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COMP 322: Fundamentals of Parallel Programming (Spring
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2023)
Instructor: | Mackale Joyner, DH 2063 |
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TAs: |
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Mohamed Abead, Chase Hartsell, Taha Hasan, Harrison Huang, Jerry Jiang, Jasmine Lee, Michelle Lee, Hung Nguyen, Quang Nguyen, Ryan Ramos, Oscar Reynozo, Delaney Schultz, Tina Wen, Raiyan Zannat, Kailin Zhang | |
Piazza site: |
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spring2023/comp322 (Piazza is the preferred medium for all course communications) | Cross-listing: | ELEC 323 |
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Lecture location: | Herzstein Amphitheater |
Lecture times: | MWF 1:00pm - 1:50pm | |
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Lab locations: | Mon (Herzstein Amp), Tue (Keck 100 |
) | Lab times: | Mon 3:00pm - 3:50pm ( |
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Raiyan, Oscar, Mohamed, Ryan, Michelle, Taha, Jasmine) |
Tue 4: |
00pm - |
4: |
50pm ( |
Tina, |
Delaney, |
Chase, |
Hung, |
Jerry, Kailin) |
Course Syllabus
A summary PDF file containing the course syllabus for the course can be found here. Much of the syllabus information is also included below in this course web site, along with some additional details that are not included in the syllabus.
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There are also a few optional textbooks that we will draw from during the course. You are encouraged to get copies of any or all of these books. They will serve as useful references both during and after this course:
- Fork-Join Parallelism with a Data-Structures Focus (FJP) by Dan Grossman (Chapter 7 in Topics in Parallel and Distributed Computing)
- Java Concurrency in Practice by Brian Goetz with Tim Peierls, Joshua Bloch, Joseph Bowbeer, David Holmes and Doug Lea
- Principles of Parallel Programming by Calvin Lin and Lawrence Snyder
- The Art of Multiprocessor Programming by Maurice Herlihy and Nir Shavit
Lecture Schedule
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Week | Day | Date ( |
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2023) | Lecture | Assigned Reading | Assigned Videos (see Canvas site for video links) | In-class Worksheets | Slides | Work Assigned | Work Due | Worksheet Solutions |
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1 | Mon | Jan |
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09 | Lecture 1: Introduction |
worksheet1 | lec1- |
slides | WS1-solution |
Wed | Jan |
11 | Lecture 2: Functional Programming |
worksheet2 | lec02-slides |
WS2-solution |
Fri | Jan 13 | Lecture 3: Higher order functions |
worksheet3 |
lec3- |
slides |
WS3-solution |
2 | Mon | Jan |
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16 | No class: MLK |
Wed | Jan |
18 | Lecture 4: Lazy Computation |
worksheet4 | lec4-slides |
WS4-solution |
Fri | Jan |
20 | Lecture 5: Java Streams |
worksheet5 |
lec5-slides | Homework 1 |
WS5-solution |
3 | Mon | Jan |
23 | Lecture 6: Map Reduce with Java Streams | Module 1: Section 2.4 | Topic 2.4 Lecture, Topic 2.4 Demonstration | worksheet6 | lec6-slides |
WS6-solution |
Wed | Jan |
25 | Lecture 7: Futures | Module 1: Section 2.1 | Topic 2.1 Lecture , Topic 2.1 Demonstration | worksheet7 | lec7-slides |
WS7-solution |
Fri | Jan |
27 | Lecture 8: Async, Finish, Computation Graphs |
Module 1: Sections 1. |
1, 1. |
2 | Topic 1. |
1 Lecture, Topic 1. |
1 Demonstration, Topic 1. |
2 Lecture, Topic 1. |
2 Demonstration | worksheet8 |
lec8-slides |
WS8-solution |
4 | Mon |
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Jan |
30 | Lecture 9: |
Ideal Parallelism, Data-Driven Tasks | Module 1: Section 1. |
3, 4.5 |
Topic 1. |
3 Lecture, Topic 1. |
3 Demonstration, Topic 4.5 Lecture, Topic 4.5 Demonstration | worksheet9 | lec9- |
slides | WS9-solution |
Wed | Feb |
01 | Lecture 10: Event-based programming model |
worksheet10 | lec10-slides |
Homework 1 | WS10-solution |
Fri | Feb |
03 | Lecture 11: GUI programming as an example of event-based, futures/callbacks in GUI programming |
worksheet11 | lec11-slides | Homework 2 |
WS11-solution |
5 | Mon | Feb |
06 | Lecture 12: Scheduling/executing computation graphs Abstract performance metrics | Module 1: Section 1.4 | Topic 1.4 Lecture , Topic 1.4 Demonstration | worksheet12 | lec12-slides |
WS12-solution |
Wed | Feb |
08 | Lecture 13: Parallel Speedup, Critical Path, Amdahl's Law | Module 1: Section 1.5 | Topic 1.5 Lecture , Topic 1.5 Demonstration | worksheet13 | lec13-slides |
WS13-solution |
Fri | Feb |
10 | No class: Spring Recess |
6 | Mon | Feb |
13 | Lecture 14: Accumulation and reduction. Finish accumulators | Module 1: Section 2.3 | Topic 2.3 Lecture Topic 2.3 Demonstration | worksheet14 | lec14-slides |
WS14-solution |
Wed | Feb |
15 | Lecture 15: Recursive Task Parallelism |
| worksheet15 | lec15-slides |
Homework 2 | WS15-solution |
Fri | Feb |
17 | Lecture 16: Data Races, Functional & Structural Determinism | Module 1: Sections 2.5, 2.6 | Topic 2.5 Lecture , Topic 2.5 Demonstration, Topic 2.6 Lecture, Topic 2.6 Demonstration | worksheet16 | lec16-slides | Homework 3 |
WS16-solution |
7 | Mon | Feb |
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20 | Lecture 17: Midterm Review |
lec17-slides | ||||
Wed | Feb |
22 | Lecture 18: Limitations of Functional parallelism. |
worksheet18 | lec18-slides |
WS18-solution |
Fri | Feb |
24 | Lecture 19: Fork/Join programming model. OS Threads. Scheduler Pattern |
Topic 2.7 Lecture, Topic 2.7 Demonstration, Topic 2.8 Lecture, Topic 2.8 Demonstration, | worksheet19 | lec19-slides |
WS19-solution |
8 | Mon | Feb |
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27 | Lecture 20: Confinement & Monitor Pattern. Critical sections | Module 2: Sections 5.1, 5.2, 5.6 | Topic 5.1 Lecture, Topic 5.1 Demonstration, Topic 5.2 Lecture, Topic 5.2 Demonstration, Topic 5.6 Lecture, Topic 5.6 Demonstration | worksheet20 | lec20-slides |
WS20-solution |
Wed | Mar |
01 | Lecture 21: Atomic variables, Synchronized statements | Module 2: Sections 5.4, 7.2 | Topic 5.4 Lecture, Topic 5.4 Demonstration, Topic 7.2 Lecture | worksheet21 | lec21-slides |
Homework 3 | WS21-solution | |
Fri | Mar |
03 | Lecture 22: Parallel Spanning Tree, other graph algorithms |
| worksheet22 | lec22-slides | Homework 4 |
Homework 3
WS22-solution | ||
9 | Mon | Mar |
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06 | Lecture 23: Java Threads and Locks | Module 2: Sections 7.1, 7.3 | Topic 7.1 Lecture, Topic 7.3 Lecture | worksheet23 | lec23-slides |
WS23-solution | ||
Wed | Mar |
08 | Lecture 24: |
Java Locks - Soundness and progress guarantees | Module 2: 7.5 | Topic 7.5 Lecture | worksheet24 | lec24-slides |
WS24-solution | ||
Fri | Mar |
10 | Lecture 25: |
Dining Philosophers Problem | Module 2: 7. |
6 | Topic 7. |
6 Lecture | worksheet25 | lec25-slides |
WS25-solution | ||
Mon | Mar |
13 | No class: Spring Break |
Wed | Mar |
Fri
15 | No class: Spring Break |
Fri | Mar 17 | No class: Spring Break |
10 | Mon | Mar |
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20 | Lecture 26: |
N-Body problem, applications and implementations | worksheet26 | lec26-slides |
WS26-solution | ||
Wed | Mar |
22 | Lecture 27: |
Read-Write Locks, Linearizability of Concurrent Objects | Module 2: 7.3, 7. |
4 | Topic 7. |
3 Lecture, Topic 7. |
4 Lecture | worksheet27 | lec27-slides |
WS27-solution | |||
Fri | Mar |
24 | Lecture 28: |
Message-Passing programming model with Actors | Module 2: |
6. |
1, |
6. |
2 | Topic |
6. |
1 Lecture, Topic 6.1 Demonstration, Topic 6.2 Lecture, Topic 6.2 Demonstration | worksheet28 | lec28-slides |
WS28-solution | ||
11 | Mon | Mar |
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27 | Lecture 29: |
Active Object Pattern. Combining Actors with task parallelism | Module 2: 6.3, 6.4 | Topic 6.3 Lecture, Topic 6.3 Demonstration, Topic 6.4 Lecture, Topic 6.4 Demonstration | worksheet29 | lec29-slides |
WS29-solution | ||
Wed | Mar |
29 | Lecture 30: |
Task Affinity and locality. Memory hierarchy |
worksheet30 | lec30-slides |
Homework 4 | WS30-solution | |
Fri |
Homework 4
12
Mon
Apr 04
Mar 31 | Lecture 31: |
Data-Parallel Programming model. Loop-Level Parallelism, Loop Chunking | Module 1: Sections 3.1, 3.2, 3.3 | Topic 3.1 Lecture, Topic 3.1 Demonstration , Topic 3.2 Lecture, Topic 3.2 Demonstration, Topic 3.3 Lecture, Topic 3.3 Demonstration |
worksheet31 |
Wed
Apr 06
lec31-slides |
Homework 5 | WS31-solution | ||
12 | Mon | Apr 03 | Lecture 32: Barrier Synchronization with |
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Phasers | Module 1: Section 3.4 | Topic 3.4 |
Lecture, |
Topic 3.4 Demonstration |
worksheet32 |
lec32-slides |
Fri
Apr 08
WS32-solution | |||||
Wed | Apr 05 | Lecture 33: Stencil computation. Point-to-point Synchronization with Phasers | Module 1: Section 4.2, 4.3 | Topic 4.2 Lecture, |
Topic 4.2 Demonstration, Topic 4.3 Lecture, Topic 4.3 Demonstration |
worksheet33 |
lec33-slides |
WS33-solution |
Fri |
13
Mon
Apr 11
Apr 07 | Lecture 34: Fuzzy Barriers with Phasers | Module 1: Section 4.1 | Topic 4.1 Lecture, |
Topic |
4.1 Demonstration |
worksheet34 | lec34-slides |
WS34-solution |
13 |
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Mon |
Apr 10 | Lecture 35: Eureka-style Speculative Task Parallelism | worksheet35 | lec35-slides | WS35-solution | |||||
Wed | Apr |
12 | Lecture 36: |
Scan Pattern. Parallel Prefix Sum | worksheet36 | lec36-slides |
WS36-solution | |||||||
Fri | Apr 14 | Lecture 37: Parallel Prefix Sum applications | worksheet37 | lec37-slides |
14 | Mon | Apr |
17 | Lecture 38: Overview of other models and frameworks |
lec38-slides |
Wed | Apr |
19 | Lecture 39: Course Review (Lectures 19-38) |
lec39-slides |
Homework 5 | |||
Fri | Apr |
21 | Lecture 40: Course Review (Lectures 19- |
38) | lec40-slides |
Lab Schedule
Lab # | Date ( |
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2023) | Topic | Handouts | Examples |
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1 | Jan |
09 | Infrastructure setup |
- | Jan 16 | No lab this week (MLK) | ||
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2 | Jan |
23 | Functional Programming | lab2-handout |
3 | Jan |
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30 |
Futures | lab3-handout |
- |
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5
Feb 06 | No lab this week (Spring Recess) | ||
4 | Feb 13 | Data-Driven Tasks |
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Feb 14
Async / Finish
lab4-handout |
- | Feb |
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20 | No lab this week (Midterm Exam) | ||
5 |
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Feb 27 | Async / Finish | lab5-handout | |
6 | Mar 06 | Recursive Task Cutoff Strategy |
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lab6-handout |
- | Mar |
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-
Mar 14
13 | No lab this week (Spring Break) |
7 | Mar |
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20 |
Apr 04
-
Apr 11
-
Apr 18
Java Threads | lab7-handout | |||
8 | Mar 27 | Concurrent Lists | lab8-handout | |
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9 | Apr 03 | Actors | lab9-handout | |
10 | Apr 10 | Loop Parallelism | lab10-handout | |
- | Apr 17 | No lab this week |
Grading, Honor Code Policy, Processes and Procedures
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