Introduction to RcppSpdlog
Author: Dirk Eddelbuettel

## Introducing RcppSpdlog

spdlog is a widely-used and very capable header-only C++ library for logging. The RcppSpdlog package provides R users with easy-to-use customized access to the spdlog logging library by including its headers in an R package which permit other R packages to deploy it via a simple `LinkingTo: RcppSpdlog` as described in Section 1.1.3 of WRE.

spdlog is mature and widely deployed. It also has a very rich set of features described at the repository wiki. This vignette will highlight a few first use cases.

Note that in order to use RcppSpdlog in an R package that might get distributed to CRAN, the code should follow the example R and C++ code in function `exampleRsink()` as described below.

We will however start with some simpler examples. Do not copy those into your R package. The package checks used by R test for use of `stdout` and `stderr` which is why the customized setup described later is preferable.

## Initial example: Basics

This example follows the simplest and initial example in the spdlog. It is also included in the RcppSpdlog package as examples/exampleOne.cpp. As discussed above, do not use this example as a starting point in an R package.

    // based on the 'basic usage' example in the README.md at https://github.com/gabime/spdlog

    #include "spdlog/spdlog.h"

    #include <Rcpp.h>

    // [[Rcpp::depends(RcppSpdlog)]]

    // [[Rcpp::export]]
    void exampleOne() {

      // change log pattern (changed from [%H:%M:%S %z] [%n] [%^---%L---%$] )
      spdlog::set_pattern("[%H:%M:%S.%f] [%L] [thread %t] %v");

      spdlog::info("Welcome to spdlog!");
      spdlog::error("Some error message with arg: {}", 1);

      spdlog::warn("Easy padding in numbers like {:08d}", 12);
      spdlog::critical("Support for int: {0:d};  hex: {0:x};  oct: {0:o}; bin: {0:b}", 42);
      spdlog::info("Support for floats {:03.2f}", 1.23456);
      spdlog::info("Positional args are {1} {0}..", "too", "supported");
      spdlog::info("{:<30}", "left aligned");

      spdlog::set_level(spdlog::level::debug); // Set global log level to debug
      spdlog::debug("This message should be displayed..");

      // Compile time log levels
      // define SPDLOG_ACTIVE_LEVEL to desired level
      SPDLOG_TRACE("Some trace message with param {}", {});
      SPDLOG_DEBUG("Some debug message");

    }

    /*** R
    exampleOne()
    */

When built, which is easiest via `Rcpp::sourceCpp()`, the final block ensures that the created function `exampleOne()` is executed. In one previous run, the following output was produded:

    R> exampleOne()
    [14:25:03.362024] [I] [thread 2453030] Welcome to spdlog!
    [14:25:03.362047] [E] [thread 2453030] Some error message with arg: 1
    [14:25:03.362051] [W] [thread 2453030] Easy padding in numbers like 00000012
    [14:25:03.362053] [C] [thread 2453030] Support for int: 42;  hex: 2a;  oct: 52; bin: 101010
    [14:25:03.362056] [I] [thread 2453030] Support for floats 1.23
    [14:25:03.362058] [I] [thread 2453030] Positional args are supported too..
    [14:25:03.362060] [I] [thread 2453030] left aligned
    [14:25:03.362061] [D] [thread 2453030] This message should be displayed..
    R>

We note the easy-to-formatting in the source which benefits from the embedded fmt package for easy-to-use variable expansion. We also notice the different logging “levels” indicated by single letters: info, errror, warning, critical and debug. More on this below.

## Second example: Showcase

This second example follows a more complete example in the spdlog documention and highlights numerous features of the library. As before, this example is also included in the RcppSpdlog package as examples/exampleTwo.cpp. And as before, do not use this example as a starting point in an R package.

