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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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- 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 | 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 |
Wed
Feb 09
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: Recursive Task Parallelism |
worksheet14 |
Mon
Feb 14
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 |
Wed
Lecture 15: Recursive Task Parallelism
Lecture 16: Accumulation and reduction. Finish accumulators
7
Mon
Feb 21
Lecture 17: Midterm Review
Wed
Feb 23
Lecture 18: Limitations of Functional parallelism.
Abstract vs. real performance. Cutoff Strategy
Fri
Lecture 19: Data Races, Functional & Structural Determinism
8
Mon
Feb 28
Lecture 20: Confinement & Monitor Pattern. Critical sections
Global lock
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
, 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 20 | Lecture 17: Midterm Review | lec17-slides | |||||||
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Wed | 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 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 |
Fri
Mar 11
Homework 4 | WS22-solution | |||
9 | Mon | Mar 06 | Lecture 23: Java Threads and Locks | Module 2: Sections 7.1, 7. |
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3 | Topic 7.1 Lecture, Topic 7. |
3 Lecture |
worksheet23 |
Mon
No class: Spring Break
Fri
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 15 | No class: Spring Break | ||||||||||
Fri | Mar 17 | No class: Spring Break | |||||||||
10 | Mon | Mar |
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. |
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
1 Lecture, Topic 6.1 Demonstration, Topic 6.2 Lecture, Topic 6.2 Demonstration | worksheet28 | lec28-slides | WS28-solution | ||||||||
11 | Mon | Mar 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 | |||
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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 |
Wed
Apr 06
Lecture 33: Barrier Synchronization with phasers
Topic 3.4 Lecture , Topic 3.4 Demonstration
Fri
Apr 08
lec31-slides |
Homework 5 | WS31-solution | |||
12 | Mon | Apr 03 | Lecture 32: Barrier Synchronization with Phasers | Module 1: |
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Section 3. |
4 |
Topic 3.4 Lecture, Topic 3.4 |
Demonstration |
worksheet32 |
13
Mon
Apr 11
Topic 6.1 Lecture , Topic 6.1 Demonstration , Topic 6.2 Lecture, Topic 6.2 Demonstration
Topic 6.3 Lecture , Topic 6.3 Demonstration , Topic 6.4 Lecture, Topic 6.4 Demonstration
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 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 |
-
Feb 07
Feb 14
Feb 21
-
4 | Feb 06 | Data-Driven Tasks | lab4-handout | |
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5 | Feb 13 | Async / Finish | lab5-handout | |
- | Feb 20 | No lab this week (Midterm Exam) | ||
6 | Feb 27 | Recursive Task Cutoff Strategy | lab6-handout | |
7 | Mar 06 | Java Threads | lab7-handout | |
- | Mar 13 | No lab this week (Spring Break) |
8 | Mar |
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20 |
Concurrent Lists | lab8-handout | |||
9 | Mar 27 | Actors | lab9-handout | |
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- | Apr |
03 |
TBD | ||
10 | Apr |
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10 |
Loop Parallelism | lab10-handout | |
- | Apr |
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17 | No lab this week |
Grading, Honor Code Policy, Processes and Procedures
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