[O] Reformat, optimize, add comments

This commit is contained in:
Azalea (on HyDEV-Daisy)
2022-05-08 23:54:51 -04:00
parent 5eca74116e
commit bfbd5f8a2a
4 changed files with 275 additions and 233 deletions
+27 -17
View File
@@ -1,4 +1,6 @@
import json
import pandas as pd
from common.commons import *
@@ -7,46 +9,54 @@ DATA_PATH = os.environ["DATA_PATH"]
COMMIT_DFS = os.environ["COMMIT_DFS"]
COMMIT_FOLDER = os.environ["COMMIT_FOLDER"]
def getCommitFromRepo(f,gitrepo,branch):
cmd = 'git -C ' + f + ' checkout -f ' + branch
output, err = shellGitCheckout(cmd)
def getCommitFromRepo(f: PathLike, gitrepo: str, branch: str):
"""
:param f: Git repo directory
:param gitrepo: Repo name
:param branch: Branch name
:return: None
"""
file = f'{gitrepo}.commits'
output, err = shellGitCheckout(f'git -C {f} checkout -f {branch}')
m = re.search(branch, err)
while not m:
time.sleep(10)
logging.info('Waiting for checkout')
cmd = 'git -C ' + f + " log --no-merges --pretty=format:'{\"commit\":\"%H\",\"commitDate\":\"%ci\",\"title\":\"%f\",\"committer\":\"%ce\"}' > " + gitrepo + '.commits'
output = shellCallTemplate(cmd,enc='latin1')
# Create commits file
form = json.dumps({"commit": "%H", "commitDate": "%ci", "title": "%f", "committer": "%ce"})
shellCallTemplate(f"git -C {f} log --no-merges --pretty=format:'{form}' > {file}", enc='latin1')
def makeDF(filename):
with open(filename,encoding='latin1') as f:
lines = f.readlines()
ls = [eval(f) for f in lines]
ds = pd.DataFrame.from_dict(ls)
ds['commitDate']= ds['commitDate'].apply(lambda x:pd.to_datetime(x))
# Collect commits
commits = json.loads(f'[{Path(file).read_text()}]')
# Convert to DataFrame
ds = pd.DataFrame.from_dict(commits)
ds['commitDate'] = pd.to_datetime(ds['commitDate'])
return ds
def caseCollect(subject):
if not os.path.exists(COMMIT_FOLDER):
os.mkdir(COMMIT_FOLDER)
if not os.path.exists(COMMIT_DFS):
os.mkdir(COMMIT_DFS)
subjects = pd.read_csv(join(DATA_PATH, 'subjects.csv'))
if subject == 'ALL':
tuples = subjects[['Repo', 'Branch']].values.tolist()
else:
# repos = subjects.query("Subject == '{0}'".format(subject)).Repo.tolist()
tuples = subjects.query("Subject == '{0}'".format(subject))[['Repo', 'Branch']].values.tolist()
tuples = subjects.query("Subject == '{0}'".format(subject))[
['Repo', 'Branch']].values.tolist()
for t in tuples:
repo,branch = t
repo, branch = t
logging.info(repo)
getCommitFromRepo(join(REPO_PATH, repo), join(COMMIT_FOLDER, repo),branch)
getCommitFromRepo(join(REPO_PATH, repo), join(COMMIT_FOLDER, repo), branch)
if subject == 'ALL':
commits = listdir(COMMIT_FOLDER)
@@ -60,6 +70,7 @@ def caseCollect(subject):
save_zipped_pickle(rDF, join(COMMIT_DFS, repoName + ".pickle"))
# p.dump(rDF, open(join(COMMIT_DFS, repoName + ".pickle"), "wb"))
def caseClone(subject):
if not os.path.exists(REPO_PATH):
os.mkdir(REPO_PATH)
@@ -74,4 +85,3 @@ def caseClone(subject):
for gitrepo in gitrepos:
cmd = 'git clone ' + gitrepo
out = shellCallTemplate(cmd)
+119 -112
View File
@@ -1,7 +1,8 @@
import logging
import sys
import gzip
from typing import Union
import numpy as np
from tqdm import tqdm
import shutil
@@ -28,16 +29,18 @@ import datetime
import subprocess
from pathlib import Path
PathLike = Union[os.PathLike, str]
sourceCodeColumns = ['packageName', 'className', 'methodNames', 'formalParameter',
'methodInvocation', 'memberReference', 'documentation', 'literal', 'rawSource', 'hunks',
'commitLogs', 'classNameExt']
'methodInvocation', 'memberReference', 'documentation', 'literal', 'rawSource',
'hunks',
'commitLogs', 'classNameExt']
def nap():
time.sleep(1)
def setLogg():
# logging.basicConfig(filename='app.log', filemode='w',level=logging.DEBUG)
root = logging.getLogger()
@@ -45,7 +48,8 @@ def setLogg():
ch = logging.StreamHandler(sys.stdout)
ch.setLevel(logging.WARNING)
formatter = logging.Formatter('%(asctime)s - %(process)d - %(levelname)s - %(filename)s:%(funcName)s - %(message)s')
formatter = logging.Formatter(
'%(asctime)s - %(process)d - %(levelname)s - %(filename)s:%(funcName)s - %(message)s')
ch.setFormatter(formatter)