    #include "spdlog/spdlog.h"

    #include <Rcpp.h>

    void stdout_logger_example();
    void basic_example();
    void rotating_example();
    void daily_example();
    void async_example();
    void binary_example();
    void trace_example();
    void multi_sink_example();
    void user_defined_example();
    void err_handler_example();
    void syslog_example();
    void clone_example();

    #include "spdlog/spdlog.h"

    // [[Rcpp::depends(RcppSpdlog)]]

    // [[Rcpp::export]]
    void exampleTwo() {

        spdlog::info("Welcome to spdlog version {}.{}.{} !",
                     SPDLOG_VER_MAJOR, SPDLOG_VER_MINOR, SPDLOG_VER_PATCH);
        spdlog::warn("Easy padding in numbers like {:08d}", 12);
        spdlog::critical("Support for int: {0:d};  hex: {0:x};  oct: {0:o}; bin: {0:b}", 42);
        spdlog::info("Support for floats {:03.2f}", 1.23456);
        spdlog::info("Positional args are {1} {0}..", "too", "supported");
        spdlog::info("{:>8} aligned, {:<8} aligned", "right", "left");

        // Runtime log levels
        spdlog::set_level(spdlog::level::info); // Set global log level to info
        spdlog::debug("This message should not be displayed!");
        spdlog::set_level(spdlog::level::trace); // Set specific logger's log level
        spdlog::debug("This message should be displayed..");

        // Customize msg format for all loggers
        spdlog::set_pattern("[%H:%M:%S %z] [%^%L%$] [thread %t] %v");
        spdlog::info("This an info message with custom format");
        spdlog::set_pattern("%+"); // back to default format

        try
        {
            stdout_logger_example();
            basic_example();
            rotating_example();
            daily_example();
            clone_example();
            async_example();
            binary_example();
            multi_sink_example();
            user_defined_example();
            err_handler_example();
            trace_example();

            // Flush all *registered* loggers using a worker thread every 3 seconds.
            // note: registered loggers *must* be thread safe for this to work correctly!
            spdlog::flush_every(std::chrono::seconds(3));

            // Apply some function on all registered loggers
            spdlog::apply_all([&](std::shared_ptr<spdlog::logger> l) { l->info("End of example."); });

            // Release all spdlog resources, and drop all loggers in the registry.
            // This is optional (only mandatory if using windows + async log).
            //spdlog::shutdown();
        }

        // Exceptions will only be thrown upon failed logger or sink construction (not during logging).
        catch (const spdlog::spdlog_ex &ex)
        {
            std::printf("Log initialization failed: %s\n", ex.what());
            return;
        }

        // added to this example file allow multiple runs of function
        spdlog::drop("console");
        spdlog::drop("file_logger");
        spdlog::drop("some_logger_name");
        spdlog::drop("daily_logger");
        spdlog::drop("async_file_logger");
    }

    #include "spdlog/sinks/stdout_color_sinks.h"
    // or #include "spdlog/sinks/stdout_sinks.h" if no colors needed.
    void stdout_logger_example()
    {
        // Create color multi threaded logger.
        auto console = spdlog::stdout_color_mt("console");
        // or for stderr:
        // auto console = spdlog::stderr_color_mt("error-logger");
    }

    #include "spdlog/sinks/basic_file_sink.h"
    void basic_example()
    {
        // Create basic file logger (not rotated).
        auto my_logger = spdlog::basic_logger_mt("file_logger", "logs/basic-log.txt");
    }

    #include "spdlog/sinks/rotating_file_sink.h"
    void rotating_example()
    {
        // Create a file rotating logger with 5mb size max and 3 rotated files.
        auto rotating_logger =
            spdlog::rotating_logger_mt("some_logger_name", "logs/rotating.txt", 1048576 * 5, 3);
    }

    #include "spdlog/sinks/daily_file_sink.h"
    void daily_example()
    {
        // Create a daily logger - a new file is created every day on 2:30am.
        auto daily_logger = spdlog::daily_logger_mt("daily_logger", "logs/daily.txt", 2, 30);
    }

    // Clone a logger and give it new name.
    // Useful for creating component/subsystem loggers from some "root" logger.
    void clone_example()
    {
        auto network_logger = spdlog::default_logger()->clone("network");
        network_logger->info("Logging network stuff..");
    }

    #include "spdlog/async.h"
    void async_example()
    {
        // Default thread pool settings can be modified *before* creating the async logger:
        // spdlog::init_thread_pool(32768, 1); // queue with max 32k items 1 backing thread.
        auto async_file =
            spdlog::basic_logger_mt<spdlog::async_factory>("async_file_logger", "logs/async_log.txt");
        // alternatively:
        // auto async_file =
        //     spdlog::create_async<spdlog::sinks::basic_file_sink_mt>("async_file_logger",
        //     "logs/async_log.txt");

        for (int i = 1; i < 101; ++i)
        {
            async_file->info("Async message #{}", i);
        }
    }

    // Log binary data as hex.
    // Many types of std::container<char> types can be used.
    // Iterator ranges are supported too.
    // Format flags:
    // {:X} - print in uppercase.
    // {:s} - don't separate each byte with space.
    // {:p} - don't print the position on each line start.
    // {:n} - don't split the output to lines.

