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dupestats.py
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import tarfile
import re
import operator
import os
import json
import glob
class DupeStats:
"""statistics about duplicate values"""
blacklist = ("TEMPLATE", "\"TEMPLATE\"", "'TEMPLATE'", "", "v1", "extensions/v1beta1", "|")
path_charts = "_charts"
dump_file = "dupestats_charts.json"
def __init__(self, path=path_charts, dump_file=dump_file, verbose=False):
"""
Keyword arguments:
path -- path to charts directory (default "_charts")
verbose -- verbose (default False)
"""
self.path = path
self.verbose = verbose
self.stats_values = []
self.stats_dupes = []
self.stats_max = []
self.alldupes = []
self.counter = {}
self.duplicates = []
self.avg_values = None
self.avg_dupes = None
self.avg_max = None
self.allhitlist = []
self.dump_file = dump_file
if os.path.isdir(f'{self.path}') and os.listdir(f'{self.path}'):
charts = glob.glob(f'{self.path}/*.tgz')
charts += [x[0] for x in [[root for f in filenames if f == "Chart.yaml"] for root, directories, filenames in
os.walk(self.path)] if x]
self.charts = charts
else:
print("Charts directory doesn't exist or empty. Exiting!")
exit(1)
def duperfinder_helper(self):
for chartfile in self.charts:
dupeslist = self.dupefinder(chartfile)
basechart = os.path.basename(chartfile)
print(basechart, dupeslist)
dupeDict = dict()
dupeDict[f"{basechart}"] = dupeslist
if dupeslist:
self.duplicates.append(dupeDict)
# self.duplicates[basechart] = dupeslist
self.alldupes += dupeslist
self.stats_values.append(len(dupeslist))
self.stats_dupes.append(sum([x["duplicates"] for x in dupeslist]))
if len(dupeslist) > 0:
self.stats_max.append(max([x["duplicates"] for x in dupeslist]))
num = len(dupeslist)
if num not in self.counter:
self.counter[num] = 0
self.counter[num] += 1
def dupefinder(self, chartfile, threshold=3):
"""
Keyword arguments:
chartfile -- chart to be tested
threshold -- threshold (default 3)
"""
tgz = False
if chartfile.endswith(".tgz"):
tgz = True
values = {}
if tgz:
tar = tarfile.open(chartfile)
else:
tar = [x for x in
[[os.path.join(root, f) for f in filenames] for root, directories, filenames in os.walk(chartfile)]
if x]
tar = [x for y in tar for x in y]
for entry in tar:
if tgz:
entryname = entry.name
else:
entryname = entry
if "/templates/" in entryname and entryname.endswith(".yaml") and "/charts/" not in entryname:
if self.verbose:
print("parse", entryname)
if tgz:
template = tar.extractfile(entryname)
template_decoded = template.read().decode("utf-8")
valuestemplate = self.dupefinder_template(template_decoded)
else:
template_read = open(entryname).read()
valuestemplate = self.dupefinder_template(template_read)
for v, count in valuestemplate.items():
values[v] = values.setdefault(v, 0) + count
else:
if self.verbose:
print("skip", entryname)
hitlist = sorted(values.items(), key=operator.itemgetter(1, 0), reverse=True)
significantlist = [x for x in hitlist if x[1] >= threshold and x[0] not in self.blacklist]
list_of_dicts = list()
dictionary = dict()
import copy
for dup, value in significantlist:
dictionary["value"], dictionary["duplicates"] = dup, value
list_of_dicts.append(copy.deepcopy(dictionary))
dictionary.clear()
return list_of_dicts
#return significantlist
@staticmethod
def dupefinder_template(template):
"""
Keyword arguments:
template -- template
"""
values = {}
p = re.compile("\{\{.*\}\}")
template = re.sub(p, "TEMPLATE", template)
for line in template.split("\n"):
lineparts = line.strip().split(":")
k, *v = lineparts
v = ":".join(v).strip()
values[v] = values.setdefault(v, 0) + 1
return values
def dupe_stats(self):
"""statistics about duplicate values"""
self.duperfinder_helper()
try:
os.path.isfile(self.dump_file)
with open(self.dump_file, 'w') as f:
json.dump(self.duplicates, f, sort_keys=True)
except OSError as os_err:
print(os_err)
self.print_stats()
def print_stats(self):
"""Prints statistics"""
print("-----------")
print("Statistics:")
print("-----------")
if len(self.stats_values):
self.avg_values = sum(self.stats_values) / len(self.stats_values)
self.avg_dupes = sum(self.stats_dupes) / len(self.stats_dupes)
if self.stats_max:
self.avg_max = sum(self.stats_max) / len(self.stats_max)
else:
self.avg_max = None
else:
print("Incomplete statistics due to empty set")
self.avg_values = None
self.avg_dupes = None
self.avg_max = None
print(len(self.stats_values), "charts analysed")
print(len(self.duplicates), "with duplicates")
print("Total duplicated values", sum(self.stats_values))
if self.avg_values:
print("Average duplicate values", self.avg_values)
print("Total duplicates", sum(self.stats_dupes))
if self.avg_dupes:
print("Average duplicates", self.avg_dupes)
print("Average duplicates per value", self.avg_dupes / self.avg_values)
if self.stats_max:
print("Total maximum of dupes", max(self.stats_max))
if self.avg_max:
print("Average maximum", self.avg_max)
self.allhitlist = sorted(self.alldupes, key=lambda tup: tup["duplicates"], reverse=True)
print("----------------------------")
print("Top global duplicate values:")
print("----------------------------")
for item in self.allhitlist[:10]:
val, dups = item.values()
print(f'{dups:2d} x {val}')
# for v, count in self.allhitlist[:10]:
# print(f'{count:2d} x {v}')
print("------------------------------")
print("Duplicate values distribution:")
print("------------------------------")
print(self.counter)
def get_charts(self):
return self.charts