A collection of helper scripts to set up MongoDB test environments and parse MongoDB log files (mongod, mongos).
The following tools are in the mtools collection:
- mlogfilter -- slice log files by time, filter slow queries, find table scans, shorten log lines
- mlogversion -- auto-detect the version number of a mongos/mongod log file
- mlogdistinct -- groups all similar log messages together and displays their counts
- mlogmerge -- merge several logfiles by time, includes time zone adjustments
- mloginfo -- general info about log file: start and end time, version, binary, restarts
- mlog2json -- convert each line of a log file to a JSON document for mongoimport
- mplotqueries -- visualize logfiles with different types of plots (requires matplotlib)
- mlogvis -- creates a self-contained html file that shows a visualization in a web browser
- mlaunch -- a script to quickly spin up local mongod/mongos environments (requires pymongo)
The mtools collection is written in Python, and most of the tools only make use the standard packages shipped with Python, and should run out of the box.
Some of the tools have additional dependencies, which are listed under the specific tool's section. See the INSTALL.md file for installation instructions for these modules.
The current version of mtools is 1.0.5. See CHANGES.md for a list of changes from previous versions of mtools.
If you'd like to contribute to mtools, please read the contributor page for instructions.
This software is not supported by MongoDB, Inc. under any of their commercial support subscriptions or otherwise. Any usage of mtools is at your own risk. Bug reports, feature requests and questions can be posted in the Issues section here on github.
A filter script to reduce the amount of information from MongoDB log files.
Currently, the script supports filtering by time (from - to), to only show
slow/fast queries, to filter by arbitrary keywords, to detect table scans (heuristic)
or any combination of these filters. Additionally, the --shorten option can
shorten log lines to the given value (default is 200 characters), cutting out
excess characters from the middle and replacing them with "...".
usage: mlogfilter [-h] [--version] [--verbose] [--shorten [LENGTH]]
[--exclude] [--human] [--namespace NS] [--operation OP]
[--thread THREAD] [--slow [SLOW]] [--fast [FAST]]
[--word [WORD [WORD ...]]] [--scan]
[--from [FROM [FROM ...]]] [--to [TO [TO ...]]]
[logfile]
mongod/mongos log file parser. Use parameters to enable filters. A line only
gets printed if it passes all enabled filters.
positional arguments:
logfile logfile to parse
optional arguments:
-h, --help show this help message and exit
--version show program's version number and exit
--verbose outputs information about the parser and arguments.
--shorten [LENGTH] shortens long lines by cutting characters out of the
middle until the length is <= LENGTH (default 200)
--exclude if set, excludes the matching lines rather than
includes them.
--human outputs numbers formatted with commas and milliseconds
as hr,min,sec,ms for easier readability
--namespace NS only output log lines matching operations on NS.
--operation OP only output log lines matching operations of type OP.
--thread THREAD only output log lines of thread THREAD.
--slow [SLOW] only output lines with query times longer than SLOW ms
(default 1000)
--fast [FAST] only output lines with query times shorter than FAST
ms (default 1000)
--word [WORD [WORD ...]]
only output lines matching any of WORD
--scan only output lines which appear to be table scans (if
nscanned>10000 and ratio of nscanned to nreturned>100)
--from [FROM [FROM ...]]
output starting at FROM
--to [TO [TO ...]] output up to TO
FROM
and TO
can be any combination of [DATE] [TIME] [OFFSET]
in that order,
separated by space.
[DATE]
can be any of
- a 3-letter weekday (Mon, Tue, Wed, ...)
- a date as 3-letter month, 1-2 digits day (Sep 5, Jan 31, Aug 08)
- the words: today, now, start, end
[TIME]
can be any of
- hours and minutes (20:15, 04:00, 3:00)
- hours, minutes and seconds (13:30:01, 4:55:55)
[OFFSET]
consists of [OPERATOR][VALUE][UNIT]
(no spaces in between).