    #include "spdlog/fmt/bin_to_hex.h"
    void binary_example()
    {
        std::vector<char> buf;
        for (int i = 0; i < 80; i++)
        {
            buf.push_back(static_cast<char>(i & 0xff));
        }
        spdlog::info("Binary example: {}", spdlog::to_hex(buf));
        spdlog::info("Another binary example:{:n}",
                     spdlog::to_hex(std::begin(buf), std::begin(buf) + 10));
        // more examples:
        // logger->info("uppercase: {:X}", spdlog::to_hex(buf));
        // logger->info("uppercase, no delimiters: {:Xs}", spdlog::to_hex(buf));
        // logger->info("uppercase, no delimiters, no position info: {:Xsp}", spdlog::to_hex(buf));
    }

    // Compile time log levels.
    // define SPDLOG_ACTIVE_LEVEL to required level (e.g. SPDLOG_LEVEL_TRACE)
    void trace_example()
    {
        // trace from default logger
        SPDLOG_TRACE("Some trace message.. {} ,{}", 1, 3.23);
        // debug from default logger
        SPDLOG_DEBUG("Some debug message.. {} ,{}", 1, 3.23);

        // trace from logger object
        auto logger = spdlog::get("file_logger");
        SPDLOG_LOGGER_TRACE(logger, "another trace message");
    }

    // A logger with multiple sinks (stdout and file) - each with a different format and log level.
    void multi_sink_example()
    {
        auto console_sink = std::make_shared<spdlog::sinks::stdout_color_sink_mt>();
        console_sink->set_level(spdlog::level::warn);
        console_sink->set_pattern("[multi_sink_example] [%^%l%$] %v");

        auto file_sink =
            std::make_shared<spdlog::sinks::basic_file_sink_mt>("logs/multisink.txt", true);
        file_sink->set_level(spdlog::level::trace);

        spdlog::logger logger("multi_sink", {console_sink, file_sink});
        logger.set_level(spdlog::level::debug);
        logger.warn("this should appear in both console and file");
        logger.info("this message should not appear in the console, only in the file");
    }

    // User defined types logging by implementing operator<<
    #include "spdlog/fmt/ostr.h" // must be included
    struct my_type
    {
        int i;
        template<typename OStream>
        friend OStream &operator<<(OStream &os, const my_type &c)
        {
            return os << "[my_type i=" << c.i << "]";
        }
    };

    void user_defined_example()
    {
        spdlog::info("user defined type: {}", my_type{14});
    }

    // Custom error handler. Will be triggered on log failure.
    void err_handler_example()
    {
        // can be set globally or per logger(logger->set_error_handler(..))
        spdlog::set_error_handler([](const std::string &msg) {
             printf("*** Custom log error handler: %s ***\n", msg.c_str()); });
    }

    // syslog example (linux/osx/freebsd)
    #ifndef _WIN32
    #include "spdlog/sinks/syslog_sink.h"
    void syslog_example()
    {
        std::string ident = "spdlog-example";
        auto syslog_logger = spdlog::syslog_logger_mt("syslog", ident, LOG_PID);
        syslog_logger->warn("This is warning that will end up in syslog.");
    }
    #endif

    // Android example.
    #if defined(__ANDROID__)
    #include "spdlog/sinks/android_sink.h"
    void android_example()
    {
        std::string tag = "spdlog-android";
        auto android_logger = spdlog::android_logger_mt("android", tag);
        android_logger->critical("Use \"adb shell logcat\" to view this message.");
    }

    #endif

    /*** R
    exampleTwo()
    */

We are not showing the output here; it can be compiled, linked, loaded and run just as above by simply passing the filename to `Rcpp::sourceCpp()`. Note that is will create a few demonstration logfiles so you may want to run the example from a temporary directory.

