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ont-app/graph-log

Code and a small ontology for logging to an IGraph in clojure(script). It is part of the ont-app project.

This is intended as a tool to be able to construct a graph of queryable, inter-related logging events which can serve as a basis for useful diagnostics.

It integrates with standard, string-based logging implemented with timbre.

Dependencies
Quick start
Basic Primitives
- Logging-levels
- Standard logging
More advanced usage
Utilities
License

Dependencies

Available at Clojars.

Cljdoc.org hosts documentation.

(ns ....
 (:require 
   [ont-app.igraph.core :as igraph]          ;; The IGraph protocol
   [ont-app.igraph.graph :as graph]          ;; Default implementation of IGraph
   [ont-app.graph-log.core :as glog]         ;; the graph-log library
   [ont-app.graph-log.levels :refer :all]    ;; log level macros
   [taoensso.timbre :as timbre]              ;; standard logging clj/cljs
   ...
   ;; ...optionally ...
   [ont-app.graph-log.archiving :as archive]  ;; asynchronous archiving

   ))

Quick start

Here's a brief sketch of how you might typically use this...

(ns myNs
 (:require 
   [ont-app.graph-log.core :as glog]         ;; the graph-log library
   [ont-app.graph-log.levels :refer :all]    ;; log level macros
   ))


> (defn get-the-answer [whos-asking]
    (debug ::starting-get-the-answer
       :glog/message "Starting get-the-answer for {{whos-asking}}"
       :whos-asking whos-asking)
    (println "Hello " whos-asking ", here's the answer...")
    (value-info ::returning-get-the-answer 42))


> (glog/log-reset!) ;; clears the log of entries and initiates with standard config
> (glog/set-level! :glog/DEBUG)

;; calling the function....

> (get-the-answer "Douglas")
2021-12-24T17:18:06.902Z DEBUG [myNs:?] - Starting get-the-answer for Douglas
Hello Douglas, here's the answer...
42
>

> (glog/entries)
[:myNs/starting-get-the-answer_0
 :nyNs/returning-get-the-answer_1]

;; glog/show can take 1-3 arguments....

> (glog/show :myNs/starting-get-the-answer_0)
{:rdf/type #{:myNs/starting-get-the-answer},
 :glog/timestamp #{1640355228253},
 :glog/executionOrder #{0},
 :whos-asking #{"Douglas"}}

> (glog/show :myNs/starting-get-the-answer_0 :whos-asking)
#{"Douglas"}

> (glog/show :myNs/starting-get-the-answer_0 :whos-asking "Douglas")
"Douglas"

;; We can get the ith entry...

> (glog/ith-entry 1)
;; ... returns [<kw> <description>] ...
[:myNs/returning-get-the-answer_1
 {:rdf/type #{:myNs/returning-get-the-answer},
  :glog/timestamp #{1640355626388},
  :glog/executionOrder #{1},
  :glog/value #{42}}]
  

> (-> (glog/ith-entry 1) first (glog/show :glog/value))
#{42}

;; We can query with basic graph patterns...

> (glog/query-log [[:?entry :glog/value 42]
                   [:?entry :glog/timestamp :?timestamp]])
                   
#{{:?entry :myNs/returning-get-the-answer_1,
   :?timestamp 1640355626388}}

The expressions (debug...) and (value-info...) are based on macros defined in ont-app.graph-log.levels. These macros invoke a more basic set of primitives, described below.

Basic primitives

This feature maintains a graph as an atom in memory. Logging in this graph is disabled by default, leaving only standard logging through :glog/message.

To enable, use log-reset!:

> (glog/log-reset!)
#object[ont_app.igraph.graph.Graph yadda yadda]
>

This will instantiate a atom containing a graph globally declared as @glog/log-graph, populated with the basic vocabulary that informs the graph-logging process.

The minimal logging operation uses glog/log! and glog/log-value!:

> (defn get-the-answer [whos-asking]
    (glog/log! :myNs/starting-get-the-answer :myNs/whos-asking whos-asking)
    (println "Hello " whos-asking ", here's the answer...")
    (glog/log-value! :myNs/returning-get-the-answer 42))

> (get-the-answer "Douglas")
Hello Douglas, here's the answer...
42
>

...then in the repl, we can ask for a listing of entry names with entries...

