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Parallel Computing

As our societies are becoming more and more digital, computers are involved in nearly all business operations. This leads to more data stored and processed, and applications needed to operate on very large data structures. As businesses and organizations evolve, they base their decisions on the processing of enormous databases with often hundreds of millions of records.

Although modern computers offer good processing speed and high amounts of RAM at low cost, they require vast amounts of time to solve these large space problems. A ubiquitous solution for performance problems is to use several machines working together, a.k.a. parallelism. Some basic knowledge of parallel programming must be a requirement for any contemporary IT professional. You will certainly face tasks related to this in any Computer Science degree program.

The case for parallelism

Moore’s law was formulated as early as 1965 by IBM researcher Gordon Moore, and it states that the available computing power on a single machine will double every two years^[1]. Most experts were skeptical about his statement, but it held remarkably well over the subsequent IT boom for the following 50 years^[2]. This evolution was instrumental in bringing PCs into the lives and homes of the population. The last year or so has, however, seen a decline in the rate, and most industry watchers now declare the law dead^[3]. Computing power will naturally continue to grow, but likely not at the same pace. On top of this, the amount of data used in modern organizations is growing. More complex operations and more data being stored and rendered at higher resolutions all lead to more time- and memory-consuming programs. A way to make them faster is to utilize several CPUs.

Parallel programming realms

One usually makes a distinction between shared memory and distributed memory applications. In shared memory, all machines read and write from the same RAM; See Figure 1:

Figure 1. Shared memory model.

The shared memory model allows for less communication than does distributed memory, but the risk of overwriting data or dealing with the same records at the same time means that a protocol for avoiding simultaneous accesses must be implemented. This is usually done with a locking procedure. One of the most common packages for shared memory is Open MP^[4]. Alternatively, one can use modern multicore machines and let several of the CPUs work on a problem. For example, in Java one makes use of threading to achieve this^[5]. Protection of shared resources is achieved with locking, a technique where the programmer reserves a part of the memory space for a given thread^[6].

The other situation occurs when each CPU has their own memory space, also called a distributed model. See Figure 2:

Figure 2. Distributed memory.

With the distributed memory model, the problem of concurrent accesses is no longer present, but there is a need to synchronise results; so there is added overhead in the form of communication between the processors. The most prevalent distributed memory package goes by the name of MPI (Message Passing Interface).

Benchmarks

The common success criterion is called speedup, defined as how much faster the program runs in parallel, or the inverse of the relationship between the processing time on a single machine and that when using multiple CPUs^[7]. In an ideal world, one would get perfectly linear speedup, but this doesn’t happen in reality, especially because of the overhead. There is a theoretical limit to the speedup called Amdahl’s Law, explained in detail by Jenkov^[8].

References

[1] Moore, Gordon E: Cramming more Components onto Integrated Circuits. Electronics Magazine, 1965.

[2] Sneed, A.: Moore's Law Keeps Going, Defying Expectations. Scientific American, 2015.

[3] Waldrop, Mitchell M.: The Chips Are Down for Moore’s Law. Nature, 2016.

[4] www.openmp.org. The OpenMP API, 2016

[5] Singh, C.: Multithreading in java with examples. Beginners Book, www.beginnersbook.com

[6] Friesen, J.: Understanding Java threads, Part 2: Thread synchronization. Java World, 2002.

[7] Parallel Computing http://mathworld.wolfram.com/ParallelComputing.html Wolfram Mathworld

[8] Jenkov, J.: Amdah’s Law. http://tutorials.jenkov.com/java-concurrency/amdahlslaw.html

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Our tutors are just as dedicated to your success in class as you are, so they are available around the clock to assist you with questions, homework, exam preparation and any Parallel Computing related assignments you need extra help completing.

In addition to gaining access to highly qualified tutors, you'll also strengthen your confidence level in the classroom when you work with us. This newfound confidence will allow you to apply your Parallel Computing knowledge in future courses and keep your education progressing smoothly.