## Third example: Colour

The next example highlights a colour ‘sink’ for the logger. Again, do not use this as a starting point for your package as `R CMD check` will protest about use of `stdout`.

    #include "spdlog/spdlog.h"
    #include "spdlog/sinks/stdout_color_sinks.h"

    #include <Rcpp.h>

    // [[Rcpp::depends(RcppSpdlog)]]

    // [[Rcpp::export]]
    void exampleThree() {

      auto console = spdlog::stdout_color_mt("console");

      // change log pattern (changed from [%H:%M:%S %z] [%n] [%^---%L---%$] )
      spdlog::set_pattern("[%H:%M:%S.%f] [%^%L%$] [thread %t] %v");
      spdlog::info("This an info message with custom format");
      //spdlog::set_pattern("%+"); // back to default format

      spdlog::info("Welcome to spdlog!");
      spdlog::error("Some error message with arg: {}", 1);

      spdlog::warn("Easy padding in numbers like {:08d}", 12);
      spdlog::critical("Support for int: {0:d};  hex: {0:x};  oct: {0:o}; bin: {0:b}", 42);
      spdlog::info("Support for floats {:03.2f}", 1.23456);
      spdlog::info("Positional args are {1} {0}..", "too", "supported");
      spdlog::info("{:<30}", "left aligned");

      // added to this example file allow multiple runs of different package functions
      spdlog::drop("console");

    }

    /*** R
    exampleThree()
    */

When running this example in a terminal capable of displaying colour escape sequence, the logging levels are distinguished by colour. This ranges from green (“info”) to yellow (“warning”) to red (“error”) and white-on-red (“critical”). Not that in this vignette color from standard output does how not show (in the keep-it-simple-mode we are using here).

    R> exampleThree()
    [14:47:52.260692] [I] [thread 2502026] This an info message with custom format
    [14:47:52.260715] [I] [thread 2502026] Welcome to spdlog!
    [14:47:52.260732] [E] [thread 2502026] Some error message with arg: 1
    [14:47:52.260734] [W] [thread 2502026] Easy padding in numbers like 00000012
    [14:47:52.260736] [C] [thread 2502026] Support for int: 42;  hex: 2a;  oct: 52; bin: 101010
    [14:47:52.260739] [I] [thread 2502026] Support for floats 1.23
    [14:47:52.260741] [I] [thread 2502026] Positional args are supported too..
    [14:47:52.260743] [I] [thread 2502026] left aligned
    R>

## Fourth Example: Dedicated R Logger

The next example is suitable for use in R packages, and in fact included as an example in the package. We include the source file src/exampleRsink.cpp.

    // this portmanteau include also defines the r_sink we use below, and which
    // diverts all logging to R via the Rcpp::Rcout replacement for std::cout
    #include <RcppSpdlog>
    #include <spdlog/stopwatch.h>           // also support stopwatch feature

    //' spdlog Example using a sink for R
    //'
    //' A simple example invoking a derived R/Rcpp logger. Also demonstrates the
    //' stopwatch feature. For more features see the 'spdlog' documnetation.
    //'
    //' Note that this no longer triggers R warnings thanks to excellent help by
    //' Gabi Melman.
    //' @return None
    //' @examples
    //' exampleRsink()
    // [[Rcpp::export]]
    void exampleRsink() {

        std::string logname = "fromR";                          // fix a name for this logger
        auto sp = spdlog::get(logname);                         // retrieve existing one
        if (sp == nullptr) sp = spdlog::r_sink_mt(logname);     // or create new one if needed
        spdlog::set_default_logger(sp);                         // and set as default

        spdlog::stopwatch sw;                                   // instantiate a stop watch

