Imprint
Imprint helps track requests across multiple log lines or applications. It consists of a lightweight class and middleware to help set tracing ids.
It also has a file which can be used to bootstrap default rails logging to
embedding the imprint trace_id
on each line logged.
Supporting tracing between applications requires updating client calls between applications, at the moment we don't try to monkey patch any of that in and expect responsible clients to add the header manually as described in the Usage section below.
If you have seen ActionDispatch::RequestId. Imprint is basically a generic Rack version of that idea. It works with Rails 3, Sinatra, and Pure Rack. Beyond that it also provides some helpers and configuration around the trace_id usage.
Installation
Add this line to your application's Gemfile:
gem 'imprint'
And then execute:
$ bundle
Or install it yourself as:
$ gem install imprint
Usage
After installing the gems and requiring them if needed.
To configure in a Rails 2, 3, or 4 application
edit config/application.rb
and append the line below
require 'imprint/rails_logger'
create or update your middleware configuration (for example: config/initializers/middleware.rb
)
require 'imprint'
Rails.application.config.middleware.insert_before Rails::Rack::Logger, Imprint::Middleware
If you are using any additional loggers that you wanted tagged that are not part of the normal Rails.logger you should update them as well. For example, we have some scribe logs:
def log(message = nil, severity = :info)
mirror_logger.add(parse_severity(severity), message) if mirror_logger
log_raw(message, severity) do
message = yield if block_given?
# append imprint trace
Imprint::Tracer.insert_trace_id_in_message(message) if defined?(Imprint::Tracer)
format = []
format << Time.now.to_f
format << @host
format << $$
format << format_severity(severity)
format << "app_name"
format << message
format.flatten.join("\t")
end
end
Params logging options
By default imprint will only log the query_params opposed to all params. This is because some of our apps don't filter logs well enough. If you are filtering correctly you might want more of the parameters logged. All params are still filtered by the Rails.application.config.filter_parameters
.
There are three options:
-
FULL_PARAMS
log all params -
QUERY_PARAMS
log query params only (default) -
FULL_GET_PARAMS
log full params on get requests and query only on post requests
To change from the default send the config option :param_level
to Imprint.configure
. You most likely want to do this in your environment.rb
Imprint.configure({
:param_level => Imprint::FULL_GET_PARAMS
})
Optional Helpers
You can get a configurable log entrypoint for apps that allows for some initial logging on each request. This is intended to work well and be combined with lograge, but can be helpful on its own. To use the helpers follow the steps below.
edit config/application.rb
and append the lines below, with whatever options make sense for your projects:
require 'imprint/log_helpers'
# we are using a blacklist on headers opposed to a whitelist
HEADERS_TO_IGNORE = ['HTTP_COOKIE', 'HTTP_ACCEPT_ENCODING', 'HTTP_HOST', 'HTTP_X_FORWARDED_FOR', 'HTTP_X_REAL_IP', 'HTTP_VERSION', 'HTTP_X_FORWARDED_PROTO', 'HTTP_HOST', 'HTTP_CONNECTION', 'HTTP_CACHE_CONTROL', 'HTTP_ACCEPT', 'HTTP_ACCEPT_ENCODING', 'HTTP_X_AKAMAI_EDGESCAPE', 'HTTP_AKAMAI_ORIGIN_HOP', 'HTTP_TE', 'HTTP_CLIENT_IP', 'HTTP_PRAGMA', 'HTTP_X_AKAMAI_CONFIG_LOG_DETAIL', 'HTTP_X_HTTPS', 'HTTP_X_REQUESTED_WITH', 'HTTP_VIA', 'HTTP_X_NEWRELIC_TRANSACTION', 'HTTP_AUTHORIZATION', 'HTTP_IF_MODIFIED_SINCE', 'HTTP_X_LS_MERCHANT_API_KEY', 'HTTP_X_CNECTION', 'HTTP_X_LIVINGSOCIAL_AUTH_TOKEN']
Imprint.configure({
:log_filters => Rails.application.config.filter_parameters + ['some_other_token'],
:header_blacklist => HEADERS_TO_IGNORE,
:variables_to_append => ['viewer'],
:cookies_whitelist => ['living_social_user_id']
})
Example Queries
These queries should work in Kibana/ElasticSearch, Splunk, or other log solutions. We may need to support different output formatters in the future depending on how various logging systems handle default field extraction.
