Parallel Computing of relational algebra and parallel computing of relational algebra
The parallel execution of SQL queries has been extended from the learning of Dremel and Impala, so I took this opportunity to learn more about the parallel computing of relational databases
Reference: Relational algebra--Division
Reference: Database relational algebra expression learning
Note: The number of attributes (attribute) of the collection after the join for the normal join:a join B is added to the a,b number of columns (attribute)
Natural Join merges all columns with the same name
{σ,π,x,∪,-}
The execution of SQL statements is generally translated into relational algebra and then executed (which can effectively improve execution speed), so we need toUnderstand the correspondence between relational algebra and SQL statements.Just like high school algebra consists
key is declared with the primary key, the key of a single attribute can be described after the attribute. If multiple attributes constitute a primary key, the preceding method must be used. The attribute of primary key must not be the same and cannot be null. Unique must be unique but can be null. Note that null cannot be compared with null. If the unique attribute is not null, multiple null values may exist.
2.4 relational
Tags: filter example row storage Dremel processing Speed font statement classificationA few graphs to read the column-type storageThe parallel execution of SQL queries is derived from Dremel and Impala , so we take this opportunity to learn more about relational databases and the parallel computation of relational algebra . speedup and scaleup Speedup refers t
, so it is the same way of doing operations from both the row and column angles. 外连接在做自然连接时,如果把舍弃的元组也保存在结果关系中,而在其他属性上填空值(NullJOIN)。左外连接在做自然连接时,如果只把左边关系R中要舍弃的元组保留就叫做左外连接(LEFTJOIN或LEFTJOIN)右外连接在做自然连接时,如果只把右边关系S中要舍弃的元组保留就叫做右外连接(RIGHTJOIN或RIGHTJOINExcept (division) Given the relationship R (x, y) and S (y,z), where x, Y, Z are attribute groups. Y in R and Y in S can have different property names, but must originate from the same set of domains. R and S's divide operation gets a new relationship p (X
First of all, from the macroscopic understanding of the concept of relational calculus, in other words is what is the relational algebra, which is my first work in touch with something. We all know that the database operation language of relational database is divided into two kinds: query and update. The query languag
1. What is a database? acid refers to the four features of the Office in the database management system 1) atomicity 2) consistency 3) Isolation 4) Persistence nbsp; relational database, based on relational algebra, database form is a table, data can be accessed or re-convened in different ways. NBSP;NBSP;2. Rela
Relational Algebra
Q: Why is it called algebra?
A: Because there are operators and operands, the operand is a table, the operator is the intersection, and so on;
Relational algebra is divided into set-based relational
1. Introduction to relational algebraRelational algebra is an abstract query language and a traditional expression of relational data manipulation language. It expresses queries by relational operations. The calculation object of relational
era is not easy to deal with. You're faced with a plethora of users who want to provide continuous service to a wide range of users in the cloud.Second, the separation of . Data in different times and places is separate, and data management requires federalism, not unitary. For example, Beijing's data, below the Haidian, Chaoyang these, but you want to replace Hebei province, the middle of a layer of Shijiazhuang, Baoding these cities, the level is not the same, not to make them into the same d
The parallel execution of SQL queries has been extended from the learning of Dremel and Impala, so I took this opportunity to learn more about the parallel computing of relational databases and relational algebra. Speedup and ScaleupSpeedup are two times the hardware for half the execution time. Scaleup refers to two times of hardware in exchange for two times of
limit is 1 million lines, but flexible analysis when users often do not have that large amount of data.The OLAP system, which is traditionally modeled, is like a cumbersome train model that runs much faster, but is too rigid. and users need more flexible car mode, I do not need to pull so much to run so fast, I need to go where I want to go.We look at Excel, I don't care about its formatting ability, is not able to make a good-looking report out, I only care about its ability to calculate the d
Algebraic operations of five basic relationshipsCollection : Some specified sets of objects together become a collection in which each object is called an element.The three characteristics of a set: certainty, reciprocity, and disorder.(1) Certainty: Refers to a clear concept, the object description is clear, can not be vague, not ambiguous.(2) Cross-anisotropy: for a given set, any two of its elements are different.(3) Disorder: Given a set, the relationship between the elements in the set can
small for the standard change)
Step three: Look at the b→c, similar to the second step.
......
The following: De→c is the same.
Another method:
If R is decomposed into a function-dependent set satisfied by P={r1,r2},f R, the sufficient and necessary conditions for the decomposition p to be lossless are:
The r1∩r2→ (R1-R2) or r1∩r2→ (R2-R1) ps:-operation is made up of the public properties of R1 and R1 that are removed from R2.
Relational
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fourth section
and usability, with the disadvantage of achieving complex and complex balances. Mixed Type : The system as a whole is a shared nothing schema, but the nodes may be inside other architectures. This blends the benefits of multiple architectures. Data PartitioningThe purpose of data partitioning is to allow the database to read and write data in parallel, maximizing the potential for I/O . Common partitioning algorithms are:round-robin, range index, hash.parallelism of
first, the traditional set operation and SQL statement implementationthe traditional set operations include four operations: and (∪), intersection (∩), Difference (-), Generalized Cartesian (X). and Operations (Union)the corresponding SQL statement:SELECT * FROM R Union select * from S; intersection operation (Intersect)the corresponding SQL statement:SELECT * FROM R Intersect select * from S; difference operation (Except)the corresponding SQL statement: SELECT * from R Except select * from
The Division in relational algebra is not very explicit. Now, if you understand it, write it!
First, you must understand when division is required and what is the role of division?
1. Division is to find the entity in the relationship between two entities. Some attributes of the Division set are the real subset of the Division set. For example, in R ÷ s, an attribute in the property set of set S is the tr
the relationship s. Compare to discover:The X1 image set is only Y1 and cannot contain all the values of the attribute y in the relationship s, so the X1 is ruled out;And X2 's image set contains all the values of attribute y in relation s, so the r÷s end result is X2,Maybe now you know a little bit about how the division operation is done, so let's take a look at what the division can solve.Take a look at the following small example:With relationship R,s and RS, for rs÷s resultsIt's easy to ge
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