> (glog/entries)
[:myNs/starting-get-the-answer_0 
 :myNs/returning-get-the-answer_1]
>

'0' and '1' here mark off the execution orders of each respective entry.

We can ask for a description of any element of the log-graph in IGraph Normal Form with show ...

> (glog/show :myNs/starting-get-the-answer_0)
{:rdf/type #{:myNs/starting-get-the-answer},
 :glog/timestamp #{1576114979964},
 :glog/executionOrder #{0},
 :whos-asking #{"Douglas"}}
>
> (glog/show :myNs/starting-get-the-answer_0 :glog/executionOrder)
#{0}
>
> (glog/show :myNs/starting-get-the-answer_0 :glog/executionOrder 0)
0 ;; truthy

... Or we can ask for a log entry by its execution order with ith-entry...

> (glog/ith-entry 1)
[:myNs/returning-get-the-answer_1
 {:rdf/type #{:myNs/returning-get-the-answer},
  :glog/timestamp #{1576114979965},
  :glog/executionOrder #{1},
  :glog/value #{42}}]
>

... note that it returns a vector [entry-id entry-description], and that the description is again in Normal Form.

The elements in this graph are made up largely by keyword identifiers (KWIs), which are namespaced Clojure keywords serving as URIs. For purposes of this discussion "KWI" and "URI" will be used interchangeably.

KWIs in turn are mappable to an ontology dedicated to describing the various entities and relationships in play. This ontology is defined as an ont-app.igraph.graph/Graph in the file ont.cljc.

Let's break out the KWIs in the example

KWI	Description
:myNs/starting-get-the-answer	coined ad hoc to name a class of log entries
:myNs/returning-get-the-answer	coined ad hoc to name another class of log entries
:rdf/type	This correponds to a URI in RDF's public vocabulary to assert an instance of a class. Part of the ont-app's design philosophy involves leveraging and integrating with public vocabularies, without unnecessary direct dependencies on the full RDF stack.
:myNs/returning-get-the-answer_1	Minted automatically to name the (zero-based) 1th entry in the `log-graph`, an instance of returning-get-the-answer
:glog/timestamp	The timestamp in milliseconds associated with the entry
:glog/executionOrder	Asserts that this is the ith entry in the `log-graph`
:whos-asking	a property coined ad hoc for the starting-get-the-answer entry type.
:glog/value	the value returned by the expression being traced by any call to glog/log-value!

We can query @log-graph with query-log:

> (glog/query-log 
    [[:?starting :rdf/type :myNs/starting-get-the-answer]
     [:?starting :whos-asking :?asker]
    ])
#{{:?starting :myNs/starting-get-the-answer_0, :?asker "Douglas"}}
>

This is the query format used by ont-app.igraph.graph/Graph. It consists of a graph pattern expressed as a vector of triples, each elment of which is either a KWI, a literal value, or a :?variable. It returns a set of {:?variable value, ...} maps.

An IGraph can also be applied as a function with 0, 1, 2, or 3 arities:

> (@glog/log-graph)
;; ...(returns the entire graph contents in Normal Form)
>
> (@glog/log-graph :myNs/returning-get-the-answer_1)
{:rdf/type #{:myNs/returning-get-the-answer},
  :glog/timestamp #{1576114979965},
  :glog/executionOrder #{1},
  :glog/value #{42}}
;; ... (same as glog/show)
>
> (igraph/flatten-description
    (@glog/log-graph :myNs/returning-get-the-answer_1))
{:rdf/type :myNs/returning-get-the-answer,
  :glog/timestamp 1576114979965,
  :glog/executionOrder 1,
  :glog/value 42}
>
> (@glog/log-graph :myNs/returning-get-the-answer_1 :glog/executionOrder)
#{1}
>
> (igraph/unique 
    (@glog/log-graph :myNs/returning-get-the-answer_1 :glog/executionOrder))
1
>
> (@glog/log-graph :myNs/returning-get-the-answer_1 :glog/executionOrder 0)
nil 
;; ... truthy
>

As you can see, log entry classes and properties are largely declared ad-hoc by the user, but hopefully it's clear that as your program starts to mature, certain entry classes can be given attributes that lend themselves as inputs to helpful diagnostic functions.

