This document discusses various techniques for optimizing code on ARM processors, including using conditional instructions, benchmarking with cycle counts, utilizing hardware features like multiplication and DMA, choosing optimal data structures and algorithms, and using mutexes and exclusive monitors for thread synchronization. Some key points covered are using bitwise operations instead of shifts/masks when possible, structs for packing data efficiently in memory, and preferring to reuse existing libraries over reimplementing functionality.
Machine-Independent Optimizations: The Principal Sources of Optimization, Introduction to Data-Flow Analysis, Foundations of Data-Flow Analysis, Constant Propagation, Partial Redundancy Elimination, Loops in Flow Graphs
Machine-Independent Optimizations: The Principal Sources of Optimization, Introduction to Data-Flow Analysis, Foundations of Data-Flow Analysis, Constant Propagation, Partial Redundancy Elimination, Loops in Flow Graphs
Multi Layered Perception is a very important chapter in applied Machine Learning using Python course of Handson School of Data Science Management and Technology.
This produced by straight forward compiling algorithms made to run faster or less space or both. This improvement is achieved by program transformations that are traditionally called optimizations.compiler that apply-code improving transformation are called optimizing compilers.
A microprocessor is an electronic component that is used by a computer to do its work. It is a central processing unit on a single integrated circuit chip containing millions of very small components including transistors, resistors, and diodes that work together.
Elementary Parallel Algorithm - Sum of n numbers on Hypercube, Shuffle Exchange and Mesh SIMD computers, UMA multiprocessors, Broadcasting and pre-fix sum on multicomputer.
Object-Oriented Design: Multiple inheritance (C++ and C#)Adair Dingle
Software Design provides options for structural relationships, such as composition vs. inheritance. Each such option defines malleable and stable characteristics of class dependencies and interface provisions. Software designers must evaluate the short- and long-term costs and benefits of design decisions, such as the simulation of inheritance with composition.
SPI is a serial bus standard established by Motorola and supported in silicon products from various manufacturers.
It is a synchronous serial data link that operates in full duplex (signals carrying data go in both directions simultaneously).
Devices communicate using a master/slave relationship, in which the master initiates the data frame. When the master generates a clock and selects a slave device, data may be transferred in either or both directions simultaneously.
Multi Layered Perception is a very important chapter in applied Machine Learning using Python course of Handson School of Data Science Management and Technology.
This produced by straight forward compiling algorithms made to run faster or less space or both. This improvement is achieved by program transformations that are traditionally called optimizations.compiler that apply-code improving transformation are called optimizing compilers.
A microprocessor is an electronic component that is used by a computer to do its work. It is a central processing unit on a single integrated circuit chip containing millions of very small components including transistors, resistors, and diodes that work together.
Elementary Parallel Algorithm - Sum of n numbers on Hypercube, Shuffle Exchange and Mesh SIMD computers, UMA multiprocessors, Broadcasting and pre-fix sum on multicomputer.
Object-Oriented Design: Multiple inheritance (C++ and C#)Adair Dingle
Software Design provides options for structural relationships, such as composition vs. inheritance. Each such option defines malleable and stable characteristics of class dependencies and interface provisions. Software designers must evaluate the short- and long-term costs and benefits of design decisions, such as the simulation of inheritance with composition.
SPI is a serial bus standard established by Motorola and supported in silicon products from various manufacturers.
It is a synchronous serial data link that operates in full duplex (signals carrying data go in both directions simultaneously).
Devices communicate using a master/slave relationship, in which the master initiates the data frame. When the master generates a clock and selects a slave device, data may be transferred in either or both directions simultaneously.
Protocol layers are a hierarchical model of network or communication functions. The divisions of the hierarchy are referred to as layers or levels, with each layer performing a specific task. In addition, each protocol layer obtains services from the protocol layer below it and performs services for the protocol layer above it. The Bluetooth system divides communication functions into protocol layers.
The Bluetooth system consists of many existing protocols that are directly used or have been adapted to the specific use of the Bluetooth system. Protocols are often divided into groups that are used for different levels of communication (a protocol stack). Lower level protocols (such as protocols that are used to manage a radio link between specific points) are only used to create, manage, and disconnect transmission between specific points. Mid-level protocols (such as transmission control protocols) are used to create, manage, and disconnect a logical connection between endpoints that may have multiple link connections between them. High level protocols (application layer protocols) are used to launch, control, and close end-user applications.
Some of the layers associated with the Bluetooth system include the baseband layer (physical layer), link layer, host controller interface (HCI), logical link control applications protocol (L2CAP), RF Communications protocol (RFCOMM), Object Exchange (OBEX), and service discovery.
