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Winter 2020 SPO600 Weekly Schedule

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=== Week 1 - Class II ===
* Compiler Operation
** Stages of Compilation
**# Preprocessing
**# Compiling
**# Assembling
**# Linking
* Analyzing compiler output
** Disassembly
* [[SPO600 Compiled C Lab|Compiled C Lab]] (Lab 2)
 
=== Week 1 Deliverables ===
# Course setup:
## Set up your [[SPO600 Communication Tools]] - in particular, set up a blog and add it to [http://zenit.senecac.on.ca/~chris.tyler/planet/ Planet CDOT] (via the [[Planet CDOT Feed List]]).
## Add yourself to the [[Current SPO600 Participants]] page (leave the projects columns blank).
## Generate a [[SPO600_Servers#Preparatory_Steps|pair of keys]] for [[SSH]] and email the public key to your professor, so that he can set up your access to the [[SPO600 Servers|class servers]].
## Optional (strongly recommended): [[SPO600 Host Setup|Set up a personal Linux system]].
## Optional: Purchase an AArch64 development board (such as a [http://96boards.org 96Boards] HiKey or Raspberry Pi 3 or 4. (If you use a Pi, install a 64-bit Linux operating system on it, not a 32-bit version).
# Complete [[SPO600 Code Review Lab|Lab 1]] and write it up on your blog.
 
== Week 2 ==
 
=== Week 2 - Class I ===
* [[Make and Makefiles]]
* [[Assembly Language]]
* [[SPO600 Assembler Lab|Assembler Lab]] (Lab 3)
 
=== Week 2 - Class II ===
* [[SPO600 Assembler Lab|Assembler Lab]] (Lab 3)
 
=== Week 2 Deliverables ===
* Blog your results and conclusion to [[SPO600 Code Review Lab|Code Review Lab (Lab 1)]] and [[SPO600 Compiled C Lab|Compiled C Lab (Lab 2)]]
* Blog about your initial work on [[SPO600 Assembler Lab|Lab 3]].
* Set up your account on the [[SPO600_Communication_Tools#Slack|Seneca Open Source Slack Workspace]].
 
== Week 3 ==
 
=== Week 3 - Class I ===
 
* ''Sysadmin for Devs''
** In-class discussion of tips and tricks for efficient work on a Linux server
 
=== Week 3 - Class II ===
* Finish [[SPO600 Assembler Lab|Lab 3]]
 
=== Week 3 - Deliverables ===
* Finish and blog your detailed results for the [[SPO600 Assembler Lab|Assembler Lab]] (Lab 3)
 
== Week 4 ==
 
=== Week 4 - Class I ===
* Binary Representation of Data
** Integers
** Floating-point
*** Floating point numbers have three parts: a ''sign bit'' (0 for positive, 1 for negative), a ''mantissa'' or ''significand'', and an ''exponent''. The value is interpreted as <code>''sign'' mantissa * 2<sup>exponent</sup></code>.
*** The most commonly-used floating point formats are defined in the [[IEEE 754]] standard.
** Sound
*** Sound waves are air pressure vibrations
*** Digital sound is most often represented in raw form as a series of time-based measurements of air pressure, called Pulse Coded Modulation (PCM)
*** PCM takes a lot of storage, so sound is often compressed in either a lossless (perfectly recoverable) or lossy format (higher compression, but the decompressed data doesn't perfectly match the original data). To permit high compression ratios with minimal impact on quality, psychoacoustic compression is used - sound variations that most people can't perceive are removed.
** Graphics
*** The human eye perceives luminance (brightness) as well as hue (colour). Our hue receptors are generally sensitive to three wavelengths: red, green, and blue (RGB). We can stimulate the eye to perceive most colours by presenting a combination of light at these three wavelengths.
*** Digital displays emit RGB colours, which are mixed together and perceived by the viewer. For printing, cyan/yellow/magenta inks are used, plus black to reduce the amount of colour ink required to represent dark tones; this is known as CYMK colour.
*** Images are broken into picture elements (''pixels'') and each pixel is usually represented by a group of values for RGB or CYMK channels, where each channel is represented by an integer or floating-point value. For example, using an 8-bit-per-pixel integer scheme (also known as 24-bit colour), the brightest blue could be represented as R=0,G=0,B=255; the brightest yellow would be R=255,G=255,B=0; black would be R=0,G=0,B=0; and white would be R=255,G=255,B=255. With this scheme, the number of unique colours available is 256^3 ~= 16 million.
*** As with sound, the raw storage of sampled data requires a lot of storage space, so various lossy and lossless compression schemes are used. Highest compression is achieved with psychovisual compression (e.g., JPEG).
*** Moving pictures (video, animations) are stored as sequential images, often compressed by encoding only the differences between frames to save storage space.