Logging levels

More commonly you'll probably want to attach logging statements to the usual logging levels. This can be done by swapping in say info or value-info expressions in place of log! and log-value! as follows:

(ns ...
  (:require
   ...
   [ont-app.graph-log.levels :refer :all]    ;; log level macros
   ...))
   
(defn get-the-answer [whos-asking]
    (info :myNs/starting-get-the-answer :whos-asking whos-asking)
    (println "Hello " whos-asking ", here's the answer...")
    (value-info :myNs/returning-get-the-answer 42))

See the discussion below for details.

Standard logging

KWI	Description
:glog/message	A string or Mustache-type template to print to the standard logging stream via `taesano.timbre`. The flattened description of the entry will be applied to its value to resolve template {{parameters}}.

Standard, string-based logging is done with timbre, which should be configured directly using its API.

Typically these are integrated into the levels macros

> (info :myNs/starting-get-the-answer
    :whos-asking whos-asking
    :glog/message "{{{whos-asking}} is asking for the answer."
    )

In this example the info macro will generate a standard string-based logging message keyed to the INFO logging level. It will do this by calling std-logging-message, described below.

`std-logging-message`

The std-logging-message function expects a set of property/value pairs, one of whose properties is :glog/message, paired with a mustache-type template string. It will generate a string based on said template, whose parameters should match other properies in the same call (minus :colons).

This can be passed to standard logging functions. The library taoensso.timbre is a dependency of this library, so the following example will be logged if timbre/config is configured for :debug or lower:

Example:

> (timbre/debug
  (std-logging-message 
    :glog/message "This is a number: {{my-ns/number}}"
    :my-ns/number 42))

Standard logging and graph-logging can function independently, but are brought together under the common umbrella of the levels macros.

More advanced usage

Configuring the `log-graph`

The graph can be reset

> (log-reset! <initial-graph>) -> <initial-graph>

This will replace any previous contents of @log-graph with initial-graph. There is also an archiving utility (discussed below) which can save the previous contents of @log-graph ansynchronously.

The default initial graph is ont-app.graph-log.core/ontology.

> (log-reset!) 
#object[ont_app.igraph.graph.Graph yadda yadda]
>

The ont-app.igraph.graph/Graph data structure is immutable. The graph ont-app.graph-log.core/log-graph is an atom containing an instance of ont-app.igraph.graph/Graph, a lightweight, immutable implementation of the IGraph protocol provided with ont-app/igraph.

All the graph-log KWI constructs are kept in the glog namespace. However, much of it is aligned to namesakes in an existing public vocabulary called rlog (See here for the Turtle definition).

Since the log-graph implements IGraph, we can get the entire contents of the log in Normal Form by invoking it as a function without arguments:

> (@glog/log-graph)

{:glog/INFO
 {:rdf/type #{:glog/Level},
  :glog/priority #{3},
  :rdfs/comment #{"A standard logging level"}},

... yadda yadda

 :glog/message
 #:rdfs{:subClassOf #{:rdf/Property}, 
        :domain #{:glog/Entry},
        :range #{:rdf/Literal},
        :comment #{"\nA string or mustache template to print to the standard logging stream\nvia taesano.timbre. The flattened description of the entry will be\napplied to its value to resolve template {{parameters}}.\n"}}}
>

Let's break out the supporting ontology by category.

Adminstration

KWI	Description
:glog/LogGraph	The KWI of igraph.graph-log.core/log-graph
:glog/entryCount	Asserts the number of log entries in this graph.

The log-graph itself is identified by the KWI :glog/LogGraph.

The entry-count is fairly self-explanatory. There's a function to access it:

> (glog/entry-count)
2
>

The log is cleared of entries and configured with the supporting ontology when we reset. We configure the log further by adding other assertions, as we will see in sections below.