[OPERATOR]
can be +
or -
(note that -
can only be used if the whole
[DATE] [TIME] [OFFSET]
is in quotation marks, otherwise it would
be confused with a separate parameter)
[VALUE]
can be any number
[UNIT]
can be any of s, sec, m, min, h, hours, d, days, w, weeks, mo,
months, y, years
The [OFFSET]
is added/subtracted to/from the specified [DATE] [TIME]
.
From last Sunday 10:00:00am to the end of the file
mlogfilter <logfile> --from Sun 10:00
From Sep 29 00:00:00 to the end of the file
mlogfilter <logfile> --from Sep 29
From the beginning of the file to today at 15:00:00
mlogfilter <logfile> --to today 15:00
From today's date 00:00:00 to today's date 01:00:00
mlogfilter <logfile> --from today --to +1h
From last day in logfile, 20:15:00 to same day 20:18:00
mlogfilter <logfile> --from 20:15 --to +3m
From the last two hours of the log file to the end
mlogfilter <logfile> --from "end -2h"
Takes a logfile and tries to detect the version of the mongos/mongod process that wrote this file. It does so by matching each line of the logfile to its originating line in the source code. For each line, it keeps track of the version that the matching code line came from.
Whenever the tool encounters a line that limits the set of possible versions further, it will output this particular line and state the remaining possible versions.
If a server restart is detected, and thus the real version of the logfile is revealed, it will state this also.
This tool builds on top of the code2line module within mtools and is currently in BETA state. If you find any problems using this tool, please report it through the github issue tracker on this page.
usage: mlogversion logfile [-h | --help]
Groups all similar log messages in the logfile together and only displays a distinct set of messages (one for each group) and the number of matches in the logfile. "Similar" here means that all log messages originate from the same code line in the source code, but may have different variable parts.
This tool builds on top of the code2line module within mtools and is currently in BETA state. If you find any problems using this tool, please report it through the github issue tracker on this page. It would also be helpful to get any log lines that you think should have been matched. Use --verbose
to output the lines that couldn't be matched.
usage: mlogdistinct logfile [-h | --help] [--verbose]
Example output:
776367 connection accepted from ... # ... ( ... now open)
776316 end connection ... ( ... now open)
25526 info DFM::findAll(): extent ... was empty, skipping ahead. ns:
9402 ERROR: key too large len: ... max:
93 Btree::insert: key too large to index, skipping
6 unindex failed (key too big?) ... key:
5 old journal file will be removed:
1 ClientCursor::yield can't unlock b/c of recursive lock ... ns: ... top:
1 key seems to have moved in the index, refinding.
A script that takes log files as input and merges them by date/time. Each line receives an additional "tag", which indicates the original file name. Tags can be generated automatically, different styles (enum, alpha, filename) are available, or you can provide custom tags, for example "[PRI] [SEC] [ARB]".
usage: mlogmerge logfiles [-h | --help] [--label LABELS] [--pos POS]
positional arguments:
logfiles list of logfiles to merge
optional arguments:
-h, --help show this help message and exit
--labels LABELS either one of 'enum' (default), 'alpha',
'filename', 'none' or a list of labels (must
match number of logfiles)
--pos POS position where label is printed in line.
either a number (default: 4) or 'eol'
--timezone [N [N ..]] timezone adjustments: add N hours to
corresponding log file. If only one number
is given, adjust globally
This little helper script prints out useful information about a mongod or mongos log file.
usage: mloginfo [-h] [--version] [--restarts] logfile
Extracts general information from logfile and prints it to stdout.
positional arguments:
logfile logfile to parse
optional arguments:
-h, --help show this help message and exit
--version show program's version number and exit
--restarts outputs information about every detected restart.
