv = os.path.join(bytes_result_directory, f"bytes_predictions_{os.path.splitext(model_file)[0]}.csv") + test_files(directory, model_path, output_csv) + try: + send_predictions_to_api(output_csv) + except: + print("Connection Failed") + + + + +def preprocess_asm_file(file_path): + prefixes = ['.text:', '.Pav:', '.idata:', '.data:', '.bss:', '.rdata:', '.edata:', '.rsrc:', '.tls:', '.reloc:', '.BSS:', '.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add', 'imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb', 'jz', 'rtn', 'lea', 'movzx'] + keywords = ['.dll', 'std::', ':dword'] + registers = ['edx', 'esi', 'eax', 'ebx', 'ecx', 'edi', 'ebp', 'esp', 'eip'] + + # Initialize counts + prefix_counts = np.zeros(len(prefixes), dtype=int) + opcode_counts = np.zeros(len(opcodes), dtype=int) + keyword_counts = np.zeros(len(keywords), dtype=int) + register_counts = np.zeros(len(registers), dtype=int) + + # Process file + with open(file_path, 'r', encoding='cp1252', errors='replace') as f: + for line in f: + line = line.rstrip().split() + if not line: + continue + l = line[0] + for i, prefix in enumerate(prefixes): + if prefix in l: + prefix_counts[i] += 1 + line = line[1:] + for i, opcode in enumerate(opcodes): + if any(opcode == li for li in line): + opcode_counts[i] += 1 + for i, register in enumerate(registers): + if any(register in li and ('text' in l or 'CODE' in l) for li in line): + register_counts[i] += 1 + for i, keyword in enumerate(keywords): + if any(keyword in li for li in line): + keyword_counts[i] += 1 + + # Create feature vector + feature_vector = np.concatenate([prefix_counts, opcode_counts, register_counts, keyword_counts]) + + return feature_vector + + +# Main function to load models and make predictions +def run_malware_analysis_asm(asm_folder_path=asm_output_directory, models_folder=asm_model_directory): + print("Starting analysis...") + + # Get all .asm files in the folder + asm_files = [f for f in os.listdir(asm_folder_path) if f.endswith('.asm')] + + # Load all .pkl models from the models folder + model_files = [f for f in os.listdir(models_folder) if f.endswith('.pkl')] + + models = {} + for model_file in model_files: + model_name = os.path.splitext(model_file)[0] + with open(os.path.join(models_folder, model_file), 'rb') as f: + model_clf = pickle.load(f) + models[model_name] = model_clf + + # Prediction and saving results + for model_name, model_clf in models.items(): + print(f"Making asm predictions with {model_name}...") + + # Generate the correct class mapping + def get_class_mapping(model_name): + if model_name == 'XGBClassifier': + return {i: i for i in range(9)} # XGB uses 0-8 + else: + return {i: i+1 for i in range(9)} # Other models use 1-9 + + class_mapping = get_class_mapping(model_name) + + # Check if result file for the model already exists + results_file_path = f'{asm_result_directory}/asm_prediction_{model_name}.csv' + if os.path.exists(results_file_path): + results_df = pd.read_csv(results_file_path) + else: + results_df = pd.DataFrame(columns=['file_name', 'prediction', 'probability']) + + new_predictions = [] + + for asm_file in asm_files: + if asm_file not in results_df['file_name'].values: + file_path = os.path.join(asm_folder_path, asm_file) + feature_vector = preprocess_asm_file(file_path) + feature_vector = feature_vector.reshape(1, -1) + + # Predict using the current model + prediction = model_clf.predict(feature_vector) + probability = model_clf.predict_proba(feature_vector) + + mapped_prediction = class_mapping[prediction[0]] + predicted_prob = probability[0][prediction[0]] + + + if "XGB" in model_name.upper(): + new_predictions.append({ + 'file_name': asm_file, + 'prediction': mapped_prediction+1, + 'probability': predicted_prob + }) + else: + new_predictions.append({ + 'file_name': asm_file, + 'prediction': mapped_prediction, + 'probability': predicted_prob + }) + + # Append new predictions to results DataFrame + if new_predictions: + new_predictions_df = pd.DataFrame(new_predictions) + results_df = pd.concat([results_df, new_predictions_df], ignore_index=True) + results_df.to_csv(results_file_path, index=False) + + print(f"Predictions saved to {results_file_path}.") + try: + send_asm_predictions_to_api(results_file_path) + except: + print("Connection Failed") + + +def run_hex_conversion(): + hex_dirs = [d.strip() for d in hex_files_entry.get().split(',')] + hex_output_dir =bytes_output_directory + + if not hex_dirs or not hex_output_dir: + messagebox.showwarning("Warning", "Please specify both directories and output directory.") + return + + def hex_conversion_task(): + for hex_dir in hex_dirs: + hex_dir = hex_dir.strip() + if os.path.isdir(hex_dir): + scan_and_convert_directory(hex_dir, hex_output_dir) + else: + messagebox.showwarning("Warning", f"{hex_dir} is not a directory.") + + print("Hex conversion complete.") + run_malware_ai_analysis_bytes() + global isMonitoring + if(not isMonitoring): + isMonitoring = True + start_monitoring() + # hex_conversion_task() + threading.Thread(target=hex_conversion_task).start() + +def run_disassembly(): + start_dirs = [d.strip() for d in start_dirs_entry.get().split(',')] + output_dir = asm_output_directory + + if not start_dirs or not output_dir: + messagebox.showwarning("Warning", "Please specify both directories and output directory.") + return + + def disassembly_task(): + + process_files(output_dir, start_dirs) + run_malware_analysis_asm() + + global isMonitoring + if(not isMonitoring): + isMonitoring = True + start_monitoring() + # disassembly_task() + threading.Thread(target=disassembly_task).start() + +def start_monitoring(): + + directories = [d.strip() for d in hex_files_entry.get().split(',')] + directories += [d.strip() for d in start_dirs_entry.get().split(',')] + output_dir = output_directory + + def monitoring_task(): + monitor_directories(directories, output_dir) + + # Start monitoring in a new thread + threading.Thread(target=monitoring_task, daemon=True).start() + print("Started monitoring directories.") + +def on_closing(): + + root.destroy() + +def browse_hex_directories(): + directories = [] + while True: + directory = filedialog.askdirectory(title="Select a Directory") + if not directory: + break # Stop if no more directories are selected + directories.append(directory) + + if directories: + hex_files_entry.delete(0, tk.END) + hex_files_entry.insert(0, ', '.join(directories)) + +def browse_start_dirs(): + directories = [] + while True: + directory = filedialog.askdirectory(title="Select a Directory") + if not directory: + break # Stop if no more directories are selected + directories.append(directory) + + if directories: + start_dirs_entry.delete(0, tk.END) + start_dirs_entry.insert(0, ', '.join(directories)) + + +def show_frame(frame): + frame.tkraise() + + +# Create the main window +root = tk.Tk() +root.title("File Conversion and Disassembly Wizard") + + +root.protocol("WM_DELETE_WINDOW", on_closing) + + +notebook = ttk.Notebook(root) +notebook.pack(fill='both', expand=True) + +hex_frame = ttk.Frame(notebook) +asm_frame = ttk.Frame(notebook) +malware_frame = ttk.Frame(notebook) +notebook.add(hex_frame, text='Hex Conversion') +notebook.add(asm_frame, text='ELF Disassembly') + +tk.Label(hex_frame, text="Select Directories to Convert to Hex:").pack(pady=5) +hex_files_entry = tk.Entry(hex_frame, width=80) +hex_files_entry.pack(pady=5) +tk.Button(hex_frame, text="Browse...", command=browse_hex_directories).pack(pady=5) +tk.Button(hex_frame, text="Convert to Hex", command=run_hex_conversion).pack(pady=10) + +tk.Label(asm_frame, text="Select Directories to Scan for ELF Files:").pack(pady=5) +start_dirs_entry = tk.Entry(asm_frame, width=80) +start_dirs_entry.pack(pady=5) +tk.Button(asm_frame, text="Browse...", command=browse_start_dirs).pack(pady=5) + +tk.Button(asm_frame, text="Disassemble ELF Files", command=run_disassembly).pack(pady=10) +show_frame(hex_frame) +root.mainloop() \ No newline at end of file diff --git a/asm_models/KNeighborsClassifier.pkl b/asm_models/KNeighborsClassifier.pkl new file mode 100644 index 0000000..de66297 Binary files /dev/null and b/asm_models/KNeighborsClassifier.pkl differ diff --git a/asm_models/LogisticRegression.pkl b/asm_models/LogisticRegression.pkl new file mode 100644 index 0000000..0773249 Binary files /dev/null and b/asm_models/LogisticRegression.pkl differ diff --git a/asm_models/RandomForestClassifier.pkl b/asm_models/RandomForestClassifier.pkl new file mode 100644 index 0000000..45383c2 Binary files /dev/null and b/asm_models/RandomForestClassifier.pkl differ diff --git a/asm_models/XGBClassifier.pkl b/asm_models/XGBClassifier.pkl new file mode 100644 index 0000000..dd4e772 Binary files /dev/null and b/asm_models/XGBClassifier.pkl differ diff --git a/asmoutputfile.csv b/asmoutputfile.csv new file mode 100644 index 0000000..6546593 --- /dev/null +++ b/asmoutputfile.csv @@ -0,0 +1,9556 @@ +Id,.text:,.Pav:,.idata:,.data:,.bss:,.rdata:,.edata:,.rsrc:,.tls:,.reloc:,.BSS:,.CODE,jmp,mov,retf,push,pop,xor,retn,nop,sub,inc,dec,add,imul,xchg,or,shr,cmp,call,shl,ror,rol,jnb,jz,rtn,lea,movzx,.dll,std::,:dword,edx,esi,eax,ebx,ecx,edi,ebp,esp,eip,",",start 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need to download train folder from kaggle data from link https://www.kaggle.com/c/malware-classification/data diff --git a/req.txt b/req.txt new file mode 100644 index 0000000..1049c33 --- /dev/null +++ b/req.txt @@ -0,0 +1,71 @@ +attrs==23.2.0 +Babel==2.10.3 +bcc +blinker +certifi +chardet +click +configobj +cryptography +cycler +dask[dataframe] +defer +distro +distro-info +httplib2 +idna +ipykernel +ipython +Jinja2 +jsonpatch +jsonpointer +jsonschema +launchpadlib +lazr.restfulclient +lazr.uri +louis +kiwisolver +markdown-it-py +MarkupSafe +matplotlib +mdurl +netaddr +nltk +oauthlib +olefile +pandas +pexpect +pillow +pyshark +psutil +ptyprocess +Pygments +PyJWT +pyparsing +pyrsistent +pyserial==3.5 +python-dateutil +pytz +pyxdg +PyYAML +requests +rich +seaborn +setuptools +six +tkinter +tornado +tqdm +urllib3 +wadllib +watchdog +wheel +xdg +xgboost +nltk +numpy +sklearn +scikit-learn +pandas +xgboost + diff --git a/result.csv b/result.csv new file mode 100644 index 0000000..1d4f579 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+id_1ujp3o.jpg.bytes,8,0.2664788597336813 +id_1e9nis.jpg.bytes,8,0.2664788597336813 +id_y7ytkh.jpg.bytes,8,0.2664788597336813 +id_3yp46v.jpg.bytes.bytes.bytes,8,0.2664788597336813 +id_5a42e8.jpg.bytes.bytes.bytes,8,0.2664788597336813 +id_e953bc.jpg.bytes,8,0.2664788597336813 +id_yeilzs.jpg.bytes,8,0.2664788597336813 +id_puisj5.jpg.bytes,8,0.2664788597336813 +id_vzln2l.jpg.bytes,8,0.2664788597336813 +id_4qt66h.jpg.bytes,8,0.2664788597336813 +id_4dn5fx.jpg.bytes,8,0.2664788597336813 +id_5cvje7.jpg.bytes.bytes,8,0.2664788597336813 +id_4t6luk.jpg.bytes,8,0.2664788597336813 diff --git a/run.py b/run.py new file mode 100644 index 0000000..1f50830 --- /dev/null +++ b/run.py @@ -0,0 +1,71 @@ +import subprocess +import threading +import tkinter as tk +from tkinter import ttk + +# Function to run the bash script and track output for dependency installation +def run_bash_script(): + global process + try: + # Run the bash script and capture stdout and stderr in real-time + process = subprocess.Popen( + ['bash', './run.sh'], + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + text=True + ) + + # Read stdout in real-time and track pip install progress + for stdout_line in iter(process.stdout.readline, ""): + if stdout_line: + print(f"Output: {stdout_line.strip()}") + if "START_PIP_INSTALL" in stdout_line: + print("Pip install started...") + elif "END_PIP_INSTALL" in stdout_line: + print("Pip install completed. Closing loading window...") + close_loading_window() # Close the window when pip install completes + + process.stdout.close() + + # Read stderr at the end + stderr = process.stderr.read() + if stderr: + print(f"Error: {stderr.strip()}") + + except Exception as e: + print(f"Exception occurred: {e}") + finally: + if process.poll() is None: # Check if the process is still running + process.wait() # Wait for the Bash script to finish completely + +# Function to show the loading window +def show_loading_window(): + global root + root = tk.Tk() + root.title("Please Wait") + root.geometry("300x100") + + label = ttk.Label(root, text="Downloading dependencies. Please wait...", anchor="center") + label.pack(pady=20) + + # Add a progress bar (just for visual purposes) + progress = ttk.Progressbar(root, mode="indeterminate") + progress.pack(pady=10) + progress.start(10) # Start the indeterminate progress bar + + # Prevent closing the window manually + root.protocol("WM_DELETE_WINDOW", lambda: None) + + # Start a separate thread to run the bash script + threading.Thread(target=run_bash_script).start() + + root.mainloop() + +# Function to close the loading window +def close_loading_window(): + if root: + root.withdraw() + +if __name__ == "__main__": + show_loading_window() + diff --git a/run.sh b/run.sh new file mode 100644 index 0000000..585db83 --- /dev/null +++ b/run.sh @@ -0,0 +1,34 @@ +#!