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Illuminate\Cache\Events\CacheHit (981μs)
Illuminate\Cache\Events\CacheHit (936μs)
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Illuminate\Cache\Events\CacheHit (226μs)
Illuminate\Cache\Events\CacheHit (311μs)
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Illuminate\Cache\Events\CacheHit (394μs)
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Illuminate\Cache\Events\CacheHit (708μs)
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Illuminate\Cache\Events\CacheHit (263μs)
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Illuminate\Cache\Events\CacheHit (269μs)
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Illuminate\Cache\Events\CacheHit (1.47ms)
Illuminate\Cache\Events\CacheHit (2.55ms)
Illuminate\Cache\Events\CacheHit (422μs)
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Illuminate\Cache\Events\CacheHit (1.59ms)
Illuminate\Cache\Events\CacheHit (262μs)
Illuminate\Cache\Events\CacheHit (228μs)
Illuminate\Cache\Events\CacheHit (2.92ms)
Illuminate\Cache\Events\CacheHit (266μs)
Illuminate\Cache\Events\CacheHit (273μs)
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Illuminate\Cache\Events\CacheHit (503μs)
Illuminate\Cache\Events\CacheHit (453μs)
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Illuminate\Cache\Events\CacheHit (683μs)
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Illuminate\Cache\Events\CacheHit (249μs)
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Illuminate\Cache\Events\CacheHit (265μs)
Illuminate\Cache\Events\CacheHit (198μs)
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Illuminate\Cache\Events\CacheMissed (132μs)
Illuminate\Database\Events\StatementPrepared (924μs)
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eloquent.retrieved: App\Models\Subject (11μs)
eloquent.retrieved: App\Models\Subject (10μs)
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Illuminate\Database\Events\StatementPrepared (784μs)
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eloquent.retrieved: App\Models\SubjectCat (100μs)
Illuminate\Cache\Events\KeyWritten (1.9ms)
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Illuminate\Cache\Events\CacheHit (189μs)
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Illuminate\Cache\Events\CacheHit (251μs)
Illuminate\Cache\Events\CacheHit (193μs)
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Illuminate\Database\Events\StatementPrepared (9.05ms)
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Illuminate\Database\Events\StatementPrepared (700μs)
Illuminate\Database\Events\QueryExecuted (3.42ms)
eloquent.retrieved: App\Models\HomeworkLibrary\HomeworkLibrary (119μs)
eloquent.retrieved: App\Models\HomeworkLibrary\HomeworkLibrary (22μs)
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Illuminate\Database\Events\StatementPrepared (646μs)
Illuminate\Database\Events\QueryExecuted (806μs)
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Illuminate\Database\Events\QueryExecuted (1.07ms)
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creating: site.blocks.reviews (5.46ms)
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creating: site.blocks.faq (442μs)
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eloquent.retrieved: App\Models\Twill\TwillFaq (252μs)
Illuminate\Database\Events\StatementPrepared (804μs)
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eloquent.retrieved: App\Models\Twill\Slugs\TwillFaqSlug (26μs)
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Illuminate\Database\Events\StatementPrepared (4.12ms)
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eloquent.retrieved: App\Models\Twill\TwillFaq (159μs)
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Illuminate\Database\Events\StatementPrepared (4.11ms)
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eloquent.retrieved: App\Models\Twill\TwillFaq (364μs)
Illuminate\Database\Events\StatementPrepared (1.72ms)
Illuminate\Database\Events\QueryExecuted (781μs)
eloquent.retrieved: App\Models\Twill\Slugs\TwillFaqSlug (72μs)
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Illuminate\Database\Events\StatementPrepared (1.04ms)
Illuminate\Database\Events\QueryExecuted (1.54ms)
eloquent.retrieved: App\Models\Twill\TwillFaq (100μs)
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Illuminate\Database\Events\QueryExecuted (3.13ms)
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Illuminate\Cache\Events\CacheHit (11.93ms)
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Illuminate\Cache\Events\CacheHit (1.82ms)
Illuminate\Cache\Events\CacheHit (629μs)
Illuminate\Cache\Events\CacheHit (542μs)
Illuminate\Cache\Events\CacheHit (315μs)
Illuminate\Cache\Events\CacheHit (270μs)
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Illuminate\Cache\Events\CacheHit (430μs)
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Illuminate\Cache\Events\CacheHit (510μs)
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Illuminate\Cache\Events\CacheHit (517μs)
Illuminate\Cache\Events\CacheHit (259μs)
Illuminate\Cache\Events\CacheHit (218μs)
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435 x Illuminate\Cache\Events\CacheHit (19.85%)	250ms
32 x Illuminate\Database\Events\StatementPrepared (9.48%)	119ms
32 x Illuminate\Database\Events\QueryExecuted (7.93%)	99.76ms
9 x Illuminate\Cache\Events\CacheMissed (1.99%)	25.05ms
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9 x Illuminate\Cache\Events\KeyWritten (1.3%)	16.36ms
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1 x Illuminate\Routing\Events\Routing (0.06%)	812μs
1 x creating: components.breadcrumbs (0.05%)	670μs
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1 x eloquent.booting: App\Models\User\TutorAttributes\TutorDegree (0.04%)	515μs
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1 x creating: site.blocks.faq (0.04%)	442μs
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1 x eloquent.booting: App\Models\Twill\Slugs\TwillFaqSlug (0.03%)	393μs
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1 x composing: components.forms.contact-us (0.03%)	360μs
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1 x composing: components.open-graph (0.01%)	164μs
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1 x creating: components.footer (0.01%)	155μs
1 x creating: components.forms.claim-free-worksheet (0.01%)	148μs
1 x creating: subjects.show (0.01%)	140μs
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1 x eloquent.booted: App\Models\HomeworkLibrary\HomeworkLibrary (0.01%)	125μs
1 x composing: components.tutors-cards (0.01%)	123μs
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1 x eloquent.booting: App\Models\SubjectCat (0.01%)	84μs
1 x composing: components.forms.tutor-subscription-waitlist (0.01%)	81μs
1 x composing: components.forms.tutor-support (0.01%)	75μs
1 x composing: components.forms.claim-free-worksheet (0.01%)	68μs
1 x eloquent.booted: App\Models\User\TutorAttributes\TutorDegree (0.01%)	65μs
1 x composing: components.forms.tutor-subscription-join (0.01%)	65μs
1 x eloquent.booted: App\Models\Meta (0.01%)	63μs
1 x eloquent.booted: App\Models\Subject (0%)	60μs
1 x eloquent.booted: App\Models\SubjectCat (0%)	54μs
1 x composing: site.blocks.subject-homework (0%)	27μs
1 x composing: site.blocks.submit-homework (0%)	24μs
1 x composing: site.blocks.faq (0%)	24μs
1 x composing: site.blocks.text-with-image (0%)	24μs
1 x composing: site.blocks.reviews (0%)	23μs
1 x composing: site.blocks.how-it-works (0%)	23μs
1 x composing: site.blocks.subject-tutors (0%)	22μs
1 x composing: site.layouts.app (0%)	21μs
1 x composing: site.blocks.work-with-tutors (0%)	20μs