# ch.addFilter(lambda record: record.levelno <= logging.)
root.addHandler(ch)
@@ -64,6 +68,7 @@ def setLogg():
h2.setFormatter(formatter)
root.addHandler(h2)
def setEnv(args):
# env = args.env
@@ -72,7 +77,6 @@ def setEnv(args):
os.environ["ROOT_DIR"] = args.root
sys.path.append(args.root)
import yaml
# if os.uname().nodename != '':
# with open(join(os.environ["ROOT_DIR"], os.uname().nodename + ".config.yml"), 'r') as ymlfile:
@@ -113,16 +117,15 @@ def setEnv(args):
# os.environ["JDK8"] = cfg['java']['8home']
# os.environ["D4JHOME"] = cfg['defects4j']['home']
os.environ["CODE_PATH"] = join(os.environ["ROOT_DIR"],'code/')
os.environ["CODE_PATH"] = join(os.environ["ROOT_DIR"], 'code/')
# os.environ["DATA_PATH"] = join(os.environ["ROOT_DIR"],'data/')
# os.environ["REPO_PATH"] = join(os.environ["DATA_PATH"], 'gitrepo/')
os.environ["COMMIT_DFS"]= join(os.environ["DATA_PATH"],'commitsDF/')
os.environ["SIMI_DIR"]= join(os.environ["DATA_PATH"],'simi/')
os.environ["COMMIT_DFS"] = join(os.environ["DATA_PATH"], 'commitsDF/')
os.environ["SIMI_DIR"] = join(os.environ["DATA_PATH"], 'simi/')
os.environ["DTM_PATH"] = join(os.environ["DATA_PATH"], 'dtm/')
os.environ["SIMI_SINGLE"] = join(os.environ["DATA_PATH"], 'simiSingle/')
os.environ["FEATURE_DIR"] = join(os.environ["DATA_PATH"],'features/')
os.environ["FEATURE_DIR"] = join(os.environ["DATA_PATH"], 'features/')
os.environ["BUG_POINT"] = join(os.environ["DATA_PATH"], 'bugPoints/')
os.environ["DEFECTS4J"] = join(os.environ["DATA_PATH"], 'defects4jdata/')
@@ -139,10 +142,6 @@ def setEnv(args):
os.environ["DATASET_DIR"] = join(os.environ["DATA_PATH"], 'datasets/')
os.environ["REMOTE_PATH"] = '/Volumes/Samsung_T5/data'
logging.info('ROOT_DIR : %s', os.environ["ROOT_DIR"])
logging.info('REPO_PATH : %s', os.environ["REPO_PATH"])
logging.info('CODE_PATH : %s', os.environ["CODE_PATH"])
@@ -159,15 +158,13 @@ def setEnv(args):
logging.info('DATASET_DIR : %s', os.environ["DATASET_DIR"])
def getRun():
import argparse
parser = argparse.ArgumentParser(description='')
# parser.add_argument('-subject', dest='subject', help='Environment')
parser.add_argument('-root', dest='root', help='root folder')
parser.add_argument('-job',dest='job',help='job name')
parser.add_argument('-prop',dest='prop',help='property file')
parser.add_argument('-job', dest='job', help='job name')
parser.add_argument('-prop', dest='prop', help='property file')
args = parser.parse_args()
@@ -177,10 +174,9 @@ def getRun():
return args
def shellCallTemplate4jar(cmd,enc='utf-8'):
def shellCallTemplate4jar(cmd, enc='utf-8'):
process = subprocess.Popen(cmd,
stdout=subprocess.PIPE,stderr=PIPE, shell=True,encoding=enc,
stdout=subprocess.PIPE, stderr=PIPE, shell=True, encoding=enc,
universal_newlines=True)
while True:
@@ -195,10 +191,11 @@ def shellCallTemplate4jar(cmd,enc='utf-8'):
print(output.strip())
break
def shellCallTemplate(cmd,enc='utf-8'):
def shellCallTemplate(cmd, enc='utf-8'):
try:
logging.info(cmd)
with Popen(cmd, stdout=PIPE, stderr=PIPE, shell=True,encoding=enc) as p:
with Popen(cmd, stdout=PIPE, stderr=PIPE, shell=True, encoding=enc) as p:
output, errors = p.communicate()
# print(output)
if errors:
@@ -212,30 +209,32 @@ def shellCallTemplate(cmd,enc='utf-8'):
logging.error(e)
return output
def getChildMem(pid,children):
def getChildMem(pid, children):
out = subprocess.Popen(['pgrep', '-P', str(pid)],
stdout=subprocess.PIPE).communicate()[0].split(b'\n')
child = out[0].decode()
if child !='':
if child != '':
children.append(child)
getChildMem(child,children)
getChildMem(child, children)
else:
return children
def getAllChildMe(pid):
def getAllChildMe(pid):
childrenProcess = []
getChildMem(pid,childrenProcess)
getChildMem(pid, childrenProcess)
# if child == '':
return sum(map(memory_usage_ps,childrenProcess)) + memory_usage_ps(pid)
return sum(map(memory_usage_ps, childrenProcess)) + memory_usage_ps(pid)
# else:
# return memory_usage_ps(child) + memory_usage_ps(pid)
def memory_usage_ps(pid):
import subprocess
out = subprocess.Popen(['ps', 'v', '-p', str(pid)],
stdout=subprocess.PIPE).communicate()[0].split(b'\n')
stdout=subprocess.PIPE).communicate()[0].split(b'\n')
vsz_index = out[0].split().index(b'RSS')
if out[1].decode() != '':
mem = float(out[1].split()[vsz_index]) / 1024
@@ -243,73 +242,74 @@ def memory_usage_ps(pid):
mem = float(0)
return mem
def raiseTime(cmd,timeout,my_timer):
def raiseTime(cmd, timeout, my_timer):
my_timer.cancel()
raise TimeoutExpired(cmd, timeout)
def killP(pid):
out = subprocess.Popen(['kill', str(pid)],
stdout=subprocess.PIPE).communicate()[0].split(b'\n')
out = subprocess.Popen(['kill', str(pid)], stdout=subprocess.PIPE).communicate()[0].split(b'\n')
out
def shellGitCheckout(cmd,timeout =600,enc='utf-8'):
def shellGitCheckout(cmd, timeout=600, enc='utf-8'):
output = ''
errors = ''
# logging.debug(cmd)
with Popen(cmd, stdout=PIPE, stderr=PIPE, shell=True,encoding=enc) as p:
with Popen(cmd, stdout=PIPE, stderr=PIPE, shell=True, encoding=enc) as p:
try:
output, errors = p.communicate(timeout=timeout)
# print(output)
logging.debug(cmd + '\t' +output)
logging.debug(cmd + '\t' + output)
# logging.info(errors)
if errors:
raise CalledProcessError(errors, '-1')
output
except CalledProcessError as e:
logging.debug(cmd +'\t'+ errors)
logging.debug(cmd + '\t' + errors)
except TimeoutExpired as t:
p.terminate()
p.communicate()
# p.kill()
logging.warning(cmd +'\t'+str(t))
return output,errors
logging.warning(cmd + '\t' + str(t))
return output, errors
def callSpinfer(cmd,timeout =600,enc='utf-8'):
def callSpinfer(cmd, timeout=600, enc='utf-8'):
output = ''
errors = ''
# logging.debug(cmd)
my_timer = None
with Popen(cmd, stdout=PIPE, stderr=PIPE, shell=True,encoding=enc) as p:
with Popen(cmd, stdout=PIPE, stderr=PIPE, shell=True, encoding=enc) as p:
try:
start = datetime.datetime.now()
memusage = getAllChildMe(p.pid)
# isExit = False
while(memusage != 0.0):
while (memusage != 0.0):
end = datetime.datetime.now()
elapsed = end - start
if(elapsed.seconds > timeout):
raise TimeoutExpired(cmd,timeout)
if (elapsed.seconds > timeout):
raise TimeoutExpired(cmd, timeout)
memusage = getAllChildMe(p.pid)
# print(str(p.pid) + " ; " + str(memusage))
if memusage > 2000:
# isExit = True
raise TimeoutExpired(cmd,timeout)
raise TimeoutExpired(cmd, timeout)
output, errors = p.communicate(timeout=timeout)
# print(output)
logging.debug(cmd + '\t' +output)
logging.debug(cmd + '\t' + output)
# logging.info(errors)
if errors:
raise CalledProcessError(errors, '-1')
output
except CalledProcessError as e:
logging.debug(cmd +'\t'+ errors)
logging.debug(cmd + '\t' + errors)
except TimeoutExpired as t:
# my_timer.cancel()
childrenProcess = []
getChildMem(p.pid, childrenProcess)
[killP(i) for i in childrenProcess]
@@ -317,30 +317,35 @@ def callSpinfer(cmd,timeout =600,enc='utf-8'):
p.terminate()
p.communicate()
# p.kill()
logging.warning(cmd +'\t'+str(t))
return output,errors
logging.warning(cmd + '\t' + str(t))
return output, errors
def save_zipped_pickle(obj, filename, protocol=-1):
with gzip.open(filename, 'wb') as f:
p.dump(obj, f, protocol)
def load_zipped_pickle(filename):
with gzip.open(filename, 'rb') as f:
loaded_object = p.load(f)
return loaded_object
def file2path(file):
count = file.count(".") - 1
file = file.replace('.', '/', count)
return file
def isFileInList(file,checkList):
def isFileInList(file, checkList):
for f in checkList:
if f in file:
return True
return False
# [i for i in ansFiles if 'org/fusesource/esb/itests/basic/fabric/EsbFeatureTest.java' in i]
def get_venn_sections(sets):
"""
Given a list of sets, return a new list of sets with all the possible
@@ -366,7 +371,7 @@ def get_venn_sections(sets):
bit_flags = [2 ** n for n in range(len(sets))]
flags_zip_sets = [z for z in zip(bit_flags, sets)]
#combo_sets = []
# combo_sets = []
combo_sets = dict()
for bits in range(num_combinations - 1, 0, -1):
include_sets = [s for flag, s in flags_zip_sets if bits & flag]
@@ -374,17 +379,19 @@ def get_venn_sections(sets):
combo = set.intersection(*include_sets)
combo = set.difference(combo, *exclude_sets)
tag = ''.join([str(int((bits & flag) > 0)) for flag in bit_flags])
#combo_sets.append((tag, combo))
# combo_sets.append((tag, combo))
combo_sets[tag] = combo
return combo_sets
def pairwise(iterable):
"s -> (s0,s1), (s1,s2), (s2, s3), ..."
a, b = itertools.tee(iterable)
next(b, None)
return zip(a, b)
def RR_XGB(x,ao,column):
def RR_XGB(x, ao, column):
if x[ao] == 1:
return (1.0 / (x[column]))
elif pd.isnull(x[ao]):
@@ -392,10 +399,11 @@ def RR_XGB(x,ao,column):
else:
return 0
def parallelRunNo(coreFun,elements,*args):
def parallelRunNo(coreFun, elements, *args):
with concurrent.futures.ProcessPoolExecutor(max_workers=int(8)) as executor:
try:
futures = {executor.submit(coreFun, l,*args): l for l in elements}
futures = {executor.submit(coreFun, l, *args): l for l in elements}
kwargs = {
'total': len(futures),
@@ -420,10 +428,10 @@ def parallelRunNo(coreFun,elements,*args):
raise
def parallelRun(coreFun,elements,*args,max_workers=os.cpu_count()):
def parallelRun(coreFun, elements, *args, max_workers=os.cpu_count()):
with concurrent.futures.ProcessPoolExecutor(max_workers=max_workers) as executor:
try:
futures = {executor.submit(coreFun, l,*args): l for l in elements}
futures = {executor.submit(coreFun, l, *args): l for l in elements}
kwargs = {
'total': len(futures),
@@ -445,11 +453,11 @@ def parallelRun(coreFun,elements,*args,max_workers=os.cpu_count()):
raise
def parallelRunMerge(coreFun,elements,*args,max_workers=os.cpu_count()):
def parallelRunMerge(coreFun, elements, *args, max_workers=os.cpu_count()):
dataL = []
with concurrent.futures.ProcessPoolExecutor(max_workers=max_workers) as executor:
try:
futures = {executor.submit(coreFun, l,*args): l for l in elements}
futures = {executor.submit(coreFun, l, *args): l for l in elements}
kwargs = {
'total': len(futures),
'unit': 'files',
@@ -473,12 +481,11 @@ def parallelRunMerge(coreFun,elements,*args,max_workers=os.cpu_count()):
raise
def parallelRunMergeNew(coreFun,elements,*args,max_workers=os.cpu_count()):
def parallelRunMergeNew(coreFun, elements, *args, max_workers=os.cpu_count()):
res = []
with concurrent.futures.ProcessPoolExecutor(max_workers=max_workers) as executor:
try:
futures = {executor.submit(coreFun, l,*args): l for l in elements}
futures = {executor.submit(coreFun, l, *args): l for l in elements}
kwargs = {
'total': len(futures),
@@ -503,8 +510,8 @@ def parallelRunMergeNew(coreFun,elements,*args,max_workers=os.cpu_count()):
aDF = pd.concat(res)
return aDF
def get_filepaths(directory,extension):
def get_filepaths(directory, extension):
file_paths = [] # List which will store all of the full filepaths.\n,
exclude = '.git'
# Walk the tree.\n,
@@ -520,27 +527,27 @@ def get_filepaths(directory,extension):
return file_paths # Self-explanatory.\n,
def get_class_weights(y):
counter = Counter(y)
majority = max(counter.values())
return {cls: round(float(majority)/float(count), 2) for cls, count in counter.items()}
return {cls: round(float(majority) / float(count), 2) for cls, count in counter.items()}
def stopDB(dbDir,portInner):
def stopDB(dbDir, portInner):
# cmd = "bash " + dbDir + "/" + "stopServer.sh " + " " + portInner;
cmd = "redis-cli -p " + portInner + " shutdown save"
o, e = shellGitCheckout(cmd)
logging.info(o)
def startDB(dbDir,portInner,projectType):
dbName = "dumps-"+projectType+".rdb"
def startDB(dbDir, portInner, projectType):
dbName = "dumps-" + projectType + ".rdb"
# portInner = '6380'
cmd = "bash " + dbDir + "/" + "startServer.sh " + dbDir + " "+dbName+ " " + portInner;
cmd = "bash " + dbDir + "/" + "startServer.sh " + dbDir + " " + dbName + " " + portInner;
o, e = shellGitCheckout(cmd)
ping = "redis-cli -p "+portInner+" ping"
ping = "redis-cli -p " + portInner + " ping"
o, e = shellGitCheckout(ping)
m = re.search('PONG', o)
@@ -569,23 +576,23 @@ def unique_everseen(iterable, key=None):
seen_add(k)
yield element
def plotBox(yList,labels, fn, rotate=False,limit=True):
def plotBox(yList, labels, fn, rotate=False, limit=True):
import matplotlib
matplotlib.use("TkAgg")
import matplotlib.pyplot as plt
fig = plt.figure()
ax1 = fig.add_subplot(111)
meanpointsprops = dict(markeredgecolor ='blue',markerfacecolor=
'blue')
meanpointsprops = dict(markeredgecolor='blue', markerfacecolor=
'blue')
flierprops = dict(markeredgecolor ='black',markerfacecolor=
'black',marker='.',markersize=2)
box = ax1.boxplot(yList, 0, flierprops=flierprops,widths=0.5, showmeans=False, vert=True,meanprops=meanpointsprops)
flierprops = dict(markeredgecolor='black', markerfacecolor=
'black', marker='.', markersize=2)
box = ax1.boxplot(yList, 0, flierprops=flierprops, widths=0.5, showmeans=False, vert=True,
meanprops=meanpointsprops)
for line in box['medians']:
x,y = line.get_xydata()[1]
x, y = line.get_xydata()[1]
line.set(linewidth=3)
line.set_color('blue')
# plt.scatter(labels, yList, color='r')
@@ -601,8 +608,8 @@ def plotBox(yList,labels, fn, rotate=False,limit=True):
ax1.get_xaxis().set_ticklabels([])
# sns.boxplot(yList, ax=ax1)
if limit:
ax1.set_ylim(top=1.1,bottom=0)
ax1.yaxis.set_ticks([0.0,1.0])
ax1.set_ylim(top=1.1, bottom=0)
ax1.yaxis.set_ticks([0.0, 1.0])
else:
ax1.set_yscale('log')
ax1.set_xlabel('Cluster Member Size')
@@ -616,33 +623,32 @@ def plotBox(yList,labels, fn, rotate=False,limit=True):
fig.set_size_inches(7, 1, forward=True)
fig.savefig(fn, dpi=100, bbox_inches='tight')
plt.show()
def plotBox2(ys,labels, fn,means, rotate=False,limit=True):
def plotBox2(ys, labels, fn, means, rotate=False, limit=True):
import matplotlib
matplotlib.use("TkAgg")
import matplotlib.pyplot as plt
fig, axes = plt.subplots(nrows=3, ncols=1)
fig,axes = plt.subplots(nrows=3,ncols=1)
for ax1,yList,l,l2,mean in zip(axes.flat,ys,labels,['Shapes','Actions','Tokens'],means):
for ax1, yList, l, l2, mean in zip(axes.flat, ys, labels, ['Shapes', 'Actions', 'Tokens'],
means):
# plt.setp(ax1.get_xticks(),visible=False)
# ax1 = fig.add_subplot(111)
meanpointsprops = dict(markeredgecolor ='blue',markerfacecolor=
'blue')
meanpointsprops = dict(markeredgecolor='blue', markerfacecolor=
'blue')
flierprops = dict(markeredgecolor ='black',markerfacecolor=
'black',marker='.',markersize=2)
box = ax1.boxplot(yList, 0, flierprops=flierprops,widths=0.5, showmeans=False, vert=True,meanprops=meanpointsprops)
flierprops = dict(markeredgecolor='black', markerfacecolor=
'black', marker='.', markersize=2)
box = ax1.boxplot(yList, 0, flierprops=flierprops, widths=0.5, showmeans=False, vert=True,
meanprops=meanpointsprops)
ax1.axhline(linewidth=2, color='r',y=mean)