/bin/bash + +# Exit immediately if a command exits with a non-zero status +set -e + +# Step 1: Activate the virtual environment +echo "Creating the virtual environment (Could take up to 10 minutes for the first time)..." + +# Check if the virtual environment already exists +if [ -d "venv" ]; then + echo "Virtual environment already exists. Activating..." + source "venv/bin/activate" + + echo "START_PIP_INSTALL" # Add a marker to signal pip install starting + + pip install -r req.txt + + echo "END_PIP_INSTALL" # Add a marker to signal pip install completion +else + echo "Creating virtual environment..." + python3 -m venv "venv" + source "venv/bin/activate" + + echo "START_PIP_INSTALL" # Add a marker to signal pip install starting + + pip install -r req.txt + + echo "END_PIP_INSTALL" # Add a marker to signal pip install completion +fi + +# Step 2: Run the Python script (this part should run after the popup closes) +echo "Running Python script..." +python3 Final_Malware.py + diff --git a/run.spec b/run.spec new file mode 100644 index 0000000..e8fe9ce --- /dev/null +++ b/run.spec @@ -0,0 +1,38 @@ +# -*- mode: python ; coding: utf-8 -*- + + +a = Analysis( + ['run.py'], + pathex=[], + binaries=[], + datas=[], + hiddenimports=[], + hookspath=[], + hooksconfig={}, + runtime_hooks=[], + excludes=[], + noarchive=False, + optimize=0, +) +pyz = PYZ(a.pure) + +exe = EXE( + pyz, + a.scripts, + a.binaries, + a.datas, + [], + name='run', + debug=False, + bootloader_ignore_signals=False, + strip=False, + upx=True, + upx_exclude=[], + runtime_tmpdir=None, + console=True, + disable_windowed_traceback=False, + argv_emulation=False, + target_arch=None, + codesign_identity=None, + entitlements_file=None, +) diff --git a/tmp_ASM_FileProcessor.py b/tmp_ASM_FileProcessor.py new file mode 100644 index 0000000..4896c3b --- /dev/null +++ b/tmp_ASM_FileProcessor.py @@ -0,0 +1,1118 @@ +# + + +# In[2]: + +# Import necessary libraries +import warnings +import shutil +import IPython +import os +import pandas as pd +import matplotlib +import matplotlib.pyplot as plt +import seaborn as sns +import numpy as np +from tqdm import tqdm +import pickle +from sklearn.manifold import TSNE +from sklearn import preprocessing +from multiprocessing import Process, Pool +import multiprocessing +import codecs +import random as r +from xgboost import XGBClassifier +from sklearn.model_selection import RandomizedSearchCV, train_test_split +from sklearn.tree import DecisionTreeClassifier +from sklearn.calibration import CalibratedClassifierCV +from sklearn.neighbors import KNeighborsClassifier +from sklearn.metrics import log_loss, confusion_matrix +from sklearn.linear_model import LogisticRegression +from sklearn.ensemble import RandomForestClassifier +import re +from nltk.util import ngrams +from sklearn.feature_selection import SelectKBest, chi2, f_regression +import scipy.sparse +import gc +import pickle as pkl +from datetime import datetime as dt +import dask.dataframe as dd +import matplotlib.pyplot as plt + + +# In[2]: + + +#separating byte files and asm files + +source = 'train' +destination_1 = 'byteFiles' +destination_2 = 'asmFiles' + +# # # https://stackoverflow.com/a/29651514 +def normalize(df): + result1 = df.copy() + for feature_name in df.columns: + if (str(feature_name) != str('Id') and str(feature_name)!=str('Class')): + max_value = df[feature_name].max() + min_value = df[feature_name].min() + + result1[feature_name] = (df[feature_name] - min_value) / (max_value - min_value) + return result1 + + +def plot_confusion_matrix(test_y, predict_y): + C = confusion_matrix(test_y, predict_y) + print("Number of misclassified points ",(len(test_y)-np.trace(C))/len(test_y)*100) + # C = 9,9 matrix, each cell (i,j) represents number of points of class i are predicted class j + + A =(((C.T)/(C.sum(axis=1))).T) + B =(C/C.sum(axis=0)) + labels = [1,2,3,4,5,6,7,8,9] + cmap=sns.light_palette("green") + # representing A in heatmap format + print("-"*50, "Confusion matrix", "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(C, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + + print("-"*50, "Precision matrix", "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(B, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + print("Sum of columns in precision matrix",B.sum(axis=0)) + + # representing B in heatmap format + print("-"*50, "Recall matrix" , "-"*50) + plt.figure(figsize=(10,5)) + sns.heatmap(A, annot=True, cmap=cmap, fmt=".3f", xticklabels=labels, yticklabels=labels) + plt.xlabel('Predicted Class') + plt.ylabel('Original Class') + plt.show() + print("Sum of rows in precision matrix",A.sum(axis=1)) + + + + +Y = pd.read_csv("trainLabels.csv") +#+++++++++++++++++++++++++++++++++++++++++++++++++++ +import os +folder_1 ='first' +folder_2 ='second' +folder_3 ='third' +folder_4 ='fourth' +folder_5 ='fifth' +folder_6 = 'output' +for i in [folder_1,folder_2,folder_3,folder_4,folder_5,folder_6]: + if not os.path.isdir(i): + os.makedirs(i) + +source='train/' +files = os.listdir('train') + +data=range(0,len(files)) + + +count=0 +for i in range(0,len(files)): + if i % 5==0: + shutil.copy(source+files[data[i]],'first') + elif i%5==1: + shutil.copy(source+files[data[i]],'second') + elif i%5 ==2: + shutil.copy(source+files[data[i]],'third') + elif i%5 ==3: + shutil.copy(source+files[data[i]],'fourth') + elif i%5==4: + shutil.copy(source+files[data[i]],'fifth') + + +# In[24]: + + +# http://flint.cs.yale.edu/cs421/papers/x86-asm/asm.html + +opcodefile = open("opcodes.txt", 'w+') +def firstprocess(): + #The prefixes tells about the segments that are present in the asm files + #There are 450 segments(approx) present in all asm files. + #this prefixes are best segments that gives us best values. + #https://en.wikipedia.org/wiki/Data_segment + + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + #this are opcodes that are used to get best results + #https://en.wikipedia.org/wiki/X86_instruction_listings + + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + #best keywords that are taken from different blogs + keywords = ['.dll','std::',':dword'] + #Below taken registers are general purpose registers and special registers + #All the registers which are taken are best + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + + file1=open("asmsmallfile.txt","w+") + files = os.listdir('first') + for f in files: + #filling the values with zeros into the arrays + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + + opcodefile.write(f2+" ") + # https://docs.python.org/3/library/codecs.html#codecs.ignore_errors + # https://docs.python.org/3/library/codecs.html#codecs.Codec.encode + with codecs.open('first/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + + # https://www.tutorialspoint.com/python3/string_rstrip.htm + line=lines.rstrip().split() + if not line: + + continue + l=line[0] + print("processing") + #counting the prefixs in each and every line + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + #counting the opcodes in each and every line + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + #counting registers in the line + for i in range(len(registers)): + for li in line: + # we will use registers only in 'text' and 'CODE' segments + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + #counting keywords in the line + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + #pushing the values into the file after reading whole file + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +#same as above +def secondprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + + file1=open("mediumasmfile.txt","w+") + files = os.listdir('second') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('second/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + +# same as smallprocess() functions +def thirdprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + + file1=open("largeasmfile.txt","w+") + files = os.listdir('third') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('third/'+f,encoding='cp1252',errors ='replace') as fli: + print("Entered in: ", f) + for lines in fli: + line=lines.rstrip().split() + # this if is to prevent, Prevention of flow due to Empty Lines (IndexError: list index out of range) + if len(line) > 0: + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +def fourthprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + file1=open("hugeasmfile.txt","w+") + files = os.listdir('fourth/') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('fourth/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +def fifthprocess(): + prefixes = ['HEADER:','.text:','.Pav:','.idata:','.data:','.bss:','.rdata:','.edata:','.rsrc:','.tls:','.reloc:','.BSS:','.CODE'] + opcodes = ['jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', 'add','imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb','jz','rtn','lea','movzx'] + keywords = ['.dll','std::',':dword'] + registers=['edx','esi','eax','ebx','ecx','edi','ebp','esp','eip'] + file1=open("trainasmfile.txt","w+") + files = os.listdir('fifth/') + for f in files: + prefixescount=np.zeros(len(prefixes),dtype=int) + opcodescount=np.zeros(len(opcodes),dtype=int) + keywordcount=np.zeros(len(keywords),dtype=int) + registerscount=np.zeros(len(registers),dtype=int) + features=[] + f2=f.split('.')[0] + file1.write(f2+",") + opcodefile.write(f2+" ") + with codecs.open('fifth/'+f,encoding='cp1252',errors ='replace') as fli: + for lines in fli: + line=lines.rstrip().split() + l=line[0] + for i in range(len(prefixes)): + if prefixes[i] in line[0]: + prefixescount[i]+=1 + line=line[1:] + for i in range(len(opcodes)): + if any(opcodes[i]==li for li in line): + features.append(opcodes[i]) + opcodescount[i]+=1 + for i in range(len(registers)): + for li in line: + if registers[i] in li and ('text' in l or 'CODE' in l): + registerscount[i]+=1 + for i in range(len(keywords)): + for li in line: + if keywords[i] in li: + keywordcount[i]+=1 + for prefix in prefixescount: + file1.write(str(prefix)+",") + for opcode in opcodescount: + file1.write(str(opcode)+",") + for register in registerscount: + file1.write(str(register)+",") + for key in keywordcount: + file1.write(str(key)+",") + file1.write("\n") + file1.close() + + +# def main(): + #the below code is used for multiprogramming + #the number of process depends upon the number of cores present System + #process is used to call multiprogramming + manager=multiprocessing.Manager() + p1=Process(target=firstprocess) + p2=Process(target=secondprocess) + p3=Process(target=thirdprocess) + p4=Process(target=fourthprocess) + p5=Process(target=fifthprocess) + #p1.start() is used to start the thread execution + p1.start() + p2.start() + p3.start() + p4.start() + p5.start() + #After completion all the threads are joined + p1.join() + p2.join() + p3.join() + p4.join() + p5.join() + + + +# if __name__=="__main__": + # thirdprocess() + # main() +# Manually assign headers if not present +feature_headers = ['Id','.text:', '.Pav:', '.idata:', '.data:', '.bss:', '.rdata:', '.edata:', '.rsrc:', '.tls:', '.reloc:', + '.BSS:', '.CODE', 'jmp', 'mov', 'retf', 'push', 'pop', 'xor', 'retn', 'nop', 'sub', 'inc', 'dec', + 'add', 'imul', 'xchg', 'or', 'shr', 'cmp', 'call', 'shl', 'ror', 'rol', 'jnb', 'jz', 'rtn', 'lea', + 'movzx','.dll','std::',':dword','edx', 'esi', 'eax', 'ebx', 'ecx', 'edi', 'ebp', 'esp', 'eip',",",'start' +] + + + +# File names for merging +output_files = [ + # "asmsmallfile.txt", "mediumasmfile.txt", + "largeasmfile.txt", + # "hugeasmfile.txt", "trainasmfile.txt" +] + +df_list = [] +for file in output_files: + df = pd.read_csv(file, header=None) # Load each file into a pandas DataFrame + df_list.append(df) + +# Concatenate all DataFrames along axis 0 (rows) +merged_df = pd.concat(df_list, axis=0) +# Assign headers to the merged DataFrame +merged_df.columns = feature_headers + +# Save to CSV with headers +merged_df.to_csv("asmoutputfile.csv", index=False, header=True) +#+++++++++++++++++++++++++++++++++++++++++++++++++++ +# Verify the output +dfasm = pd.read_csv("asmoutputfile.csv") + +#

