semantic_logger
Improved logging for Ruby
Overview
Semantic Logger takes logging in Ruby to a new level by adding several new capabilities to the commonly used Logging API:
Dynamic
- Increase the log level at runtime for just one class
- For example enable debug level logging for a single class (logging instance) while the program is running to get more detailed logging in production for just that class
Tagged Logging
- Supply custom data to be added to every log entry within a block of code, including libraries and existing gems
- Tagged logging is critical for any high traffic site so that one can narrow down log entries for a single call that is mixed in with log entries from hundreds of other log entries
High Performance
- Logging is performed in a separate thread so as not to impact performance of running code
Customizable
- Custom formatting by destination
- Easy to "roll your own" destination (Appender). For example to log to Hadoop, Redis, etc..
Payload support
- Aside from the regular log message, a hash payload can also be supplied with every log entry
- Very powerful when logging to NOSQL destinations that allow queries against any data in the payload
Exceptions
- Directly log exceptions
- Semantic Logger standardizes the logging of exceptions with their backtraces to text destinations and writes the exception elements as a hash to NOSQL destinations
Drop-in Replacement
- Simple drop-in replacement for the Ruby, or the Rails loggers
- Supports current common logging interface
- No changes to existing to code to use new logger ( other than replacing the logger )
Rails 2 & 3 Support
- Just include the semantic_logger gem into Rails and it will immediately replace the existing loggers to improve performance and information in the log files
- The Rails 3 Tagged logging feature is already available for Rails 2 by use Semantic Logger
Thread Aware
- Includes the process and thread id information in every log entry
- If running JRuby it will also include the name of the thread for every log entry
Trace Level
- :trace is a new level common in other languages and is commonly used for logging trace level detail. It is intended for logging data at level below :debug.
- :trace can be used for logging the actual data sent or received over the network that is rarely needed but is critical when things are not working as expected.
- Since :trace can be enabled on a per class basis it can even be turned on in production to resolve what was actually sent to an external vendor
Multiple Destinations
- Log to multiple destinations at the same time ( File and MongoDB, etc.. )
- Each destination can also have its own log level. For example, only log :info and above to MongoDB, or :warn and above to a second log file
Benchmarking
- The performance of any block of code can be measured and logged at the same time depending on the active log level
Semantic Capabilities
- With Semantic Logger it is simple to mix-in additional semantic information with every log entry
- The application or class name is automatically included for every log entry under a specific logging instance
- Includes the duration of blocks of code
- Any hash containing context specific information such as user_id or location information
Beyond Tagged Logging
- Supply entire hash of custom data to be added to the payload of every log entry within a block of code, including libraries and existing gems
NOSQL Destinations
- Every log entry is broken down into elements that NOSQL data stores can understand:
{
"_id" : ObjectId("5034fa48e3f3fea945e83ef2"),
"time" : ISODate("2012-08-22T15:27:04.409Z"),
"host_name" : "release",
"pid" : 16112,
"thread_name" : "main",
"name" : "UserLocator",
"level" : "debug",
"message" : "Fetch user information",
"duration" : 12,
"payload" : {
"user" : "Jack",
"zip_code" : 12345,
"location" : "US"
}
}
Thread Safe
- Semantic Logger is completely thread safe and all methods can be called concurrently from any thread
- Tagged logging keeps any tagging data on a per-thread basis to ensure that tags from different threads are not inter-mingled
Introduction
Semantic Logger is a Logger that supports logging of meta-data, along with text messages to multiple appenders
An appender is a Logging destination such as a File, MongoDB collection, etc.. Multiple Appenders can be active at the same time. All log entries are written to each appender.
Machines can understand the logged data without having to use complex Regular Expressions or other text parsing techniques
Semantic Logger, sits on top of existing logger implementations and can also be used as a drop in replacement for existing Ruby loggers. This allows the existing logging to be replaced immediately with the Semantic Logger Appenders, and over time the calls can be replaced with ones that contain the necessary meta-data.
Example of current calls:
logger.info("Queried users table in #{duration} ms, with a result code of #{result}")
For a machine to find all queries for table 'users' that took longer than 100 ms, would require using a regular expression just to extract the table name and duration, then apply the necessary logic. It also assumes that the text is not changed and that matches will not be found when another log entry has similar text output.
This can be changed over time to:
Rails.logger.info("Queried table",
:duration => duration,
:result => result,
:table => "users",
:action => "query")
Using the MongoDB appender, we can easily find all queries for table 'users' that took longer than 100 ms:
db.logs.find({"payload.table":"users", "payload.action":"query", "payload.duration":{$gt:100} })
Since Semantic Logger can call existing Loggers, it does not force end-users to have to adopt a Semantic aware adapter. Although, such adapters create tremendous value in the problem monitoring and determination processes.