** Compression techniques
*** Huffman encoding / Adaptive arithmetic encoding
*** Pallettization
*** Psychoacoustic and psychovisual compression
* Problem: Scaling Sound
** Naive approach
** Lookup table
** Fixed-point multiply and shift
=== Week 4 - Class II 1 Deliverables ===* [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 4)# Course setup: === Week 4 Deliverables ===* Blog ## Set up your results to [[SPO600 Algorithm Selection Lab|Lab 4Communication Tools]]  == Week 5 == === Week 5 - Class I ===* SIMD** SIMD is an acronym for "Single Instruction, Multiple Data", and refers to a class of instructions which perform the same operation on several separate pieces of data in parallel. SIMD instructions also include related instructions to set up data for SIMD processing, and to summarize results.** SIMD is based on very wide registers (128 bits to 2048 bits on implementations current as of 2019), and these wide registers can be treated as multiple "lanes" of similar data. These SIMD registers, also called vector registers, can therefore be thought of as small arrays of values.** A 128-bit SIMD register can be used as:*** two 64-bit lanes*** four 32-bit lanes*** eight 16-bit lanes*** sixteen 8-bit lanes** Each architecture has a different notation for SIMD registers. In AArch64 (which will be our focus):*** Vector usage uses the notation v''n''.''s'' where ''n'' is the register number and ''s'' is the shape of the lanes, expressed as the number of lanes and a letter indicating the width of the lanes: q for quad-word (128 bits), d for double-word (64 bits), s for single-word (32 bits), h for half-word (16 bits), and b for byte (8 bits). Therefore, <code>v0.16b</code> is vector register 0 used as 16 lanes of 8 bits (1 byte) each, while <code>v8.4s</code> is vector register 8 used as 4 lanes of 32 bits each. Most instructions permit either 64 or 128 bits of the register to be used.*** Scalar usage uses the lane width letter followed by the vector register number. Therefore, <code>q3</code> refers to vector register 3 used as a single 128-bit value, and <code>s3</code> refers to the same register used as a single 32-bit register. Note that these are the same register referred to as v3 for vector usage. When using less than 128 bits, the remaining bits are either zero-filled (unsigned usage) or sign-extended (signed usage: the upper bits are filled with the sign bit, i.e., the same value as the high bit of the active part of the register).** Most SIMD operations work on corresponding lanes of the operand registers. For example, the AArch64 instruction <code>add v0.8h, v1.8h, v2.8h</code> will take the value in the first lane of register 1, add the value in the first lane of register 2, and place the result in the first lane of register 0. At the same time, the other lanes are processed in the same way, resulting in 8 simultaneous addition operations being performed.** A small number of SIMD operations work across lanes, e.g., to find the lowest or highest value in all of the lanesparticular, to add the lanes together, or to duplicate a single value into all of the lanes of a register. These are usually used to set up or summarize the results of SIMD operations -- for example, a value of 0 might be duplicated into all of the lanes of a result register, then a loop applied to sum array data into the results register, and then a lane-summing operation performed to merge the results from all of the lanes.* SIMD capabilities can be used in a program in one of three different ways:*# The compiler's ''auto-vectorizer'' can be used to identify sections of code to which SIMD is applicable, and SIMD code will automatically be generated.*#* This works for the basic SIMD operations, but may not be applicable to advanced SIMD instructions, which don't clearly map to C statements.*#* The compiler will be very cautious about vectorizing code. See the Resources section below for insight into these challenges.*#** In order to vectorize a loop, among other things, the number of loop iterations needs to be known before the loop starts, memory layout must meet SIMD alignment requirements, loops must not overlap in a way that is affected by vectorization.*#** The compiler will also calculate a cost for the vectorization: in the case of a small loop, the extra setup before the loop and processing after the loop may negate the benefits of vectorization.*#* Vectorization in applied by default only at the -O3 level in most compilers. In GCC:*#** The main individual feature flag to turn on vectorization is <code>-ftree-vectorize</code> (enabled by default at -O3, disabled at other levels).*#** You can see all of the vectorization decisions using <code>-fopt-info-vec-all</code> or you can see just the missed vectorizations using <code>-fopt-info-vec-missed</code> (which is usually what you want to focus on, because it show only the loops where vectorization was ''not'' enabled, and the reason that it was not). This approach is generally very portableblog.*# We can explicitly include SIMD instructions in a C program by using [[Inline Assembly Language|Inline Assembler]]. This is obviously architecture-specific, so it is important to use C preprocessor directives to include/exclude this code depending on the platform for which it is compiled, and to use a generic C implementation on any platform for which you are not providing an inline assembler version.*# ''C Intrinsics'' are function-like extensions to the C language. Although they look like functions, they are compiled inline, and they are used to provide access to features which are not provided by the C language itself. There is a group of intrinsics which provide access Add yourself to SIMD instructions. However, the benefit of using these over inline assembler is debatable. SIMD intrinsics are not portable, and should be included with C preprocessor directives like inline assembler. === Week 5 - Class II ===* [[Current SPO600 SIMD LabParticipants]] (Lab 5) === Week 5 Resources ======= Auto-vectorization ====* [https://gcc.gnu.org/projects/tree-ssa/vectorization.html Auto-Vectorization in GCC] - Main project page for the GCC auto-vectorizer.