First query to find a group of requests you are particularly interested in, perhaps all errors on an app:
source="app_name" error status=500
From the results find a specific request that caused the error and use the trace_id to dig in further, by crafting a query with the trace_id.
Find all log lines in a particular app related to a single request:
source="app_name" "trace_id=1396448370_wdeYND"
Find all long lines related to a single request across apps:
"trace_id=1396448370_wdeYND"
Since the trace_id is appended to all log lines during the duration of the request, any logger.info
, logger.error
, or other log output is easy to track back to the initial request information, params, headers, or other system logged information such as if the request was successfully authorize and by whom.
Background Job Support
We have a gateway wrapped about our Resque enqueue call. At this point I inject the trace_id. This makes it easy to ensure the job is queue with the params. So all failed jobs will include the trace_id
options[:trace_id] ||= if (defined?(Imprint::Tracer)) && Imprint::Tracer.get_trace_id
Imprint::Tracer.get_trace_id
else
nil
end
Resque.enqueue(klazz, options)
Once it is on the queue, I want to log the ID but remove it from the params as some jobs work directly with an expected set of params.
def before_perform(*args)
pluck_imprint_id
#any other before filters
end
def pluck_imprint_id
if defined?(Imprint::Tracer)
existing_id = params.delete(:trace_id)
Imprint::Tracer.set_trace_id(existing_id, {}) if existing_id
true
end
end
The process of adding support to other background processing should be pretty similar.
Internal API Request Tracing (cross app tracing)
If you want to trace requests that go across multiple applications Imprint can help you out here as well. Basically the middleware only generates a new trace_id if the incoming requests don't have a special Imprint header HTTP_IMPRINTID
existing_id = rack_env[Imprint::Tracer::TRACER_HEADER]
existing_id ||= "#{Time.now.to_i}_#{Imprint::Tracer.rand_trace_id}"
Imprint::Tracer.set_trace_id(existing_id, rack_env)
To trace any requests made by a external facing app to internal APIs just inject the current trace_id
into the header of the api request. Here is an example from a client gem. First we isolated all the requests to a single gem request gateway method http_get
. Then in this example we are using RestClient
so we just add the header to the outgoing request.
def self.http_get(url)
if defined?(Imprint::Tracer) && Imprint::Tracer.get_trace_id
RestClient.get(url, { Imprint::Tracer::TRACER_KEY => Imprint::Tracer.get_trace_id})
else
RestClient.get(url)
end
end
Why, and How
Large systems that are composed of multiple communicating, cooperating parts can be difficult to understand. The idea of Imprint is that it is very useful to assign a unique identifier to each top-level, initiating event that starts a series of operations within your system, and have that identifier propagated throughout the entire system, and attached to relevant diagnostic information (especially log messages). If a system is consistent about doing this, it becomes easy to trace or visualize all of the actions that are taken as a part of processing some request or event, or as side effects. That can be extremely useful for diagnosing bugs, finding bottlenecks, documenting intrusions, or simply understanding the structure of a large complex system.
Imprint calls these identifiers trace ids.
Initiating events are, technically, anything that takes place in your system that does not already have a trace id associated with it. Typically, they include:
- Initial browser requests from users (internal or external) using web applications
- Cron jobs or other scheduled jobs that initiate periodic processing
- API requests that come from integration partners
Imprint and tools like it should log all initiating events; that is, they should log each time that they assign a new trace id to a request or event that does not already have one. If you see initiating events where you do not expect them, that might just mean that part of your system is not propagating existing trace ids properly as it sends messages or calls other services. However, it might indicate an attempt to penetrate your system in an unauthorized way. It is a good idea to catalog the known initiating events in your system, and set up some kind of monitoring to notice and alert you of unexpected ones.
