This document provides a brief overview of concurrency concepts in Python, focusing on threading. It defines processes and threads, explaining that threads run within a process and can share resources, while processes are independent and communicate via interprocess communication. It discusses why to use concurrency for performance, responsiveness, and non-blocking behavior. It also covers the Global Interpreter Lock in Python and its implications for threading, and provides examples of creating and running threads.
The document discusses the NIO.2 API introduced in Java 7 for improved file I/O and asynchronous operations. It compares features before and after NIO.2, including file system walking, symbolic links, attributes, permissions, and change notifications. The key classes and interfaces of NIO.2 like Path, WatchService, and FileAttributeViews are presented along with examples of basic file operations, attributes handling and change watching.
Process Address Space: The way to create virtual address (page table) of user...Adrian Huang
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Process Address Space: The way to create virtual address (page table) of userspace application.
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
This document provides an overview of new features in NIO 2 and asynchronous I/O in Java. It discusses buffers, channels, selectors, file system APIs, file change notification, and asynchronous operations using futures and completion handlers. The key aspects covered include non-blocking I/O, readiness selection, file locking, memory mapping, and file attributes.
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Page cache mechanism in Linux kernel.
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
Virtual File System in Linux Kernel
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
Vmlinux: anatomy of bzimage and how x86 64 processor is bootedAdrian Huang
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This slide deck describes the Linux booting flow for x86_64 processors.
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This document discusses multi-threading in Java. It defines multi-processing and multi-threading, and explains that multi-threading allows multiple threads to execute simultaneously for faster program execution. The document covers the life cycle of a thread, how to create and name threads, set thread priority, and use sleep and join methods. It provides an example of a program that calculates the sum and product of two numbers using threads.
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Talk about how Linux kernel initializes the page table.
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A multithreaded program allows two or more parts of the same program, called threads, to run concurrently. Each thread defines a separate path of execution and threads are lightweight processes that can run independently and share resources such as memory. The document discusses thread creation in Java using the Thread class and Runnable interface, thread life cycle and states, thread priorities, synchronization, and interthread communication using wait(), notify(), and notifyAll() methods.
This document discusses various topics in bioinformatics and Biopython:
1. It introduces GitHub as a code hosting site and shows how to access a private GitHub repository.
2. It covers various Python control structures (if/else, while, for) and data structures (lists, dictionaries).
3. It provides examples of using Biopython to work with biological sequences, including translating DNA to protein, finding complements, and working with different genetic codes.
The document discusses multithreaded programming using Java threads. It covers topics such as defining threads in Java, thread states, accessing shared resources, synchronization, thread priorities, and concurrency models like master/worker, peer processing, and pipelines. Examples are provided to demonstrate creating and running multiple threads that extend the Thread class or implement the Runnable interface in Java.
The latest slide deck about Java NIO.2 from *instinctools Java developer Alexandr Brui. You can find here Java NIO.2 design, work with data, selector & channels, reading & writing and many more.
This document discusses various techniques for optimizing Core Data performance and memory usage. It covers topics like thread safety in Core Data, multithreading strategies using notifications or parent-child managed object contexts, different fetch request options like batch size and result type, using expressions and grouping for fetching, prefetching relationships, optimizing predicates by using numerical comparisons first and beginswith/endswith, and printing SQL logs for debugging.
The document provides an overview of core Java concepts including Abstract Windowing Toolkit (AWT), event handling, Swing, layout managers, and applets. It discusses AWT components like containers, windows, panels and frames. It also covers creating frames, setting buttons, and different approaches to event handling like within a class, with an outer class, or anonymously. The document reviews Swing components and hierarchies. It includes examples of creating Swing frames and using buttons, radio buttons, and displaying images on buttons.
The document discusses multithreaded programming in Python. It covers threads and the threading module, the difference between single-threaded and multithreaded execution, and provides an example of multithreading. Key points include that threads are lightweight processes that can run concurrently within a larger parent process and share resources like memory. The threading module provides higher-level thread management compared to the lower-level thread module.
The document provides examples of code snippets in C# to demonstrate various OOP concepts like inheritance, polymorphism, delegates, constructors, exception handling, file I/O, and adding a flash item to a website. It also explains XML and DTDs. The code snippets show how to implement inheritance by defining a base Shape class and derived Rectangle class, implement polymorphism by overloading a print method, use delegates to call methods, define default and parameterized constructors, handle exceptions, perform file read/write operations, and add a flash file to an HTML document. The explanation of XML covers internal and external DTD declarations to define document structure.