Logging API
Standard Logging methods
The Semantic Logger logging API supports the existing logging interface for the Rails and Ruby Loggers. For example:
logger.info("Hello World")
Or to query whether a specific log level is set
logger.info?
The following logging methods are available
trace(, payload=nil, &block)
debug(, payload=nil, &block)
info(, payload=nil, &block)
warn(, payload=nil, &block)
error(, payload=nil, &block)
fatal(, payload=nil, &block)
Parameters
- message: The text message to log. Mandatory only if no block is supplied
- payload: Optional, either a Ruby Exception object or a Hash
- block: The optional block is executed only if the corresponding log level is active. Can be used to prevent unnecessary calculations of debug data in production.
Examples:
logger.debug("Calling Supplier")
logger.debug("Calling Supplier", :request => 'update', :user => 'Jack')
logger.debug { "A total of #{result.inject(0) {|sum, i| i+sum }} were processed" }
Exceptions
The Semantic Logger adds an extra parameter to the existing log methods so that a corresponding Exception can be logged in a standard way
begin
# ... Code that can raise an exception
rescue Exception => exception
logger.error("Oops external call failed", exception)
# Re-raise or handle the exception
raise exception
end
Payload
The Semantic Logger adds an extra parameter to the existing log methods so that additional payload can be logged, such as a Hash or a Ruby Exception object.
logger.info("Oops external call failed", :result => :failed, :reason_code => -10)
The additional payload is machine readable so that we don't have to write complex regular expressions so that a program can analyze log output. With the MongoDB appender the payload is written directly to MongoDB as part of the document and is therefore fully searchable
Benchmarking
Another common logging requirement is to measure the time it takes to execute a block of code based on the log level. For example:
Rails.logger.benchmark_info "Calling external interface" do
# Code to call external service ...
end
The following output will be written to file:
2012-08-30 15:37:29.474 I [48308:ScriptThreadProcess: script/rails] (5.2ms) Rails -- Calling external interface
If an exception is raised during the block the exception is logged at the same log level as the benchmark along with the duration and message. The exception will flow through to the caller unchanged
The following benchmarking methods are available
benchmark_trace(, params=nil, &block)
benchmark_debug(, params=nil, &block)
benchmark_info(, params=nil, &block)
benchmark_warn(, params=nil, &block)
benchmark_error(, params=nil, &block)
benchmark_fatal(, params=nil, &block)
Parameters
- message: The mandatory text message to log.
- params: ``` :log_exception Control whether or how an exception thrown in the block is reported by Semantic Logger. Values: :full Log the exception class, message, and backtrace :partial Log the exception class and messag The backtrace will not be logged :off Any unhandled exception from the block will not be logged
:min_duration Only log if the block takes longer than this duration in ms Default: 0.0
:payload Optional, either a Ruby Exception object or a Hash
#### Logging levels
The following logging levels are available through Semantic Logger
:trace, :debug, :info, :warn, :error, :fatal
The log levels are listed above in the order of precedence with the most detail to the least.
For example :debug would include :info, :warn, :error, :fatal levels but not :trace
And :fatal would only log :fatal error messages and nothing else
:unknown has been mapped to :fatal for Rails and Ruby Logger
:trace is a new level that is often used for tracing low level calls such
as the data sent or received to external web services. It is also commonly used
in the development environment for low level trace logging of methods calls etc.
If only the rails logger is being used, then :trace level calls will be logged
as debug calls only if the log level is set to trace
#### Changing the Class name for Log Entries
When Semantic Logger is included in a Rails project it automatically replaces the
loggers for Rails, ActiveRecord::Base, ActionController::Base, and ActiveResource::Base
with wrappers that set their Class name. For example in semantic_logger/railtie.rb:
```ruby
ActiveRecord::Base.logger = SemanticLogger::Logger.new(ActiveRecord)
By replacing their loggers we now get the class name in the text logging output:
2012-08-30 15:24:13.439 D [47900:main] ActiveRecord -- SQL (12.0ms) SELECT `schema_migrations`.`version` FROM `schema_migrations`
It is recommended to include a class specific logger for all major classes that will be logging using the SemanticLogger::Attribute mix-in. For Example:
require 'semantic_logger'
class ExternalSupplier
# Lazy load logger class variable on first use
include SemanticLogger::Attribute
def call_supplier(amount, name)