* [http://locklessinc.com/articles/vectorize/ Auto-vectorization with gcc 4.7] - An excellent discussion of the capabilities and limitations of the GCC auto-vectorizer, intrinsics for providing hints to GCC, and other code pattern changes that can improve results. Note that there has been some improvement in the auto-vectorizer since this article was written. '''This article is strongly recommended.'''* [https://software.intel.com/sites/default/files/8c/a9/CompilerAutovectorizationGuide.pdf Intel (Auto)Vectorization Tutorial] - this deals with the Intel compiler (ICC) but the general technical discussion is valid for other compilers such as gcc and llvm==== Inline Assembly Language ====* [[Inline Assembly Language]]* [http://developer.arm.com ARM Developer Information Centre]** [https://developer.arm.com/products/architecture/a-profile/docs/den0024/a ARM Cortex-A Series Programmer’s Guide for ARMv8-A]* The ''short'' guide to the ARMv8 instruction set: [https://www.element14.com/community/servlet/JiveServlet/previewBody/41836-102-1-229511/ARM.Reference_Manual.pdf ARMv8 Instruction Set Overview] ("ARM ISA Overview")* The ''long'' guide to the ARMv8 instruction set: [https://developer.arm.com/docs/ddi0487/latest/arm-architecture-reference-manual-armv8-for-armv8-a-architecture-profile ARM Architecture Reference Manual ARMv8, for ARMv8-A architecture profile] ("ARM ARM")==== C Intrinsics - AArch64 SIMD ====* [https://developer.arm.com/architectures/instruction-sets/simd-isas/neon/intrinsics ARM NEON Intrinsics Reference]* [https://gcc.gnu.org/onlinedocs/gcc/ARM-C-Language-Extensions-_0028ACLE_0029.html GCC ARM C Language Extensions]  === Week 5 Deliverables ===* Blog about the SIMD Lab  == Week 6 == === Week 6 - Class I ===* [[Compiler Optimizations]] * Advanced Compiler Optimizations** [[Profile Guided Optimization]]** [[Link Time Optimization]] * [[Profiling]] === Week 6 - Class II ===* Continue work on the [[SPO600 SIMD Lab|SIMD Lab]] (Lab 5) === Week 6 Deliverables ===* Blog about your results to Lab 5  == Week 7 == === Week 7 - Class I === Building software...* Configuration Systems** make-based systems*** [https://www.gnu.org/software/automake/manual/html_node/index.html The GNU Build System: autotools, autoconf, automake]**** GNU autotools makes extensive use of the ''configuration name'' ("triplet") -- ''cpu-manufacturer-operatingSystem'' or ''cpu-manufacturer-kernel-operatingSystem'' (e.g., **** config.guess and config.sub*** CMake*** qmake*** Meson*** iMake and Others** Non-make-based systems*** Apache Ant*** Apache Maven*** Qt Build System* Building in the Source Tree vs. Building in a Parallel Tree** Pros and Cons** [https://www.gnu.org/software/automake/manual/html_node/VPATH-Builds.html#VPATH-Builds GNU automake ''vpath'' builds]* Installing and Testing in non-system directories** Configuring installation to a non-standard directory*** Running <code>configure</code> with <code>--prefix</code>*** Running <code>make install</code> as a non-root user*** DESTDIR variable for <code>make install</code>** Runtime environment variables:*** PATH*** LD_LIBRARY_PATH and LD_PRELOAD (see the [http://man7.org/linux/man-pages/man8/ld.so.8.html ld.so manpage])** Security when running software*** Device access**** Opening a TCP/IP or UDP/IP port below 1024**** Accessing a <code>/dev</code> device entry***** Root permission***** Group permission*** SELinux Type Enforcement**** Enforcement mode***** View enforcement mode: <code>getenforce</code>***** Set enforcement mode: <code>setenforce</code>**** Changing policy***** [https://fedoraproject.org/wiki/SELinux/audit2why audit2why]***** [https://fedoraproject.org/wiki/SELinux/audit2why audit2allow]* Build Dependencies* Packaging * General information about leave the SPO600 projects** Goal** Stages** Approaching the Project  === Week 7 - Class II ===* [[Fall 2019 SPO600 Project|Project Selection]] === Week 7 Deliverables ===* Catch up on any incomplete labs (and blog about themcolumns blank)* Blog about your project selection progress  == Week 8 == === Week 8 - Class I === ==== Overview/Review of Processor Operation ==== * Fetch-decode-dispatch-execute cycle* Pipelining* Branch Prediction* In-order vs. Out-of-order execution** Micro-ops ==== Memory Basics ==== * Organization of Memory** Process organization*** Text, data*** Stack*** Heap** System organization*** Kernel memory in process maps*** Use of unallocated memory for buffers and cache* Memory Speeds* Cache** Cache lookup** Cache synchronization and invalidation** Cache line size* Prefetch** Prefetch hinting ==== Memory Architecture ==== * Virtual Memory and Memory Management Units (MMUs)** General principles of Virtual Memory and operation of MMUs** Memory protection*** Unmapped Regions*** Write Protection*** Execute Protection*** Privilege Levels** Swapping** Text sharing** Demand Loading** Data sharing*** Shared memory for Inter-Process Communication*** Copy-on-Write (CoW)** Memory mapped files ==== Memory Statistics ==== * Resident Set Size (RSS) and Virtual Set Size (VSS)* Total memory consumption per process* Total system memory consumption ==== Software Impact ====* Alignment checks* Page boundary crossing === Week 8 - Class II === * Project Discussion === Week 8 Deliverables === * Blog about your project work <!-- ##############################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################  == Week 2 == === Week 2 - Class I === * Sysadmin for Developers* Building Code** Generate a [[Make and Makefiles]]** [[SPO600 Code Building Lab|Code Building Lab]] (Lab 2) === Week 2 - Class II === * Compiler Operation** Stages of Compilation**# Preprocessing**SPO600_Servers# Compiling**# Assembling**# Linking* Analyzing compiler output** Disassembly* [[SPO600 Compiled C Lab|Compiled C Lab]] (Lab 3) === Week 2 Deliverables === * Blog your conclusion to the [[SPO600 Code Review Lab|Code Review Lab (Lab 1)]]* Blog the results and conclusion from the [[SPO600 Code Building Lab|Compiled C Lab (Lab 2)]]* Blog the results and conclusion from the [[SPO600 Compiled C Lab|Compiled C Lab (Lab 3)]]  == Week 3 == === Week 3 - Class I ===* [[Make and Makefiles]]* [[Assembly Language]]* [[SPO600 Assembler Lab|Assembler Lab]] (Lab 4) === Week 3 - Class II ===* [[SPO600 Assembler Lab|Assembler Lab]] (Lab 4) Continued... === Week 3 Deliverables ===* Blog about [[SPO600 Assembler LabPreparatory_Steps|Lab 4]]. == Week 4 == === Week 4 - Class I ===* [[SPO600 Assembler Lab|Assembler Lab]] (Lab 4) Wrap-up...