Multiple
ArticleThere are two methods to search for a word. One is string matching, that is, string matching is performed in each article to check whether the string exists. There are multiple methods for string matching. For more information, see 《
AlgorithmThe 32-Chapter string matching in the introduction is not detailed here.
Another way is to first reverse index and then search. What is inverted
No. 361, Python distributed crawler build search engine Scrapy explaining-inverted indexInverted indexThe inverted index stems from the fact that a record needs to be found based on the value of the property. Each entry in this index table includes an attribute value and the address of each record that has that propert
Using Reverse indexes to Improve the Performance of order by desc using reverse indexes (index desc) can greatly improve the performance of SQL statements with order by desc clauses. I. Scenario 1. Table Name: test_t, with a field name: object_id2, total data volume: 580000 rows, segment_size: 72MB3, Where condition (Owner = 'sys 'and Object_id> 50000) rows: 32472 rows 4. SQL statement: select * from test_t where owner = 'sys 'and object_id> 50000 ord
This article address: http://www.cnblogs.com/archimedes/p/mapreduce-inverted-index.html, reprint please indicate source address.1. Introduction to Inverted IndexThe Inverted index (inverted index), also commonly referred to as a r
Objective:From it spans to DT, today's data is growing at a massive rate every day. How can a search engine work better in the face of such huge data? This article, as the second in the Hadoop series, will introduce the basic implementation of the search engine under distributed conditions, namely "inverted index".1. Description of the problemStore the keywords in all the different files and retrieve them q
Hadoop written questions: Identify common friends of different people (consider data deduplication)
Example:
Zhang San: John Doe, Harry, Zhao Liu
John Doe: Zhang San, tianqi, Harry
The actual work, the data to reuse is still quite a lot of, including the empty value of the filter and so on, this article on data deduplication and inverted index detailed explanation.
first, data deduplication [simulation of a
Yesterday when I saw the Hadoop video in the Google search engine used in the inverted index technology, did not understand, today, read some documents finally feel dispel, the following from the user in the Google home page search this angle to explain.First, the previous picture: Simply put, when the user enters a keyword in the search box to click the Query button, the daemon first calculates the hash v
Lucene is a high-performance Java full-text retrieval toolkit that uses the Inverted File index structure. This structure and corresponding generation
Algorithm As follows:
0) There are two
Article 1 and 2
Article 1: Tom lives in Guangzhou, I live in Guangzhou too.
The content of article 2 is: he once lived in Shanghai.
1) Because Lucene is based on keyword indexing and query, we need to obtain the keyw
1. Preface
It is very important to study the inverted index algorithm of hadoop. This is the basis for future work. First, let's get to know what a reverse index is:
The inverted index is simply the result of returning the file in which the word appears and how often it is b
[What is inverted index]Index: Just like the catalogue of books, we can quickly find the corresponding chapters through the catalogue.The inverted index stems from the fact that the actual application needs to find records based on the value of the attribute, for example, by
Inverted index: Inverted index is the most commonly used data structure in document retrieval system and is widely used in full-text search engine. It is primarily used to store a word (or phrase), a mapping of where it is stored in a document or set of documents, which provides a way to find a document based on conten
As a search, our traditional method (positive index) starts from the key point, and then finds the specific information that can meet the search conditions in the Key Point information, both search for value through key. Lucene uses inverted indexes to search for keys. In Chinese full-text search, value is the word to be searched, and the place where all words are stored is called a dictionary. Key is the d
the partitioning process and send all records of the same word to the same reducer processing. Class Combine{ method reduce () { forlong : V2s) { // word frequency summation sum + = Long.parselong (Long. toString ()); } // Output: Context.write (newnew Text (filename+ ":" +sum));} }3.reduce Stage : Combines the value values of the same key value into the desired format for the
Learning Information Retrieval course, the teacher let write an inverted index and query processing procedures, so holding a try to learn the mentality of the python wrote out.There is nothing too much algorithm skill, the only thing is that the query processing there recursive function two-way repeatedly find the need for more debugging.Data:#-*-coding:utf-8-*-#!/usr/bin/python ' ' Data structure
Lucene is a high-performance Java full-text retrieval toolkit that uses the Inverted File index structure. This structure and corresponding generationAlgorithmAs follows:
0) There are twoArticle1 and 2Article 1: Tom lives in Guangzhou, I live in Guangzhou too.The content of article 2 is: he once lived in Shanghai.
1) Because Lucene is based on keyword indexing and query, we need to obtain the keywords o
Inverted Index principle: finds the record location based on the value of the attribute.Suppose there are 3 articles, file1, File2, File3, the file contents are as follows:File1 (Word 1, Word 2, Word 3, Word 4 ...)File2 (Word A, word b, word c, word D ...)File3 (Word 1, word A, word 3, Word D ...)then the inverted index
Inverted index:Before we found the file location---Find the wordRight now:Depending on the word, returns the result of which file it appears in, and how often it is.This is like Baidu Search, you enter a keyword, then the Baidu engine quicklyFind the file with the keyword on its server, and depending on the frequency and some other policies(such as page click Poll Rate), etc. to return your results. In this process, the
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same as after mapMake a values collection of the same value as keyAs a result, after combiner execution, the input to reduce becomes(Hello,{a.txt->5,b.txt->3})In this format, and then loop through reduce the values output is not the result we want it ~The combiner code is as follows:public static class Mycombiner extends ReducerAnd then the job of reduce is simple.The code is as follows:public static class Myreducer extends ReducerMain Method Code:public static void Main (string[] args) throws
Use to Combiner programming (pluggable)At the map end of the output to merge first, the most basic is to implement local key merge, with local reduce functionIf you do not have combiner, all results are reduce, efficiency will be underThe input and output types of the combiner should be exactly the same (implement functions such as cumulative, maximum, etc.)Job.setcombinerclass ();Inverted index Basic imple
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