logger.debug "Calculating with amount", { :amount => amount, :name => name }
# Measure and log on completion how long the call took to the external supplier
logger.benchmark_info "Calling external interface" do
# Code to call the external supplier ...
end
end
end
This will result in the log output identifying the log entry as from the ExternalSupplier class
2012-08-30 15:37:29.474 I [48308:ScriptThreadProcess: script/rails] (5.2ms) ExternalSupplier -- Calling external interface
SyncAttr is a gem that supports lazy loading and thread-safe initialization of class attributes
Extract from a Rails log file after adding the semantic_logger gem:
2012-10-19 12:05:46.736 I [35940:JRubyWorker-10] Rails --
Started GET "/" for 127.0.0.1 at 2012-10-19 12:05:46 +0000
2012-10-19 12:05:47.318 I [35940:JRubyWorker-10] ActionController -- Processing by AdminController#index as HTML
2012-10-19 12:05:47.633 D [35940:JRubyWorker-10] ActiveRecord -- User Load (2.0ms) SELECT `users`.* FROM `users` WHERE `users`.`id` = 1 LIMIT 1
2012-10-19 12:05:49.833 D [35940:JRubyWorker-10] ActiveRecord -- Role Load (2.0ms) SELECT `roles`.* FROM `roles`
2012-10-19 12:05:49.868 D [35940:JRubyWorker-10] ActiveRecord -- Role Load (1.0ms) SELECT * FROM `roles` INNER JOIN `roles_users` ON `roles`.id = `roles_users`.role_id WHERE (`roles_users`.user_id = 1 )
2012-10-19 12:05:49.885 I [35940:JRubyWorker-10] ActionController -- Rendered menus/_control_system.html.erb (98.0ms)
2012-10-19 12:05:51.014 I [35940:JRubyWorker-10] ActionController -- Rendered layouts/_top_bar.html.erb (386.0ms)
2012-10-19 12:05:51.071 D [35940:JRubyWorker-10] ActiveRecord -- Announcement Load (20.0ms) SELECT `announcements`.* FROM `announcements` WHERE `announcements`.`active` = 1 ORDER BY created_at desc
2012-10-19 12:05:51.072 I [35940:JRubyWorker-10] ActionController -- Rendered layouts/_announcement.html.erb (26.0ms)
2012-10-19 12:05:51.083 I [35940:JRubyWorker-10] ActionController -- Rendered layouts/_flash.html.erb (4.0ms)
2012-10-19 12:05:51.109 I [35940:JRubyWorker-10] ActionController -- Rendered layouts/_footer.html.erb (16.0ms)
2012-10-19 12:05:51.109 I [35940:JRubyWorker-10] ActionController -- Rendered admin/index.html.erb within layouts/base (1329.0ms)
2012-10-19 12:05:51.113 I [35940:JRubyWorker-10] ActionController -- Completed 200 OK in 3795ms (Views: 1349.0ms | ActiveRecord: 88.0ms | Mongo: 0.0ms)
Tagged Logging
Semantic Logger allows any Ruby or Rails program to also include tagged logging.
This means that any logging performed within a block, including any called libraries or gems to include the specified tag with every log entry.
Using Tagged logging is critical in any highly concurrent environment so that one can quickly find all related log entries across all levels of code, and even across threads
logger.tagged(tracking_number) do
logger.debug("Hello World")
# ...
end
Beyond Tagged Logging
Blocks of code can be tagged with not only values, but can be tagged with entire hashes of data. The additional hash of data will be merged into the payload of every log entry
For example every corresponding log entry could include a hash containing a user_id, name, region, zip_code, tracking_number, etc...
logger.with_payload(:user => 'Jack', :zip_code => 12345) do
logger.debug("Hello World")
# ...
end
Using SemanticLogger outside of Rails
Example:
require 'semantic_logger'
# Set the log level to log everything
SemanticLogger::Logger.default_level = :trace
# Add a file appender to log everything to a file
SemanticLogger::Logger.appenders << SemanticLogger::Appender::File.new('dev.log')
# Add an appender to only log :info and above to standard out
SemanticLogger::Logger.appenders << SemanticLogger::Appender::File.new(STDOUT, :info)
logger = SemanticLogger::Logger.new('Example')
logger.info "Hello World"
Configuration
The Semantic Logger follows the principle where multiple appenders can be active at the same time. This allows one to log to MongoDB and the Rails ActiveResource::BufferedLogger at the same time.
Rails Configuration
Add the following line to Gemfile
gem 'semantic_logger'
Also add the following line to Gemfile if you want to log to MongoDB
gem 'mongo'
Install required gems with bundler
bundle install
This will automatically replace the standard Rails logger with Semantic Logger which will write all log data to the configured Rails logger.