> (def initial-graph (add glog/ontology [_configuration-triples_]))
...
> (glog/log-reset! initial-graph) 
#object[ont_app.igraph.graph.Graph yadda yadda]
>

Log entries

KWI	Description
:glog/Entry	The grandparent class of all log entries
:glog/executionOrder	Asserts the order of execution for some Entry within a log.
:glog/timestamp	Current time in milliseconds at time the Entry was created.
:glog/message	A string or Mustache-type template to print to the standard logging stream via `taesano.timbre`. The flattened description of the entry will be applied to its value to resolve template {{parameters}}.
:glog/InformsUri	Refers to a KWI whose name should inform the minting of each new Entry's URI, in addition to its class and execution order, the better to understand at a glance what the log entry is about.

As we saw above, each log expression creates a class of log entries if it doesn't already exist.

> (glog/show :myNs/starting-get-the-answer)
{:rdfs/subClassOf #{:glog/Entry}, ...}
>

Execution order and timestamp were already discussed above.

`:glog/message`

You may also optionally add a message which will be printed to the traditional logging stream. It supports {{mustache}} templating:

> (glog/log! :myNs/starting-get-the-answer 
    :whos-asking "Douglas" 
    :glog/message "{{my-log/whos-asking}} is asking for the answer")

19-12-14 23:50:33 INFO - Douglas is asking for the answer
:myNs/starting-get-the-answer_2
>

`:glog/InformsUri`

Declaring your property to be of type InformsUri creates more expressive entry names:

> (def expressive-log 
    (add glog/ontology 
      [:whos-asking :rdf/type :glog/InformsUri]))
> (glog/log-reset! expressive-log)
> (glog/log! :myNs/starting-get-the-answer :whos-asking "Douglas")
:myNs/starting-get-the-answer_0_Douglas
>

Note that "_Douglas" has been added to the end of the KWI. This should only be used for properties whose values are expected to render well as strings.

`glog/annotate!`

You can use the annotate! function to add arbitrary triples to log-graph:

(glog/annotate! 
  :myNs/starting-get-the-answer_0 
  :myNs/attn-Mary 
  "Mary does this look OK to you?")
...

Logging levels

Here's the vocabulary that relates to logging levels:

KWI	Description
:glog/level	Asserts the Level of an Entry type
:glog/Level	Refers to a logging level like :glog/WARN
:glog/OFF	Signals that the log should not record events.
:glog/TRACE	Finer grained informational events than DEBUG
:glog/DEBUG	A standard logging level
:glog/INFO	A standard logging level
:glog/ERROR	A standard logging level
:glog/WARN	A standard logging level
:glog/FATAL	A standard logging level
:glog/ALL	Signals that the log should record all log statements

Setting the global log level

The default log-level for the log-graph itself is :glog/INFO. Managing this value can be done in two ways.

We can reset glog/log-graph with an assertion of log-level to its namesake in the initial graph:

> (def debugging-log
    (add glog/ontology 
       [:glog/LogGraph :glog/level :glog/DEBUG]))
> (glog/log-reset! debugging-log)
> (@glog/log-graph :glog/LogGraph :glog/level)
#{:glog/DEBUG}
>

or we can also reset the log level at any time thus:

> (when (= whos-asking "Douglas")
    (glog/set-level! :glog/DEBUG))
...

For efficiency's sake, we want to avoid evaluating log statements when the log level in not appropriate, and so this stuff is handled by a set of macros defined in ont-app.graph-log.levels.

Here are two examples, the first of which calls log! and the second of which calls log-value!

> (glog/log-reset! debugging-log)
> (debug
    :myNs/starting-get-the-answer 
    :whos-asking "Douglas")
:my-log-starting-get-the-answer_1
>
> (value-debug :myNs/returning-get-the-answer 42)
42
> (glog/entries)
[:myNs/starting-get-the-answer_0 
 :myNs/returning-get-the-answer_1]
>

... These entries will only create log entries, and will only evaluate their arguments, if the current logging level is >= the global logging level, with the exception described in the next section.