34 templates were rendered

1x subjects.showshow.blade.phpblade
1x components.breadcrumbsbreadcrumbs.blade.phpblade
1x site.blocks.how-it-workshow-it-works.blade.phpblade
1x site.blocks.subject-tutorssubject-tutors.blade.phpblade
1x components.tutors-cardstutors-cards.blade.phpblade
6x components.tutors-cardtutors-card.blade.phpblade
1x site.blocks.subject-homeworksubject-homework.blade.phpblade
1x components.homework-blockshomework-blocks.blade.phpblade
1x site.blocks.reviewsreviews.blade.phpblade
1x site.blocks.submit-homeworksubmit-homework.blade.phpblade
1x site.blocks.faqfaq.blade.phpblade
4x components.faq-itemfaq-item.blade.phpblade
1x site.blocks.text-with-imagetext-with-image.blade.phpblade
1x site.blocks.work-with-tutorswork-with-tutors.blade.phpblade
1x site.layouts.appapp.blade.phpblade
1x components.canonicalcanonical.blade.phpblade
1x components.open-graphopen-graph.blade.phpblade
1x site.headers.headerheader.blade.phpblade
1x components.footerfooter.blade.phpblade
1x components.forms.contact-uscontact-us.blade.phpblade
1x components.forms.get-startedget-started.blade.phpblade
1x components.forms.free-tool-downloadfree-tool-download.blade.phpblade
1x components.forms.claim-free-worksheetclaim-free-worksheet.blade.phpblade
1x components.forms.tutor-subscription-waitlisttutor-subscription-waitlist.blade.phpblade
1x components.forms.tutor-subscription-jointutor-subscription-join.blade.phpblade
1x components.forms.tutor-supporttutor-support.blade.phpblade

uri: GET subjects/{categoryUri}/{subjectUri?}
middleware: web, utm.parameters
controller: App\Http\Controllers\SubjectController@show
namespace
where
as: subjects.show
file: app/Http/Controllers/SubjectController.php:43-96