This document provides an overview of several Android development topics, including the Simple framework for serializing XML into Java objects, the Android process and thread model, AsyncTask for asynchronous operations, the Volley networking framework, and debugging using Eclipse. It describes the core components and best practices for each topic at a high level.
1. The document introduces several Boost libraries updated in version 1.44.0, including Property Tree for managing hierarchical data, Uuid for generating unique IDs, Range 2.0 for range algorithms and adapters, Filesystem v3 with improved support for non-English paths, Polygon for 2D geometry algorithms, and Meta State Machine for declaring state machines.
2. Property Tree allows loading and accessing data from XML, JSON, and INI files stored in a tree structure. Range 2.0 extends Boost.Range with range algorithms and adapters that can lazily adapt and compose ranges.
3. Meta State Machine is a new state machine library that directly specifies state transitions in a table, allowing declaration of
This document provides information about Python data types including tuples, sets, and dictionaries. It defines tuples as immutable lists that can be converted from and to lists using tuple() and list(). It describes sets as unordered collections of unique elements and set operations like union, intersection, and difference. Finally, it discusses dictionaries as unordered collections of key-value pairs that allow looking up values by key. It also covers dictionary methods for accessing items, keys, and values as well as adding, removing, and clearing items.
Python modules allow programmers to split code into multiple files for easier maintenance. A module is simply a Python file with a .py extension. The import statement is used to include modules. Modules can be organized into packages, which are directories containing an __init__.py file. Popular third party modules like ElementTree, Psyco, EasyGUI, SQLObject, and py.test make Python even more powerful.
This document summarizes a Python course on object-oriented programming and modules. Session 2 covers organizing and reusing code through scripts, classes, modules, and packages. It discusses importing modules and packages, the module search path, and using Eclipse with Python projects and modules.
Page cache mechanism in Linux kernel.
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
Virtual File System in Linux Kernel
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
Vmlinux: anatomy of bzimage and how x86 64 processor is bootedAdrian Huang
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This slide deck describes the Linux booting flow for x86_64 processors.
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
This document discusses multi-threading in Java. It defines multi-processing and multi-threading, and explains that multi-threading allows multiple threads to execute simultaneously for faster program execution. The document covers the life cycle of a thread, how to create and name threads, set thread priority, and use sleep and join methods. It provides an example of a program that calculates the sum and product of two numbers using threads.
Decompressed vmlinux: linux kernel initialization from page table configurati...Adrian Huang
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Talk about how Linux kernel initializes the page table.
Note: When you view the the slide deck via web browser, the screenshots may be blurred. You can download and view them offline (Screenshots are clear).
A multithreaded program allows two or more parts of the same program, called threads, to run concurrently. Each thread defines a separate path of execution and threads are lightweight processes that can run independently and share resources such as memory. The document discusses thread creation in Java using the Thread class and Runnable interface, thread life cycle and states, thread priorities, synchronization, and interthread communication using wait(), notify(), and notifyAll() methods.
This document discusses various topics in bioinformatics and Biopython:
1. It introduces GitHub as a code hosting site and shows how to access a private GitHub repository.
2. It covers various Python control structures (if/else, while, for) and data structures (lists, dictionaries).
3. It provides examples of using Biopython to work with biological sequences, including translating DNA to protein, finding complements, and working with different genetic codes.
The document discusses multithreaded programming using Java threads. It covers topics such as defining threads in Java, thread states, accessing shared resources, synchronization, thread priorities, and concurrency models like master/worker, peer processing, and pipelines. Examples are provided to demonstrate creating and running multiple threads that extend the Thread class or implement the Runnable interface in Java.
The latest slide deck about Java NIO.2 from *instinctools Java developer Alexandr Brui. You can find here Java NIO.2 design, work with data, selector & channels, reading & writing and many more.
This document discusses various techniques for optimizing Core Data performance and memory usage. It covers topics like thread safety in Core Data, multithreading strategies using notifications or parent-child managed object contexts, different fetch request options like batch size and result type, using expressions and grouping for fetching, prefetching relationships, optimizing predicates by using numerical comparisons first and beginswith/endswith, and printing SQL logs for debugging.