* Binary Representation pair of Data** Integers** Fixed-point** Floating-point** Sound** Graphics** Compression techniques*** Huffman encoding / Adaptive arithmetic encoding*** Repeated sequence encoding (1D, 2D, 3D)*** Decomposition*** Pallettization*** Psychoacoustic and psychovisual compression === Week 4 - Class II ===* [[SPO600 Algorithm Selection Lab|Algorithm Selection Labkeys]] (Lab 5) === Week 4 Deliverables ===* Blog your results to [[SPO600 Assembler Lab|Lab 4]]  == Week 5 == === Week 5 - Class I ==='''Note:''' Your prof is away!* Investigate various tools available for [[Profiling]]** Ensure that you know how to use <code>gprof</code>** Ensure that you know how to use at least one other Linux profiling tool** Blog about it, including the example of profiling the sound scaling programs from [[SPO600 Algorithm Selection Lab|Lab 5SSH]]  === Week 5 - Class II ===* SIMD and Auto-vectorization* [[Inline Assembly Language|Inline Assembler]]* C Intrinsics* [[SPO600 Vectorization Lab|Vectorization Lab]] (Optional lab - recommended) === Week 5 Deliverables ===* Blog your Profiling investigation results* Optional: Blog about email the Vectorization Lab if you performed it == Week 6 == === Week 6 - Class I ===* Thanksgiving -- enjoy time with your friends and family!** No class === Week 6 - Class II ===* '''Note: Your prof is away'''** Room is available public key to collaborate if desired -- AV unlock code is 2598* Perform the [[SPO600 Inline Assembler Lab|Inline Assembler Lab]] (Lab 6) === Week 6 Deliverables ===* Blog your results to the [[SPO600 Inline Assembler Lab|Inline Assembler Lab]] (Lab 6)  == Week 7 == === Week 7 - Class I ===* Discussion === Week 7 - Class II ===* Discussion === Week 7 Deliverables ===* Wrap professor, so that he can set up any labs not yet completed.  == Week 8 == === Week 8 - Class I ===* [[Fall 2018 SPO600 Project]] === Week 8 - Class II ===* Project Discussion === Week 8 Deliverables ===* Blog about your project. == Week 2 == === Week 2 - Class I === * Binary Representation of Data** Numbers*** Integers*** Fixed-point numbers*** Floating-point numbers** Characters*** ASCII*** ISO8859-1*** Unicode**** Encoding schemes*** EBCDIC** Images** Sound* [[Computer Architecture]] overview (see also the [[:Category:Computer Architecture|Computer Architecture Category]])* A first look at the x86_64 and AArch64 Architectures and ISA** Register file comparison** Instruction encoding** ELF** Procedure calling conventions ==== Reference ====* [[Computer Architecture]] and [[:Category:Computer Architecture|Computer Architecture Category]]* [[Aarch64 Register and Instruction Quick Start]]* [[x86_64 Register and Instruction Quick Start]] === Week 2 - Class II === * Compiler Operation** Stages of Compilation**# Preprocessing**# Compiling**# Assembling**# Linking* Analyzing compiler output** Disassembly* [[SPO600 Compiled C Lab|Compiled C Lab (Lab 2)]] === Week 2 Deliverables === * Blog your conclusion access to the [[SPO600 Code Review Lab|Code Review Lab (Lab 1)]]* Blog the results and conclusion from the [[SPO600 Compiled C Lab|Compiled C Lab (Lab 2)]]  == Week 3 == === Week 3 - Class I === * [[Assembler Basics]]* [[Syscalls]]* [[SPO600 Assembler Lab|Assembler Lab (Lab 3)]]. === Week 3 - Class II === * <strike>Complete Lab 3</strike> <span style="color: #ff0000">Class cancelled</span> === Week 3 Deliverables === * Blog your initial experience on the [[SPO600 Assembler Lab|Assembler Lab (Lab 3)]].   == Week 4 == === Week 4 - Class I === * Continue work in class on the [[SPO600 Assembler LabServers|Assembler Lab (Lab 3)]]. === Week 4 - Class II === * Continue work in class on the [[SPO600 Assembler Lab|Assembler Lab (Lab 3)]]. === Week 4 Deliverables === * Blog your [[Lab 3servers]] results.  == Week 5 == === Week 5 - Class I === * [[Compiler Optimizations]] === Week 5 - Class II === * Advanced Compiler Optimizations** [[Profile Guided Optimization]]** [[Link Time Optimization]]* Introduction to Vector Processing/SIMD** [[SPO600 Vectorization Lab|Vectorization Lab]] (Lab 4) as homework* [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 5) in work groups  === Week 5 Deliverables === * Blog your results for [[SPO600 Vectorization Lab|Lab 4]] and [[SPO600 Algorithm Selection Lab|Lab 5]] -- be sure to include links to your code, detailed results, and your reflection on the lab.  == Week 6 == === Week 6 - Class I ===* [[Inline Assembly Language]] -- often used for:*# Implementing a memory barrier*# Performing an [[Atomic Operation]]*#* '''Atomics''' are operations which must be completed in a single step Optional (or appear to be completed in a single stepstrongly recommended) without potential interruption.*#* Wikipedia has a good basic overview of the need for atomicity in the article on [http://en.wikipedia.org/wiki/Linearizability Linearizability]*# Gaining performance (by accessing processor features not exposed by the high-level language being used (C, C++, ...))* [[SPO600 Inline Assembler LabHost Setup|Inline Assembler Lab]] (Lab 6) === Week 6 - Class II ===* [[Addressing Mode|Processor Addressing Modes]]* Navigating CPU technical documentation* A (very) quick intro to GDB* [[Winter 2018 SPO600 Project|Project]]: Selecting, Building, Benchmarking, and Profiling === Week 6 Deliverables ===* Blog your Lab 5 and 6 results.* Start blogging about your project.* '''Reminder:''' Blogs will be marked as they stand at 11:59 on March 4, the Sunday at the end of Reading Week. == Week 7 == === Week 7 - Class I ===* Project Discussion === Week 7 - Class II ===* [[Profiling]] === Week 7 Deliverables ===* Complete your [[Winter_2018_SPO600_Project#Stage_1|Stage I]] project posts on your blog. == Week 8 == === Week 8 - Class I ===* Sysadmin for Developers* Project Discussion === Week 8 - Class II === ==== Overview/Review of Processor Operation ==== * Fetch-decode-dispatch-execute cycle* Pipelining* Branch Prediction* In-order vs. Out-of-order execution** Micro-ops ==== Memory Basics ==== * Organization of Memory** Process organization*** Text, data*** Stack*** Heap** System organization* Memory Speeds* Cache** Cache lookup** Cache synchronization and invalidation** Cache line size* Prefetch** Prefetch hinting ==== Memory Architecture ==== * Virtual Memory and Memory Management Units (MMUs)** General principles of Virtual Memory and operation of MMUs** Memory protection*** Unmapped Regions*** Write Protection*** Execute Protection*** Privilege Levels** Swapping** Text sharing** Demand Loading** Data sharing*** Shared memory for Inter-Process Communication*** Copy-on-Write (CoW)** Memory mapped files === Software Impact ===* Alignment checks* Page boundary crossing === Week 8 Delivarables ===* Blog about your project == Week 9 == === Week 9 - Class I === ==== Atomics ====* '''Atomics''' are operations which must be completed in a single step (or appear to be completed in a single step) without potential interruption.