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Turns output of Cassandra nodetool cfhistograms command into pretty graphs (histograms)
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#!/usr/bin/env python | |
# Licensed to Tomaz Muraus under one or more | |
# contributor license agreements. See the NOTICE file distributed with | |
# this work for additional information regarding copyright ownership. | |
# Tomaz muraus licenses this file to You under the Apache License, Version 2.0 | |
# (the "License"); you may not use this file except in compliance with | |
# the License. You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
import os | |
import re | |
import sys | |
from os.path import join as pjoin | |
from collections import defaultdict | |
from optparse import OptionParser | |
try: | |
import matplotlib | |
import matplotlib.pyplot as plt | |
except ImportError, e: | |
raise ImportError('Missing matplotlib dependency. You can install it' + | |
' using pip:\n pip install matplotlib') | |
try: | |
import prettyplotlib.pyplot as plt | |
except ImportError, e: | |
# prettyplotlib dependency is optional | |
pass | |
# Work without an x server | |
matplotlib.use('Agg') | |
LEGEND = { | |
'sstables': { | |
'title': 'Cassandra - Number of accessed SStables per read', | |
'x_axis': 'Number of SSTables accessed per read' | |
}, | |
'write_latency': { | |
'title': 'Cassandra - Write Latency', | |
'x_axis': 'Write latency in microseconds' | |
}, | |
'read_latency': { | |
'title': 'Cassandra - Read Latency', | |
'x_axis': 'Read latency in microseconds' | |
}, | |
'row_size': { | |
'title': 'Cassandra - Row size', | |
'x_axis': 'Row size in bytes' | |
}, | |
'column_count': { | |
'title': 'Cassandra - Column count', | |
'x_axis': 'Column count' | |
} | |
} | |
INDEX_MAP = { | |
1: 'sstables', | |
2: 'write_latency', | |
3: 'read_latency', | |
4: 'row_size', | |
5: 'column_count' | |
} | |
def parse_and_format_data(data): | |
lines = data.split('\n') | |
result = defaultdict(list) | |
seen_header = False | |
for index, line in enumerate(lines): | |
if 'offset' in line.lower(): | |
# Header | |
seen_header = True | |
continue | |
if not seen_header: | |
# Ignore any additional lines before the actual header | |
continue | |
split = re.split('\s+', line) | |
if len(split) < 5: | |
# bad line | |
continue | |
if len(split) == 5: | |
# Insert 0 for sstable count | |
split.insert(1, 0) | |
offset = int(split[0]) | |
for index in range(1, 6): | |
key = INDEX_MAP[index] | |
value = int(split[index]) | |
if value != 0: | |
result[key].extend([value] * offset) | |
return result | |
def main(): | |
usage = ('usage: %prog --input=<path to a file with cfhistograms output>' | |
' --output=<path to the output directory>') | |
parser = OptionParser(usage=usage) | |
parser.add_option('--input', dest='input', | |
help='Path to a file with cfhistograms output') | |
parser.add_option('--output', dest='output', | |
help='Path to a file where the graphs are saved') | |
(options, args) = parser.parse_args() | |
if not options.input: | |
print('Error: Missing "--input" option') | |
print parser.print_usage() | |
sys.exit(1) | |
if not options.output: | |
print('Error: Missing "--output" option') | |
print parser.print_usage() | |
sys.exit(1) | |
if not os.path.exists(options.input) or not \ | |
os.path.isfile(options.input): | |
print('--input argument is not a valid file path') | |
sys.exit(2) | |
if not os.path.exists(options.output): | |
os.makedirs(options.output) | |
with open(options.input, 'r') as fp: | |
print('Processing file...') | |
content = fp.read() | |
parsed = parse_and_format_data(content) | |
for key, values in LEGEND.items(): | |
if not key in parsed: | |
# All the columns are zero, skip it | |
print('Skipping %s, all the values are zero...' % (key)) | |
continue | |
data = parsed[key] | |
output_path = pjoin(options.output, '%s_histogram.png' % (key)) | |
print('Saving histogram: %s' % (output_path)) | |
plt.title(values['title']) | |
plt.ylabel('Frequency') | |
plt.xlabel(values['x_axis']) | |
plt.hist(data, facecolor='green', alpha=0.75, | |
range=(min(data), max(data))) | |
fig = plt.gcf() | |
plt.grid(True) | |
plt.show() | |
plt.draw() | |
fig.savefig(output_path, dpi=100) | |
main() |
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usage = ('usage: %prog --input='
' --output=')
please explain me this statement, from where i can get the cfhistograms file location.