The document provides an overview of core Java concepts including Abstract Windowing Toolkit (AWT), event handling, Swing, layout managers, and applets. It discusses AWT components like containers, windows, panels and frames. It also covers creating frames, setting buttons, and different approaches to event handling like within a class, with an outer class, or anonymously. The document reviews Swing components and hierarchies. It includes examples of creating Swing frames and using buttons, radio buttons, and displaying images on buttons.
The document discusses multithreaded programming in Python. It covers threads and the threading module, the difference between single-threaded and multithreaded execution, and provides an example of multithreading. Key points include that threads are lightweight processes that can run concurrently within a larger parent process and share resources like memory. The threading module provides higher-level thread management compared to the lower-level thread module.
The document provides examples of code snippets in C# to demonstrate various OOP concepts like inheritance, polymorphism, delegates, constructors, exception handling, file I/O, and adding a flash item to a website. It also explains XML and DTDs. The code snippets show how to implement inheritance by defining a base Shape class and derived Rectangle class, implement polymorphism by overloading a print method, use delegates to call methods, define default and parameterized constructors, handle exceptions, perform file read/write operations, and add a flash file to an HTML document. The explanation of XML covers internal and external DTD declarations to define document structure.
This document provides an overview of several Android development topics, including the Simple framework for serializing XML into Java objects, the Android process and thread model, AsyncTask for asynchronous operations, the Volley networking framework, and debugging using Eclipse. It describes the core components and best practices for each topic at a high level.
1. The document introduces several Boost libraries updated in version 1.44.0, including Property Tree for managing hierarchical data, Uuid for generating unique IDs, Range 2.0 for range algorithms and adapters, Filesystem v3 with improved support for non-English paths, Polygon for 2D geometry algorithms, and Meta State Machine for declaring state machines.
2. Property Tree allows loading and accessing data from XML, JSON, and INI files stored in a tree structure. Range 2.0 extends Boost.Range with range algorithms and adapters that can lazily adapt and compose ranges.
3. Meta State Machine is a new state machine library that directly specifies state transitions in a table, allowing declaration of
This document provides information about Python data types including tuples, sets, and dictionaries. It defines tuples as immutable lists that can be converted from and to lists using tuple() and list(). It describes sets as unordered collections of unique elements and set operations like union, intersection, and difference. Finally, it discusses dictionaries as unordered collections of key-value pairs that allow looking up values by key. It also covers dictionary methods for accessing items, keys, and values as well as adding, removing, and clearing items.
Python modules allow programmers to split code into multiple files for easier maintenance. A module is simply a Python file with a .py extension. The import statement is used to include modules. Modules can be organized into packages, which are directories containing an __init__.py file. Popular third party modules like ElementTree, Psyco, EasyGUI, SQLObject, and py.test make Python even more powerful.
This document summarizes a Python course on object-oriented programming and modules. Session 2 covers organizing and reusing code through scripts, classes, modules, and packages. It discusses importing modules and packages, the module search path, and using Eclipse with Python projects and modules.
This document discusses Python packages, modules, and the use of the __init__.py file to define packages. It explains that packages allow for hierarchical structuring of modules using dot notation to avoid name collisions. Creating a package only requires making a directory with an __init__.py file and modules. The __init__.py file can initialize package-level data and automatically import modules. Importing from packages works similarly to modules but uses additional dot notation to separate packages from subpackages.
Modules in Python allow organizing classes into files to make them available and easy to find. Modules are simply Python files that can import classes from other modules in the same folder. Packages allow further organizing modules into subfolders, with an __init__.py file making each subfolder a package. Modules can import classes from other modules or packages using either absolute or relative imports, and the __init__.py can simplify imports from its package. Modules can also contain global variables and classes to share resources across a program.
Python uses modules, packages, and libraries to organize code. A module is a .py file containing functions, classes, and variables. Related modules are grouped into packages, which are directories containing an __init__.py file. Libraries are collections of packages that provide specific functionality. The Python standard library includes common modules like math and random. Modules can be imported and used to reuse code in other files or packages.