** Wikipedia has a good basic overview of the need for atomicity in the article on [http://en.wikipedia.org/wiki/Linearizability Linerarizability]** Atomics may be performed using special instructions or Kernel-compiler cooperation ==== Memory Barriers ===='''Memory Barriers''' ensure that memory accesses are sequenced so that multiple threads, processes, cores, or IO devices see Set up a predictable view of memory.* Leif Lindholm provides an excellent explanation of memory barriers.** Blog series - I recommend this series, especially the introduction, as a very clear explanation of memory barrier issues.*** Part 1 - [http://community.arm.com/groups/processors/blog/2011/03/22/memory-access-ordering--an-introduction Memory Access Ordering - An Introduction]*** Part 2 - [http://community.arm.com/groups/processors/blog/2011/04/11/memory-access-ordering-part-2--barriers-and-the-linux-kernel Memory Access Ordering Part 2 - Barriers and the personal Linux Kernelsystem]*** Part 3 - [http://community.arm.com/groups/processors/blog/2011/10/19/memory-access-ordering-part-3--memory-access-ordering-in-the-arm-architecture Memory Access Ordering Part 3 - Memory Access Ordering in the ARM Architecture]** Presentation at Embedded Linux Conference 2010 (Note: Acquire/Release in C++11 and ARMv8 aarch64 appeared after this presentation):*** [http://elinux.org/images/f/fa/Software_implications_memory_systems.pdf Slides]*** [http://free-electrons.com/pub/video/2010/elce/elce2010-lindholm-memory-450p.webm Video]* [http## Optional://www.rdrop.com/users/paulmck/scalability/paper/whymb.2010.07.23a.pdf Memory Barriers - A Hardware View for Software Hackers] - This is a highly-rated paper that explains memory barrier issues - as the title suggests, it is designed to describe the hardware origin of the problem to software developers. Despite the fact that it is Purchase an introduction to the topic, it is still very technical.* [http://infocenter.arm.com/help/index.jsp?topic=/com.arm.doc.faqs/ka14041.html ARM Technical Support Knowlege Article - In what situations might I need to insert memory barrier instructions?] - Note that there are some additional mechanisms present in ARMv8 aarch64, including Acquire/Release.* [https://www.kernel.org/doc/Documentation/memory-barriers.txt Kernel Documentation on Memory Barriers] - discusses the memory barrier issue generally, and the solutions used within the Linux kernel. This is part of the kernel documentation.* Acquire-Release mechanisms** [http://blogs.msdn.com/b/oldnewthing/archive/2008/10/03/8969397.aspx MSDN Blog Post] with a very clear explanation of Acquire-Release.** [http://preshing.com/20130922/acquire-and-release-fences/ Preshing on Programming post] with a good explanation.** [http://infocenter.arm.com/help/index.jsp?topic=/com.arm.doc.genc010197a/index.html ARMv8 Instruction Set Architecture Manual] AArch64 development board (ARM InfoCentre registration required) - See the section on Acquire/Release and Load/Store, especially Load/Store Exclusive (e.g., LDREX) ==== The Future of Memory ====* NUMA (on steroids!)* Non-volatile, byte-addressed main memory* Non-local memory / Memory-area networks* Memory encryption ==== Building Software ====* Configuration Systems** make-based systems*** [https://www.gnu.org/software/automake/manual/html_node/index.html#Top The GNU Build System: autotools, autoconf, automake]*** Configuration name ("triplet") -- ''cpu-manufacturer-operatingSystem'' or ''cpu-manufacturer-kernel-operatingSystem''**** config.guess and config.sub*** CMake*** qmake*** Meson*** iMake and Others** Non-make-based systems*** Apache Ant*** Apache Maven*** Qt Build System* Building in the Source Tree vs. Building in a Parallel Tree** Pros and Cons** [https://www.gnu.org/software/automake/manual/html_node/VPATH-Builds.html#VPATH-Builds GNU automake ''vpath'' builds]* Installing and Testing in non-system directories** Configuring installation to a non-standard directory*** Running <code>configure</code> with <code>--prefix</code>*** Running <code>make install</code> such as a non-root user*** DESTDIR variable for <code>make install</code>** Runtime environment variables:*** PATH*** LD_LIBRARY_PATH and LD_PRELOAD (see the [http://man796boards.org/linux/man-pages/man8/ld.so.8.html ld.so manpage96Boards])** Security when running software*** Device access**** Opening a TCP/IP HiKey or UDP/IP port below 1024**** Accessing a <code>/dev</code> device entry***** Root permission***** Group permission*** SELinux Type Enforcement**** Enforcement mode***** View enforcement mode: <code>getenforce</code>***** Set enforcement mode: <code>setenforce</code>**** Changing policy***** [https://fedoraproject.org/wiki/SELinux/audit2why audit2why]***** [https://fedoraproject.org/wiki/SELinux/audit2why audit2allow] === Week 9: Class II ===* Portability Issues === Week 9 Deliverables ===* Blog about your project == Week 10 == === Week 10: Class I ===* Project hacking and discussion === Week 10 Deliverables ===* Blog about your project.* Note: March blogs are due Monday, April 2. Remember that the target is 1-2 posts/week, which is 4-8 posts/month. == Week 11 == === Week 11 - Class I ===* Project hacking and discussion === Week 11 - Class II ===* [[Compiler Intrinsics]]* Project discussion == Week 12 == === Week 12 - Class I ===* Class cancelled === Week 12 - Class II ===* Project hacking and discussion --><!