        // change log pattern (changed from [%H:%M:%S %z] [%n] [%^---%L---%$] )
        spdlog::set_pattern("[%H:%M:%S.%f] [%n] [%^%L%$] [thread %t] %v");

        spdlog::info("Welcome to spdlog!");
        spdlog::error("Some error message with arg: {}", 1);
        spdlog::info("Elapsed time: {}", sw);

        spdlog::warn("Easy padding in numbers like {:08d}", 12);
        spdlog::critical("Support for int: {0:d};  hex: {0:x};  oct: {0:o}; bin: {0:b}", 42);
        spdlog::info("Support for floats {:03.2f}", 1.23456);
        spdlog::info("Positional args are {1} {0}..", "too", "supported");
        spdlog::info("{:<30}", "left aligned");
        spdlog::info("Elapsed time: {}", sw);

    }

    //' spdlog Logging Lever Setter
    //'
    //' A helper function to turn a logging level given as string
    //' into the current logging level
    //'
    //' @param name A string with the logging level. Value understood are,
    //' in decreasing verbosity \sQuote{trace}, \sQuote{debug}, \sQuote{info},
    //' \sQuote{warning}, \sQuote{error}, \sQuote{critical}, and \sQuote{off}.
    //' Unrecognised names are equivalent to \sQuote{off}.
    //' @return Nothing is returned.
    // [[Rcpp::export]]
    void setLogLevel(const std::string &name) {
        spdlog::set_level(spdlog::level::from_str(name));
    }

The example file contains three key aspects to highlight: - use of the `r_sink_mt()` class for R-specific logger sink - use of the very convenient `stopwatch` object - use of logging levels

We highlight these below after first showing the relevant output:

    R> exampleRsink()
    [16:52:12.076751] [fromR] [I] [thread 2453030] Welcome to spdlog!
    [16:52:12.076809] [fromR] [E] [thread 2453030] Some error message with arg: 1
    [16:52:12.076823] [fromR] [I] [thread 2453030] Elapsed time: 9.6104e-05
    [16:52:12.076833] [fromR] [W] [thread 2453030] Easy padding in numbers like 00000012
    [16:52:12.076844] [fromR] [C] [thread 2453030] Support for int: 42;  hex: 2a;  oct: 52; bin: 101010
    [16:52:12.076853] [fromR] [I] [thread 2453030] Support for floats 1.23
    [16:52:12.076871] [fromR] [I] [thread 2453030] Positional args are supported too..
    [16:52:12.076879] [fromR] [I] [thread 2453030] left aligned
    [16:52:12.076892] [fromR] [I] [thread 2453030] Elapsed time: 0.000167057
    R>

#### R-specific sink

spdlog has the ability to derive and sub-class sinks for logger. The RcppSpdlog package uses this feature to implement a sink using the Rcpp conduit `Rcpp::Rcout` instead of `std::cout` as it conveniently redirects to the R output stream. This class should be the default one for any R packages wanting to use spdlog while also passing `R CMD check`.

A second important aspect of the initial code in function `exampleRsink()` is how a named logging instance is requested. If none is found, a new one is instantiated. Next, this logger is made the default logger permitting convenient programmatic access via `spdlog::`.

#### Stopwatch

A powerful (recent) feature of the include fmt library is the automatic formatting of timestamps and interval. As the code example shows, simply instantianting an object, here called `sw`, and referring to it later is all that takes.

#### Log-Level

A second utility function `setLogLevel()` is also provided. Usage is simple: after calling it with a given level, only message equal to it or higher are shown as the next example shows.

    R> setLogLevel("error")
    R> exampleRsink()
    [16:54:12.666261] [fromR] [E] [thread 2453030] Some error message with arg: 1
    [16:54:12.666286] [fromR] [C] [thread 2453030] Support for int: 42;  hex: 2a;  oct: 52; bin: 101010
    R>

By requestion level ‘error’, message of level ‘info’, ‘warning’ or ‘debug’ are suppressed but messages levels ‘error’ or ‘critical’ as shown as desired.

## Fifth Example: Initialization

Package desiring to use RcppSpdlog can initialize its facilities during startup.

For that we first define a setup function

    // this portmanteau include also defines the r_sink we use below, and which
    // diverts all logging to R via the Rcpp::Rcout replacement for std::cout
    #include <RcppSpdlog>

    //' Set a new default logger for R
    //'
    // [[Rcpp::export]]
    void setDefault() {
        std::string logname = "fromR";                          // fix a name for this logger
        auto sp = spdlog::get(logname);                         // retrieve existing one
        if (sp == nullptr) sp = spdlog::r_sink_mt(logname);     // or create new one if needed
        sp->set_pattern("[%H:%M:%S.%f] [%^%L%$] %v");
        spdlog::set_default_logger(sp);
    }

We can then call this function during startup:

    .onLoad <- function(libname, pkgname) {
        setDefault();
    }

## Sixth Example: Compile-time Selection

Of course, spdlog also supports a common usage paradigm with loggers in which the decision of whether to log or not is compile-time rather than run time. As this is typically implemented via macros, usage is via upper-case macros as well.

The following example shows a function with three different logging-level statements as well as a `#define` set such one and only one is shown. Similarly, code can contain debug or trace or info or … statements which would not appear in the actually loaded “production code” (or CRAN version) if the compile-time logging level define is set high enough.

    // this portmanteau include also defines the r_sink we use below, and which
    // diverts all logging to R via the Rcpp::Rcout replacement for std::cout
    #include <RcppSpdlog>

    // A define such as this could also be set in src/Makevars via a -D flag
    #define SPDLOG_LOG_LEVEL  SPDLOG_LEVEL_CRITICAL

    // [[Rcpp::export]]
    void demoInvisible() {
        Rcpp::Rcout << "Hello from demoInvisible, just to show we're being called...\n";

        // trace message via default logger
        SPDLOG_TRACE("Some trace message.. {} ,{}", 1, 3.23);
        // debug message via default logger
        SPDLOG_DEBUG("Some debug message.. {} ,{}", 1, 3.23);
        // debug message via default logger
        SPDLOG_CRITICAL("Some critical message.. {} ,{}", 1, 3.23);
    }

When a piece of code with such compile-time defines is used, we see the expected outcome. The following example uses default logger, and as the preceding section showed this can be set up to be the custom R sink:

    R> Rcpp::sourceCpp("/tmp/rcppspdlog.cpp")  # plus a '// [[Rcpp:depends("RcppSpdlog")'
    R> demoInvisible()
    Hello from demoInvisible, just to show we're being called...
    [08:44:48.198075] [fromR] [C] [thread 2453030] Some critical message.. 1 ,3.23
    R>

## Seventh Example: Access From R

As of package 0.0.9, RcppSpdlog supports two new modes. The first is direct logging support from R and described in this section; the second is access from another R package and described thereafter. A number of basic functions are exported using Rcpp. These include `log_setup(name, level)` to instantiate a named logger at a given level (instead of an unnamed default at level ‘warn’), `log_filesetup(filename, name, level)` (same using the named file as logging destination), a helper `log_drop(name)` to drop a named logger, two setters `log_set_pattern()` and `log_set_level()` to set, respectively, the displayed log pattern and the level. This is complemented by the actual loggers ranging from `log_trace()` and `log_debug()` to `log_info()`, `log_warn()`, `log_error()` and finally `log_critical()`.

The following example (also the example in the manual page) illustrates.

    > library(RcppSpdlog)
    > log_setup("demo")                     # default level 'warn' is used
    > log_info("this message is NOT seen")
    > log_set_level("debug")
    > log_set_pattern("%^[%H:%M:%S.%e] [%n] [%l] %v%$")  # set a pattern w/o process id
    > log_info("this message is seen")
    [15:55:34.150] [demo] [info] this message is seen
    > log_warn("as is this message")
    [ 15:55:37.513] [demo] [warning] as is this message
    >

The interface expects a character value so use from either `sprintf()` or a string-interpolating helper such as `glue::glue` can be used:

    > log_info(sprintf("We can %s a %s with values %d", "build", "text", 42L))
    [16:03:37.728] [demo] [info] We can build a text with values 42
    > log_info(glue::glue("We can {a} a {b} with values {v}", a="build", b="text", v=42L))
    [16:03:46.395] [demo] [info] We can build a text with values 42
    >

## Eight Example: Access From Another R Package

As of package 0.0.9, another package can use the C++ level functions (either with or without the R functions) by importing the `RcppSpdlog` while ensuring at least one function from the package is imported (so that the C-level interface functions are instantiated by R). This is time-honoured mechanism long-used by `lme4` to access (compiled) functions from `Matrix` as well as by `xts` to access code from `zoo`, and others.

