nterprocess communication (IPC) is a set of programming interfaces that allow a programmer to coordinate activities among different program processes that can run concurrently in an operating system. This allows a program to handle many user requests at the same time. Since even a single user request may result in multiple processes running in the operating system on the user's behalf, the processes need to communicate with each other. The IPC interfaces make this possible. Each IPC method has its own advantages and limitations so it is not unusual for a single program to use all of the IPC methods.
IPC methods include pipes and named pipes; message queueing;semaphores; shared memory; and sockets.
The document discusses interprocess communication (IPC) methods including pipes, FIFOs, message queues, semaphores, and shared memory. It provides details on how each method works, such as how pipes allow one-way communication between related processes while FIFOs allow communication between unrelated processes. The document also summarizes the key System V IPC system calls for message queues, semaphores, and shared memory.
This document provides an overview of interprocess communication (IPC) structures. It discusses pipes, which allow for one-directional data flow between related processes using file descriptors. It also covers FIFOs which are similar to pipes but use pathnames and can be accessed by unrelated processes. The document outlines the main XSI IPC structures - message queues for communication via linked lists of messages, semaphores for controlling access to shared resources, and shared memory for processes to access the same memory region. It provides details on how each IPC structure is created, accessed, and removed in UNIX systems.
Linux System Programming - Buffered I/O YourHelper1
This document discusses buffered I/O in 3 parts:
1) Introduction to buffered I/O which improves I/O throughput by using buffers to handle speed mismatches between devices and applications. Buffers temporarily store data to reduce high I/O latencies.
2) User-buffered I/O where applications use buffers in user memory to minimize system calls and improve performance. Block sizes are important to align I/O operations.
3) Standard I/O functions like fopen(), fgets(), fputc() which provide platform-independent buffered I/O using file pointers and buffers. Functions allow reading, writing, seeking and flushing data to streams.
Play with FILE Structure - Yet Another Binary Exploit TechniqueAngel Boy
The document discusses exploiting the FILE structure in C programs. It provides an overview of how file streams and the FILE structure work. Key points include that the FILE structure contains flags, buffers, a file descriptor, and a virtual function table. It describes how functions like fopen, fread, and fwrite interact with the FILE structure. It then discusses potential exploitation techniques like overwriting the virtual function table or FILE's linked list to gain control of program flow. It notes defenses like vtable verification implemented in modern libc libraries.
Making Symfony Services async with RabbitMq (and more Symfony)Gaetano Giunta
This document discusses using RabbitMQ and Symfony to generate Microsoft Office documents asynchronously from XML content. Currently, using just LibreOffice is slow, unreliable, and does not scale well. The proposed solution is to use RabbitMQ with Symfony services to queue document generation jobs and process them in parallel with multiple worker processes. This improves performance, reliability and allows the process to scale. Some challenges that still need to be addressed are network security, throughput and determining if a existing solution could be used instead of a custom one.
This document discusses various methods of interprocess communication (IPC). It describes two main models of IPC - shared memory and message passing. Several IPC mechanisms are then explained in detail, including pipes, signals, semaphores, sockets, shared memory, message queues, and potential issues like deadlocks that can arise with improper synchronization.
nterprocess communication (IPC) is a set of programming interfaces that allow a programmer to coordinate activities among different program processes that can run concurrently in an operating system. This allows a program to handle many user requests at the same time. Since even a single user request may result in multiple processes running in the operating system on the user's behalf, the processes need to communicate with each other. The IPC interfaces make this possible. Each IPC method has its own advantages and limitations so it is not unusual for a single program to use all of the IPC methods.
IPC methods include pipes and named pipes; message queueing;semaphores; shared memory; and sockets.
The document discusses interprocess communication (IPC) methods including pipes, FIFOs, message queues, semaphores, and shared memory. It provides details on how each method works, such as how pipes allow one-way communication between related processes while FIFOs allow communication between unrelated processes. The document also summarizes the key System V IPC system calls for message queues, semaphores, and shared memory.
This document provides an overview of interprocess communication (IPC) structures. It discusses pipes, which allow for one-directional data flow between related processes using file descriptors. It also covers FIFOs which are similar to pipes but use pathnames and can be accessed by unrelated processes. The document outlines the main XSI IPC structures - message queues for communication via linked lists of messages, semaphores for controlling access to shared resources, and shared memory for processes to access the same memory region. It provides details on how each IPC structure is created, accessed, and removed in UNIX systems.
Linux System Programming - Buffered I/O YourHelper1
This document discusses buffered I/O in 3 parts:
1) Introduction to buffered I/O which improves I/O throughput by using buffers to handle speed mismatches between devices and applications. Buffers temporarily store data to reduce high I/O latencies.
2) User-buffered I/O where applications use buffers in user memory to minimize system calls and improve performance. Block sizes are important to align I/O operations.
3) Standard I/O functions like fopen(), fgets(), fputc() which provide platform-independent buffered I/O using file pointers and buffers. Functions allow reading, writing, seeking and flushing data to streams.
Play with FILE Structure - Yet Another Binary Exploit TechniqueAngel Boy
The document discusses exploiting the FILE structure in C programs. It provides an overview of how file streams and the FILE structure work. Key points include that the FILE structure contains flags, buffers, a file descriptor, and a virtual function table. It describes how functions like fopen, fread, and fwrite interact with the FILE structure. It then discusses potential exploitation techniques like overwriting the virtual function table or FILE's linked list to gain control of program flow. It notes defenses like vtable verification implemented in modern libc libraries.
Making Symfony Services async with RabbitMq (and more Symfony)Gaetano Giunta
This document discusses using RabbitMQ and Symfony to generate Microsoft Office documents asynchronously from XML content. Currently, using just LibreOffice is slow, unreliable, and does not scale well. The proposed solution is to use RabbitMQ with Symfony services to queue document generation jobs and process them in parallel with multiple worker processes. This improves performance, reliability and allows the process to scale. Some challenges that still need to be addressed are network security, throughput and determining if a existing solution could be used instead of a custom one.
This document discusses various methods of interprocess communication (IPC). It describes two main models of IPC - shared memory and message passing. Several IPC mechanisms are then explained in detail, including pipes, signals, semaphores, sockets, shared memory, message queues, and potential issues like deadlocks that can arise with improper synchronization.
Processes communicate through interprocess communication (IPC) using two main models: shared memory and message passing. Shared memory allows processes to access the same memory regions, while message passing involves processes exchanging messages through mechanisms like mailboxes, pipes, signals, and sockets. Common IPC techniques include semaphores, shared memory, message queues, and sockets that allow processes to synchronize actions and share data in both blocking and non-blocking ways. Deadlocks can occur if processes form a circular chain while waiting for resources held by other processes.
The document provides information about various components of an operating system including:
- The kernel acts as an interface between hardware and software, allocating resources and managing tasks.
- Operating systems support single/multi-user and single/multi-tasking capabilities.
- Linux is an open source, multi-user operating system based on the Unix kernel that is used widely today.
The document provides a summary of 15 lectures on operating systems topics:
1. The first few lectures introduce concepts like computer organization, boot process, need for an operating system, and basic OS definitions.
2. Later lectures cover additional OS concepts like multiprogramming, multitasking, multiprocessing, memory protection, and interrupts.
3. The document discusses process management topics like process states, context switching, scheduling, and inter-process communication using pipes.
Optimization Techniques at the I/O Forwarding LayerKazuki Ohta
Kazuki Ohta presented on optimization techniques for the I/O forwarding layer on leadership-class computing systems. The talk discussed (1) the growing imbalance between high compute performance and lower storage throughput, (2) challenges of millions of concurrent I/O clients, and (3) two proposed optimizations - out-of-order I/O pipelining and an I/O request scheduler. Evaluations on a Linux cluster and Blue Gene/P supercomputer showed performance improvements of 29.5-42% over standard I/O software stacks. Future work includes event-driven forwarding, collaborative caching, and evaluation on additional leadership systems.
PVFS is a parallel file system designed for Linux clusters that provides high-performance I/O. It has a client-server architecture with multiple I/O daemons on separate nodes storing striped portions of files. Performance tests showed read/write bandwidths increasing linearly with I/O nodes and leveling off, reaching over 600 MB/s with Myrinet. Future work includes improving fast ethernet scalability and using additional communication mechanisms beyond TCP.
- OpenMP provides compiler directives and library calls to incrementally parallelize applications for shared memory multiprocessor systems. It works by allowing the master thread to spawn worker threads to perform work concurrently using directives like parallel and parallel do.
- Variables in OpenMP can be shared, private, or reduction. Shared variables are accessible by all threads while private variables have a separate copy for each thread. Reduction variables are used to combine values across threads.
- Synchronization is needed to coordinate thread access and ensure correct results. The barrier directive synchronizes threads at the end of parallel regions.
Linux is a family of open-source Unix-like operating systems based on the Linux kernel, an operating system kernel first released on September 17, 1991, by Linus Torvalds. Linux is typically packaged in a Linux distribution.
in this presentation, we will show you a short description of the Linux/Unix.
I hope you guys enjoy it.
----------------------------------------------------------------------------------------------------
Who Saurabh Upadhyay?
Experienced Technical Support Engineer with a demonstrated history of 2 years working in the Technical field.
Have hands-on experience in System Support, Remote Support, Network Support. Strong engineering professional with a Bachelor of Technology (B.Tech.) majoring in Computer Science and Engineering from Dr.APJ Abdul Kalam Technical University.
Working with files (concepts/pseudocode/python)FerryKemperman
The document discusses working with files in software, including reading from and writing to files, different file formats, text files specifically, and provides pseudocode and Python code examples for opening, writing, reading, and closing files. It also covers end-of-line and end-of-file markers that are important for properly reading and writing text files.
The document provides an overview of parallel programming using MPI and OpenMP. It discusses key concepts of MPI including message passing, blocking and non-blocking communication, and collective communication operations. It also covers OpenMP parallel programming model including shared memory model, fork/join parallelism, parallel for loops, and shared/private variables. The document is intended as lecture material for an introduction to high performance computing using MPI and OpenMP.
The document discusses various inter-process communication (IPC) mechanisms in Linux including pipes, FIFOs, messages, shared memory, and sockets. It provides detailed explanations of how pipes and FIFOs are implemented in the Linux kernel, including how they are created, read from, and written to via system calls. It also summarizes the use of System V IPC features like semaphores, messages, and shared memory for communication between processes.
The document discusses various inter-process communication (IPC) mechanisms in Linux including pipes, FIFOs, messages, shared memory, and sockets. It provides detailed explanations of how pipes and FIFOs are implemented in the Linux kernel, including how they are created, read from, and written to via system calls. It also summarizes the use of System V IPC features like semaphores, messages, and shared memory for communication between processes.
This document discusses file processing and input/output (I/O) in C++. It covers opening and reading from input files, processing the data, writing output to output files, and closing the files. Key points include:
1) The fstream library is used for file I/O, with ifstream for input and ofstream for output. Open is used to connect the file streams to external files.
2) A while loop processes records from the input file by reading values, calculating output, and writing to the output file until the end of file is reached.
3) Constructors initialize file stream objects, and can be overloaded. Do-while loops are not suitable for file processing due
Anton Mishchuk - Multi-language FBP with FlowexElixir Club
This document discusses flow-based programming (FBP) and the Flowex library for implementing FBP in Elixir. It introduces FBP concepts like modeling applications as graphs of independent processes exchanging data. Flowex builds on GenStage to implement FBP using Elixir processes. It allows defining reusable component modules and controlling parallelism. The document also discusses tools for running external programs from Elixir using Erlang ports and provides a multi-language example using Ruby, Python and shell components in a Flowex pipeline.
OpenMP is an application programming interface that supports multi-platform shared memory parallel programming in C/C++ and Fortran. The OpenMP API was first released in 1997 with specifications for Fortran and later expanded to include C/C++. Version 3.0 of OpenMP, released in 2008, introduced tasks and task constructs to the API. OpenMP uses compiler directives to define parallel regions that can be executed concurrently by multiple threads, allowing for nested parallelism. It supports dynamic allocation of threads but leaves input/output and memory consistency handling to the programmer.
The document provides information on Java APIs, IO packages, streams, serialization, networking and TCP sockets. It defines that an API allows communication between programs, Java IO handles input/output through streams, and common IO classes include FileInputStream, FileOutputStream. Networking concepts covered include sockets, ports, IP addresses and protocols like TCP. TCP sockets in Java use Socket and ServerSocket classes.
The document discusses various topics related to open source software and the Linux operating system. It begins by defining open source software and listing some examples of open source programs. It then discusses the history and development of Linux, from its origins in 1991 to its current usage. The rest of the document covers Linux distributions, features, kernel functions, process management, input/output handling, memory management, and advantages of the Linux operating system.
This document discusses files in C language, including the basics of files, types of files, creating and reading/writing to files, and streams associated with files. It explains that a file is a collection of bytes stored on a disk that represents a sequence of data. There are two main types of files - binary and text. Binary files store raw data while text files store character data. The document outlines various functions for opening, closing, reading, and writing to files, as well as different modes for accessing files. It also discusses text and binary streams, which refer to the flow of data to and from files, and associated data types and flags in C.
Webinar: Designing a schema for a Data WarehouseFederico Razzoli
Are you new to data warehouses (DWH)? Do you need to check whether your data warehouse follows the best practices for a good design? In both cases, this webinar is for you.
A data warehouse is a central relational database that contains all measurements about a business or an organisation. This data comes from a variety of heterogeneous data sources, which includes databases of any type that back the applications used by the company, data files exported by some applications, or APIs provided by internal or external services.
But designing a data warehouse correctly is a hard task, which requires gathering information about the business processes that need to be analysed in the first place. These processes must be translated into so-called star schemas, which means, denormalised databases where each table represents a dimension or facts.
We will discuss these topics:
- How to gather information about a business;
- Understanding dictionaries and how to identify business entities;
- Dimensions and facts;
- Setting a table granularity;
- Types of facts;
- Types of dimensions;
- Snowflakes and how to avoid them;
- Expanding existing dimensions and facts.
Main news related to the CCS TSI 2023 (2023/1695)Jakub Marek
An English 🇬🇧 translation of a presentation to the speech I gave about the main changes brought by CCS TSI 2023 at the biggest Czech conference on Communications and signalling systems on Railways, which was held in Clarion Hotel Olomouc from 7th to 9th November 2023 (konferenceszt.cz). Attended by around 500 participants and 200 on-line followers.
The original Czech 🇨🇿 version of the presentation can be found here: https://www.slideshare.net/slideshow/hlavni-novinky-souvisejici-s-ccs-tsi-2023-2023-1695/269688092 .
The videorecording (in Czech) from the presentation is available here: https://youtu.be/WzjJWm4IyPk?si=SImb06tuXGb30BEH .
More Related Content
Similar to Process Communication IPC in LINUX Environments
Processes communicate through interprocess communication (IPC) using two main models: shared memory and message passing. Shared memory allows processes to access the same memory regions, while message passing involves processes exchanging messages through mechanisms like mailboxes, pipes, signals, and sockets. Common IPC techniques include semaphores, shared memory, message queues, and sockets that allow processes to synchronize actions and share data in both blocking and non-blocking ways. Deadlocks can occur if processes form a circular chain while waiting for resources held by other processes.
The document provides information about various components of an operating system including:
- The kernel acts as an interface between hardware and software, allocating resources and managing tasks.
- Operating systems support single/multi-user and single/multi-tasking capabilities.
- Linux is an open source, multi-user operating system based on the Unix kernel that is used widely today.
The document provides a summary of 15 lectures on operating systems topics:
1. The first few lectures introduce concepts like computer organization, boot process, need for an operating system, and basic OS definitions.
2. Later lectures cover additional OS concepts like multiprogramming, multitasking, multiprocessing, memory protection, and interrupts.
3. The document discusses process management topics like process states, context switching, scheduling, and inter-process communication using pipes.
Optimization Techniques at the I/O Forwarding LayerKazuki Ohta
Kazuki Ohta presented on optimization techniques for the I/O forwarding layer on leadership-class computing systems. The talk discussed (1) the growing imbalance between high compute performance and lower storage throughput, (2) challenges of millions of concurrent I/O clients, and (3) two proposed optimizations - out-of-order I/O pipelining and an I/O request scheduler. Evaluations on a Linux cluster and Blue Gene/P supercomputer showed performance improvements of 29.5-42% over standard I/O software stacks. Future work includes event-driven forwarding, collaborative caching, and evaluation on additional leadership systems.
PVFS is a parallel file system designed for Linux clusters that provides high-performance I/O. It has a client-server architecture with multiple I/O daemons on separate nodes storing striped portions of files. Performance tests showed read/write bandwidths increasing linearly with I/O nodes and leveling off, reaching over 600 MB/s with Myrinet. Future work includes improving fast ethernet scalability and using additional communication mechanisms beyond TCP.
- OpenMP provides compiler directives and library calls to incrementally parallelize applications for shared memory multiprocessor systems. It works by allowing the master thread to spawn worker threads to perform work concurrently using directives like parallel and parallel do.
- Variables in OpenMP can be shared, private, or reduction. Shared variables are accessible by all threads while private variables have a separate copy for each thread. Reduction variables are used to combine values across threads.
- Synchronization is needed to coordinate thread access and ensure correct results. The barrier directive synchronizes threads at the end of parallel regions.
Linux is a family of open-source Unix-like operating systems based on the Linux kernel, an operating system kernel first released on September 17, 1991, by Linus Torvalds. Linux is typically packaged in a Linux distribution.
in this presentation, we will show you a short description of the Linux/Unix.
I hope you guys enjoy it.
----------------------------------------------------------------------------------------------------
Who Saurabh Upadhyay?
Experienced Technical Support Engineer with a demonstrated history of 2 years working in the Technical field.
Have hands-on experience in System Support, Remote Support, Network Support. Strong engineering professional with a Bachelor of Technology (B.Tech.) majoring in Computer Science and Engineering from Dr.APJ Abdul Kalam Technical University.
Working with files (concepts/pseudocode/python)FerryKemperman
The document discusses working with files in software, including reading from and writing to files, different file formats, text files specifically, and provides pseudocode and Python code examples for opening, writing, reading, and closing files. It also covers end-of-line and end-of-file markers that are important for properly reading and writing text files.
The document provides an overview of parallel programming using MPI and OpenMP. It discusses key concepts of MPI including message passing, blocking and non-blocking communication, and collective communication operations. It also covers OpenMP parallel programming model including shared memory model, fork/join parallelism, parallel for loops, and shared/private variables. The document is intended as lecture material for an introduction to high performance computing using MPI and OpenMP.
The document discusses various inter-process communication (IPC) mechanisms in Linux including pipes, FIFOs, messages, shared memory, and sockets. It provides detailed explanations of how pipes and FIFOs are implemented in the Linux kernel, including how they are created, read from, and written to via system calls. It also summarizes the use of System V IPC features like semaphores, messages, and shared memory for communication between processes.
The document discusses various inter-process communication (IPC) mechanisms in Linux including pipes, FIFOs, messages, shared memory, and sockets. It provides detailed explanations of how pipes and FIFOs are implemented in the Linux kernel, including how they are created, read from, and written to via system calls. It also summarizes the use of System V IPC features like semaphores, messages, and shared memory for communication between processes.
This document discusses file processing and input/output (I/O) in C++. It covers opening and reading from input files, processing the data, writing output to output files, and closing the files. Key points include:
1) The fstream library is used for file I/O, with ifstream for input and ofstream for output. Open is used to connect the file streams to external files.
2) A while loop processes records from the input file by reading values, calculating output, and writing to the output file until the end of file is reached.
3) Constructors initialize file stream objects, and can be overloaded. Do-while loops are not suitable for file processing due
Anton Mishchuk - Multi-language FBP with FlowexElixir Club
This document discusses flow-based programming (FBP) and the Flowex library for implementing FBP in Elixir. It introduces FBP concepts like modeling applications as graphs of independent processes exchanging data. Flowex builds on GenStage to implement FBP using Elixir processes. It allows defining reusable component modules and controlling parallelism. The document also discusses tools for running external programs from Elixir using Erlang ports and provides a multi-language example using Ruby, Python and shell components in a Flowex pipeline.
OpenMP is an application programming interface that supports multi-platform shared memory parallel programming in C/C++ and Fortran. The OpenMP API was first released in 1997 with specifications for Fortran and later expanded to include C/C++. Version 3.0 of OpenMP, released in 2008, introduced tasks and task constructs to the API. OpenMP uses compiler directives to define parallel regions that can be executed concurrently by multiple threads, allowing for nested parallelism. It supports dynamic allocation of threads but leaves input/output and memory consistency handling to the programmer.
The document provides information on Java APIs, IO packages, streams, serialization, networking and TCP sockets. It defines that an API allows communication between programs, Java IO handles input/output through streams, and common IO classes include FileInputStream, FileOutputStream. Networking concepts covered include sockets, ports, IP addresses and protocols like TCP. TCP sockets in Java use Socket and ServerSocket classes.
The document discusses various topics related to open source software and the Linux operating system. It begins by defining open source software and listing some examples of open source programs. It then discusses the history and development of Linux, from its origins in 1991 to its current usage. The rest of the document covers Linux distributions, features, kernel functions, process management, input/output handling, memory management, and advantages of the Linux operating system.
This document discusses files in C language, including the basics of files, types of files, creating and reading/writing to files, and streams associated with files. It explains that a file is a collection of bytes stored on a disk that represents a sequence of data. There are two main types of files - binary and text. Binary files store raw data while text files store character data. The document outlines various functions for opening, closing, reading, and writing to files, as well as different modes for accessing files. It also discusses text and binary streams, which refer to the flow of data to and from files, and associated data types and flags in C.
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Webinar: Designing a schema for a Data WarehouseFederico Razzoli
Are you new to data warehouses (DWH)? Do you need to check whether your data warehouse follows the best practices for a good design? In both cases, this webinar is for you.
A data warehouse is a central relational database that contains all measurements about a business or an organisation. This data comes from a variety of heterogeneous data sources, which includes databases of any type that back the applications used by the company, data files exported by some applications, or APIs provided by internal or external services.
But designing a data warehouse correctly is a hard task, which requires gathering information about the business processes that need to be analysed in the first place. These processes must be translated into so-called star schemas, which means, denormalised databases where each table represents a dimension or facts.
We will discuss these topics:
- How to gather information about a business;
- Understanding dictionaries and how to identify business entities;
- Dimensions and facts;
- Setting a table granularity;
- Types of facts;
- Types of dimensions;
- Snowflakes and how to avoid them;
- Expanding existing dimensions and facts.
Main news related to the CCS TSI 2023 (2023/1695)Jakub Marek
An English 🇬🇧 translation of a presentation to the speech I gave about the main changes brought by CCS TSI 2023 at the biggest Czech conference on Communications and signalling systems on Railways, which was held in Clarion Hotel Olomouc from 7th to 9th November 2023 (konferenceszt.cz). Attended by around 500 participants and 200 on-line followers.
The original Czech 🇨🇿 version of the presentation can be found here: https://www.slideshare.net/slideshow/hlavni-novinky-souvisejici-s-ccs-tsi-2023-2023-1695/269688092 .
The videorecording (in Czech) from the presentation is available here: https://youtu.be/WzjJWm4IyPk?si=SImb06tuXGb30BEH .
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- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
In this presentation, van Emden covers the basics of scaling edge AI solutions using the Nx tool kit. He emphasizes the process of developing AI models and deploying them globally. He also showcases the conversion of AI models and the creation of effective edge AI pipelines, with a focus on pre-processing, model conversion, selecting the appropriate inference engine for the target hardware and post-processing.
van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
2. Introduction:
• IPC Stands for Inter Process Communication.
• The term describes different ways of message passing between
different processes that are running on the same operating system.
3. Different forms of IPC
pipes(half duplex)
FIFOs(named pipes)
stream pipes(full duplex)
named stream pipes
message queues
semaphores
shared memory
on the same host
sockets
streams
On different host
4. Persistence of IPC objects:
• We can define the persistence of any type of IPC as long as an object of that type
remains an existence.
• A process-persistent IPC object
• A kernel-persistent IPC object
• A file system-persistent IPC object
5. Pipes:
•
It is the main form of IPC on all UNIX implementations
It is also the oldest form of UNIX IPC
The most commonly used form of IPC
• limitations
• half-duplex
• one-way communication channel
• used only between processes those have a common ancestor (related
processes).
6.
7. • When a two-way flow of data is desired, we must create two
pipes and use one for each direction. The actual steps are as
follows:
• 1. create pipe 1 (fd1[0] and fd2[1]), create pipe 2
• (fd2[0] and fd1[1]),
• 2. fork,
• 3. parent closes read end of pipe 1 (fd1[0]),
• 4. parent closes write end of pipe 2 (fd2[1]),
• 5. child doses write end of pipe 1 (fd1[1]),
• 6. child closes read end of pipe 2 (fd2[0]).
8. • Example:
The main function creates two pipes and forks a child.
The client then runs in the parent process and the server runs in the child process.
The first pipe is used to send the pathname from the client to the server.
The second pipe is used to send the contents of that file (or an error message)
from the server to the client.
9. FIFO:
• The biggest disadvantage of pipes is that they can be used only
between processes that have a parent process in common
• Two unrelated processes cannot create a pipe between them and use
it for IPC
• FIFO stands for first in, first out, and a Unix FIFO is similar to a pipe.
• It is a one-way (half-duplex) flow of data.
• But unlike pipes, a FIFO has a pathname associated with it, allowing
unrelated processes to access a single FIFO. FIFOs are also called
named pipes.
• A FIFO is created by the mkfifo function.
10. • The pathname is a normal Unix pathname, and this is the name of the
FIFO.
• The mode argument specifies the file permission bits, similar to the
second argument to open.
• The mkfifo function implies O_CREAT | O_EXCL.
• That is, it creates a new FIFO or returns an error of EEXIST if the
named FIFO already exists.
• If the creation of a new FIFO is not desired, call open instead of
mkfifo.
• To open an existing FIFO or create a new FIFO if it does not already
exist, call mkfifo, check for an error of EEXIST, and if this occurs, call
open instead.
11. • Once a FIFO is created, it must be opened for reading or
writing, using either the open function, or one of the
standard I/O open functions such as fopen.
• A FIFO must be opened either read-only or write-only.
• It must not be opened for read-write, because a FIFO is half-
duplex.
• A write to a pipe or FIFO always appends the data, and a
read always returns what is at the beginning of the pipe or
FIFO.
• If lseek is called for a pipe or FIFO, the error ESPIPE is
returned.
12. • Create two FIFOs:
• Two FIFOs are created in the / tmp file system.
• We call fork, the child calls our server function and the parent calls
our client function.
• Before executing these calls, the parent opens the first FIFO for
writing and the second FIFO for reading, and the child opens the first
FIFO for reading and the second FIFO for writing.
13. • To create and open a pipe requires one call to pipe. To create
and open a FIFO requires one call to mkfifo followed by a call
to open.
• A pipe automatically disappears on its last close. A FIFOs
name is deleted from the file system only by calling unlink.