Coming up with optimized C program for Embedded Systems consist of multiple challenges. This presentation talks about various methods about optimizing C programs in Embedded environment. It also has some interesting tips, Do's and Dont's that will offer practical help for an Embedded programmer.
This ppt explains in brief what actually is arm processor and it covers the first 3 chapters of book "ARM SYSTEM DEVELOPERS GUIDE". The 3 chapters include the history,architecture,instruction set etc.
Lot of book tells about what is programming. Many also tell how to write a program, but very few cover the critical aspect of translating logic into a program. Specifically, in this fast paced industry, when you don't have time to think to program, this course comes really handy. It builds on the basics of programming, smooth sailing through the advanced nitty-gritty’s of the Advanced C language by translating logic to code
* What are Embedded Systems?
* C for Embedded Systems vs. Embedded C.
* Code Compilation process.
* Error types.
* Code Compilation using command line.
A brief overview of linux scheduler, context switch , priorities and scheduling classes as well as new features. Also provides an overview of preemption models in linux and how to use each model. all the examples are taken from http://www.discoversdk.com
Prometheus - Intro, CNCF, TSDB,PromQL,GrafanaSridhar Kumar N
https://www.youtube.com/playlist?list=PLAiEy9H6ItrKC5PbH7KiELiSEIKv3tuov
-What is Prometheus?
-Difference Between Nagios vs Prometheus
-Architecture
-Alertmanager
-Time series DB
-PromQL (Prometheus Query Language)
-Live Demo
-Grafana
Describe synchronization techniques used by programmers who develop .pdfexcellentmobiles
Describe synchronization techniques used by programmers who develop applications for
LUBUNTU (LINUX)
Solution
Concurrency and locking: Synchronization methods are necessary when the property of
concurrency exists. Concurrency exists when two or more processes execute over the same time
period and potentially interact with one another. The Linux kernel supports concurrency in both
modes. The kernel itself is dynamic, and race conditions can be created in a number of ways. The
Linux kernel also supports multiprocessing known as symmetric multiprocessing (SMP).
Concurrency can occur on uniprocessor (UP) hosts where multiple threads share the same CPU
and preemption creates race conditions. Preemption is sharing the CPU transparently by
temporarily pausing one thread to allow another to execute. A race condition occurs when two or
more threads manipulate a shared data item and the result depends upon timing of the execution.
Concurrency also exists in multiprocessor (MP) machines, where threads executing
simultaneously in each processor share the same data. Note that in the MP case there is true
parallelism because the threads execute simultaneously. In the UP case, parallelism is created by
preemption. The difficulties of concurrency exist in both modes.
To combat the issue of race conditions, the concept of a critical section was created. A critical
section is a portion of code that is protected against multiple access. This portion of code can
manipulate shared data or a shared service (such as a hardware peripheral). Critical sections
operate on the principle of mutual exclusion.
Race condition Situation where simultaneous manipulation of a resource by two or more threads
causes inconsistent results.
Critical section Segment of code that coordinates access to a shared resource.
Mutual exclusion Property of software that ensures exclusive access to a shared resource.
Deadlock Special condition created by two or more processes and two or more resource locks
that keep processes from doing productive work.
Linux synchronization methods
Now that you have a little theory under your belt and an understanding of the problem to be
solved, let\'s look at the various ways that Linux supports concurrency and mutual exclusion. In
the early days, mutual exclusion was provided by disabling interrupts, but this form of locking is
inefficient (even though you can still find traces of it in the kernel). This method also doesn\'t
scale well and doesn\'t guarantee mutual exclusion on other processors.
The atomic operators are ideal for situations where the data you need to protect is simple,
such as a counter. While simple, the atomic API provides a number of operators for a variety of
situations. Here\'s a sample use of the API.
To declare an atomic variable, you simply declare a variable of type atomic_t. This structure
contains a single int element. Next, you ensure that your atomic variable is initialized using the
ATOMIC_INIT symbolic constant. In the case .
These slides were presented during technical event at my organization. It focuses on overview to find a root cause of the unexpected system down events. It is mainly useful for Linux or Unix system administrators. Here, I tried to cover all aspects of the topic. It took me more than 2 hours to present these slides, but one can also cover these slides within short time-span. Gray background of slides is implemented to hide the company logo and to preserve the confidentially of private template. However, The Knowledge is not restricted :)
Understand and Harness the Capabilities of Intel® Xeon Phi™ ProcessorsIntel® Software
The second-generation Intel® Xeon Phi™ processor offers new and enhanced features that provide significant performance gains in modernized code. For this lab, we pair these features with Intel® Software Development Products and methodologies to enable developers to gain insights on application behavior and to find opportunities to optimize parallelism, memory, and vectorization features.