-- ############################################################################################################################################################################################################################################################################################################################################################################################################################### == Week 6 == === Week 6 - Class II === * [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 6) == Week 7 == === Week 7 - Class I === Project discussion === Week 7 - Class II === Profiling === Week 7 Deliverables === Blog about your project. === Week 6 Deliverables === * Blog your results for the [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 6) -- be sure to include links to your code, detailed results, and your reflection on the lab. == Week x8 == === Week x8 - Class I === * Review* Plans for Remainder of Term === Week x8 - Class II === * [[Inline Assembly Language]]* [[SPO600 Inline Assembler Lab|Inline Assembler Lab]] (Lab 7) === Week x8 Deliverables === * Blog about your Lab 7 results  == Week x9 == === Week x9 - Class I === * Benchmarking and Profiling** Notes to follow === Week x9 - Class II === * [[Fall 2017 SPO600 Project]] === Week x9 Deliverables === * Start blogging about your project!   ################################################################################### === Week 2 - Class II === * [[SPO600 Assembler Lab|Assembly language lab]] (lab Raspberry Pi 3) === Week 2 Deliverables === * Blog your conclusion to the [[SPO600 Code Review Lab|Code Review Lab]] (Lab 1) == Week 3 == === Week 3 - Class I === * Continue group work on [[SPO600 Assembler Lab|Lab 3]]. === Week 3 - Class II === * [[SPO600 Compiled C Lab]] (Lab or 4) === Week 3 Deliverables === * Blog your conclusion to:** [[SPO600 Assembler Lab|Lab 3]]** [[SPO600 Compiled C Lab|Lab 4]] == Week 4 == === Week 4 - Class I === Software Optimization* [[Compiler Optimizations]]* [[Profile Guided Optimization]]* Algorithm Selection === Week 4 - Class II === * [[SPO600 Algorithm Selection Lab]] (Lab 5) === Week 4 Deliverables === * Blog about your Lab 5 results== Week 5 == === Week 5 - Class I === * Finish the [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] === Week 5 - Class II === * Introduction to Vector Processing/SIMD* [[SPO600 Vectorization Lab|Vectorization Lab]] (Lab 6) === Week 5 Deliverables === * Blog your results for the [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 5)* Blog your results for the [[SPO600 Vectorization Lab|Vectorization Lab]] (Lab 6)* For each of the above, be sure to include links to your code, detailed results, and your reflection on the lab. == Week 6 == === Week 6 - Class I ===* [[Inline Assembly Language]] -- often used for:*# Implementing a memory barrier*# Performing an [[Atomic Operation]]*#* '''Atomics''' are operations which must be completed in a single step (or appear to be completed in If you use a single step) without potential interruption.*#* Wikipedia has a good basic overview of the need for atomicity in the article on [http://en.wikipedia.org/wiki/Linearizability Linerarizability]*# Gaining performance (by accessing processor features not exposed by the high-level language being used (CPi, C++, ...))* [[SPO600 Inline Assembler Lab|Inline Assembler Lab]] (Lab 7) === Week 6 - Class II ===* [[SPO600 Inline Assembler Lab|Inline Assembler Lab]] (Lab 7) continued... === Week 6 Deliverables ===* Blog your Lab 7 results. == Week 7 == === Week 7 - Class I === ==== Overview/Review of Processor Operation ==== * Fetch-decode-dispatch-execute cycle* Pipelining* Branch Prediction* In-order vs. Out-of-order execution** Micro-ops ==== Memory Basics ==== * Organization of Memory** System organization** Process organization*** Text, data*** Stack*** Heap* Memory Speeds* Cache** Cache lookup** Cache synchronization and invalidation** Cache line size* Prefetch** Prefetch hinting ==== Memory Architecture ==== * Virtual Memory and Memory Management Units (MMUs)** General principles of VM and operation of MMUs** Memory protection*** Unmapped Regions*** Write Protection*** Execute Protection*** Privilege Levels** Swapping** Text sharing** Data sharing** Shared memory for Inter-Process Communication** Copy-on-Write (CoW)** Demand Loading** Memory mapped files ==== Memory Barriers ===='''Memory Barriers''' ensure that memory accesses are sequenced so that multiple threads, processes, cores, or IO devices see install a predictable view of memory.* Leif Lindholm provides an excellent explanation of memory barriers.** Blog series 64- I recommend this series, especially the introduction, as a very clear explanation of memory barrier issues.*** Part 1 - [http://community.arm.com/groups/processors/blog/2011/03/22/memory-access-ordering--an-introduction Memory Access Ordering - An Introduction]*** Part 2 - [http://community.arm.com/groups/processors/blog/2011/04/11/memory-access-ordering-part-2--barriers-and-the-linux-kernel Memory Access Ordering Part 2 - Barriers and the bit Linux Kernel]*** Part 3 - [http://community.arm.com/groups/processors/blog/2011/10/19/memory-access-ordering-part-3--memory-access-ordering-in-the-arm-architecture Memory Access Ordering Part 3 - Memory Access Ordering in the ARM Architecture]** Presentation at Embedded Linux Conference 2010 (Note: Acquire/Release in C++11 and ARMv8 aarch64 appeared after this presentation):*** [http://elinux.org/images/f/fa/Software_implications_memory_systems.pdf Slides]*** [http://free-electrons.com/pub/video/2010/elce/elce2010-lindholm-memory-450p.webm Video]* [http://www.rdrop.com/users/paulmck/scalability/paper/whymb.2010.07.23a.pdf Memory Barriers - A Hardware View for Software Hackers] - This is a highly-rated paper that explains memory barrier issues - as the title suggests, it is designed to describe the hardware origin of the problem to software developers. Despite the fact that operating system on it is an introduction to the topic, it is still very technical.* [http://infocenter.arm.com/help/index.jsp?topic=/com.arm.doc.faqs/ka14041.html ARM Technical Support Knowlege Article - In what situations might I need to insert memory barrier instructions?] - Note that there are some additional mechanisms present in ARMv8 aarch64, including Acquire/Release.* [https://www.kernel.org/doc/Documentation/memory-barriers.txt Kernel Documentation on Memory Barriers] - discusses the memory barrier issue generally, and the solutions used within the Linux kernel. This is part of the kernel documentation.