32 statements were executed, 3 of which were duplicates, 29 unique. Show only duplicated161ms

Connection Establishedtwenty4_siteSubjectRepository.php#123

Backtrace

13. app/Repositories/SubjectRepository.php:123
14. app/Http/Controllers/SubjectController.php:54
15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260

select * from `subjects` where `urlFriendlyTitle` = 'Parallel-Computing' limit 1

11.75mstwenty4_siteSubjectRepository.php#123

Bindings	0: Parallel-Computing
Backtrace	15. app/Repositories/SubjectRepository.php:123 16. app/Http/Controllers/SubjectController.php:54 17. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54 18. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43 19. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260

select * from `subject_cats` where `subject_cats`.`id` in (3)

1.13mstwenty4_siteSubjectRepository.php#123

Backtrace

20. app/Repositories/SubjectRepository.php:123
21. app/Http/Controllers/SubjectController.php:54
22. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
23. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
24. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260

select * from `meta` where `meta`.`id` = 3 limit 1

4.78mstwenty4_siteMetaService.php#118

Bindings	0: 3
Backtrace	19. app/Services/MetaService.php:118 20. app/Services/MetaService.php:108 21. app/Services/MetaService.php:81 22. app/Http/Controllers/SubjectController.php:89 23. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54

Connection Establishedtwenty4_siteTutorRepository.php#40

Backtrace

13. app/Repositories/TutorRepository.php:40
14. app/View/Components/TutorsCards.php:28
15. app/View/Components/TutorsCards.php:22
17. vendor/laravel/framework/src/Illuminate/Container/Container.php:929
18. vendor/laravel/framework/src/Illuminate/Container/Container.php:770

select count(*) as aggregate from `users` where (`subjectsQualified` like '%|228|%' or `DSF_subjectsQualified` like '%|228|%' or `allsubjects` = 1) and `disable_profile` = 0 and `picture` != '' and `solutionrequestQualified` = 1 and `is_suspended` = 0 and `is_deactivated` = 0 and `status` != '' and `status` = 'tutor'

13.07mstwenty4_siteTutorsCards.php#35

Bindings	0: %\|228\|% 1: %\|228\|% 2: 1 3: 0 4: 5: 1 6: 0 7: 0 8: 9: tutor
Backtrace	15. app/View/Components/TutorsCards.php:35 16. app/View/Components/TutorsCards.php:22 18. vendor/laravel/framework/src/Illuminate/Container/Container.php:929 19. vendor/laravel/framework/src/Illuminate/Container/Container.php:770 20. vendor/laravel/framework/src/Illuminate/Foundation/Application.php:933

select * from `users` where (`subjectsQualified` like '%|228|%' or `DSF_subjectsQualified` like '%|228|%' or `allsubjects` = 1) and `disable_profile` = 0 and `picture` != '' and `solutionrequestQualified` = 1 and `is_suspended` = 0 and `is_deactivated` = 0 and `status` != '' and `status` = 'tutor' order by `completed_requests` desc limit 6 offset 0

12.69mstwenty4_siteTutorsCards.php#35

Bindings	0: %\|228\|% 1: %\|228\|% 2: 1 3: 0 4: 5: 1 6: 0 7: 0 8: 9: tutor
Backtrace	15. app/View/Components/TutorsCards.php:35 16. app/View/Components/TutorsCards.php:22 18. vendor/laravel/framework/src/Illuminate/Container/Container.php:929 19. vendor/laravel/framework/src/Illuminate/Container/Container.php:770 20. vendor/laravel/framework/src/Illuminate/Foundation/Application.php:933

select * from `tutor_degrees` where `tutor_degrees`.`tutor_id` = 6002 and `tutor_degrees`.`tutor_id` is not null order by `year` desc limit 1

4.84mstwenty4_siteTutor.php#361

Bindings	0: 6002
Backtrace	18. app/Models/User/Tutor.php:361 19. view::components.tutors-card:11 21. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69

select * from `tutor_degrees` where `tutor_degrees`.`tutor_id` = 2821 and `tutor_degrees`.`tutor_id` is not null order by `year` desc limit 1

3.15mstwenty4_siteTutor.php#361

Bindings	0: 2821
Backtrace	18. app/Models/User/Tutor.php:361 19. view::components.tutors-card:11 21. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69

select * from `tutor_degrees` where `tutor_degrees`.`tutor_id` = 143008 and `tutor_degrees`.`tutor_id` is not null order by `year` desc limit 1