There are of course corresponding macros for all the other log levels.

Logging levels and standard logging

Each of these macros also makes calls to standard logging functions in cases where:

timbre is configured to be senstive to the operative debug level
the entry has a :glog/message clause.

In cases where the logging statment includes a :glog/message clause, the logging levels also inform standard messages, keyed to the value of (:min-level timbre/config).

When logging levels are appropriate, standard logging messages will be issued regardless of the state of the log-graph:

> (reset! glog/log-graph) ;; turning off all graph-logging
> (:min-level timbre/*config*)
:debug
> (debug :myNs/demoing-messages 
    :glog/message "This is a number: {{number}}"
    :number 42)
yadda yadda WARN [yadda] - This is a number: 42
nil
>

Setting logging levels of entry types

The level-based logging macros described above (e.g. (debug ...) are conditioned on their associated levels, but we can override the effective logging level of a given entry-type with glog/set-level!.

> (glog/log-reset!)
> (glog/set-level! :glog/INFO)
>
> (glog/set-level! :myNs/demoing-log-level :glog/WARN)
> (glog/show :myNs/demoing-log-level)
{:glog/level #{:glog/WARN}, 
 :rdfs/subClassOf #{:glog/Entry}}
> ;; this will be logged in spite of 'debug' < 'info':
> (debug :myNs/demoing-log-level) 
> (glog/entries)
[:myNs/demoing-log-level_0] 
>

Having set the level, only entry types whose logging level matches or exceeds that of the log will be entered.

You can turn logging off by setting its level to glog/OFF

> (def no-logging
    (add glog/ontology 
       [:glog/LogGraph :glog/level :glog/OFF]))
...
> (glog/log-reset! no-logging)
...
> (fatal :myNs/we-are-so-screwed!)
...
> (glog/entries)
[]
>

`glog/clear-entries`

This function will return a log graph with all the current entries removed and preserve any additional configuration. The main use case is within the context of a log-reset!

> (glog/log-reset! (glog/clear-entries @glog/log-graph))

Utilities

Archiving (JVM version only)

KWI	Description
:glog/archivePathFn	Asserts a function [g] -> archive-path to which the current state of the log may be written before resetting.
:glog/archiveDirectory	Asserts the directory portion of the archive-path used by archivePathFn. (only applicable if the local file system is used)
:glog/continuingFrom	Asserts the archive-path of the log previously archived on the last reset.
:glog/iteration	Asserts the number of times the log in this lineage has been reset.
:glog/FreshArchive	the class of archived logs which are the first in a lineage of achiving events.

The contents of glog/log-graph are by default held in memory until the log is reset.

Long-running processes will naturally need to reclaim that memory by being reset periodically, and in many cases we may want to preserve the history of such logs. The vocabulary listed above provides support for doing so.

To enable archiving require the archiving module...

(ns ....
   (:require 
     ...
     [ont-app.graph-log.archiving :as archive]
     )
  )

Every call to archive/log-reset! will behave exactly as glog/log-reset! does, but as a side-effect, it will asynchronously publish a representation of the transition between the old and new logs to a file. When the archiving operation is complete, this triple will be asserted:

> (@log-graph :glog/LogGraph `glog/continuingFrom`)
/path/to/previous-log.edn

By default, each file will be named after the beginning and ending timestamps of its entries, and be written to the /tmp directory. Best practice would define a target directory:

> (def archivable-log 
    (add glog/ontology
      [[:glog/LogGraph 
        :glog/archiveDirectory "/tmp/myAppLog"
        ]]))

Asserting an archiveDirectory for the LogGraph will direct all log archive files to that directory. This is optional. The default is /tmp.