To properly import the package, add just one import, for example `importFrom((RcppSpdlog, log_setup)` to the `NAMESPACE` file of your package, along with the required `Imports: RcppSpdlog` in the `DESCRIPTION` file. The available functions are the same as the ones described in the previous section, but now available at the C++ level in the `RcppSpdlog` namespace. So for example

    #include <RcppSpdlog.h>

    RcppSpdlog::log_setup("demoLogger", "info");    // create logger at info level
    RcppSpdlog::log_info("logger created");

will work.

## Nineth Example: More compact C++ Access

As the (auto-generated, thanks to `Rcpp`) interface described in the previous section is a little “wordy”, we added a simple aliasing wrapping in a new namespace `spdl` and, given the protection from naming collisions offered by the namespace, shortened the accessor function names. So the previous example can also be used via

    #include <spdl.h>

    spdl::setup("demoLogger", "info");  // create logger at info level
    spdl::info("logger created");

The logger interface takes a simple string. Two easy options exist for formatting such as string. First, one can rely on the tinyformat version included with `Rcpp` and use `tfm::format()` which works with standard `printf()` operators. Second, one can use the `fmt` library included with `spdlog` via an explicit call.

    # using tfm::format
    spdl::info(tfm::format("We %s values %d and %f", "log", 42, 1.23));
    # using fmt::format
    spdl::info(fmt::format("We {} values {} and {}", "log", 42, 1.23));

Here both formatters have to be called explicitly as we use a simple one-function signature (per logging function) to the underlying C language implementation without the fuller flexibility of variadic arguments.

As C++11 can be assumed, we can also offers a variadic template expansion for `fmt::format()` and the second example simply becomes

    spdl::info("We {} values {} and {}", "log", 42, 1.23);

## Tenth Example: More compact R Access

As the more compact access in the previous section is quite compelling we also created a sibbling R package spd providing a `spdl` namespace in R allowing _the exact same format strings too`.

So

    spdl::info("We {} values {} and {}", "log", 42L, 1.23);

now also works from R using the same formatting string. We inted to upload `spdl` to CRAN too.

Note that other all other formatting options are supported from R: the first argument is a character variable which can be constructed using `paste`, `sprintf`, or any of the string-interpolating packages. But as none of those methods works like fmt (which we have come to like a lot) we added support for it too.

## Eleventh Example: Stopwatch Support in R and C++

As shown above, spdlog supports a ‘stopwatch’ in C++. Usage is straightforward: one first instantiates an object of type `stopwatch` (make sure to first include the appropriate header too!) and then reports elapsed time by including the `stopwatch` object in the logger.

We wrap this `spdlog::stopwatch` object in an external pointer to make it accessible from R. Moreover, by creating it as a S3 object we can add a `format()` method to make the usage pattern identical to the use in C++. So in R we now have

    sw <- RcppSpdlog::get_stopwatch()
    Sys.sleep(0.2)
    RcppSpdlog::log_warn("Elapsed time via stopwatch: {}", sw)

This also works in C++.

    auto sw = RcppSpdlog::get_stopwatch();  // returns XPtr<spdlog::stopwatch
    usleep(200);                            // from unistd.h
    RcppSpdlog::log_warn("Elapsed", RcppSpdlog::format_stopwatch(sw));

Note that in that last line we need to explicitly call a formatter as we do not get the templated formatter from spdlog as our object is an external-pointer wrapped object.

We also export this via the `spdl.h` wrapper. So the same C++ functionality is also available as

    auto sw = spdl::stopwatch();  // returns XPtr<spdlog::stopwatch
    usleep(200);                  // from unistd.h
    spdl::warn("Elapsed", spdl::format(sw));

And because the spdl package wraps this for R, we can do the same in R:

    sw <- spdl::stopwatch()
    Sys.sleep(0.2)
    spdl::warn("Elapsed: {}", sw)

which once again takes advantage of the S3 class and its `format()` method.

## Conclusion

spdlog and the included fmt are two very powerful and widely used C++ libraries. The RcppSpdlog package adds to them to the set of packages R users can deploy. The spd package makes access even easier and more consistent. It is our hope that the examples shown here are of interest to R users who are looking for effortless, performant and flexible logging solutions for their R packages.