    22. Files sizes of each .asm file as a feature

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# file sizes of asm files + +files=os.listdir('train') +filenames=Y['Id'].tolist() +class_y=Y['Class'].tolist() +class_bytes=[] +sizebytes=[] +fnames=[] +for file in files: + # print(os.stat('byteFiles/0A32eTdBKayjCWhZqDOQ.txt')) + # os.stat_result(st_mode=33206, st_ino=1125899906874507, st_dev=3561571700, st_nlink=1, st_uid=0, st_gid=0, + # st_size=3680109, st_atime=1519638522, st_mtime=1519638522, st_ctime=1519638522) + # read more about os.stat: here https://www.tutorialspoint.com/python/os_stat.htm + statinfo=os.stat('train/'+file) + # split the file name at '.' and take the first part of it i.e the file name + file=file.split('.')[0] + if any(file == filename for filename in filenames): + i=filenames.index(file) + class_bytes.append(class_y[i]) + # converting into Mb's + sizebytes.append(statinfo.st_size/(1024.0*1024.0)) + fnames.append(file) +asm_size_byte=pd.DataFrame({'Id':fnames,'size':sizebytes,'Class':class_bytes}) + +result_asm = asm_size_byte.fillna(0) # Replace NaN with 0 + + +#

    4.2.1.2 Distribution of .asm file sizes

    + +# In[ ]: + + +#boxplot of asm files +ax = sns.boxplot(x="Class", y="size", data=asm_size_byte) +plt.title("boxplot of .bytes file sizes") +plt.show() + + +# ![Imgur](https://imgur.com/egYeXAJ.png) + +# In[ ]: + +result_asm = dfasm + +result_asm = pd.merge(result_asm, asm_size_byte,on='Id', how='left') +result_asm.head() + + +# In[ ]: + + +# we normalize the data each column +result_asm = normalize(result_asm) +result_asm.head() + +result_asm = result_asm.fillna(0) # Replace NaN with 0 + +#

    23. Univariate analysis ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".text:", data=result_asm) +plt.title("boxplot of .asm text segment") +plt.show() + + +# +# ![Imgur](https://imgur.com/5jWiNtY.png) +# +# 
    +# The plot is between Text and class 
+# Class 1,2 and 9 can be easly separated
+#
    + +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".Pav:", data=result_asm) +plt.title("boxplot of .asm pav segment") +plt.show() + + +# ![Imgur](https://imgur.com/clvpMB9.png) + +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".data:", data=result_asm) +plt.title("boxplot of .asm data segment") +plt.show() + + +# ![Imgur](https://imgur.com/CqJhugg.png) +# +# 
    +# The plot is between data segment and class label 
+# class 6 and class 9 can be easily separated from given points
+#
    + +# In[ ]: + + +ax = sns.boxplot(x="Class", y=".bss:", data=result_asm) +plt.title("boxplot of .asm bss segment") +plt.show() + + +# ![Imgur](https://imgur.com/GKa73JO.png) +# +# 
    +# plot between bss segment and class label
+# very less number of files are having bss segment
+#
    + +# In[ ]: + +result_asm = result_asm.dropna(subset=['.rdata:']) # Drop rows where '.rdata:' is NaN + +ax = sns.boxplot(x="Class", y=".rdata:", data=result_asm) +plt.title("boxplot of .asm rdata segment") +plt.show() + + +# +# [Imgur](https://imgur.com/SPZxLJL.png) +# +# 
    +# Plot between rdata segment and Class segment
+# Class 2 can be easily separated 75 pecentile files are having 1M rdata lines
+#
    + +# In[ ]: + + +ax = sns.boxplot(x="Class", y="jmp", data=result_asm) +plt.title("boxplot of .asm jmp opcode") +plt.show() + + +# ![Imgur](https://imgur.com/0e0ylU2.png) +# +# +# 
    +# plot between jmp and Class label
+# Class 1 is having frequency of 2000 approx in 75 perentile of files
+#
    + +# In[ ]: + + +ax = sns.boxplot(x="Class", y="mov", data=result_asm) +plt.title("boxplot of .asm mov opcode") +plt.show() + + +# +# ![Imgur](https://imgur.com/Jr5dOJk.png) +# +# +# 
    +# plot between Class label and mov opcode
+# Class 1 is having frequency of 2000 approx in 75 perentile of files
+#
    + +# In[ ]: + + +ax = sns.boxplot(x="Class", y="retf", data=result_asm) +plt.title("boxplot of .asm retf opcode") +plt.show() + + +# ![Imgur](https://imgur.com/VQ25RTI.png) +# +# +# 
    +# plot between Class label and retf
+# Class 6 can be easily separated with opcode retf
+# The frequency of retf is approx of 250.
+#
    + +# In[ ]: + + +ax = sns.boxplot(x="Class", y="push", data=result_asm) +plt.title("boxplot of .asm push opcode") +plt.show() + + +# +# ![Imgur](https://imgur.com/FLpSOdK.png) +# +# 
    +# plot between push opcode and Class label
+# Class 1 is having 75 precentile files with push opcodes of frequency 1000
+#
    + +#

