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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 | 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 | lec14-slides |
WS14-solution | ||
Wed | Feb |
15 | Lecture 15: |
Lecture 16: Accumulation and reduction. Finish accumulators
7
Mon
Feb 21
Lecture 17: Midterm Review
Wed
Feb 23
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 |
Fri
Lecture 19: Data Races, Functional & Structural Determinism
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 |
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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: |
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Fri
Mar 04
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 06 | Lecture 23: Java Threads and Locks | Module 2: Sections |
7.1, 7 |
. |
3 | Topic |
7. |
1 Lecture, Topic |
7 |
. |
9
Mon
Mar 07
3 Lecture | worksheet23 | lec23-slides |
Homework 3
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 |
Wed
Mar 09
Lecture 24: Parallel Spanning Tree, other graph algorithms
Fri
Mar 11
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 |
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
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 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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