Request tracing across a complex system can't be accomplished just by a single Ruby gem. It requires cooperation from all of the applications, services, and components of the system. The rest of this section documents how Imprint works and what it expects from the other parts of the system, to help you implement request tracing across all of the parts of your system, even if they are not Rails applications or even written in Ruby.
What Imprint Does
Here's what Imprint actually does. You should implement similar functionality for parts of your system that are not written in Ruby, or are not Rails applications.
- Imprint patches the Rails logger so that all log messages incorporate the trace id if one is in effect when the message is logged. Each line of the log messages ends like this: " trace_id=1411414337_pDLsqp".
- Immediately upon receipt of each new request, Imprint checks to see whether
the request came with an attached trace id, by checking for the presence
of an
::Imprint::Tracer::TRACER_HEADER
("HTTP_TRACE_ID") HTTP header. If present, that trace id is kept as the trace id of the current request. - If no trace id was included with the request, a new trace id is assigned. The new trace id consists of an integer timestamp (the number of seconds since the Unix epoch) plus a random string of six upper- and lowercase ASCII letters, separated by an underscore (e.g., "1411414337_pDLsqp"). Then it logs an initiating event ("trace_status=initiated trace_id=1411414337_pDLsqp").
- Once a trace id has been found or generated, it is placed where every part
of the application that participates in the current request has access to
it (a variable scoped to the current thread, accessed via
::Imprint::Tracer::get_trace_id
).
What Cooperating Applications and Components Should Do
Imprint is just part of the total solution; applications and services have responsibilities as well.
- Either use Imprint (if you're building a Rails app) or implement equivalent functionality in your app.
- Any HTTP requests, Resque jobs, Kafka messages, or anything else that
involves a different application or service in processing the request
should be passed the trace id, either in the HTTP header or in an envelope
field or something similar with the name
::Imprint::Tracer::TRACER_KEY
("trace_id"). (See "Threading Considerations" below if your app employs concurrency in request processing.)
Threading Considerations
In request tracing, it's crucial that the trace id is associated with everything that is done because of the initiating event. This means that every part of an application or component must have access to the current trace id, even if they are in different threads or processes than the one that initially recorded the trace id.
The Rails architecture makes this easy. From the time a Rails app receives a request, all of the processing for that request takes place in a single thread. So Imprint puts the trace id in a variable scoped to the current thread.
However, many applications or frameworks employ concurrency during the processing of a single request. Such systems need to ensure that the other threads (or processes, perhaps) that participate also know the trace id of what they're working on.
If the initial thread simply spawns new threads to do part of the work, it
might work to simply use something like Java's InheritableThreadLocal
.
More typically, though, parts of the work will be farmed out to worker threads (actors, for example) that already exist in a pool and handle work for many requests during their lifetime. In such cases, the messages or task descriptions that are sent to those workers should include the trace id associated with that work, and the workers should ensure that the appropriate trace id is included in all of their processes.
So, in short: each such worker thread should be treated as if it were a separate service: it should receive a trace id with each work request, attach that trace id to all log messages that are part of that work request, and propagate it in any other service or work requests that it sends. The exception is that it should be considered an error if those internal worker threads receive a request without a trace id; it's not reasonable for that to be an initiating event.
Notes / TODO
Looking at ZipKin, it tries to accomplish many of the same goals as Imprint. I think it would make sense to support the same headers and format so they could be compatible. Although the ZipKin service tracing isn't as useful to me as the full detailed Splunk/ElasticSearch logs.
- ZipKin intro / docs
- Railsconf ZipKin intro: Distributed Request Tracing by Kenneth Hoxworth (@hoxworth)
- ZipKin Header Formats
- Existing Ruby ZipKin Tracer
- Twitter Minimal Zipkin Tracer
- Docker ZipKin install for testing
Contributing
- Fork it
- Create your feature branch (
git checkout -b my-new-feature
) - Commit your changes (
git commit -am 'Add some feature'
) - Push to the branch (
git push origin my-new-feature
) - Create new Pull Request
License
See LICENSE.txt for details.