930μstwenty4_siteTutor.php#361

Bindings	0: 143008
Backtrace	18. app/Models/User/Tutor.php:361 19. view::components.tutors-card:11 21. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69

select `subjects`.*, `subject_cats`.`title` as `category_title`, `subject_cats`.`id` as `category_id` from `subjects` inner join `subject_cats` on `subject_cats`.`id` = `subjects`.`catID` where `subjects`.`id` in (515, 459, 516, 129, 142, 512, 228, 72, 259, 240, 241, 238, 119, 34, 134, 2, 160, 1, 6, 127, 10, 124, 3, 349, 9, 66, 41, 8, 347, 67, 4, 223, 401, 325, 14, 397, 226)

12.1mstwenty4_siteTutor.php#214

Bindings	0: 515 1: 459 2: 516 3: 129 4: 142 5: 512 6: 228 7: 72 8: 259 9: 240 10: 241 11: 238 12: 119 13: 34 14: 134 15: 2 16: 160 17: 1 18: 6 19: 127 20: 10 21: 124 22: 3 23: 349 24: 9 25: 66 26: 41 27: 8 28: 347 29: 67 30: 4 31: 223 32: 401 33: 325 34: 14 35: 397 36: 226
Backtrace	14. app/Models/User/Tutor.php:214 15. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397 16. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419 18. app/Models/User/Tutor.php:216 24. app/Models/User/Tutor.php:267

select * from `subject_cats` where `subject_cats`.`id` in (1, 3, 9, 31, 34, 42)

1.21mstwenty4_siteTutor.php#214

Backtrace

19. app/Models/User/Tutor.php:214
20. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
21. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
23. app/Models/User/Tutor.php:216
29. app/Models/User/Tutor.php:267

select * from `subject_cats` where `subject_cats`.`id` = 9 limit 1

7.49mstwenty4_siteSubject.php#100

Bindings	0: 9
Backtrace	18. app/Models/Subject.php:100 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419 22. app/Models/Subject.php:101 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110

select * from `subject_cats` where `subject_cats`.`id` = 42 limit 1

9.9mstwenty4_siteSubject.php#100

Bindings	0: 42
Backtrace	18. app/Models/Subject.php:100 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419 22. app/Models/Subject.php:101 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110

select * from `tutor_degrees` where `tutor_degrees`.`tutor_id` = 164777 and `tutor_degrees`.`tutor_id` is not null order by `year` desc limit 1

6.89mstwenty4_siteTutor.php#361

Bindings	0: 164777
Backtrace	18. app/Models/User/Tutor.php:361 19. view::components.tutors-card:11 21. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69

select `subjects`.*, `subject_cats`.`title` as `category_title`, `subject_cats`.`id` as `category_id` from `subjects` inner join `subject_cats` on `subject_cats`.`id` = `subjects`.`catID` where `subjects`.`id` in (419, 200, 103, 142, 18, 136, 144, 258, 228, 259, 140, 207, 108, 54, 450, 455, 76, 184, 75, 505, 454)

17.63mstwenty4_siteTutor.php#214

Bindings	0: 419 1: 200 2: 103 3: 142 4: 18 5: 136 6: 144 7: 258 8: 228 9: 259 10: 140 11: 207 12: 108 13: 54 14: 450 15: 455 16: 76 17: 184 18: 75 19: 505 20: 454
Backtrace	14. app/Models/User/Tutor.php:214 15. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397 16. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419 18. app/Models/User/Tutor.php:216 24. app/Models/User/Tutor.php:267

select * from `subject_cats` where `subject_cats`.`id` in (3, 11)

1.1mstwenty4_siteTutor.php#214

Backtrace

19. app/Models/User/Tutor.php:214
20. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
21. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
23. app/Models/User/Tutor.php:216
29. app/Models/User/Tutor.php:267

select * from `tutor_degrees` where `tutor_degrees`.`tutor_id` = 171400 and `tutor_degrees`.`tutor_id` is not null order by `year` desc limit 1

4.67mstwenty4_siteTutor.php#361

Bindings	0: 171400
Backtrace	18. app/Models/User/Tutor.php:361 19. view::components.tutors-card:11 21. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69

select * from `subject_cats` where `subject_cats`.`id` = 39 limit 1

4.51mstwenty4_siteSubject.php#100

Bindings	0: 39
Backtrace	18. app/Models/Subject.php:100 19. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397 20. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419 22. app/Models/Subject.php:101 34. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110

select * from `tutor_degrees` where `tutor_degrees`.`tutor_id` = 101417 and `tutor_degrees`.`tutor_id` is not null order by `year` desc limit 1

