tchigher / nanolog

Nanolog is an extremely performant nanosecond scale logging system for C++ that exposes a simple printf-like API.

NanoLog

Nanolog is an extremely performant nanosecond scale logging system for C++ that exposes a simple printf-like API and achieves over 80 million logs/second at a median latency of just over 7 nanoseconds.

How it achieves this insane performance is by extracting static log information at compile-time, only logging the dynamic components in runtime hotpath, and deferring formatting to an offline process. This basically shifts work out of the runtime and into the compilation and post-execution phases.

More information about the techniques used in this logging system can be found in the NanoLog Paper published in the 2018 USENIX Annual Technical Conference.

Performance

This section shows the performance of NanoLog with existing logging systems such as spdlog v1.1.0, Log4j2 v2.8, Boost 1.55, glog v0.3.5, and Windows Event Tracing with Windows Software Trace Preprocessor on Windows 10 (WPP).

Throughput

Maximum throughput measured with 1 million messages logged back to back with no delay and 1-16 logging threads (NanoLog logged 100 million messages to generate a log file of comparable size). ETW is "Event Tracing for Windows." The log messages used can be found in the Log Message Map below.

Runtime Latency

Measured in nanoseconds and each cell represents the 50th / 99.9th tail latencies. The log messages used can be found in the Log Message Map below.

Message	NanoLog	spdlog	Log4j2	glog	Boost	ETW
staticString	7/ 37	214/ 2546	174 / 3364	1198/ 5968	1764/ 3772	161/ 2967
stringConcat	7/ 36	279/ 905	256 / 25087	1212/ 5881	1829/ 5548	191/ 3365
singleInteger	7/ 32	268/ 855	180 / 9305	1242/ 5482	1914/ 5759	167/ 3007
twoIntegers	8/ 62	437/ 1416	183 / 10896	1399/ 6100	2333/ 7235	177/ 3183
singleDouble	8/ 43	585/ 1562	175 / 4351	1983/ 6957	2610/ 7079	165/ 3182
complexFormat	8/ 40	1776/ 5267	202 / 18207	2569/ 8877	3334/ 11038	218/ 3426

Log Messages Map

Log messages used in the benchmarks above. Italics indicate dynamic log arguments.

Message ID	Log Message Used
staticString	Starting backup replica garbage collector thread
singleInteger	Backup storage speeds (min): 181 MB/s read
twoIntegers	buffer has consumed 1032024 bytes of extra storage, current allocation: 1016544 bytes
singleDouble	Using tombstone ratio balancer with ratio = 0.4
complexFormat	Initialized InfUdDriver buffers: 50000 receive buffers (97 MB), 50 transmit buffers (0 MB), took 26.2 ms
stringConcat	Opened session with coordinator at basic+udp:host=192.168.1.140,port=12246

Using NanoLog

Prerequisites

NanoLog depends on the following:

• C++17 Compiler: GNU gcc 6.4.0 or greater
• GNU Make 4.0 or greater
• Python 2.7.9 or greater
• POSIX AIO and Threads (usually installed with Linux)

NanoLog Pipeline

The NanoLog system enables low latency logging by deduplicating static log metadata and outputting the dynamic log data in a binary format. This means that log files produced by NanoLog are in binary and must be passed through a separate decompression program to produce the full, human readable ASCII log.

Compiling NanoLog

There are two versions of NanoLog (Preprocessor version and C++17 version) and you must chose one to use with your application as they’re not interoperable. The biggest difference between the two is that the Preprocessor version requires one to integrate a Python script in their build chain while the C++17 version is closer to a regular library (simply build and link against it). The benefit of using the Preprocessor version is that it performs more work at compile-time, resulting in a slightly more optimized runtime.

If you don’t know which one to use, go with C++17 NanoLog as it’s easier to use.

C++17 NanoLog

The C++17 version of NanoLog works like a traditional library; just #include "NanoLogCpp17.h" and link against the NanoLog library. A sample application can be found in the sample directory.

To build the C++17 NanoLog Runtime library, go in the runtime directory and invoke make. This will produce ./libNanoLog.a to against link your application and a ./decompressor application that can be used to re-inflate the binary logs.

When you compile your application, be sure to include the NanoLog header directory (-I ./runtime), and link against NanoLog, pthreads, and POSIX AIO (-L ./runtime/ -lNanoLog -lpthreads -lrt). Sample g++ invocations can be found in the sample GNUmakefile.

After you compile and run the application, the log file generated can then be passed to the ./decompressor application to generate the full human-readable log file (instructions below).

Preprocessor NanoLog

The Preprocessor version of NanoLog requires a tighter integration with the user build chain and is only for advanced/extreme users.

It requires the user's GNUmakefile to include the NanoLogMakeFrag, declare USR_SRCS and USR_OBJS variables to list all app’s source and object files respectively, and use the pre-defined run-cxx macro to compile ALL the user .cc files into .o files instead of g++. See the preprocessor sample GNUmakefile for more details.

Internally, the run-cxx invocation will run a Python script over the source files and generate library code that is specific to each compilation of the user application. In other words, the compilation builds a version of the NanoLog library that is non-portable, even between compilations of the same application and each make invocation rebuilds this library.

Additionally, the compilation should also generate a ./decompressor executable in the app directory and this can be used to reconstitute the full human-readable log file (instructions below).

NanoLog API

To use the NanoLog system in the code, one just has to include the NanoLog header (either NanoLogCpp17.h for C++17 NanoLog or NanoLog.h for Preprocessor NanoLog) and invoke the NANO_LOG() function in a similar fashion to printf, with the exception of a log level before it. Example below:

#include "NanoLogCpp17.h"`
using namespace NanoLog::LogLevels;

int main() {
  NANO_LOG(NOTICE, "Hello World! This is an integer %d and a double %lf\r\n", 1, 2.0);
  return 0;
}

Valid log levels are DEBUG, NOTICE, WARNING, and ERROR and the logging level can be set via NanoLog::setLogLevel(...)

The rest of the NanoLog API is documented in the NanoLog.h header file.

Post-Execution Log Decompressor

The execution of the user application should generate a compressed, binary log file (default locations: ./compressedLog or /tmp/logFile). To make the log file human-readable, simply invoke the decompressor application with the log file.

./decompressor decompress ./compressedLog

After building the NanoLog library, the decompressor executable can be found in either the ./runtime directory (for C++17 NanoLog) or the user app directory (for Preprocessor NanoLog).