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WORK IN PROGRESS!
Introduction
Consider the situation where files with different characteristics (categories (i.e. files with similar characteristics such as type, source, or similar) can be processed in parallel but all the files with common characteristics of any one category have to be processed sequentially.
For example, the centralised data processing of a company receives stock movement reports from subsidiaries at regular intervals. Whilst the reports from different subsidiaries can be processed simultaneously, the reports from each subsidiary have to be processed sequentially.
The 'Best Practice' Solution
Our recommended approach for this situation would be:
Graphviz |
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digraph \{ graph [rankdir=TB] node [shape=Mrecord,style="filled",fillcolor=lightblue] node [fontsize=10] ranksep=0.3 subgraph cluster_0 \{ style=filled; color=lightgrey; node [style=filled,color=white]; label = "JobScheduler"; labeljust = "rl"; pad = 0.1; FileOrderSource[label= "\{<f0> FileOrder\nSource|<f1>Identify\ Category|<f2>Is\ Lock\ Set|\{<f3>Yes|<f4>No\}\}}"]; Setback[label= "{<f0>Setback\nWait}"]; StartProcessing[label= "\{<f0>Start{<f0>Set\ Lock|Start\ Processing\ File\}"]; EndProcessing[label= "\{<f0>End\ Processing\ File|<f1>Release\ Lock\}"]; FileOrderSource:f3 -> Setback -> FileOrderSource:f2; FileOrderSource:f4 -> StartProcessing -> EndProcessing [weight=4]; \} File_Transfer -> FileOrderSource; \}} |
- The most important feature of this solution is that it only requires one job chain and one set of jobs to separate the processing of different categories of files, thereby simplifying maintenance of the jobs and job chain.
- Use a single 'load_file' File Order Source directory to which all files are delivered.
- JobScheduler would use regular expressions to identify the files arriving in this directory on the basis of their names, timestamps or file extensions and forward them for processing accordingly.
JobScheduler would then set a
'lock
'for the subsidiary whose file is being processed to prevent further files from this subsidiary being processed as long as processing continues.
No Format Should
a
'new'
file
from
this
subsidiary
arrive
whilst
its
predecessor
is
being
processed,
the
job
'receiving'
the
new
file
will
be
'set
back
'by
JobScheduler
as
long
as
the
lock
for
the
subsidiary
is
set.
- This lock would be released by JobScheduler once processing of the 'first' file has been completed.
- The job 'receiving' the new file will now be able to forward the new file for processing.
The Solution in Detail
- JS
JobScheduler starts as soon as a file matching
with Regular Expressiona regular expression is found in the directory.
No Format This
directory
is
set
in
the
"File
Order
Sources"
area
in
the
"Steps/Nodes"
view
of
the
"load_files"
job
chain. TODO: SCREENSHOT JSchain as shown in the screenshot below:
- JobScheduler's
aquire_lock
job matches file with files using regular expression expressions and decide determines the file's category : for example Berlin or Munich - for example, Berlin or Munich.The regular expressions are also defined in the "File Order Sources" area shown in the screenshot. Note that for simplicity the regular expressions match the prefixes "a" and "b" in the file names and not directly "Berlin" or "Munich". The
aquire_lock
job uses a Rhino JavaScript to try to aquire the lock and either wait if the lock is not available or proceed to the next node if it is.
This script is listed below:Code Block language javascript function spooler_process() { try { var parameters = spooler_task.order().params(); var filePath = "" + String(parameters.value("scheduler_file_path")); spooler_log.info( " scheduler_file_path : " + filePath ); var param1 = "" + String(parameters.value("param1")); spooler_log.info( " param1 : " + param1 ); var fileParts = filePath.split("\\"); var fileName = fileParts[fileParts.length-1]; spooler_log.info( "fileName : " + fileName ); if(fileName.match("^a[A-Za-z0-9_]*\.csv$")) { var lockName = "BERLIN_PROC"; var lock_name = "BERLIN_PROC"; spooler_log.info( "File matched with berlin lock_name : "+ lockName ); } if(fileName.match("^b[A-Za-z0-9_]*\.csv$")) { var lockName = "MUNICH_PROC"; spooler_log.info( "File matched with berlin lock_name : "+ lockName ); } spooler_task.order().params().set_value("file_spec",fileName); spooler_task.order().params().set_value("lock_name",lockName); if (!spooler.locks().lock_or_null( lockName )) { var lock = spooler.locks().create_lock(); lock.set_name( lockName ); spooler.locks().add_lock( lock ); if (spooler_task.try_hold_lock( lockName )) { return true; } else { spooler_task.call_me_again_when_locks_available(); } } else { spooler_task.order().setback(); spooler_log.info( " lock is already aquired , lock_name : "+ lockName +" , setback , will retry after some time"); } return true; } catch (e) { spooler_log.warn("error occurred : " + String(e)); return false; } }
No Format The regular expressions are also defined in the "File Order Sources" area shown in the screenshot. Note that the expressions match with the prefixes "a" and "b" in the file names and not directly "Berlin" or "Munich".
- Once
aquire_lock
finds the matching category it will try to set an Semaphore a semaphore (Flagflag) using JSJobScheduler's inbuilt LOCK mechanism - There is only Only one instance on of each LOCK is allowed as can be seen in
Max Non Exclusive
parameter shown in the screenshot of JobScheduler's JOE interface below:
- Once a and once the LOCK has been assigned to first file of Berlin category, next file has a file from a category (either Berlin or Munich), all subsequent files for this category have to wait with a setback until the LOCK is freehas been released.
