Because of your work needs, you need to use Pandas to filter several CSV and merge the filter results into one xlsx.The resulting xlsx is larger (10-30m)At first, the OPENPYXL and Xlsxwriter supported by pandas itself (those with a . xlsx extension would be written usingxlsxwriter (if Available) or OPENPYXL.)Performance is not ideal, the output will wait several minutes.Found on Google Pyexcelerate, claiming to be accelerated Excel XLSX writing library for PythonLooked at the official offer of t
complete match with Hungarian algorithm(3) Modify the feasible benchmark if no complete match is found(4) Repeat (2) (3) until a complete match is found for the equal sub-graphOn the process and implementation of the algorithm, there are a lot of introduction on the Internet, basically is the discussion about how to modify the feasible benchmark, as to the principle does not give a deep discussion.KM algor
As mentioned earlier, it is possible to optimize only if we find code that affects speed. The Benchmark_timer class and Benchmark_iterate class in the Pear benchmark package can be used to easily test the speed of script execution. (For pear installation and configuration, please check the relevant information yourself).
First, use the Benchmark_iterate class to test the execution time of a method of a function or class in a program.
Benchmark1.php (
Template definition:DefineSkeleton to delay the execution of some steps to its subclass.
In fact, the abstract class of Java isTemplate mode, so it is widely used. It is easy to understand and use. Let's start with an example:
PublicAbstract class Benchmark{ /** *The following operations we want to complete in the subclass: */ PublicAbstract void benchmark (); /*** Repeated
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Crystaldiskmark:
Atto disk benchmark:
HD tune Pro:
Crystaldiskinfo:
As SSD benchmark:
After purchasing hard drives, SSDS, USB flash drives, storage cards, and other devices, we all want to fully understand their performance, especially the disk read/write speed. Or, after the device is installed, you also want to test whether the read/write speed of the hard disk
you can even optimize the code by predicting it. In such cases, this line of code does not run at all, so it does not affect performance.In addition, in some JVMs-such as the Jrockit--jit compiler-you can even decompose operations on objects so that even if the code path is valid, the allocation operation can be avoided.The implication here is that context is very important when dealing with Java performance issues, and premature optimizations can produce counterintuitive results. So it's best
of code does not run at all, so it does not affect performance.In addition, in some JVMs-such as the Jrockit--jit compiler-you can even decompose operations on objects so that even if the code path is valid, the allocation operation can be avoided.The implication here is that context is very important when dealing with Java performance issues, and premature optimizations can produce counterintuitive results. So it's best not to prematurely optimize. Instead, you should always build code and use
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What is Pear
Pear is an abbreviation for the PHP extension and application library (the PHP Extension and application Repository). It is a PHP extension and application of a code warehouse, in short, pear is the PHP cpan.
Why to install pear
Pear offers a wide range of PHP extension tools that are easy to use and can be used in various projects. Benchmark is an expansion pack for pear that provides timer, iterate, and Profiler three tool classes t
Test script execution speed for PHP program accelerated exploration. As mentioned above, we can only optimize the code that affects the speed. The Benchmark_Timer class and Benchmark_Iterate class in the benchmark package of PEAR can be used to conveniently test the code that affects the speed. as mentioned above, only the code that affects the speed can be optimized. The Benchmark_Timer class and Benchmark_Iterate class in the
Template templates Schema Definition:Defines the skeleton of an algorithm in an operation, delaying execution of some steps into its subclasses. With Java's abstract classes, it is often used in template mode, so template mode usage is common. And it's easy to understand and use. Public abstract class benchmark{/** * The following action is what we want to complete in the subclass */public abstract void Benchmark
(arguments [0], arguments [1], arguments [2]);}}Function empty (){}Function benchmark (f ){VaR I = 0;VaR start = (new date (). gettime ();While (I F (I ++ );}VaR end = (new date (). gettime ();Wscript. Echo (end-Start );}/*I = 0Start = (new date (). gettime ();While (I C = [I, I];I ++;}End = (new date (). gettime ();Wscript. Echo (end-Start );I = 0Start = (new date (). gettime ();While (I C = new array (I, I );I ++;}VaR end = (new date (). gettime ()
],arguments[2]); }}function empty(){}function benchmark(f){ var i = 0; var start = (new Date()).getTime(); while(i f(i++); } var end = (new Date()).getTime(); WScript.Echo(end-start);}/*i=0start = (new Date()).getTime();while(i c = [i,i,i,i,i,i,i,i,i,i]; i++;}end = (new Date()).getTime();WScript.Echo(end-start);i=0start = (new Date()).getTime();while(i c = new Array(i,i,i,i,i,i,i,i,i,i); i++;}var end = (new D
basic algorithm optimizations can also be used in Javascript. For example, the adjustment of the computing structure will not be repeated here. However, JavaScript is interpreted and generally does not optimize bytecode during runtime. Therefore, these optimizations are still very important.
Of course, some of the skills here are also used in other explanatory languages for your reference.
ReferenceTest and comparison of various http://www.umsu.de/jsperf/ browsers
Http://home.earthlink.net /~ K
What is PEAR?
PEAR is the abbreviation of the PHP Extension and Application Repository. It is a code repository for PHP extensions and applications. In short, PEAR is the CPAN of PHP.
Why is PEAR installed?
PEAR provides a wide range of PHP extension tools, which are easy to use and can be used in various projects. Benchmark is an extension package of PEAR. It provides three tool classes: Timer, Iterate, and Profiler. It can be used for breakpoint deb
Template definition:Define the skeleton of an algorithm in an operation, and extend the rows of some steps to its subcategories.
In fact, the abstract type of Java is the template mode, so it is widely used. It is easy to understand and use. We will start with an example:
Public abstract class Benchmark{/*** The following operations we want to complete in subcategories*/Public abstract void benchmark
Template Pattern Definition: Defines the skeleton of an algorithm in an operation, delaying execution of some steps into its subclasses.
In fact, Java abstract class is template mode, so the use is very common. And it's easy to understand and use, let's start with an example:
Copy Code code as follows:
Public abstract class Benchmark
{
/**
* The following operation is what we want to do in the subclass
*/
public abstract void
When it comes to quick sorting, it really takes a lot of effort to see and understand. The sorting algorithm is quite complex, and understanding it is like peeling onions, one layer at a level. OK, let's talk about the principle of the fast-line.Fast sorting, like many online articles, is a divide-and-conquer, recursive way of constantly dividing and dividing. Each recursion will find the current benchmark value will be greater than this value of all
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