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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. |
futures/callbacks in GUI programming
Mon
Feb 07
Abstract performance metrics
Wed
Feb 09
3 Lecture, Topic 1.3 Demonstration, Topic 4.5 Lecture, Topic 4.5 Demonstration | 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, Scheduling/executing computation graphs | Module 1: Section 1. |
4 | Topic 1. |
4 Lecture , Topic 1. |
4 Demonstration |
worksheet11 |
lec11-slides |
Homework 2 | WS11-solution |
5 |
Mon | Feb |
06 |
Mon
Feb 14
Lecture 12: Abstract performance metrics, Parallel Speedup, Amdahl's Law | Module 1: Section 1.5 | Topic 1.5 Lecture , Topic 1.5 Demonstration | worksheet12 | lec12-slides | WS12-solution | |||
Wed | Feb 08 | Lecture 13: Accumulation and reduction. Finish accumulators | Module 1: Section 2.3 | Topic 2.3 Lecture Topic 2.3 Demonstration |
worksheet13 |
lec13-slides |
WS13-solution |
Wed
Fri | Feb 10 | No class: Spring Recess | |||||||||
6 | Mon | Feb 13 | Lecture 14: Recursive Task Parallelism |
|
worksheet14 |
lec14-slides |
WS14-solution |
Wed | Feb |
15 | Lecture |
15: 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 | worksheet15 | lec15-slides | Homework 2 | WS15-solution | ||||
Fri | Feb 17 | Lecture 16: Limitations of Functional parallelism. | worksheet16 | lec16-slides | Homework 3 |
WS16-solution |
7 | Mon | Feb |
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20 | Lecture 17: Midterm Review |
lec17-slides |
Wed |
Feb 23
Lecture 18: Limitations of Functional parallelism.
Abstract vs. real performance. Cutoff Strategy
Feb 22 | Lecture 18: Midterm Review | 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 |
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
No class: Spring Break
Mon | Mar 13 | No class: Spring Break |
Wed |
Mar 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 |
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 | lec31-slides | Homework 5 |
Homework 4
WS31-solution |
12 | Mon | Apr |
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03 | Lecture 32: Barrier Synchronization with Phasers | Module 1: Section 3.4 | Topic 3.4 Lecture, Topic 3.4 Demonstration | worksheet32 | lec32-slides |
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 | 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 | Mon | Apr |
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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 |
4 |
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5
Feb 06 | Data-Driven Tasks |
lab4-handout |
5 | Feb |
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13 | Async / Finish |
lab5-handout |
- | Feb |
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20 | No lab this week (Midterm Exam) |
6 |
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Feb |
27 | Recursive Task Cutoff Strategy |
lab6-handout |
7 | Mar |
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06 | Java Threads |
lab7-handout |
- | Mar |
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13 | No lab this week (Spring Break) |
8 | Mar |
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20 | Concurrent Lists |
lab8-handout |
9 | Mar |
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27 | Actors |
lab9-handout |
- | Apr 03 | TBD | ||
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10 | Apr |
10 | Loop Parallelism |
lab10-handout |
- | Apr |
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17 | No lab this week |
-
Apr 18
Grading, Honor Code Policy, Processes and Procedures
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