By default Semantic Logger will detect the log level from Rails. To set the log level explicitly, add the following line to config/environments/production.rb inside the Application.configure block
config.log_level = :trace
To log to both the Rails logger and MongoDB add the following lines to config/environments/production.rb inside the Application.configure block
config.after_initialize do
# Re-use the existing MongoDB connection, or create a new one here
db = Mongo::Connection.new['production_logging']
# Besides logging to the standard Rails logger, also log to MongoDB
config.semantic_logger.appenders << SemanticLogger::Appender::MongoDB.new(
:db => db,
:collection_size => 25.gigabytes
)
end
Log Struct
Internally all log messages are passed around in a Log Struct. In order to write your own custom formatter or log appender it is necessary to understand the fields:
Log = Struct.new(:level, :thread_name, :name, :message, :payload, :time, :duration, :tags, :level_index)
level [Symbol]
- Log level of the supplied log call
- :trace, :debug, :info, :warn, :error, :fatal
thread_name [String]
- Name or id of the thread in which the logging call was called
name [String]
- Class name supplied to the logging instance
message [String]
- Text message to be logged
payload [Hash|Exception]
- Optional Hash or Ruby Exception object to be logged
time [Time]
- The time at which the log entry was created
duration [Float]
- The time taken in milli-seconds to complete a benchmark call
tags [Array
- Any tags active on the thread when the log call was made
level_index [Integer]
- Internal use only. Index of the log level
Custom Formatters
The formatting for each appender can be replaced with custom code. To replace the existing formatter supply a block of code when creating the appender.
Example: Formatter that just returns the Log Struct
require 'semantic_logger'
SemanticLogger::Logger.default_level = :trace
appender = SemanticLogger::Appender::File.new(STDOUT) do |log|
# This formatter just returns the log struct as a string
log.inspect
end
SemanticLogger::Logger.appenders << appender
logger = SemanticLogger::Logger.new('Hello')
logger.info "Hello World"
Output:
#<struct SemanticLogger::Base::Log level=:info, thread_name=70167090649820, name="Hello", message="Hello World", payload=nil, time=2012-10-24 10:09:33 -0400, duration=nil, tags=nil, level_index=2>
Example: Replace the Rails log formatter, in the environment configuration file:
config.after_initialize do
# Since the Rails logger is already initialized, replace its default formatter
config.semantic_logger.appenders.first.formatter = Proc.new do |log|
= log..to_s
= log..collect { |tag| "[#{tag}]" }.join(" ") + " " if log. && (log..size > 0)
if log.payload
if log.payload.is_a?(Exception)
exception = log.payload
<< " -- " << "#{exception.class}: #{exception.}\n#{(exception.backtrace || []).join("\n")}"
else
<< " -- " << log.payload.inspect
end
end
str = "#{log.time.strftime("%Y-%m-%d %H:%M:%S")}.#{"%06d" % log.time.usec} #{"%-05s" % log.level.to_s.upcase} [#{$$}:#{log.thread_name}] #{}#{log.name} -- #{}"
str << " (#{'%.1f' % log.duration}ms)" if log.duration
str
end
end
Example: Replace the MongoDB formatter, in the environment configuration file:
config.after_initialize do
# Log to MongoDB and supply a custom document formatter
mongodb_appender = SemanticLogger::Appender::MongoDB.new(
:db => Cache::Work.db,
:collection_size => 25.gigabytes
) do |log|
# Return a document (Hash) of the data to be saved to MongoDB
document = {
:time => log.time,
:host_name => SemanticLogger::Appender::MongoDB.host_name,
:pid => $PID,
:thread_name => log.thread_name,
:name => log.name,
:level => log.level,
}
document[:application] = 'MyApplication'
document[:message] = SemanticLogger::Appender::MongoDB.strip_colorizing(log.) if log.
document[:duration] = log.duration if log.duration
document[:tags] = log. if log. && (log..size > 0)
if log.payload
if log.payload.is_a?(Exception)
exception = log.payload
document[:payload] = {
:exception => exception.class.name,
:message => exception.,
:backtrace => exception.backtrace
}
else
document[:payload] = log.payload
end
end
document
end
config.semantic_logger.appenders << mongodb_appender
end
SysLog and other standard loggers
To write log entries to a Syslog logger or any other logger of your choice, that conforms the standard Ruby Logger API, Semantic Logger has an Appender to use that logger.