The same mechanism will be repeated for files from
category Munich but since the LOCK is not acquired ( or Semaphore (Flag)) is not set for Munich, file from category Munich willother categories. As long as a file of any given category is not being processed and therefore the corresponding LOCK not been set, the way will be free for the file from the other category to be allowed to be processed.
This can be seen in the following screenshot of the JOC interface showing the progression of file orders along the
load_files
job chain:
- Once process is finished depending upon success or error, JS JobScheduler will move the file from the in folder to either the done (on success) or failed (on error) folders.
- After moving the input file to the correct target directory JS job by JobScheduler, the
release_lock
job will be called, which will remove the lock/Semaphore semaphore from JS JobScheduler and allow the next file from same category will be allowed.the same category to be processed.
The following screenshot from the JobScheduler's JOE interface shows the nodes in the load_files
job chain and their related states:
The release_lock
job uses a similar Rhino JavaScript to the aquire_lock
as can be seen in the following listing:
Code Block | ||
---|---|---|
| ||
function spooler_process() {
try {
var parameters = spooler_task.order().params();
var filePath = "" + String(parameters.value("scheduler_file_path"));
spooler_log.info( " scheduler_file_path : " + filePath );
var lockName = "" + String(parameters.value( "lock_name" ));
spooler_log.info( " lock_name : " + lockName );
if (spooler.locks().lock_or_null( lockName )) {
spooler.locks().lock( lockName ).remove();
}
return true;
} catch (e) {
spooler_log.warn("error occurred: " + String(e));
return false;
}
}
|
A job to force
release_lock
is also required for the situation that the processing of a job fails without the corresponding lock being released.The script for this job to release the 'Berlin' lock would look something like:
Code Block | ||
---|---|---|
| ||
function spooler_process() {
try {
var lock_name = "BERLIN_PROC";
spooler.locks().lock(lock_name).remove();
return true;
} catch (e) {
spooler_log.warn("error occurred: " + String(e));
return false;
}
}
|
Limitations of this solution
The limitation of this approach
is that there is no guarantee that the files will be processed in their intended orderwill become apparent if more than one file should arrive from a subsidary at once.
This is because there is no guarantee that files arriving together will be processed in any given order. This situation
couldtypically
occuroccurs after an unplanned loss of a file transfer connection. After the connection has been restored, there is a) no guarantee that the files arriving as a batch will be written to the file systen in a particular order b) no way for JobScheduler to know how many files will arrive as a batch.
One
approachsolution here would be to wait until a steady state in the incoming directory has been reached (i.e. no new file has been added and the size of all files remains constant over a suitable period of time) before starting to identify files. JobScheduler could then
sortorder files according to their names before forwarding them for processing.
No Format The
downside
of
this
second
approach
is
that
it
brings
a
delay
in
starting
processing
with
it,
due
to
the
need
wait
to
check
whether
all
members
of
a
batch
of
files
has
arrived
by
checking
for
a
steady
state.
Solution Demo
A demonstration of this solution is available for download from:
Demo Installation
- Unpack the zip file to a local directory
Copy the 'SQLLoaderProc' folder to your JobScheduler 'live' folder.
No Format ... TODO - ADD LINK TO DOKU
Copy the 'Data' folder to the a suitable local location.
noformatThe
default
location
for
this
folder,
which
is
specified
in
the
job configurations, is: {{C:\sandbox}} This location is used in this FAQ. The following paths have to be modified if the location of the 'Data' folder is changed:configurations in the demo jobs, is:
C:\sandbox
- The 'load_files' File Order Source directories in the
load_files.job_chain.xml
job chain object - the 'source_file' and 'target_file' paths specified as parameters in the
move_file_suc.job.xml
andmove_file_error.job.xml
objects
- The 'load_files' File Order Source directories in the
Note that the following paths have to be modified if the location of the 'Data' folder is changed:
Running the demo
- Just copy files from the 'Data/__test-files' folder to the 'in' folder, :
- JobScheduler will automatically start processing within a few seconds
- Once processing has been completed the file(s) added to the 'in' folder will be moved to the 'done' or 'failed' folders, depending on whether processing was successful or not.
- DO NOT attempt to start an order for the job chain. This will only cause an error in the
aquire_lock
job.
How does the Demo Work?
BoxTitle=The demo 'load_files' job chain | ||
BoxContent
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The demo job chain ('load_files') is shown in the diagram to the right.
Show If | |||||
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TODO - ADD SCREENSHOT OF JOB CHAIN IN JOE The 'Folderin_a' and 'Folderin_b' symbols represent the 'File Order Source' directory monitored by the 'load_files' job chain. The remaining jobs in the chain shown the individual chain nodes shown the job chain 'Steps/Nodes' form. Note that the secondary job chain shown the behaviour in the event of an error.
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Graphical Representation of the Solution
Graphviz |
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digraph "Example: File Transfer using JadeJob"\{
graph [rankdir=TB]
node [shape=box,style="rounded,filled",fillcolor=aquamarine]
node [fontsize=10]
ranksep=0.3
FolderIn_a -> start
FolderIn_b -> start
start -> aquire_lock -> load_file_process -> move_file_suc -> suc_release_lock -> end_suc -> success
move_file_err -> error_release_lock -> end_err -> error
\}
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See also
- Our Using locks FAQ.
- The Locks section in the JobScheduler reference documentation.
- Example for YADE to check files for completeness by steady state
See also: