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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) |
Tue 4: |
00pm - |
4: |
50pm ( |
Tina, |
Delaney, |
Chase, |
Hung, |
Jerry, |
Kailin, |
Jasmine) |
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 |
futures/callbacks in 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 | 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 |
Fri | Feb |
10 | No class: Spring Recess |
6 | Mon | Feb |
13 | Lecture 14: |
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 | worksheet14 | lec14-slides |
WS14-solution |
Wed | Feb |
15 | Lecture 15: |
Limitations of Functional parallelism. | worksheet15 | lec15-slides |
Homework 2 | WS15-solution |
Fri | Feb |
17 | Lecture 16: |
Recursive Task Parallelism | 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: |
Abstract vs. real performance. Cutoff Strategy
Midterm Review | lec18-slides |
Fri | Feb |
TBD
8
Mon
Feb 28
Lecture 20: Confinement & Monitor Pattern. Critical sections
Global lock
24 | Lecture 19: 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 |
worksheet19 |
lec19-slides |
Wed
Mar 02
Lecture 21: N-Body problem, applications and implementations
Fri
Mar 04
Lecture 22: Fork/Join programming model. OS Threads. Scheduler Pattern
Homework 3
9
Mon
Mar 07
Lecture 23: Locks, Atomic variables
Topic 7.3 Lecture
Wed
Mar 09
Lecture 24: Parallel Spanning Tree, other graph algorithms
Fri
Mar 11
Mon
No class: Spring Break
Fri
Mar 18
No class: Spring Break
10
Mon
Mar 21
Lecture 26: Java Locks - Soundness and progress guarantees
Wed
Mar 23
Lecture 27: Dining Philosophers Problem
Fri
Mar 25
Lecture 28: Read-Write Pattern. Read-Write Locks. Fairness & starvation
11
Mon
Mar 28
Lecture 29: Task Affinity and locality. Memory hierarchy
Wed
Mar 30
Lecture 30: Reactor Pattern. Web servers
Fri
Apr 01
Lecture 31: Scan Pattern. Parallel Prefix Sum, uses and algorithms
Homework 4
12
Mon
Apr 04
Wed
Apr 06
Lecture 33: Barrier Synchronization with phasers
Topic 3.4 Lecture , Topic 3.4 Demonstration
Fri
Apr 08
Lecture 34: Stencil computation. Point-to-point Synchronization with Phasers
13
Mon
Apr 11
WS19-solution | |||||||||||
8 | Mon | Feb 27 | Lecture 20: Barrier Synchronization with Phasers | Module 1: Sections 3.4 | Topic 3.4 Lecture, Topic 3.4 Demonstration | worksheet20 | lec20-slides | WS20-solution | |||
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Wed | Mar 01 | Lecture 21:Stencil computation. Point-to-point Synchronization with Phasers | Module 1: Sections 4.2, 4.3 | Topic 4.2 Lecture, Topic 4.2 Demonstration, Topic 4.3 Lecture, Topic 4.3 Demonstration | worksheet21 | lec21-slides | WS21-solution | ||||
Fri | Mar 03 | Lecture 22: Fuzzy Barriers with Phasers | Module 1: Section 4.1 | Topic 4.1 Lecture, Topic 4.1 Demonstration | worksheet22 | lec22-slides | WS22-solution | ||||
9 | Mon | Mar 06 | Lecture 23: Fork/Join programming model. OS Threads. Scheduler Pattern | Topic 2.7 Lecture, Topic 2.7 Demonstration, Topic 2.8 Lecture, Topic 2.8 Demonstration | worksheet23 | lec23-slides | Homework 3 (CP 1) | WS23-solution | |||
Wed | Mar 08 | Lecture 24: Confinement & Monitor Pattern. Critical sections | Module 2: Sections 5.1, 5.2 | Topic 5.1 Lecture, Topic 5.1 Demonstration, Topic 5.2 Lecture, Topic 5.2 Demonstration, Topic 5.6 Lecture, Topic 5.6 Demonstration | worksheet24 | lec24-slides | WS24-solution | ||||
Fri | Mar 10 | Lecture 25: Atomic variables, Synchronized statements | Module 2: Sections 5.4, 7.2 | Topic 5.4 Lecture, Topic 5.4 Demonstration, Topic 7.2 Lecture | worksheet25 | lec25-slides | WS25-solution | ||||
Mon | Mar 13 | No class: Spring Break | |||||||||
Wed | Mar 15 | No class: Spring Break | |||||||||
Fri | Mar 17 | No class: Spring Break | |||||||||
10 | Mon | Mar 20 | Lecture 26: Parallel Spanning Tree, other graph algorithms | worksheet26 | lec26-slides | WS26-solution | |||||
Wed | Mar 22 | Lecture 27: Java Threads and Locks | Module 2: Sections 7.1, 7.3 | Topic 7.1 Lecture, Topic 7.3 Lecture | worksheet27 | lec27-slides | Homework 3 (CP 2) | WS27-solution | |||
Fri | Mar 24 | Lecture 28: Java Locks - Soundness and progress guarantees | Module 2: Section 7.5 | Topic 7.5 Lecture | worksheet28 | lec28-slides | WS28-solution | ||||
11 | Mon | Mar 27 | Lecture 29: Dining Philosophers Problem | Module 2: Section 7.6 | Topic 7.6 Lecture | worksheet29 | lec29-slides | WS29-solution | |||
Wed | Mar 29 | Lecture 30: Read-Write Locks, Linearizability of Concurrent Objects | Module 2: Sections 7.3, 7.4 | Topic 7.3 Lecture, Topic 7.4 Lecture | worksheet30 | lec30-slides | WS30-solution | ||||
Fri | Mar 31 | Lecture 31: Message-Passing programming model with Actors | Module 2: Sections 6.1, 6.2 | Topic 6.1 Lecture, |
Topic 6.1 Demonstration, Topic 6.2 Lecture, Topic 6.2 Demonstration |
worksheet31 |
lec31-slides |
WS31-solution | |||||||||||
12 | Mon | Apr 03 | No class | Homework 4 | Homework 3 (All) | ||||||
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Wed | Apr |
05 | Lecture |
32: Active Object Pattern. Combining Actors with task parallelism | Module 2: Sections 6.3, 6.4 | Topic 6.3 Lecture, |
Topic 6.3 Demonstration, Topic 6.4 Lecture, Topic 6.4 |
Demonstration | worksheet32 | lec32-slides | WS32-solution | ||||||||
Fri | Apr 07 | Lecture 33: Task Affinity and locality. Memory hierarchy | worksheet33 | lec33-slides | WS33-solution | ||||||
13 | Mon | Apr 10 | Lecture 34: Eureka-style Speculative Task Parallelism | worksheet34 | lec34-slides | WS34-solution | |||||
Wed | Apr 12 | Lecture 35: Scan Pattern. Parallel Prefix Sum | worksheet35 | lec35-slides | Homework 4 (CP 1) | WS35-solution | |||||
Fri | Apr 14 | Lecture 36: Parallel Prefix Sum applications | worksheet36 | lec36-slides | WS36-solution | ||||||
14 | Mon | Apr |
17 | Lecture |
37: Overview of other models and frameworks |
lec37-slides |
Wed | Apr |
19 | Lecture |
38: Course Review (Lectures 19- |
34) |
lec38-slides |
Homework 4 (All) | ||
Fri | Apr |
21 | Lecture |
39: Course Review (Lectures 19- |
34) |
lec39-slides |
Lab Schedule
Lab # | Date ( |
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2023) | Topic | Handouts | Examples |
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1 | Jan |
09 | Infrastructure setup | lab0-handout lab1-handout |
- | Jan 16 | No lab this week (MLK) | ||
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2 | Jan |
23 | Functional Programming | lab2-handout |
3 |
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Jan 24
Java Streams
Jan |
30 | Futures |
lab3-handout |
4 | Feb |
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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 | Feb |
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27 |
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Loop Parallelism | lab6-handout | image kernels | ||
7 | Mar 06 | Recursive Task Cutoff Strategy | lab7-handout | |
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- | Mar 13 | No lab this week (Spring Break |
) | ||
- | Mar |
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Apr 04
-
Apr 11
-
Apr 18
20 | No lab this week | |||
8 | Mar 27 | Java Threads | lab8-handout | |
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9 | Apr 03 | Concurrent Lists | lab9-handout | |
10 | Apr 10 | Actors | lab10-handout | |
- | Apr 17 | No lab this week |
Grading, Honor Code Policy, Processes and Procedures
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