With this configuration, the following call:

> (glog/log-reset! archivable-log)

... will establish a log with this configuration. Then another call after adding an entry:

> (info :myNs/Test-archiving)
...
> (archive/log-reset! archivable-log)

...will give you a fresh log-graph, with the following side-effects:

A new file like /tmp/myAppLog/1576yadda-1576yadda.edn will be created (using integer timestamps from the first and last entries).
The previous contents of log-graph will be written to said file with the following modifications:
- The contents of the next initial-graph (in this case glog/ontology) will be subtracted from the original contents
- Compiled values (asserted with :igraph/compiledAs) will be filtered out so that they don't choke the reader if you want to slurp the contents later.
There will be an additional assertion in the new log-graph: :glog/LogGraph :glog/continuingFrom "/tmp/myAppLog/1576yadda-1576yadda.edn".
There will be an assertion counting the number of resets: :glog/LogGraph :glog/iteration <one greater than the last iteration>


> (igraph/unique (@glog/log-graph :glog/LogGraph :glog/continuingFrom))
"/tmp/myAppLog/1576yadda-1576yadda.edn"
> (-> 
    (clojure.java.io/as-file 
      (igraph/unique (@glog/log-graph :glog/LogGraph :glog/continuingFrom))) 
      (.exists))
true
>

Having written the archive file, you can read the contents into any IGraph-compliant graph implementation thus:

> (def restored-log-graph 
    (let [g (make-graph)] ;; implementation-specific
       (igraph/read-from-file 
          g 
          (igraph/unique 
            (@glog/log-graph :glog/LogGraph :glog/continuingFrom)))))
...
> (restored-log-graph)
{:myNs/Test-archiving_0
 {:rdf/type #{:myNs/Test-archiving},
  :glog/timestamp #{157yadda-yadda},
  :glog/executionOrder #{0}},
 :glog/LogGraph
 #:glog{:archiveDirectory #{"/tmp/myAppLog"},
        :entryCount #{1},
        :hasEntry #{:myNs/Test-archiving_0}},
 :myNs/Test-archiving
 {:glog/level #{:glog/INFO}, :rdfs/subClassOf #{:glog/Entry}}}
>

In the example above, the file /tmp/myAppLog/1576yadda-1576yadda.edn was generated by the default function archive/archive-path, a function [log-graph] -> path, which references the archiveDirectory property mentined above. It generates a canonical pathname for the current graph based on timestamps. You may override this with your own function with the same signature, asserting something like:

> (def archivable-log 
    (add glog/ontology
      [[:glog/LogGraph 
        :glob/archivePathFn :myNs/MyArchivePathFn
       ]
       [:myNs/MyArchivePathFn 
         :igraph/compiledAs my-ns/my-archive-path
        ]]))
...
> (archive/reset-graph! archivable-log)

And of course then it would be up to you whether my-ns/my-archive-path availed itself of the archiveDirectory construct.

Customizing the archiving function

There are two aynchronous channels defined:

>>log-is-resetting>>
- a map describing the reset is posted to this channel with each call to reset!.
- Currently bound to a handler with (def-listener >>log-is-resetting>>> archive-to-file)
>>log-is-archived>>
- a map describing the results of the archiving operation should be posted to this channel whenever the archiving operation is performed.
- Currently bound to a handler with (def-listener >>log-is-archived>>> set-continuing-from!)

The handlers can be reset with subsequent calls to def-listener.

Searching forward and backward

In addition to entries, show, ith-entry discussed above, there are functions to enable searching for entries which match some test, starting from either the KWI of some entry or it's entry-order.

> (defn is-starting-get-the-answer? [g entry]
    (g entry :rdf/type :myNs/starting-get-the-answer))
... 
> (search-backward 
    is-starting-get-the-answer? 
    :myNs/returning-get-the-answer_1) ;; or just `1`
:myNs/starting-get-the-answer_0
>

Comparing logs

One use-case for graph-log is comparing two log-graphs after making a change.

> (def the-answer 42)
...
> (defn get-the-answer [whos-asking]
    (glog/log! :myNs/starting-get-the-answer :whos-asking whos-asking)
    (println "Hello " whos-asking ", here's the answer...")
    (glog/log-value! :myNs/returning-get-the-answer the-answer))
...
> (glog/log-reset!)
...
> (get-the-answer "Douglas")
...
> (def A (glog/remove-variant-values @glog/log-graph))
...
> (def the-answer 43)
...
> (glog/log-reset!)
...
> (get-the-answer "Douglas")
...
> (def B (glog/remove-variant-values @glog/log-graph))

So A and B reflect the logs run on the same code with different values for the-answer.