* Acquire-Release mechanisms** [http://blogs.msdn.com/b/oldnewthing/archive/2008/10/03/8969397.aspx MSDN Blog Post] with not a very clear explanation of Acquire32-Release.** [http://preshing.com/20130922/acquire-and-release-fences/ Preshing on Programming post] with a good explanation.** [http://infocenter.arm.com/help/index.jsp?topic=/com.arm.doc.genc010197a/index.html ARMv8 Instruction Set Architecture Manual] (ARM InfoCentre registration required) - See the section on Acquire/Release and Load/Store, especially Load/Store Exclusive (e.g., LDREX) ==== The Future of Memory ==== * NUMA (on steroids!)* Non-volatile, byte-addressed main memory* Non-local memory* Memory encryption === Week 7 - Class II === * [[Winter 2017 SPO600 Project|Course Project]] === Week 7 Deliverables === * Blog your Lab 7 results, including the second part* (To be announced: Project Deliverables) == Week 8 == === Week 8 - Class I === * Project Discussions === Week 8 - Class II === * Project Presentation #0** Selected glibc function(s)** Plan of Action === Week 8 Deliverables === * Blog about your selected function(s) and project plan** Remember: You should be posting 1-2 times per week ################################################################################################################################################################################################################################################### == Week 3 == === Tuesday (Jan 26) === * Continue work on the [[SPO600 Assembler Lab|Assembly language lab]] (lab 3) === Friday (Jan 29) === * [[SPO600 Compiled C Lab|Compiled C lab]] (lab 4) === Week 3 Deliverables === * Blog about your [[SPO600 Assembler Lab|Assembly language lab]] (lab 3).* Blog about your [[SPO600 Compiled C Lab|Compiled C lab]] (lab 4) experience and results. Consider the optimizations and transformations that the compiler performed.* Remember that these posts (as all of your blog posts) will be marked both for communication (clarity, quality of writing (including grammar and spelling), formatting, use of links, completeness) and for content (lab completion and results). Your posts should contain both factual results as well as your reflections on the meaning of those results, the experience of performing the lab, and what you have learned.  '''Reminder:''' Blogs will be marked as they stand at the end of the month (Sunday). == Week 4 == === Tuesday (Feb 2) === Software Optimization* [[Compiler Optimizations]]* Algorithm Selection === Friday (Feb 5) === * [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 6) === Week 4 Deliverables === * Blog about your Lab 5 results. == Week 5 == === Tuesday (Feb 9) === * Finish the [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]]* Discussion of Benchmarking Challenges* Introduction to Vector Processing/SIMD === Friday (Feb 12) === * [[SPO600 Vectorization Lab|Vectorization Lab]] (Lab 6) === Week 5 Deliverables === * Blog your results for the [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab]] (Lab 5)* Blog your results for the [[SPO600 Vectorization Lab|Vectorization Lab]] (Lab 6)* For each of the above, be sure to include links to your code, detailed results, and your reflection on the lab. == Week 6 == === Tuesday (Feb 16) ===* Discussion of Memory Architecture === Friday (Feb 19) ===* [[Inline Assembly Language]] -- often used for:*# Implementing a memory barrier*# Performing an [[Atomic Operation]]*# Gaining performance (by accessing processor features not exposed by the high-level language being used (C, C++, ...))* [[SPO600 Inline Assembler Lab|Inline Assembler Lab]] (Lab 7) === Week 6 Deliverables ===* Blog your Lab 7 results. == Week 7 == === Tuesday (Feb 23) ===* Discussion of [[Winter 2016 SPO600 Compiler Options Presentation|Course Presentation]] assignment === Friday (Feb 26) ===* Discussion of the [[Winter 2016 SPO600 Project|Course Project]] === Week 7 Deliverables ===* Blog about your selected Presentation and Project topics. == Week 8 == [http://connect.linaro.org/bkk16/|Linaro Connect] - No classes. === Week 8 Deliverables === * Prepare for your Presentation* Work on your Project* Blog about what you're doing! == Week 9 == === Tuesday (Mar 14) === * [[Winter 2016 SPO600 Compiler Options Presentation|Presentations]] === Friday (Mar 18) === * [[Winter 2016 SPO600 Compiler Options Presentation|Presentations]] === Week 9 Deliverables === * Blog about your Presentation, incorporating any discussion or feedback during the presentation. == Week 10 == === Tuesday (Mar 22bit version) === * [[Winter 2016 SPO600 Project|Course Project]] - Stage I Updates === Week 10 Deliverables === * Blog your Stage I Updates. '''Important!''' - this will be used to assign your Stage I project mark! Include:** Which software package you are working on** Your experience building the software "out of the box" on x86_64 and AArch64 platforms** Baseline results (performance)** Which area of the software you will be working on and which approach you are going to take to optimizing the software...**# Improving the Build Instructions (e.g., compiler options), OR**# Changing the Software (substituting a different algorithm, or refactoring for better compiler optimization e.g., auto-vectorization), OR**# Adding Platform-Specific code for AArch64 == Week 11 == === Tuesday (Mar 29) === * Discussion & Hack Session === Thursday (Mar 31) === Reminder: '''Special Event:''' [https://www.eventbrite.ca/e/leadership-lunch-with-mike-shaver-engineer-director-for-facebook-tickets-23046621064 Leadership Lunch with Mike Shaver] === Friday (Apr 1) === * Discussion & Hack Session === Week 11 Deliverables === * Blog about your project work.  == Week 12 == === Tuesday (Apr 5) === * Discussion & Hack Session === Friday (Apr 8) === * Project Stage II Updates === Week 12 Deliverables === * Blog your Stage II Project Updates by '''Midnight, Sunday, Apr 10.''' Note that this will be used for your Stage II project mark (20%). == Week 13 == === Tuesday (Apr 12) === * Wrap-Up Discussion === Friday (Apr 15) === * Stage III Project Updates === Week 13 Deliverables === * Blog your Stage III Project Updates by Midnight on Thursday, April 21. * Complete ALL your blogging for this course by Midnight on Thursday, April 21. Make sure that you have included all of the labs, your presentation, and your project work. Remember that there should be at least 1-2 posts per week. Your blogging from April 1-April 21 will be used for your April communication mark. == Week 2 == === Tuesday (Sep 15) === {{Admon/tip|Bring Your Laptop|Classes are held in a [[Active Learning Classroom]]. If you have a laptop or other device with a VGA or HDMI output (such as a smartphone!) please bring it. You'll need either a local linux environment or an [[SSH]] client -- which is built-in to Linux, Mac, and Chromebook systems, and readily available for Windows, Android, and iOS devices.