Some of the information may not always be available, like version or binary. Below is an example output:
start of logfile: Jul 10 07:00:00
end of logfile: Jul 19 06:59:59
line numbers: 601424
binary: mongod
version: 2.2.2 -> 2.2.4
RESTARTS
Jul 12 09:20:36 version 2.2.2
Jul 17 18:41:11 version 2.2.4
A script to convert mongod/mongos log files to JSON. The script extracts information from each line of the log file and outputs a JSON document for each line.
usage: mlog2json logfile [-h]
positional arguments:
logfile log file to convert
optional arguments:
-h, --help show this help message and exit
A common usecase for this tool is to import the JSON documents back into mongodb for
further processing. This can easily be done with mongoimport
. The usage is:
mlog2json logfile | mongoimport -d DATABASE -c COLLECTION
You need a running mongod/mongos process to import the data.
A tutorial for mplotqueries is available in the tutorials subfolder. It will walk you through all the features that mplotqueries currently contains.
- NumPy
- matplotlib
See the INSTALL.md file for installation instructions of these dependencies.
A script to plot query durations from a logfile (requires numpy and matplotlib packages).
The operations can be grouped (colored) differently, by namespace (default, or with --group namespace
),
type of operation, like query, insert, update, remove, getmore, command (with --group operation
) or by
thread/connection (with --group thread
).
The first 9 groups can be individually toggled to hide/show with the keys 1-9. Pressing 0 hides/shows all groups.
Clicking on any of the plot points or lines will print the corresponding log line to stdout. Make sure that you're not in zoom mode anymore or the click won't get registered.
Overlays allow you to create several different plots (each with a call to mplotqueries) and overlay them all to create a single plot. One way to achieve this is to specify several filenames instead of just one. The files are combined and visualized in a single plot.
Sometimes, this isn't possible or practical, for example if the output you want to plot comes from
a preprocessing pipe, for example created with grep or mlogfilter. Or you want to use different
parameters (--group
or --type
) for different plots. In these cases, you can create overlays with
the --overlay
option. A plot will be temporarily stored on disk (under ~/.mtools/mplotqueries/overlays)
,
instead of plotted. You can add as many overlays as you like. The first call without the --overlay
option will additionally plot all existing overlays. To remove overlays, run mplotqueries with --reset
.
By default, mplotqueries uses a "duration" plot (a special type of scatter plot), that plots the duration
of each logline as a point in a 2D coordinate system, where the x-axis is the time of the event, and the
y-axis is the duration it took.
With the parameter --type
, a different plot type can be chosen. Currently, there are 4 basic types:
"scatter", "event", "range" and "histogram". The "event" plot will plot each log line as a vertical line on the
x-axis. Use mlogfilter
or grep
to extract the events from the log file that are of interest. Range plots
will plot a horizontal bar from the datetime of the first line to the datetime of the last line. This plot
type is useful to show time periods or ranges. As an example, you could compare the coverage and overlap of
several log files. The histogram plot type aggregates log lines together in variable sized buckets. The
standard size is 60 seconds, which can be adjusted.
Apart from these three basic plot types, it is easy to create new plot types that derive from any of the basic ones.
usage: mplotqueries [-h] [--version] [--exclude-ns [NS [NS ...]]]
[--ns [NS [NS ...]]] [--logscale]
[--overlay [{add,list,reset}]]
[--type {nscanned/n,rsstate,histogram,range,scatter,duration,event}]
[--group GROUP]
[logfile [logfile ...]]
A script to plot various information from logfiles. Clicking on any of the
plot points will print the corresponding log line to stdout.
positional arguments:
logfile logfile(s) to parse
optional arguments:
-h, --help show this help message and exit
--version show program's version number and exit
--exclude-ns [NS [NS ...]]
namespaces to exclude in the plot
--ns [NS [NS ...]] namespaces to include in the plot (default=all)
--logscale plot y-axis in logarithmic scale (default=off)
--overlay [{add,list,reset}]
--type {nscanned/n,rsstate,histogram,range,scatter,duration,event}
type of plot (default=duration)
--group GROUP specify value to group on. Possible values depend on
type of plot. All basic plot types can group on
'namespace', 'operation', 'thread', range plots can
additionally group on 'log2code'.