For example to configure rails to also log to the Syslogger gem:
config.after_initialize do
# Besides logging to the local file also log to Syslogger
config.semantic_logger.appenders << SemanticLogger::Appender::Wrapper.new(Syslogger.new("yourappname"))
end
Performance
The traditional logging implementations write their log information to file in the same thread of execution as the program itself. This means that for every log entry the program has to wait for the data to be written.
With Semantic Logger it uses a dedicated thread for logging so that writing to the log file or other appenders does not hold up program execution.
Also, since the logging is in this separate thread there is no impact to program execution if we decided to add another appender. For example, log to both a file and a MongoDB collection.
Log Rotation
Since the log file is not re-opened with every call, when the log file needs to be rotated, use a copy-truncate operation over deleting the file.
Why Semantic logging?
Just as there is the initiative to add Semantic information to data on the web so that computers can directly understand the content without having to resort to complex regular expressions or machine learning techniques, it is important to be able to do the same with log files or data.
Semantic Logger allows every log entry to have not only a message, but a payload that can be written to a file or a NOSQL destination.
Once the logging data is in the NOSQL data store it can be queried quickly and efficiently. Some SQL data stores also allow complex data types that could be used for storing and querying the logging data
Architecture & Performance
In order to ensure that logging does not hinder the performance of the application all log entries are written to thread-safe Queue. A separate thread is responsible for writing the log entries to each of the appenders.
In this way formatting and disk or network write delays will not affect the performance of the application. Also adding more than one appender does not affect the runtime performance of the application.
The additional thread is automatically started on initialization. When the program terminates it will complete writing out all log data and flush the appenders before the program exits.
Calling SemanticLogger::Logger#flush will wait until all outstanding log messages have been written and flushed to their respective appenders before returning. Since all logging is now from this thread calling flush is no longer thread specific.
Write your own Appender
To write your own appender it should meet the following requirements:
- Inherit from SemanticLogger::Base
- In the initializer connect to the resource being logged to
- Implement #log(log) which needs to write to the relevant resource
- Implement #flush if the resource can be flushed
- Write a test for the new appender
The #log method takes the log struct as a parameter which is described above.
Basic outline for an Appender:
require 'semantic_logger'
class SimpleAppender < SemanticLogger::Appender::Base
def initialize(level=nil, &block)
# Set the log level and formatter if supplied
super(level, &block)
end
# Display the log struct and the text formatted output
def log(log)
p log
puts formatter.call(log)
end
# Optional
def flush
puts "Flush :)"
end
end
Sample program calling the above appender:
SemanticLogger::Logger.default_level = :trace
# Log to file dev.log
SemanticLogger::Logger.appenders << SemanticLogger::Appender::File.new('dev.log')
# Also log the above sample appender
SemanticLogger::Logger.appenders << SimpleAppender.new
logger = SemanticLogger::Logger.new('Hello')
logger.info "Hello World"
Look at the existing appenders for good examples
To have your appender included in the standard list of appenders follow the fork instructions below. Very Important: New appenders will not be accepted without complete working tests. See the MongoDB Appender Test for an example.
Dependencies
- Ruby MRI 1.8.7, 1.9.3 (or above) Or, JRuby 1.6.3 (or above)
- Optional: Rails 3.0.10 (or above)
- Optional: To log to MongoDB, Mongo Ruby Driver 1.5.2 or above
Install
gem install semantic_logger
To log to MongoDB, it also needs the Ruby Mongo Driver
gem install mongo
Future
- In V1: Move Railtie to it's own gem so that the Rails logger is not replaced automatically
- In V1: Add support for a configuration file that can set log level by class name
- Configuration file to support setting the log level for a specific class
- Configuration file to support adding appenders
- Based on demand add appenders for: Syslog, hadoop, redis
Development
Want to contribute to Semantic Logger?
First clone the repo and run the tests:
git clone git://github.com/ClarityServices/semantic_logger.git
cd semantic_logger
rake test
Feel free to ping the mailing list with any issues and we'll try to resolve it.
Contributing
Once you've made your great commits:
- Fork semantic_logger
- Create a topic branch -
git checkout -b my_branch
- Push to your branch -
git push origin my_branch
- Create an Issue with a link to your branch
- That's it!
Meta
- Code:
git clone git://github.com/ClarityServices/semantic_logger.git
- Home: https://github.com/ClarityServices/semantic_logger
- Bugs: http://github.com/reidmorrison/semantic_logger/issues
- Gems: http://rubygems.org/gems/semantic_logger
This project uses Semantic Versioning.
Authors
Reid Morrison :: [email protected] :: @reidmorrison
License
Copyright 2012 Clarity Services, Inc.
Licensed 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.