    24. Multivariate Analysis ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +#multivariate analysis on asm files +#this is with perplexity 50 +xtsne=TSNE(perplexity=50) +results=xtsne.fit_transform(result_asm.drop(['Id','Class'], axis=1).fillna(0)) +data_y = result_asm['Class'] +vis_x = results[:, 0] +vis_y = results[:, 1 ] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# ![Imgur](https://imgur.com/tR4nhGB.png) + +# In[ ]: + + +# by univariate analysis on the .asm file features we are getting very negligible information from +# 'rtn', '.BSS:' '.CODE' features, so heare we are trying multivariate analysis after removing those features +# the plot looks very messy + +xtsne=TSNE(perplexity=30) +results=xtsne.fit_transform(result_asm.drop(['Id','Class', 'rtn', '.BSS:', '.CODE','size'], axis=1)) +vis_x = results[:, 0] +vis_y = results[:, 1] +plt.scatter(vis_x, vis_y, c=data_y, cmap=plt.cm.get_cmap("jet", 9)) +plt.colorbar(ticks=range(10)) +plt.clim(0.5, 9) +plt.show() + + +# ![Imgur](https://imgur.com/3Fevxnl.png) +# +# 
    +# TSNE for asm data with perplexity 50
+#
    + +#

    25. Conclusion on EDA ( ONLY on .asm file features)

    +# +# #### [Back to the top](#0) +# + +#

    +#

  • We have taken only 52 features from asm files (after reading through many blogs and research papers)
    • +#
  • The univariate analysis was done only on few important features.
    • +#
  • Take-aways +# +#
    • +#

    + +#

    26. Train and test split ( ONLY on .asm file featues )

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +asm_y = result_asm['Class'] +asm_x = result_asm.drop(['Id','Class','.BSS:','rtn','.CODE'], axis=1) + + +# In[ ]: +class_counts = asm_y.value_counts() +print(class_counts) +X_train_asm, X_test_asm, y_train_asm, y_test_asm = train_test_split(asm_x,asm_y ,stratify=asm_y,test_size=0.20) +X_train_asm, X_cv_asm, y_train_asm, y_cv_asm = train_test_split(X_train_asm, y_train_asm,stratify=y_train_asm,test_size=0.20) + + +# In[ ]: + + +print( X_cv_asm.isnull().all()) + + +#

    27. K-Nearest Neigbors ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# find more about KNeighborsClassifier() here http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html +# ------------------------- +# default parameter +# KNeighborsClassifier(n_neighbors=5, weights=’uniform’, algorithm=’auto’, leaf_size=30, p=2, +# metric=’minkowski’, metric_params=None, n_jobs=1, **kwargs) + +# methods of +# fit(X, y) : Fit the model using X as training data and y as target values +# predict(X):Predict the class labels for the provided data +# predict_proba(X):Return probability estimates for the test data X. + + +# find more about CalibratedClassifierCV here at http://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html +# ---------------------------- +# default paramters +# sklearn.calibration.CalibratedClassifierCV(base_estimator=None, method=’sigmoid’, cv=3) +# +# some of the methods of CalibratedClassifierCV() +# fit(X, y[, sample_weight]) Fit the calibrated model +# get_params([deep]) Get parameters for this estimator. +# predict(X) Predict the target of new samples. +# predict_proba(X) Posterior probabilities of classification + + +alpha = [x for x in range(1, 21,2)] +cv_log_error_array=[] +for i in alpha: + k_cfl=KNeighborsClassifier(n_neighbors=i) + k_cfl.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=k_cfl.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for k = ',alpha[i],'is',cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +k_cfl=KNeighborsClassifier(n_neighbors=alpha[best_alpha]) +k_cfl.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(k_cfl, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) +pred_y=sig_clf.predict(X_test_asm) + + +predict_y = sig_clf.predict_proba(X_train_asm) +print ('log loss for train data',log_loss(y_train_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_cv_asm) +print ('log loss for cv data',log_loss(y_cv_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_test_asm) +print ('log loss for test data',log_loss(y_test_asm, predict_y)) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) +with open('asm_models/KNeighborsClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + +# ![Imgur](https://imgur.com/xtCOdJi.png) +# +# ![Imgur](https://imgur.com/vTUky0K.png) +# +# +# +#