A script to visualize logfiles in a browser, using the d3.js javascript visualization engine.
mlogvis
is a prototype that implements a sub-set of features of mplotqueries without the
matplotlib dependency. Eventually, the two scripts will merge into one.
The script will read a logfile, process the data and write a self-contained html file to the current working directory. It will then start open a browser tab to display the file. The html file can also be sent to somebody and openend by any modern browser. Internet connection required for dynamic loading of d3 javascript library.
usage: mlogvis [-h] logfile
mongod/mongos log file visualizer (browser edition). Extracts information from
each line of the log file and outputs a html file that can be viewed in a browser.
Automatically opens a browser tab and shows the file.
positional arguments:
logfile logfile to visualize.
optional arguments:
-h, --help show this help message and exit
- pymongo
See the INSTALL.md file for installation instructions of these dependencies.
This script lets you quickly spin up MongoDB environments on your local machine. It supports various configurations of stand-alone servers, replica sets and sharded clusters.
usage: mlaunch [-h] [--version] (--single | --replicaset | --restart)
[--nodes NUM] [--arbiter] [--name NAME] [--sharded [N [N ...]]]
[--config NUM] [--mongos NUM] [--dir DIR] [--verbose]
[--port PORT] [--authentication] [--binarypath PATH]
script to launch MongoDB stand-alone servers, replica sets and shards. You
must specify either --single or --replicaset. In addition to the optional
arguments below, you can specify any mongos and mongod argument, which will be
passed on, if the process accepts it.
optional arguments:
-h, --help show this help message and exit
--version show program's version number and exit
--single creates a single stand-alone mongod instance
--replicaset creates replica set with several mongod instances
--restart restarts a previously launched existing configuration
from the data directory.
--nodes NUM adds NUM data nodes to replica set (requires
--replicaset, default=3)
--arbiter adds arbiter to replica set (requires --replicaset)
--name NAME name for replica set (default=replset)
--sharded [N [N ...]]
creates a sharded setup consisting of several singles
or replica sets. Provide either list of shard names or
number of shards (default=1)
--config NUM adds NUM config servers to sharded setup (requires
--sharded, NUM must be 1 or 3, default=1)
--mongos NUM starts NUM mongos processes (requires --sharded,
default=1)
--dir DIR base directory to create db and log paths
(default=./data/)
--verbose outputs information about the launch
--port PORT port for mongod, start of port range in case of
replica set or shards (default=27017)
--authentication enable authentication and create a key file and admin
user (admin/mypassword)
--binarypath PATH search for mongod/s binaries in the specified PATH.
Launch single mongod instance
mlaunch --single
Launch replica set with 2 data nodes and 1 arbiter, use authentication
mlaunch --replicaset --nodes 2 --arbiter --authentication
Launch sharded cluster with 2 shards, each consisting of a replicaset with 3 nodes, increase loglevel to 3
mlaunch --sharded 2 --replicaset --loglevel 3
Launch sharded cluster with 3 shards called tic, tac and toe, each of them a single mongod, add 3 config servers start from port 30000, and print mongod commands used
mlaunch --sharded tic tac toe --single --config 3 --port 30000 --verbose
The scripts in the mtools collection can be used with the shell pipe syntax and can be easily combined to quickly create complex analytical queries.
Example:
mlogmerge mongod_prim.log mongod_sec.log mongod_arb.log --label [pri] [sec] [arb] |
grep -v writebacklisten |
mlogfilter --slow --from Jan 30 20:16 --to +1h |
mplotqueries --log
This combination of commands merges the log files of a primary, secondary, and arbiter node, removes the 300 second writebacklisten commands, filters out only the slow queries from Jan 30 at 20:16pm for 1 hour, and then plots the results.