Because we called remove-variant-values on each of them, values which are guaranteed to be different between the two runs such as timestamps have been removed.

We can subtract configuration stuff with IGraphSet operations:

> (def A-and-B 
    (igraph/difference
      (igraph/intersection A B)
        glog/ontology))
...
> (A-and-B)
{
  :myNs/returning-get-the-answer 
    {:glog/level #{:glog/INFO}, :rdfs/subClassOf #{:glog/Entry}},
  :myNs/starting-get-the-answer 
    {:glog/level #{:glog/INFO}, :rdfs/subClassOf #{:glog/Entry}},
  :glog/LogGraph 
    #:glog{:hasEntry #{:myNs/returning-get-the-answer_1 :myNs/starting-get-the-answer_0}, :entryCount #{2}},
  :igraph/Vocabulary 
    #:igraph{:compiledAs #{:compiled}}, 
  :myNs/returning-get-the-answer_1 
    {:rdf/type #{:myNs/returning-get-the-answer}, :glog/value #{}, :glog/executionOrder #{1}},
  :myNs/starting-get-the-answer_0 
    {:rdf/type #{:myNs/starting-get-the-answer}, 
     :whos-asking #{"Douglas"}, 
     :glog/executionOrder #{0}}
}
> (def A-not-B (igraph/difference A (igraph/union glog/ontology A-and-B)))
...
> (A-not-B)
#:my-log{:returning-get-the-answer_1 #:glog{:value #{42}}}
> (def B-not-A (igraph/difference B (igraph/union glog/ontology A-and-B)))
...
> (B-not-A)
#:my-log{:returning-get-the-answer_1 #:glog{:value #{43}}}
>

There's a function compare-shared-entries which will derive the difference of A and B for us.

> (def g (glog/compare-shared-entries A B))
...
> (g)
#:my-log{:returning-get-the-answer_1 #:glog{:value #{42}}}
> (def g (glog/compare-shared-entries B A))
...
> (g)
#:my-log{:returning-get-the-answer_1 #:glog{:value #{43}}}
>

The find-divergence function will return the set of entries that are shared between A and B, then give us two separate graphs representing the first point of divergence:

> (let [[shared [ga gb]] (glog/find-divergence A B)] shared)
[:myNs/starting-get-the-answer_0]
> (let [[shared [ga gb]] (glog/find-divergence A B)] (ga))
#:my-log{:returning-get-the-answer_1 #:glog{:value #{42}}}
> (let [[shared [ga gb]] (glog/find-divergence A B)] (gb))
#:my-log{:returning-get-the-answer_1 #:glog{:value #{43}}}
>

Or report-divergence will pprint a summary and return the contrasting graphs:

> (glog/report-divergence A B)
Shared:
[:myNs/starting-get-the-answer_0]
In G1:
#:myNs{:returning-get-the-answer_1 #:glog{:value #{42}}}
In G2:
#:myNs{:returning-get-the-answer_1 #:glog{:value #{43}}}

[#object[ont_app.igraph.graph.Graph 0x7069e763 "ont_app.igraph.graph.Graph@7069e763"]
 #object[ont_app.igraph.graph.Graph 0x813382c "ont_app.igraph.graph.Graph@813382c"]]
 >

License

This program and the accompanying materials are made available under the terms of the Eclipse Public License 2.0 which is available at http://www.eclipse.org/legal/epl-2.0.

This Source Code may also be made available under the following Secondary Licenses when the conditions for such availability set forth in the Eclipse Public License, v. 2.0 are satisfied: GNU General Public License as published by the Free Software Foundation, either version 2 of the License, or (at your option) any later version, with the GNU Classpath Exception which is available at https://www.gnu.org/software/classpath/license.html.

Released under Creative Commons Attribution-ShareAlike 4.0 International license. Under the terms of this license, if you display this logo or derivates thereof, you must include an attribution to the original source, with a link to https://github.com/ont-app, or http://ericdscott.com.

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