    28. Logistic Regression ONLY on .asm file features

    +# +# +# #### [Back to the top](#0) +# +# + +# In[ ]: + + +# read more about SGDClassifier() at http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html +# ------------------------------ +# default parameters +# SGDClassifier(loss=’hinge’, penalty=’l2’, alpha=0.0001, l1_ratio=0.15, fit_intercept=True, max_iter=None, tol=None, +# shuffle=True, verbose=0, epsilon=0.1, n_jobs=1, random_state=None, learning_rate=’optimal’, eta0=0.0, power_t=0.5, +# class_weight=None, warm_start=False, average=False, n_iter=None) + +# some of methods +# fit(X, y[, coef_init, intercept_init, …]) Fit linear model with Stochastic Gradient Descent. +# predict(X) Predict class labels for samples in X. + + +alpha = [10 ** x for x in range(-5, 4)] +cv_log_error_array=[] +for i in alpha: + logisticR=LogisticRegression(penalty='l2',C=i,class_weight='balanced') + logisticR.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=logisticR.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +logisticR=LogisticRegression(penalty='l2',C=alpha[best_alpha],class_weight='balanced') +logisticR.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(logisticR, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) + +predict_y = sig_clf.predict_proba(X_train_asm) +print ('log loss for train data',(log_loss(y_train_asm, predict_y, labels=logisticR.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_cv_asm) +print ('log loss for cv data',(log_loss(y_cv_asm, predict_y, labels=logisticR.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_test_asm) +print ('log loss for test data',(log_loss(y_test_asm, predict_y, labels=logisticR.classes_, eps=1e-15))) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) + +with open('asm_models/LogisticRegression.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) +# ![Imgur](https://imgur.com/8uIh7cZ.png) +# +# +# ![Imgur](https://imgur.com/wV4w7Er.png) +# +# +#

    29. Random Forest Classifier ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# -------------------------------- +# default parameters +# sklearn.ensemble.RandomForestClassifier(n_estimators=10, criterion=’gini’, max_depth=None, min_samples_split=2, +# min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=’auto’, max_leaf_nodes=None, min_impurity_decrease=0.0, +# min_impurity_split=None, bootstrap=True, oob_score=False, n_jobs=1, random_state=None, verbose=0, warm_start=False, +# class_weight=None) + +# Some of methods of RandomForestClassifier() +# fit(X, y, [sample_weight]) Fit the SVM model according to the given training data. +# predict(X) Perform classification on samples in X. +# predict_proba (X) Perform classification on samples in X. + +# some of attributes of RandomForestClassifier() +# feature_importances_ : array of shape = [n_features] +# The feature importances (the higher, the more important the feature). + +alpha=[10,50,100,500,1000,2000,3000] +cv_log_error_array=[] +for i in alpha: + r_cfl=RandomForestClassifier(n_estimators=i,random_state=42,n_jobs=-1) + r_cfl.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=r_cfl.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +r_cfl=RandomForestClassifier(n_estimators=alpha[best_alpha],random_state=42,n_jobs=-1) +r_cfl.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(r_cfl, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) +predict_y = sig_clf.predict_proba(X_train_asm) +print ('log loss for train data',(log_loss(y_train_asm, predict_y, labels=sig_clf.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_cv_asm) +print ('log loss for cv data',(log_loss(y_cv_asm, predict_y, labels=sig_clf.classes_, eps=1e-15))) +predict_y = sig_clf.predict_proba(X_test_asm) +print ('log loss for test data',(log_loss(y_test_asm, predict_y, labels=sig_clf.classes_, eps=1e-15))) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) + + +with open('asm_models/RandomForestClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) +# ![Imgur](https://imgur.com/C431Dn7.png) +# +# ![Imgur](https://imgur.com/RwZwWtJ.png) +# +# +#

    30. XgBoost Classifier ONLY on .asm file features

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +# Training a hyper-parameter tuned Xg-Boost regressor on our train data + +# find more about XGBClassifier function here http://xgboost.readthedocs.io/en/latest/python/python_api.html?#xgboost.XGBClassifier +# ------------------------- +# default paramters +# class xgboost.XGBClassifier(max_depth=3, learning_rate=0.1, n_estimators=100, silent=True, +# objective='binary:logistic', booster='gbtree', n_jobs=1, nthread=None, gamma=0, min_child_weight=1, +# max_delta_step=0, subsample=1, colsample_bytree=1, colsample_bylevel=1, reg_alpha=0, reg_lambda=1, +# scale_pos_weight=1, base_score=0.5, random_state=0, seed=None, missing=None, **kwargs) + +# some of methods of RandomForestRegressor() +# fit(X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None) +# get_params([deep]) Get parameters for this estimator. +# predict(data, output_margin=False, ntree_limit=0) : Predict with data. NOTE: This function is not thread safe. +# get_score(importance_type='weight') -> get the feature importance + +alpha=[10,50,100,500,1000,2000,3000] +cv_log_error_array=[] +for i in alpha: + x_cfl=XGBClassifier(n_estimators=i,nthread=-1) + x_cfl.fit(X_train_asm,y_train_asm) + sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") + sig_clf.fit(X_train_asm, y_train_asm) + predict_y = sig_clf.predict_proba(X_cv_asm) + cv_log_error_array.append(log_loss(y_cv_asm, predict_y, labels=x_cfl.classes_, eps=1e-15)) + +for i in range(len(cv_log_error_array)): + print ('log_loss for c = ',alpha[i],'is',cv_log_error_array[i]) + + +best_alpha = np.argmin(cv_log_error_array) + +fig, ax = plt.subplots() +ax.plot(alpha, cv_log_error_array,c='g') +for i, txt in enumerate(np.round(cv_log_error_array,3)): + ax.annotate((alpha[i],np.round(txt,3)), (alpha[i],cv_log_error_array[i])) +plt.grid() +plt.title("Cross Validation Error for each alpha") +plt.xlabel("Alpha i's") +plt.ylabel("Error measure") +plt.show() + +x_cfl=XGBClassifier(n_estimators=alpha[best_alpha],nthread=-1) +x_cfl.fit(X_train_asm,y_train_asm) +sig_clf = CalibratedClassifierCV(x_cfl, method="sigmoid") +sig_clf.fit(X_train_asm, y_train_asm) + +predict_y = sig_clf.predict_proba(X_train_asm) + +print ('For values of best alpha = ', alpha[best_alpha], "The train log loss is:",log_loss(y_train_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_cv_asm) +print('For values of best alpha = ', alpha[best_alpha], "The cross validation log loss is:",log_loss(y_cv_asm, predict_y)) +predict_y = sig_clf.predict_proba(X_test_asm) +print('For values of best alpha = ', alpha[best_alpha], "The test log loss is:",log_loss(y_test_asm, predict_y)) +plot_confusion_matrix(y_test_asm,sig_clf.predict(X_test_asm)) + +with open('asm_models/XGBClassifier.pkl', 'wb') as model_file: + pickle.dump(sig_clf, model_file) + +# ![Imgur](https://imgur.com/JMb1GDQ.png) +# +# +# ![Imgur](https://imgur.com/mp296Le.png) +# +# +#