Developing Real-Time Systems on Application ProcessorsToradex
Guaranteeing real-time and deterministic behavior on SoC-based systems can be challenging. In this blog post, we offer three approaches to add real-time control to systems that use a SoC running a feature-rich OS such as Linux. https://www.toradex.com/blog/developing-real-time-systems-on-application-processors
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
4. 4
Benchmark using cycle count
Naive Approach:
Using cycle
count/systick/system time
difference, less is better.
QEMU doesn't have
systick, so can't be
emulated. Have to use real
hardware.
Commercial Approach
Use SDK/Development
Kit/Workbench, highly
emulated mcu. Very
expensive....
5. 5
Benchmark using cycle count
My Thoughts:
For low-end hardware, hardware is cheaper
than the commercial development tool, just
buy and plug it in. The best benchmark is to do
a REAL benchmark on hardware.
6. 6
Optimization Technique
Choose the best compilation option,
fully utilize the hardware (if
possible)
Hardware Multiplication and Division
DSP
FPU
DMA
Saturation
Thumb2 ISA
Hardware controller - Ethernet, Graphic,
SDIO, RTC, Encoder/Decoder, etc
7. 7
Optimization Technique
If the operation involve 2n, think again,
maybe bitwise operator can help
Multiplication x<<n = x*2^n
Division x >> n = x/2^n (Note, lose
precision)
Modulus x&(n-1) = x%2^n
Check is 2^n or not: x & (x-1) == 0
Swap (without using tmp):
– x ^= y; y ^= x; x ^= y;
8. 8
Optimization Technique (for C)
Pointer is your friend, learn it, use it! (Esp. in memory limited
environment)
Struct/Union is the best tool to pack data
– C99 support bitwise struct. (Older version can use bitwise shifting and
masking)
– Variable order is important, in memory and in files.
If many boolean variable is needed, consider using "flag"
implementation
#define can help to make better code readability, also can be used
to define macro
9. 9
Optimization Technique
Best Code Density != Best Code Performance
(most of the time)
Decide before start to develop
Again use the compilation option accordingly
10. 10
Optimization Technique
Algorithm is important, choose the one that
best fit your application.
Searching, Sorting, Random, Hashing, etc
Data Structure is more important!
But don't overkill, no need to use an indexed list, to
store 10 single-attribute item, a simple array will do.
11. 11
Optimization Technique
But sometimes overkill is good:
If the software need 128MB RAM, no harm giving
512MB (Memory is cheap, Time is expensive to debug).
Breathing room for further software modification.
A well structured program may not be needed for small
project, but program only grows bigger and bigger.
12. 12
Optimization Technique
Standards and Protocols are complicated, but
they're there for some reason.....
Well designed, implemented, and tested.
Compatible with other software/hardware.
13. 13
Optimization Technique
Don't reinvent the wheel, make the wheel
better.
Google/Stack Overflow is your friend, see how other
people implement and why.
If there's a (open source) library, why not use it?
14. 14
Mutex & ARM Exclusive Monitor
What is Mutex?
Mutual Exclusion - Make sure no more than one
concurrent process is in their critical section, so that
race condition will not occur. Mutex only have two
states -- "locked" and "unlocked".
15. 15
Mutex & ARM Exclusive Monitor
Mutex vs Binary Semaphore
Semaphore is to control access by multiple process to a common resource. Typical
producer-consumer problem can be solved using semaphore.
Binary semaphore is semaphore variable with only 0 or 1. Means only one process can
access the resource at the time. Then how is it different with mutex?
Mutex have a owner concept, only the process who locks it can unlocks it. But
semaphore doesn't, process A may be using the resource, and process B contain a
bug which "release" the resource it doesn't own, and process C will attempt to use it,
and causing concurrent access with process A.
16. 16
Mutex & ARM Exclusive Monitor
ARM Exclusive Monitor
Each processor that supports
exclusive accesses has a local
monitor. As the name indicate, "local
monitor" is to monitor the memory
which is local (shared and non-shared).
Whereas, "global monitor" is
to monitor shared memory. Access to
shared memory will be checked for
both local and global monitor.
17. 17
Mutex & ARM Exclusive Monitor
Since during "exclusive" state, access to the specific memory is
only done by one process/thread.
To enter the "exclusive" state, we must use LDREX, if we decided
to update the value, we use STREX to update the value and return
to the "open access" state; otherwise it is advisable that we use
CLREX to return to "open access" state without change any value.
If we attempt to use STREX during "open access" state, it will fail.
For safety purpose, it is necessary to check if an operation has
been succeeded.