ax1.axhline(linewidth=2, color='r', y=mean)
for line in box['medians']:
x,y = line.get_xydata()[1]
x, y = line.get_xydata()[1]
line.set(linewidth=3)
line.set_color('blue')
# plt.scatter(labels, yList, color='r')
@@ -659,14 +665,14 @@ def plotBox2(ys,labels, fn,means, rotate=False,limit=True):
# ax1.get_xaxis().set_ticks([])
# sns.boxplot(yList, ax=ax1)
if limit:
if l2 !='Tokens':
ax1.set_ylim(top=1,bottom=0)
if l2 != 'Tokens':
ax1.set_ylim(top=1, bottom=0)
else:
ax1.set_ylim(top=1.1, bottom=0)
ax1.yaxis.set_ticks([0.0,mean,0.5,1.0])
ax1.yaxis.set_ticklabels([0,'',0.5,1])
ax1.yaxis.set_ticks([0.0, mean, 0.5, 1.0])
ax1.yaxis.set_ticklabels([0, '', 0.5, 1])
ax1.tick_params(direction='out', length=6, width=2, axis='y',
grid_color='r', grid_alpha=0.5)
grid_color='r', grid_alpha=0.5)
else:
# ax1.set_yscale('log')
@@ -675,7 +681,7 @@ def plotBox2(ys,labels, fn,means, rotate=False,limit=True):
ax1.set_aspect('auto')
ax1.set_ylabel(l2)
labels = ['C-'+str(i+1) for i in labels[0]]
labels = ['C-' + str(i + 1) for i in labels[0]]
ax1.set_xticklabels(labels)
ax1.set_xticklabels(labels, rotation=45, ha='right')
# plt.setp(ax1.get_xticks(), visible=True)
@@ -687,16 +693,14 @@ def plotBox2(ys,labels, fn,means, rotate=False,limit=True):
plt.subplots_adjust(wspace=0, hspace=0.05)
fig = plt.gcf()
# fig.tight_layout()
fig.set_size_inches(7, 7, forward=True)
fig.savefig(fn, dpi=100, bbox_inches='tight')
plt.show()
def plotScatter(s1,s2,vs,label,limits,type):
def plotScatter(s1, s2, vs, label, limits, type):
import matplotlib
matplotlib.use("TkAgg")
import matplotlib.pyplot as plt
@@ -719,8 +723,8 @@ def plotScatter(s1,s2,vs,label,limits,type):
stepsize = 1
ax.xaxis.set_ticks(np.arange(0, end, stepsize))
ax.yaxis.set_ticks(np.arange(0, end, stepsize))
x = np.linspace(start, end, limits+1)
y = np.linspace(start, end, limits+1)
x = np.linspace(start, end, limits + 1)
y = np.linspace(start, end, limits + 1)
ax.fill_between(x, y, end, facecolor='b', alpha=0.3)
# plt.plot(np.linspace(0, 1, 10), np.linspace(0, 1, 10), lw=1)
ax.spines['top'].set_visible(True)
@@ -744,14 +748,17 @@ def plotScatter(s1,s2,vs,label,limits,type):
tight_bbox=True
)
import threading
class BackgroundTask(object):
""" Threading example class
The run() method will be started and it will run in the background
until the application exits.
"""
def __init__(self, model,PATH, interval=1):
def __init__(self, model, PATH, interval=1):
""" Constructor
:type interval: int
:param interval: Check interval, in seconds
@@ -761,10 +768,10 @@ class BackgroundTask(object):
self.path = PATH
thread = threading.Thread(target=self.run, args=())
thread.daemon = True # Daemonize thread
thread.start() # Start the execution
thread.daemon = True # Daemonize thread
thread.start() # Start the execution
def run(self):
""" Method that runs forever """
self.model.save_model(self.path,
num_iteration=self.model.best_iteration)
num_iteration=self.model.best_iteration)
+47 -23
View File
@@ -1,46 +1,70 @@
from pandas import DataFrame
from common.commons import *
from commitCollector import *
from python.settings import *
from settings import *
from otherDatasets import markBugFixingPatches
DATASET_PATH = REPO_PATH
DATASET = os.environ["dataset"]
PROJECT_LIST = os.environ["PROJECT_LIST"]
def createDS():
pjList = PROJECT_LIST.split(',')
def load_commits(repo: str, git_url: str, branch: str) -> DataFrame:
"""
Load commits of a repo
:param repo: Repo name (e.g. "fuse")
:param git_url: Git clone url (e.g. "https://github.com/jboss-fuse/fuse.git")
:param branch: Git branch (e.g. "6.3.0.redhat")
:return: Commits DataFrame
"""
commits_pickle = Path(join(COMMIT_DFS, f'{repo}-fix.pickle.gz'))
# Load existing commits
if commits_pickle.is_file():
return pd.read_pickle(commits_pickle)
# Clone new commits
shellCallTemplate('git config --global http.postBuffer 157286400')
shellCallTemplate(f'git -C {DATASET_PATH} clone {git_url}')
logging.info(f'Git repo cloned: {repo}')
commits = getCommitFromRepo(join(REPO_PATH, repo), join(COMMIT_DFS, repo), branch)
commits = markBugFixingPatches(commits, repo)
commits.to_pickle(commits_pickle)
return commits
def createDS(project_list: str = PROJECT_LIST):
"""
:param project_list: Comma-separated list of git project names (projects must exist in dataset.csv)
:return:
"""
pjList: list[str] = project_list.split(',')
# Ensure directories exist
if not os.path.exists(DATASET_PATH):
os.mkdir(DATASET_PATH)
if not os.path.exists(COMMIT_DFS):
os.mkdir(COMMIT_DFS)
subjects = pd.read_csv(join(ROOT_DIR, 'data', 'dataset.csv'))
# Find project repo urls in dataset.csv
subjects: DataFrame = pd.read_csv(join(ROOT_DIR, 'data', 'dataset.csv'))
if pjList == ['ALL']:
tuples = subjects[['Repo', 'GitRepo', 'Branch']].values.tolist()
else:
# repos = subjects.query("Subject == '{0}'".format(subject)).Repo.tolist()
tuples = subjects[subjects.Repo.isin(pjList)][['Repo', 'GitRepo', 'Branch']].values.tolist()