    31. Xgboost Classifier with best hyperparameters ( ONLY on .asm file features )

    +# +# #### [Back to the top](#0) +# + +# In[ ]: + + +x_cfl=XGBClassifier() + +prams={ + 'learning_rate':[0.01,0.03,0.05,0.1,0.15,0.2], + 'n_estimators':[100,200,500,1000,2000], + 'max_depth':[3,5,10], + 'colsample_bytree':[0.1,0.3,0.5,1], + 'subsample':[0.1,0.3,0.5,1] +} +random_cfl=RandomizedSearchCV(x_cfl,param_distributions=prams,verbose=10,n_jobs=-1,) +random_cfl.fit(X_train_asm,y_train_asm) + + +# In[ ]: + + +print (random_cfl.best_params_) + + +# In[ ]: + + +# Training a hyper-parameter tuned Xg-Boost regressor on our train data + +# find more about XGBClassifier function here http://xgboost.readthedocs.io/en/latest/python/python_api.html?#xgboost.XGBClassifier +# ------------------------- +# default paramters +# class xgboost.XGBClassifier(max_depth=3, learning_rate=0.1, n_estimators=100, silent=True, +# objective='binary:logistic', booster='gbtree', n_jobs=1, nthread=None, gamma=0, min_child_weight=1, +# max_delta_step=0, subsample=1, colsample_bytree=1, colsample_bylevel=1, reg_alpha=0, reg_lambda=1, +# scale_pos_weight=1, base_score=0.5, random_state=0, seed=None, missing=None, **kwargs) + +# some of methods of RandomForestRegressor() +# fit(X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None) +# get_params([deep]) Get parameters for this estimator. +# predict(data, output_margin=False, ntree_limit=0) : Predict with data. NOTE: This function is not thread safe. +# get_score(importance_type='weight') -> get the feature importance + +x_cfl=XGBClassifier(n_estimators=200,subsample=0.5,learning_rate=0.15,colsample_bytree=0.5,max_depth=3) +x_cfl.fit(X_train_asm,y_train_asm) +c_cfl=CalibratedClassifierCV(x_cfl,method='sigmoid') +c_cfl.fit(X_train_asm,y_train_asm) + +predict_y = c_cfl.predict_proba(X_train_asm) +print ('train loss',log_loss(y_train_asm, predict_y)) +predict_y = c_cfl.predict_proba(X_cv_asm) +print ('cv loss',log_loss(y_cv_asm, predict_y)) +predict_y = c_cfl.predict_proba(X_test_asm) +print ('test loss',log_loss(y_test_asm, predict_y)) + diff --git a/trainLabels.csv b/trainLabels.csv new file mode 100644 index 0000000..acbf3bf --- /dev/null +++ b/trainLabels.csv @@ -0,0 +1,10869 @@ +"Id","Class" +"01kcPWA9K2BOxQeS5Rju",1 +"04EjIdbPV5e1XroFOpiN",1 +"05EeG39MTRrI6VY21DPd",1 +"05rJTUWYAKNegBk2wE8X",1 +"0AnoOZDNbPXIr2MRBSCJ",1 +"0AwWs42SUQ19mI7eDcTC",1 +"0cH8YeO15ZywEhPrJvmj",1 +"0DNVFKwYlcjO7bTfJ5p1",1 +"0DqUX5rkg3IbMY6BLGCE",1 +"0eaNKwluUmkYdIvZ923c",1 +"0fHVZKeTE6iRb1PIQ4au",1 +"0G4hwobLuAzvl1PWYfmd",1 +"0gkj92oIleU4SYiCWpaM",1 +"0H63jydvIahOVqgx5Kfo",1 +"0Hrfce4X5YGESJPjl9uL",1 +"0I4ZVvngsAatm8fzD3pk",1 +"0iBaz3krsQ8HuA7cGDSt",1 +"0iS3pwlgJco8XORD4TLq",1 +"0jkmvR43UQ9yKxqXei61",1 +"0KigmP9TLwJXNGz26tfO",1 +"0l6fhCty3aSLDOgAjYQi",1 +"0MOorvEIRmZGhqQdc3TA",1 +"0NEsQlDGnUMg3Bew7R1A",1 +"0NyfGXt8nmlK72Q9Irhs",1 +"0odUVkrjp2B1n8NDS6bR",1 +"0pTO4SVnWDehgUlYBAvq",1 +"0qpMX5CZU8mgD2kaRNVv",1 +"0Rgetc1wAfxlzHTGBOa7",1 +"0rgudc7PpbexCtBjNqWF",1 +"0S7z4qxYTHPUDO8fgIyA",1 +"0SIqXMkDBWKE8s9pQaOv",1 +"0uNkt6sirCnUWw175pjl",1 +"0WdoYq78xDkFMcIwRpmJ",1 +"0X6U3SfcmbuZNodnH9qL",1 +"0yBQ5dAc2gN4qx9YWuiS",1 +"0YRDpBU67WrqEugkXlnd",1 +"0ZHV6acpJ9KkAWPjEI71",1 +"0ZiQmgtxzHe9v5O8Lf2k",1 +"0ZTEyLXaWReMK3rYVCjv",1 +"12TEseaJ4jnbyORqKxhf",1 +"15loeAHtkJa8BuFi6Zry",1 +"175ZU8ClOsnifz03ybcX",1 +"19zYbuW3XONcEedv7xUl",1 +"1aAwe4J9VHrsq8uEoZhf",1 +"1AXVt0D9mSU26fL4iFGc",1 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