Difference between revisions of "CoE 163 S2 AY 2021-2022"

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* [04a] Review of linear algebra operations
 
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* [04b] Solving problems using linear algebra
 
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* [04c] Cache behavior of linear algebra operations
 
 
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[SQ03] Linear algebra<br>
 
 
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[[ | [04a slides]]]<br>
 
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[[ | [04b slides]]]<br>
 
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* [05a] Matrix-matrix multiplication part 01
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* [04a] Review of linear algebra operations
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* [05b] Matrix-matrix multiplication part 02
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* [04b] Solving problems using linear algebra
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* [05c] ATLAS (automatically-tuned linear algebra software)
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* [04c] Linear algebra and computers
 
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[SE02] Caching in MMM<br>
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[SQ03] Linear algebra<br>
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[https://uvle.upd.edu.ph/mod/quiz/view.php?id=225666 <nowiki>[SQ03] Knowledge check</nowiki>]
 
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[[ | [05a slides]]]<br>
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[[:File:Coe163 2s2122 04x study guide.pdf | [04x guide]]]<br>
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[[:File:Coe163 2020s2 04a linear algeb ops.pdf | [04a slides]]]<br>
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[[ | [05c slides]]]<br>
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[[:File:Coe163 2020s2 04b linear algeb problems.pdf | [04b slides]]]<br>
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[[ | [05x guide]]]<br>
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[[:File:Coe163 2020s2 04c linear algeb considerations.pdf | [04c slides]]]<br>
 
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* [06a] Gaussian elimination
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* [05a] Cache behavior of linear algebra operations
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* [06b] Matrix inversion
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* [05b] Matrix-matrix multiplication part 01
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* [05c] Matrix-matrix multiplication part 02
 
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[SE03] BLAS<br>
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[SQ04] Matrix-matrix Multiplication<br>
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[https://uvle.upd.edu.ph/mod/quiz/view.php?id=156637 <nowiki>[SQ04] Knowledge check</nowiki>]<br>
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<br>
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[SE02] Caching in MMM<br>
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[https://colab.research.google.com/drive/1tj7VoRqeZ9TuhO3Cl2A0OEnwGKqy9_xW <nowiki>[SE02] Google Colab</nowiki>]
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[https://uvle.upd.edu.ph/mod/assign/view.php?id=156639 <nowiki>[SE02] Submission bin</nowiki>]
 
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[[ | [06a slides]]]
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[[:File:Coe163 2s2122 05x study guide.pdf | [05x guide]]]<br>
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[[:File:Coe163 2020s2 05a cache.pdf | [05a slides]]]<br>
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[[:File:Coe163 2020s2 05b mmm part01.pdf | [05b slides]]]<br>
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[[:File:Coe163 2s2122 05c mmm pt2.pdf | [05c slides]]]<br>
 
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* [07a] Sparse linear algebra
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* [06a] BLAS and ATLAS
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* [07b] Matrix decomposition
 
 
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[SQ04] Matrix Factorization and Sparse Matrices<br>
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[SE03] BLAS<br>
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[https://colab.research.google.com/drive/1wOzAnnel_qm2z8_LUO1ijSSSw7yWdWMA <nowiki>[SE03] Google Colab</nowiki>]<br>
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[https://uvle.upd.edu.ph/mod/assign/view.php?id=156648 <nowiki>[SE03] Submission bin</nowiki>]<br>
 
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[[ | [07a slides]]]<br>
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[[:File:Coe163 2020s2 06a blas atlas.pdf | [06a slides]]]
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[[ | [07b slides]]]
 
 
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* [07a] Gaussian elimination
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* [07b] Matrix inversion
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* [07c] Sparse linear algebra
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* [07d] Matrix decomposition
 
* [10a] Parallel computing concepts
 
* [10a] Parallel computing concepts
 
* [10b] Limits of parallel computing
 
* [10b] Limits of parallel computing

Revision as of 07:26, 4 April 2022

Course Information

Academic Period: 2nd Semester AY 2021-2022
Units: 3
Workload:

  • 3 hours lecture per week
  • 1-2 hours exercise per week

Instructors:

  • Isabel M. Austria [isabel.austria at eeemail]
  • Carl C. Dizon [carl.dizon at eeemail]
  • Darvy P. Ong [darvy.ong at eeemail]
  • Nestor Michael C. Tiglao [nestor at eeemail]

Student Assistants:

  • Brian Bascos
  • Christian Eric Cosca
  • Jean Abigail de Padua

Synopsis: This course aims to 1) present the connection between algorithms, implementation, and computer architecture, 2) provide tools needed to write and apply fast numerical code, and 3) present representative fundamental numerical algorithms.
Delivery Method: Video lectures and digital materials
Online Platforms: UVLe, Piazza, Google Meet, Zoom, other quiz platforms.

Course Outline

Week Topics Academic Requirements Resource Links
0
  • [00] Course overview and synopsis
  • [00] Course requirements

[guide]
[00 slides]

1
  • [01a] Review of CS data structures and algorithms
  • [01b] Problem identification and solving

[SQ01] CS problems
[SQ01] Quiz

[01a slides]
[01b slides]

2
  • [02a] Review of asymptotic analysis
  • [02b] Amortized analysis
  • [02c] High-level optimization

[SQ02] Asymptotic analysis
[SQ02] Quiz

[02a slides]
[02b slides]
[02c slides]

3
  • [03a] Choosing a platform
  • [03b] x86 assembly introduction
  • [03c] x86 assembly reference

[SE01] Profiling and assembly
[SE01] Specifications
[SE01] Submission bin

[[ | [03a slides]]]
[03b slides]
[03c slides]

4
5
  • [04a] Review of linear algebra operations
  • [04b] Solving problems using linear algebra
  • [04c] Linear algebra and computers

[SQ03] Linear algebra
[SQ03] Knowledge check

[04x guide]
[04a slides]
[04b slides]
[04c slides]

6
  • [05a] Cache behavior of linear algebra operations
  • [05b] Matrix-matrix multiplication part 01
  • [05c] Matrix-matrix multiplication part 02

[SQ04] Matrix-matrix Multiplication
[SQ04] Knowledge check

[SE02] Caching in MMM
[SE02] Google Colab [SE02] Submission bin

[05x guide]
[05a slides]
[05b slides]
[05c slides]

7
  • [06a] BLAS and ATLAS

[SE03] BLAS
[SE03] Google Colab
[SE03] Submission bin

[06a slides]

8
READING BREAK
9
LENTEN BREAK
10
  • [07a] Gaussian elimination
  • [07b] Matrix inversion
  • [07c] Sparse linear algebra
  • [07d] Matrix decomposition
  • [10a] Parallel computing concepts
  • [10b] Limits of parallel computing

[SQ05] Parallel programming

11
  • [11a] Parallel computing algorithms

[SE04] Parallel computing algorithms

12
  • [12a] Single instruction multiple data vectorization
  • [12b] OpenCL/OpenMP

[SE05] OpenCL/OpenMP

13
  • [13a] GPU programming basics
  • [13b] CUDA programming with Numba

[CE] Capstone exercise

14
READING BREAK
15
16
17
  • Finals week

Grading Rubric

32% Short quizzes
48% Software exercises
20% Capstone exercise

Announcements

February 2022

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