Effective Python Package Management [PyCon Canada 2017]Devon Bernard
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This talk showcases various example scenarios around the ins/outs of managing Python packages. Scenarios range from intra-package problems of how to build a package, inter-package problems of how to connect packages, to general usage/environment/setup problems that developers have a hard time debugging. For each of these scenarios, I'll highlight the pros/cons, best practices, and how to overcome the issues developers commonly face.
Some examples: - installing packages from public, local file system, git (ssh + https), and how this affects deployment procedures - handling systems with multiple Python versions or package managers - how app structures and imports can affect testability - relative vs absolute imports - virtual environments - setup scripts - package versioning (why, when, how) - how new code changes could not be taking effect (old .pyc files, or updated import not catching) - handling sub-packages/dependencies that utilize parent configuration files - working with PYTHONPATH - executing python as modules or scripts
Talk presented on Nov 18, 2017 at PyCon Canada 2017.
Python modules allow code reuse and organization. A module is a Python file with a .py extension that contains functions and other objects. Modules can be imported and their contents accessed using dot notation. Modules have a __name__ variable that is set to the module name when imported but is set to "__main__" when the file is executed as a script. Packages are collections of modules organized into directories, with each directory being a package. The Python path defines locations where modules can be found during imports.
How to Build a Module in Odoo 15 Scaffold MethodCeline George
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Scaffolding is the way of building a skeleton structure for a module in Odoo. Using Odoo scaffolding we can create the module structure automatically. It saves much of our effort in creating a module manually. This slide lets us see how to use scaffolding in Odoo development.
Modules allow the organization of Python code into sharable files. A module is a Python file with a .py extension that contains definitions and statements. The module's contents can be imported into other modules using the import statement. Modules can contain functions, variables, classes and other code that can then be accessed using the module name. Modules are searched for using the module search path which includes the current directory and directories specified in PYTHONPATH.
Modules allow grouping of related Python code into files that can be imported and used by other programs. Packages are groups of modules that provide related functionality and may depend on each other. Modules are designed to be imported while programs are designed to run. A module is imported using import statements and its contents can then be accessed using dot notation. Packages organize modules into directories and require an empty or initialization __init__.py file to be considered a package.
This document discusses Python functions and modules. It explains that functions are named blocks of code that perform computations, and modules allow code reuse through importing definitions from other files. It provides examples of defining functions, importing modules, and using built-in and user-defined functions. It also covers topics like function parameters, scopes, and default arguments.
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Choreo - The AI-Native Internal Developer Platform as a Service: OverviewWSO2
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Cypress Parallel Testing Tutorial: Speed Up Your Test Runs with EaseShubham Joshi
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Will Ai Eat the Industrial World? The End of Engineering as We Know itChristian Dahlen
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The fundamental question isn¡¯t 'what if' Agentic AI could make better engineering decisions than humans? It¡¯s when will Agentic AI make better decisions than humans.
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2. Agenda
1.Module Overview
2.How to import
3.Module have some feature like single-tone
4.Module search path
1. The site.py
2. Usecase of pth file
3. What's module
¡ñ The entity to aggregate following entities
¨C Functions
¨C Classes
¨C modules(nested)
¡ñ Multiple modules are aggregated by Package
¨C But There is no entity in the run-time of Python
¨C recognized as module to have special behavior
¨C The module to be recognized as package should
have __path__ attribute
5. How to import module
import module_name
module.methodA() #-> something happen
You can call function in module_name with
module_name.methodA
You can call function in module_name with methodA
from module_name as methodA
ModuleA() #-> something happen
7. The import sentence did roughly
1. Module Load
a. Try to search the module in cache
b. Read program and create module object
c. Cache it in sys.modules dictionaries
2. Bind namespace to current scope
a. Bind so name is associated with module
b. You can't use module until bind is done
8. The from-import did roughly
1. Module Load
a. Omit explanation due to same flow as import
2. Insert module to local variables
a. Prepare the variable
b. Insert the target (from hoge import hoge_func)
c. The target will be separated from module object
9. In other words
from mod import name1, name2
import mod
name1 = mod.name1
name2 = mod.name2
del mod
¡ü is equals to ¡ý
10. Module is like single-tone object
¡ñ Once module is loaded, that is cached in
sys.modules dictionaries.
sys.modules = {
'module.name' : module object
}
¡ñ Since second time to try to import, Python
return the module from this dictionaries.
¡ñ We don't need to care for includ guard like C
¨C This cache search is done before read program file
is read file thus this mechanism contribute
performance up.