8.62mstwenty4_siteTutor.php#361

Bindings	0: 101417
Backtrace	18. app/Models/User/Tutor.php:361 19. view::components.tutors-card:11 21. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69

select `subjects`.*, `subject_cats`.`title` as `category_title`, `subject_cats`.`id` as `category_id` from `subjects` inner join `subject_cats` on `subject_cats`.`id` = `subjects`.`catID` where `subjects`.`id` in (129, 16, 56, 142, 136, 512, 228, 259)

2.08mstwenty4_siteTutor.php#214

Bindings	0: 129 1: 16 2: 56 3: 142 4: 136 5: 512 6: 228 7: 259
Backtrace	14. app/Models/User/Tutor.php:214 15. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397 16. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419 18. app/Models/User/Tutor.php:216 24. app/Models/User/Tutor.php:267

select * from `subject_cats` where `subject_cats`.`id` in (3)

1.02mstwenty4_siteTutor.php#214

Backtrace

19. app/Models/User/Tutor.php:214
20. vendor/laravel/framework/src/Illuminate/Cache/Repository.php:397
21. vendor/laravel/framework/src/Illuminate/Cache/CacheManager.php:419
23. app/Models/User/Tutor.php:216
29. app/Models/User/Tutor.php:267

select count(*) as aggregate from `solutionslibrary` where exists (select * from `subjects` where `solutionslibrary`.`subject` = `subjects`.`id`) and `subject` = 228 and `status` = 'published' and `price` > 0

840μstwenty4_siteHomeworkBlocks.php#27

Bindings	0: 228 1: published 2: 0
Backtrace	15. app/View/Components/HomeworkBlocks.php:27 16. vendor/laravel/framework/src/Illuminate/View/Component.php:102 17. view::site.blocks.subject-homework:4 19. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 20. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `solutionslibrary` where exists (select * from `subjects` where `solutionslibrary`.`subject` = `subjects`.`id`) and `subject` = 228 and `status` = 'published' and `price` > 0 order by `purchase_count` desc limit 6 offset 0

3.48mstwenty4_siteHomeworkBlocks.php#27

Bindings	0: 228 1: published 2: 0
Backtrace	15. app/View/Components/HomeworkBlocks.php:27 16. vendor/laravel/framework/src/Illuminate/View/Component.php:102 17. view::site.blocks.subject-homework:4 19. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 20. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `subjects` where `subjects`.`id` in (228)

850μstwenty4_siteHomeworkBlocks.php#27

Backtrace

20. app/View/Components/HomeworkBlocks.php:27
21. vendor/laravel/framework/src/Illuminate/View/Component.php:102
22. view::site.blocks.subject-homework:4
24. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
25. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `subject_cats` where `subject_cats`.`id` in (3)

1.01mstwenty4_siteHomeworkBlocks.php#27

Backtrace

25. app/View/Components/HomeworkBlocks.php:27
26. vendor/laravel/framework/src/Illuminate/View/Component.php:102
27. view::site.blocks.subject-homework:4
29. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
30. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faqs` where exists (select * from `twill_faq_slugs` where `twill_faqs`.`id` = `twill_faq_slugs`.`twill_faq_id` and `slug` = 'can-you-help-me-with-my-homework-in-less-than-24-hours' and `active` = 1 and `locale` = 'en' and `twill_faq_slugs`.`deleted_at` is null) and `twill_faqs`.`deleted_at` is null limit 1

6.47mstwenty4_siteFaqItem.php#15

Bindings	0: can-you-help-me-with-my-homework-in-less-than-24-hours 1: 1 2: en
Backtrace	15. app/View/Components/FaqItem.php:15 16. vendor/laravel/framework/src/Illuminate/View/Component.php:102 17. view::site.blocks.faq:7 19. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 20. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faq_slugs` where `twill_faq_slugs`.`twill_faq_id` in (1) and `twill_faq_slugs`.`deleted_at` is null