}} * [[SPO600 Compiled C Lab|Compiled C Lab (Lab 2)]]* Sheets from Last Week** Open Source Student Agreement === Friday (Sep 18) === * Introductions* [[Compiler Optimizations]]* Introduction to the [[Fall 2015 SPO600 Compiler Options Presentation|Compiler Options Presentation]] === Week 2 Deliverables === * Blog about your [[SPO600 Code Review Lab|Code Review Lab (Lab 1)]] and [[SPO600 Compiled C Lab|Lab 2]] experience and results. For lab 2, consider the optimizations and transformations that the compiler performed. Remember that these posts (as all of your blog posts) will be marked both for communication (clarity, quality of writing (including grammar and spelling), formatting, use of links, completeness) and for content (lab completion and results). Your posts should contain both factual results as well as your reflections on the meaning of those results, the experience of performing the lab, and what you have learned. == Week 3 == This week [[User:Chris Tyler|your professor]] is at [http://connect.linaro.org/sfo15/ Linaro Connect], an engineering conference run by [http://www.linaro.org Linaro] - a distributed not-for-profit collaborative technology company focused on Linux on ARM. * [[Fall 2015 SPO600 Compiler Options Presentation|Select and prepare to teach the class about two compiler options]]. === Week 3 Deliverables ===* Be prepared to give your [[Fall 2015 SPO600 Compiler Options Presentation|presentation]] on Tuesday of next week (September 29). == Week 4 == === Tuesday (Sep 29) ===* Presentations === Friday (Oct 2) ===* Presentations* Introduction to ARM64 hardware* [[SPO600 Algorithm Selection Lab|Algorithm Selection Lab (Lab 3)]] === Week 4 Deliverables ===* Blog your [[Fall 2015 SPO600 Compiler Options Presentation|presentation]], incorporating any feedback and Q&A input that was given during/after the presentation in class. == Week 5 == === Tuesday (Oct 6) ===* Class discussion/hacking on [[SPO600 Algorithm Selection Lab|Lab 3]]. === Friday (Oct 9) ===* More on Lab 3* Discussion of Benchmarking === Week 5 Deliverables ===* Blog your [[SPO600 Algorithm Selection Lab|Lab 3]] results. == Week 6 == === Tuesday (Oct 13) ===* Discussion of benchmarking** Control of variables*** Competition for system resources*** Repeatability* Planning for a Compiler Options Test Framework === Friday (Oct 16) ===* Compiler Options Framework** Divide write it up tasks** Start development === Week 6 Deliverables ===* Blog your recommendations for the test framework design.  == Week 7 == === Tuesday (Oct 20) ===* Build the [[SPO600 Framework Project|Compiler Options Test Framework]] === Friday (Oct 23) ===* Project selection** Your task over reading week: Become an expert in building your selected software, and then make it work with the [[SPO600 Framework Project|Compiler Options Test Framework]] === Week 7 Deliverables ===* Blog about the compiler options framework, and your work on that project.* Blog about your selected project. == Week 8 == === Tuesday (Nov 3) ===* No class scheduled - your [[User:Chris Tyler|prof]] is in Whitehorse, YK at an NSERC workshop.* Please work on your [[Fall 2015 SPO600 Course Project|project]], and be ready to present on Friday. === Friday (Nov 6) ===* Present your Stage I results for your [[Fall 2015 SPO600 Course Project|project]]. === Week 8 Deliverables === * Blog about your [[Fall 2015 SPO600 Course Project|stage I project results]]. This will be used to assign the first marks for your project. == Week 9 == === Tuesday (Nov 10) === * [[Computer Architecture]] overview (see also the [[:Category:Computer Architecture|Computer Architecture Category]]) === Friday (Nov 13) === * [[SPO600 Assembler Lab|Assembly language lab]] (lab 4) === Week 9 Deliverables === * Blog about your project progress (2+ posts per week).* Blog the [[SPO600 Assembler Lab|Assembly language lab]] -- include your results, a link to your source code, and your reflections on the experience.   == Week 10 == === Tuesday (Nov 17) ===* Discussion & Hack Session** [[SPO600 Assembler Lab|Assembly language lab (Lab 4) results]]** Testing Framework === Friday (Nov 20) ===* Hack session on the Testing Framework === Week 10 Deliverables ===* Blog about your project work* Blog about your Lab 5 results == Week 11 == === Tuesday (Nov 22) ===* SIMD and Vectorization* [[SPO600 Vectorization Lab|Vectorization Lab (Lab 6)]] === Friday (Nov 25) ===* Discussion of the State of the Framework* Hack Session === Week 11 Deliverables ===* Blog your [[SPO600 Vectorization Lab|Lab 6]] results. == Week 12 == === Tuesday (Dec 1) ===* Stage II Results - Brief Presentations === Friday (Dec 4) ===* '''No Class''' - Early start to Exam Week === Week 12 Deliverables ===* Blog about your Project Status - Stage II Results** Provide results for the various flag combinations you tested** Discuss the results, highlighting any anomalies == Final Deliverables ==* Blog about your Project Status - Stage III Results** Important: Incorporate any feedback on your Stage II results** Outline what you learned from your investigation into various combination of GCC flags** Discuss what the upstream projects should do based on these results** Communicate the results to the upstream project, if appropriate** Outline further investigation that should be undertaken* Blog a reflective blog post on the course** What you have learned** What you already knew** What was good or bad about the way the course proceeded]** How you might use this knowledge in the future* This is the last chance to submit any lab postings, etc.'''All blog postings must be in by Friday, December 18, at 11:59 pm to be included in the final grade.''' -->
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