11. Break the behavior of single tone
¡ñ If delete the cache from sys.modules, single
tone behavior will be able to break
sys.modules
module_z
'module_z' ¡ú 4513070224 ? ?
memory
4513070224
import module_z
test1.py test2.py
import module_z
break.py
import sys
del sys.modules['module_z']
import module_z
module_z
4513089454
4513089454
modue_z is test2.mozule_z
#=> False
modue_z is test2.mozule_z
#=> False
modue_z is test1.mozule_z
#=> True
12. How can I update cached module
¡ñ Delete cache and re-import with import sentence
¨C As I mentioned, This break single tone behavior
¡ñ Use reload() function
¨C This perform reload and store where same address.
>>> import datetime
>>> id(datetime)
4444653560
>>> reload(datetime)
<module 'datetime' from '/System/Library/lib/python2.7/lib-dynload/datetime.so'>
>>> id(datetime)
4444653560
>>> import datetime
>>> id(datetime)
4434683840
>>> del sys.modules['datetime']; import datetime
>>> id(datetime)
4434684232
14. Module search path
Search Order:
¡ñ Search in ascending order of sys.path array
How to customize the module search path:
1. Add it to PYTHONPATH environment variable
2. Directory mess around with sys.path array
3. Create hoge.pth file under site-packages dir
- Add path to hoge.pth
- Write one-line code to add module to sys.modules
15. site.py
¡ñ This is evaluated when initialized python run-time
¨C If -S options is passed, site.py call will be skipped.
¡ñ This program did followings
¨C Add site-packages path to sys.path
¨C Format the relatives path to absolute path in sys.path
¨C Evaluate *.pth under site-packages
¡ñ If start with import, this file is recognized as Python one-line
program and exec this code.
¡ñ If not start with import, this file is recognized as the groups to
describe multiple path and add these to sys.path
¨C hoge.pth will be only treated by this program
¡ñ *.pth files all need to be located under site-packages dir
16. Environment vars associated
¡ñ $PYTHONPATH isn't handled by this program
¨C Before site.py is executed it's already cared for
sys.pth
¡ñ Mainly environment vars are used to assume
¨C What is the path of site-package
¨C which site-package dir is used.
17. Used following environment vars
$HOME :
Only mac. Use to assume site-packages path under user
home directory. In the case of Mac sometimes Python is
installed under $HOME/Library.
$PYTHONUSERBASE:
We can add user specific site-package path like
(~/.local/lib/python2.7/site-packages). The head of these
to .local dir can be specified like
(/ukinau/lib/python2.7/site-packages)
18. The sample of *.pth file
----ndg_httpsclients(1/2)----
How to install this sample:
¡ñ You can install this by ¡°pip install ndg_httpsclients¡±
Why do we need the pth file for this package:
¡ñ The top directory(ndg) doesn't have __init__.py
¡ñ In the case of earlier version than Python3.3, we can't
load the module which doesn't have __init__.py (PEP420
Implicit Namespace package)
¡ñ Add module directly to sys.modules with one-liner code of
pth file so that we could import in the case of earlier than
it as well.
19. The sample of *.pth file
----ndg_httpsclients(2/2)----
1: import sys, types, os;
2: p = os.path.join(sys._getframe(1).f_locals['sitedir'], *('ndg',));
#=> Access attr in source of call
#=> p = lib/python2.7/site-packages/ndg
3: ie = os.path.exists(os.path.join(p,'__init__.py'));
#=> ie = False (because ndg directory doesn't have __init__.py, so we add module by
this pth file)
4: m = not ie and sys.modules.setdefault('ndg',types.ModuleType('ndg'));
#=> True and sys.modules.setdefault('ndg', <module ndg>)
#=> m = <module ndg>
5: mp = (m or []) and m.__dict__.setdefault('__path__',[]);
#=> mp = m.__path__
6: (p not in mp) and mp.append(p)
#=> m.__path__.append('lib/python2.7/site-packages/ndg') <= Finish to create package
20. The rest of interest for import
¡ñ Inner mechanism like how to treat __path__
¡ñ Hook mechanism (PEP302)
¡ñ Imp built-in module
¨C Interface to be used by implementation of import
A little get off the import
¡ñ Plugin mechanism / Dynamically module load
To be continued to later.....