920μstwenty4_siteFaqItem.php#15

Backtrace

20. app/View/Components/FaqItem.php:15
21. vendor/laravel/framework/src/Illuminate/View/Component.php:102
22. view::site.blocks.faq:7
24. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
25. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faqs` where exists (select * from `twill_faq_slugs` where `twill_faqs`.`id` = `twill_faq_slugs`.`twill_faq_id` and `slug` = 'can-you-help-me-with-my-examquiztest' and `active` = 1 and `locale` = 'en' and `twill_faq_slugs`.`deleted_at` is null) and `twill_faqs`.`deleted_at` is null limit 1

2.67mstwenty4_siteFaqItem.php#15

Bindings	0: can-you-help-me-with-my-examquiztest 1: 1 2: en
Backtrace	15. app/View/Components/FaqItem.php:15 16. vendor/laravel/framework/src/Illuminate/View/Component.php:102 17. view::site.blocks.faq:24 19. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 20. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faq_slugs` where `twill_faq_slugs`.`twill_faq_id` in (2) and `twill_faq_slugs`.`deleted_at` is null

1.44mstwenty4_siteFaqItem.php#15

Backtrace

20. app/View/Components/FaqItem.php:15
21. vendor/laravel/framework/src/Illuminate/View/Component.php:102
22. view::site.blocks.faq:24
24. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
25. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faqs` where exists (select * from `twill_faq_slugs` where `twill_faqs`.`id` = `twill_faq_slugs`.`twill_faq_id` and `slug` = 'how-much-will-it-cost' and `active` = 1 and `locale` = 'en' and `twill_faq_slugs`.`deleted_at` is null) and `twill_faqs`.`deleted_at` is null limit 1

3.98mstwenty4_siteFaqItem.php#15

Bindings	0: how-much-will-it-cost 1: 1 2: en
Backtrace	15. app/View/Components/FaqItem.php:15 16. vendor/laravel/framework/src/Illuminate/View/Component.php:102 17. view::site.blocks.faq:41 19. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 20. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faq_slugs` where `twill_faq_slugs`.`twill_faq_id` in (3) and `twill_faq_slugs`.`deleted_at` is null

1.53mstwenty4_siteFaqItem.php#15

Backtrace

20. app/View/Components/FaqItem.php:15
21. vendor/laravel/framework/src/Illuminate/View/Component.php:102
22. view::site.blocks.faq:41
24. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
25. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faqs` where exists (select * from `twill_faq_slugs` where `twill_faqs`.`id` = `twill_faq_slugs`.`twill_faq_id` and `slug` = 'what-kind-of-payments-do-you-accept' and `active` = 1 and `locale` = 'en' and `twill_faq_slugs`.`deleted_at` is null) and `twill_faqs`.`deleted_at` is null limit 1

1.42mstwenty4_siteFaqItem.php#15

Bindings	0: what-kind-of-payments-do-you-accept 1: 1 2: en
Backtrace	15. app/View/Components/FaqItem.php:15 16. vendor/laravel/framework/src/Illuminate/View/Component.php:102 17. view::site.blocks.faq:58 19. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 20. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

select * from `twill_faq_slugs` where `twill_faq_slugs`.`twill_faq_id` in (4) and `twill_faq_slugs`.`deleted_at` is null

7.03mstwenty4_siteFaqItem.php#15

Backtrace

20. app/View/Components/FaqItem.php:15
21. vendor/laravel/framework/src/Illuminate/View/Component.php:102
22. view::site.blocks.faq:58
24. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110
25. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58

App\Models\Subject: 68Subject.php
App\Models\SubjectCat: 14SubjectCat.php
App\Models\User\Tutor: 6Tutor.php
App\Models\HomeworkLibrary\HomeworkLibrary: 6HomeworkLibrary.php
App\Models\Twill\Slugs\TwillFaqSlug: 6TwillFaqSlug.php
App\Models\Twill\TwillFaq: 4TwillFaq.php
App\Models\Meta: 1Meta.php

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utm_source: direct
_previous: array:1 [ "url" => "https://staging.dev.24houranswers.com/subjects/Computer-Science/Parallel-Compu...
_flash: array:2 [ "old" => [] "new" => [] ]
PHPDEBUGBAR_STACK_DATA: []

path_info

/subjects/Computer-Science/Parallel-Computing

status_code

status_text

format

html

content_type

text/html; charset=UTF-8

request_query

[]

request_request

[]

request_headers

  0 of 0   
array:21 [▼
  "priority" => array:1 [▶
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    0 => "none"
  ]
  "accept" => array:1 [▶
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