for t in tuples:
repo, src, branch = t
logging.info(repo)
if isfile(join(COMMIT_DFS, repo + 'Fix.pickle')):
commits = load_zipped_pickle(join(COMMIT_DFS, repo + 'Fix.pickle'))
else:
cmd = 'git config --global http.postBuffer 157286400'
shellCallTemplate(cmd)
cmd = 'git -C ' + DATASET_PATH + ' clone ' + src
shellCallTemplate(cmd)
logging.info(repo)
getCommitFromRepo(join(REPO_PATH, repo), join(COMMIT_DFS, repo), branch)
rDF = makeDF(join(COMMIT_DFS, repo + '.commits'))
save_zipped_pickle(rDF, join(COMMIT_DFS, repo + ".pickle"))
# return rDF
commits = rDF
commits = markBugFixingPatches(commits, repo)
# Loop through repos
for repo, src, branch in tuples:
logging.info(f'Processing {repo}')
commits = load_commits(repo, src, branch)
commits = commits[commits.files.apply(lambda x: np.any([i == 'M' for i in x.values()]))]
# keep only commits that are changing c files (.c)
commits = commits[commits.files.apply(lambda x: np.all([i.endswith('.java') for i in x.keys()]))]
+82 -81
View File
@@ -1,24 +1,27 @@
from pandas import DataFrame
from common.commons import *
DATA_PATH = os.environ["DATA_PATH"]
COMMIT_DFS = os.environ["COMMIT_DFS"]
# DATASET_PATH = '/Users/anilkoyuncu/projects/datasets'
DATASET_PATH = os.environ["REPO_PATH"]
DATASET_PATH = Path(os.environ["REPO_PATH"])
DATASET = os.environ["dataset"]
ROOT = os.environ["ROOT_DIR"]
PROJECT_LIST = os.environ["PROJECT_LIST"]
def filetype_fileter(filename):
# return filename.endswith(u'.java') and not bool(re.search('test.*\/', filename))
return filename.endswith(u'.c') or filename.endswith(u'.h')
def checkoutFiles(sha,shaOld, filePath,type, repo=None):
def checkoutFiles(sha, shaOld, filePath, type, repo=None):
try:
# folderDiff = join(DATA_PATH, 'gumInput',repoName, 'DiffEntries')
folderDiff = join(type, 'DiffEntries')
folderPrev = join(type, 'prevFiles')
folderRev = join( type, 'revFiles')
folderRev = join(type, 'revFiles')
if not os.path.exists(folderDiff):
os.mkdir(folderDiff)
@@ -31,14 +34,13 @@ def checkoutFiles(sha,shaOld, filePath,type, repo=None):
# if repo is None:
# repo = join(REPO_PATH,repoName)
savePath = filePath.replace('/','#')
savePath = filePath.replace('/', '#')
if not isfile(folderDiff + '/' + sha + '_' + shaOld + '_' + savePath + '.txt'):
cmd = 'git -C ' + repo + ' diff -U ' + shaOld + ':' + filePath + '..' + sha + ':' + filePath # + '> ' + folderDiff + '/' + sha + '_' + shaOld + '_' + savePath.replace('.java','.txt')
output,errors = shellGitCheckout(cmd,enc='latin1')
output, errors = shellGitCheckout(cmd, enc='latin1')
if errors:
# print(errors)
raise FileNotFoundError
@@ -58,31 +60,30 @@ def checkoutFiles(sha,shaOld, filePath,type, repo=None):
'w') as writeFile:
writeFile.writelines(diffFile)
cmd = 'git -C ' + repo + ' show ' + sha + ':' + filePath + '> ' + folderRev + '/' + sha + '_' + shaOld + '_' +savePath
cmd = 'git -C ' + repo + ' show ' + sha + ':' + filePath + '> ' + folderRev + '/' + sha + '_' + shaOld + '_' + savePath
if errors:
# print(errors)
raise FileNotFoundError
o,errors= shellGitCheckout(cmd,enc='latin1')
cmd = 'git -C ' + repo + ' show ' + shaOld + ':' + filePath + '> ' + folderPrev + '/' + 'prev_'+sha + '_' + shaOld + '_' +savePath
o, errors = shellGitCheckout(cmd, enc='latin1')
cmd = 'git -C ' + repo + ' show ' + shaOld + ':' + filePath + '> ' + folderPrev + '/' + 'prev_' + sha + '_' + shaOld + '_' + savePath
if errors:
# print(errors)
raise FileNotFoundError
o,errors = shellGitCheckout(cmd,enc='latin1')
o, errors = shellGitCheckout(cmd, enc='latin1')
if errors:
# print(errors)
raise FileNotFoundError
except FileNotFoundError as fnfe:
if isfile(folderRev + '/' + sha + '_' + shaOld + '_' +savePath):
os.remove(folderRev + '/' + sha + '_' + shaOld + '_' +savePath)
if isfile(folderPrev + '/' + 'prev_'+sha + '_' + shaOld + '_' +savePath):
os.remove(folderPrev + '/' + 'prev_'+sha + '_' + shaOld + '_' +savePath)
if isfile(folderDiff + '/' + sha + '_' + shaOld + '_' + savePath.replace('.java','.txt')):
os.remove(folderDiff + '/' + sha + '_' + shaOld + '_' + savePath.replace('.java','.txt'))
if isfile(folderRev + '/' + sha + '_' + shaOld + '_' + savePath):
os.remove(folderRev + '/' + sha + '_' + shaOld + '_' + savePath)
if isfile(folderPrev + '/' + 'prev_' + sha + '_' + shaOld + '_' + savePath):
os.remove(folderPrev + '/' + 'prev_' + sha + '_' + shaOld + '_' + savePath)
if isfile(folderDiff + '/' + sha + '_' + shaOld + '_' + savePath.replace('.java', '.txt')):
os.remove(
folderDiff + '/' + sha + '_' + shaOld + '_' + savePath.replace('.java', '.txt'))
# print(fnfe)
# raise Exception(fnfe)
except Exception as e:
@@ -90,14 +91,14 @@ def checkoutFiles(sha,shaOld, filePath,type, repo=None):
raise Exception(e)
def prepareFiles(t,dsName):
def prepareFiles(t, dsName):
try:
sha,files = t
sha, files = t
shaOld = sha + '^'
# repo = '/Users/anil.koyuncu/projects/linux'
# repo = join(REPO_PATH,repoName)
gumInputRepo = join(DATASET,dsName)
gumInputRepo = join(DATASET, dsName)
if not os.path.exists(join(gumInputRepo)):
os.makedirs(gumInputRepo)
@@ -118,35 +119,30 @@ def prepareFiles(t,dsName):
# return
nonTest = []
for k,v in files.items():
for k, v in files.items():
if v == 'M':
nonTest.append(k)
# if k.endswith('.c') or k.endswith(u'.h'):
# nonTest.append(k)
# nonTest = [f for f in files.keys() if f.endswith('.c') or f.endswith(u'.h')]
cmd = 'git -C ' + join(DATASET_PATH,dsName) + ' rev-parse --short=6 ' + shaOld
out, err = shellGitCheckout(f'git -C {DATASET_PATH / dsName} rev-parse --short=6 {shaOld}', enc='latin1')
shaOld = out.strip()
output, errors = shellGitCheckout(cmd, enc='latin1')
shaOld = output.strip()
cmd = 'git -C ' + join(DATASET_PATH,dsName) + ' rev-parse --short=6 ' + sha
output, errors = shellGitCheckout(cmd, enc='latin1')
sha = output.strip()
cmd = 'git -C ' + join(DATASET_PATH, dsName) + ' rev-parse --short=6 ' + sha
out, err = shellGitCheckout(cmd, enc='latin1')
sha = out.strip()
if isinstance(nonTest, list):
for file in nonTest:
checkoutFiles(sha,shaOld, file,gumInputRepo,join(DATASET_PATH,dsName))
checkoutFiles(sha, shaOld, file, gumInputRepo, join(DATASET_PATH, dsName))
except Exception as e:
print(e)
def checkCommitLog(x,dsName):
# repo = '/Users/anil.koyuncu/projects/linux'
cmd= 'git -C ' + join(DATASET_PATH,dsName) + ' show ' + x + " --pretty=\"format:\" --name-status -M100%"
def checkCommitLog(x, dsName):
cmd = 'git -C ' + join(DATASET_PATH, dsName) + ' show ' + x + " --pretty=\"format:\" --name-status -M100%"
out, err = shellGitCheckout(cmd, enc='latin1')
log = {}
@@ -156,19 +152,21 @@ def checkCommitLog(x,dsName):
ftype = line[:1]
log[fname] = ftype
log
df = pd.DataFrame(data=[[log, x]], columns=['files', 'commit'])
df = pd.DataFrame(data=[[log, x]], columns=['files', 'commit'])
return df
def getCommitLog(x,dsName):
def getCommitLog(x, dsName):
# repo = '/Users/anil.koyuncu/projects/linux'
# commit, repo = x
cmd = 'git -C ' + join(DATASET_PATH,dsName) + '/ ' + " show --pretty=format:'%B' --no-patch " + x
cmd = 'git -C ' + join(DATASET_PATH,
dsName) + '/ ' + " show --pretty=format:'%B' --no-patch " + x
output = shellCallTemplate(cmd, 'latin-1')
# matches = re.finditer(r"\bfix[a-zA-Z]*", output,re.I)
matches = re.finditer(r"\bfix[a-zA-Z]*|\bbug[a-zA-Z]*", output,re.I)
matches = re.finditer(r"\bfix[a-zA-Z]*|\bbug[a-zA-Z]*", output, re.I)
match = list(matches)
fixes = []
if len(match) >= 1:
@@ -183,32 +181,32 @@ def getCommitLog(x,dsName):
# for m in match:
# links.append(m.group())
df = pd.DataFrame(data=[[fixes, output,x]], columns=['fixes','log','commit'])
df = pd.DataFrame(data=[[fixes, output, x]], columns=['fixes', 'log', 'commit'])
# df = df.T
# df.columns = ['log', 'commit']
return df
output
def collectBugFixPatches(dsName):
commits = getAllCommits(dsName)
# remove commits that are only deleting or adding files
commits = commits[commits.files.apply(lambda x: np.any([i == 'M' for i in x.values()]))]
# keep only commits that are changing c files (.c)
commits = commits[commits.files.apply(lambda x: np.all([i.endswith('.c') for i in x.keys()]))]
#not a revert commit
# not a revert commit
# commits = commits[~commits.log.apply(lambda x: x.startswith('Revert'))]
# commits = commits[commits.files.apply(lambda x: len(x) == 1)]
# commits['cocci'] = commits.log.apply(lambda x: True if re.search('cocci|coccinelle', x) else False)
# coccis = commits[commits.cocci].commit.values.tolist()
if dsName == 'linux':
commits['cocci'] = commits.log.apply(lambda x: True if re.search('cocci|coccinelle', x) else False)
commits['cocci'] = commits.log.apply(
lambda x: True if re.search('cocci|coccinelle', x) else False)
fixes = commits[commits.cocci].commit.values.tolist()
else:
fixes = commits[commits.fixes.str.len()!=0].commit.values.tolist()
fixes = commits[commits.fixes.str.len() != 0].commit.values.tolist()
# links = commits[commits.links.str.len()!=0].commit.values.tolist()
# bugs = set(fixes).union(links).union(coccis)
@@ -217,11 +215,11 @@ def collectBugFixPatches(dsName):
print(len(commits))
# for s in a.commit.values.tolist():
parallelRun(prepareFiles,commits[['commit','files']].values.tolist(),dsName)
# prepareFiles(s)
parallelRun(prepareFiles, commits[['commit', 'files']].values.tolist(), dsName)
# prepareFiles(s)
def markBugFixingPatches(commits,dsName):
def markBugFixingPatches(commits, dsName):
# from pandarallel import pandarallel
#
# pandarallel.initialize()
@@ -229,8 +227,8 @@ def markBugFixingPatches(commits,dsName):
# commits
f = parallelRunMergeNew(checkCommitLog, commits['commit'].values.tolist(), dsName)
res = pd.merge(commits, f, on=['commit'])
commits=res
res: DataFrame = pd.merge(commits, f, on=['commit'])
commits = res
#
# # commits['isC'] = commits.files.apply(lambda x:np.any([i.endswith('.c') or i.endswith('.h') for i in x.keys() ]))
# commits['isC'] = commits.files.apply(lambda x:np.all([i.endswith('.c') for i in x.keys() ]))
@@ -238,65 +236,65 @@ def markBugFixingPatches(commits,dsName):
# commits = commits[commits.isC == True]
# commits.commit.parallel_apply(getCommitLog)
f = parallelRunMergeNew(getCommitLog, commits['commit'].values.tolist(),dsName)
f = parallelRunMergeNew(getCommitLog, commits['commit'].values.tolist(), dsName)
res = pd.merge(commits, f, on=['commit'])
save_zipped_pickle(res, join(COMMIT_DFS, dsName+'Fix' + ".pickle"))
return res
def getAllCommits(datasetName):
if isfile(join(COMMIT_DFS,datasetName+'Fix.pickle')):
return load_zipped_pickle(join(COMMIT_DFS,datasetName+'Fix.pickle'))
if isfile(join(COMMIT_DFS, datasetName + 'Fix.pickle')):
return load_zipped_pickle(join(COMMIT_DFS, datasetName + 'Fix.pickle'))
else:
if isfile(join(COMMIT_DFS,datasetName+'.pickle')):
commits = load_zipped_pickle(join(COMMIT_DFS,datasetName+'.pickle'))
if isfile(join(COMMIT_DFS, datasetName + '.pickle')):
commits = load_zipped_pickle(join(COMMIT_DFS, datasetName + '.pickle'))
else:
if not os.path.exists(COMMIT_DFS):
os.mkdir(COMMIT_DFS)
cmd = 'git -C ' + join(DATASET_PATH,datasetName) + " log --no-merges --pretty=format:'{\"commit\":\"%H\",\"commitDate\":\"%ci\",\"title\":\"%f\",\"committer\":\"%ce\"}' > " + join(COMMIT_DFS,datasetName + '.commits')
cmd = 'git -C ' + join(DATASET_PATH,
datasetName) + " log --no-merges --pretty=format:'{\"commit\":\"%H\",\"commitDate\":\"%ci\",\"title\":\"%f\",\"committer\":\"%ce\"}' > " + join(
COMMIT_DFS, datasetName + '.commits')
output = shellCallTemplate(cmd, enc='latin1')
from commitCollector import makeDF
rDF = makeDF(join(COMMIT_DFS,datasetName + '.commits'))
rDF = makeDF(join(COMMIT_DFS, datasetName + '.commits'))
save_zipped_pickle(rDF, join(COMMIT_DFS, datasetName + ".pickle"))
# return rDF
commits = rDF
return markBugFixingPatches(commits,datasetName)
return markBugFixingPatches(commits, datasetName)
def core():
datasets = pd.read_csv(join(ROOT,'data', 'datasets.csv'))
datasets = pd.read_csv(join(ROOT, 'data', 'datasets.csv'))
# repoList = ['FFmpeg','curl','nginx','openssl','redis','tmux','vlc']
pjList = PROJECT_LIST.split(',')
if not os.path.exists(DATASET_PATH):
os.mkdir(DATASET_PATH)
for repo,src in datasets.values.tolist():
if(pjList != ['ALL']):
for repo, src in datasets.values.tolist():
if (pjList != ['ALL']):
if repo in pjList:
print(repo)
cmd = 'git config --global http.postBuffer 157286400'
shellCallTemplate(cmd)
cmd = 'git -C ' + DATASET_PATH + ' clone ' + src
shellCallTemplate(cmd)
logging.info(repo)
collectBugFixPatches(repo)
print(repo)
cmd = 'git config --global http.postBuffer 157286400'
shellCallTemplate(cmd)
cmd = 'git -C ' + DATASET_PATH + ' clone ' + src
shellCallTemplate(cmd)
logging.info(repo)
collectBugFixPatches(repo)
else:
cmd = 'git -C ' + DATASET_PATH + ' clone ' + src
shellCallTemplate(cmd)
logging.info(repo)
collectBugFixPatches(repo)
def codeflaws():
cf = listdir(join(DATASET_PATH,'codeflaws'))
type = join(DATASET,'codeflaws')
def codeflaws():
cf = listdir(join(DATASET_PATH, 'codeflaws'))
type = join(DATASET, 'codeflaws')
folderDiff = join(type, 'DiffEntries')
folderPrev = join(type, 'prevFiles')
folderRev = join(type, 'revFiles')
@@ -308,9 +306,9 @@ def codeflaws():
if not os.path.exists(folderRev):
os.makedirs(folderRev)
cfBugs = [i for i in cf if os.path.isdir(join(DATASET_PATH,'codeflaws',i))]
cfBugs = [i for i in cf if os.path.isdir(join(DATASET_PATH, 'codeflaws', i))]
for cfBug in cfBugs:
bugs = [i for i in listdir(join(DATASET_PATH,'codeflaws',cfBug)) if i.endswith('.c')]
bugs = [i for i in listdir(join(DATASET_PATH, 'codeflaws', cfBug)) if i.endswith('.c')]
bugs.sort()
if len(bugs) == 2:
s1 = bugs[0].replace('.c', '').split('-')
@@ -318,12 +316,15 @@ def codeflaws():
prev = s1[-1]
rev = s2[-1]
bugName = '-'.join(s1[: -1])
shutil.copy(join(DATASET_PATH,'codeflaws',cfBug,bugs[0]),join(folderPrev,"prev_"+bugName+"-"+prev+"-"+rev+'.c'))
shutil.copy(join(DATASET_PATH,'codeflaws',cfBug,bugs[1]),join(folderRev,bugName+"-"+prev+"-"+rev+'.c'))
cmd = 'diff -u ' + join(DATASET_PATH,'codeflaws',cfBug,bugs[0]) + ' ' + join(DATASET_PATH,'codeflaws',cfBug,bugs[1])+ ' > ' + join(folderDiff,bugName+"-"+prev+"-"+rev+'.c.txt')
shutil.copy(join(DATASET_PATH, 'codeflaws', cfBug, bugs[0]),
join(folderPrev, "prev_" + bugName + "-" + prev + "-" + rev + '.c'))
shutil.copy(join(DATASET_PATH, 'codeflaws', cfBug, bugs[1]),
join(folderRev, bugName + "-" + prev + "-" + rev + '.c'))
cmd = 'diff -u ' + join(DATASET_PATH, 'codeflaws', cfBug, bugs[0]) + ' ' + join(
DATASET_PATH, 'codeflaws', cfBug, bugs[1]) + ' > ' + join(folderDiff,
bugName + "-" + prev + "-" + rev + '.c.txt')
logging.info(cmd)
output, e = shellGitCheckout(cmd)
logging.info(output)
else:
print()