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Grid file

Grid file is a computer science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Grid file rather than just read about it. In short: In computer science, a grid file or bucket grid is a point access method which splits a space into a non-periodic grid where one or more cells of the grid refer to a small set of points. Grid files (a symmetric data structure) provide an efficient method of storing these indexes on disk to perform complex data lookups.

Key takeaways

  • Grid file belongs to computer science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Grid file to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Grid file from memory before moving on to harder problems.

Reference excerpt

In computer science, a grid file or bucket grid is a point access method which splits a space into a non-periodic grid where one or more cells of the grid refer to a small set of points. Grid files (a symmetric data structure) provide an efficient method of storing these indexes on disk to perform complex data lookups. It provides a grid of n-dimensions where n represents how many keys can be used to reference a single point. Grid files do not contain any data themselves but instead contain references to the correct bucket.

Uses A grid file is usually used in cases where a single value can be referenced by multiple keys. A grid file began being used because "traditional file structures that provide multikey access to records, for example, inverted files, are extensions of file structures originally designed for single-key access. They manifest various deficiencies in particular for multikey access to highly dynamic files." In a traditional single dimensional data structure (e.g. hash), a search on a single criterion is usually very simple but searching for a second criterion can be much more complex. Grid files represent a special kind of hashing, where the traditional hash is replaced by a grid directory.

Examples

Census database Sources: Consider a database containing data from a census. A single record represents a single household, and all records are grouped into buckets. All records in a bucket can be indexed by either their city (which is the same for all records in the bucket), and the streets in that city whose names begin with the same letter. A grid file can be used to provide an efficient index for this structure, where records come in groupings of 26, each of them relating to street names in a city starting with one of the letters of the alphabet. This structure can be thought of as an array, table, or grid with two dimensions which we will call the x and y axes. One may consider the x-axis to be the city and the y-axis to be each of the letters in the alphabet, or alternatively, the first letter of each street. Each record in this structure is known as a cell. Each cell will contain a pointer to the appropriate bucket in the database where the actual data is stored. An extra cell, or record header, may be required to store the name of the city. Other cells grouped with it will only need to contain the pointer to their respective bucket, since the first cell corresponds to street names beginning with "A", the second to "B", and so on. The database can be further extended to contain a continent field to expand the census to other continents. This would cause records in the same bucket to correspond to households on a street beginning with the same letter, in the same city, in the same continent. The cells in the grid file would then consist of a city header, and six (one for each continent, not including Antarctica) groupings of 26 cells relating to the streets with the same starting letter, in the same city, on the same continent and could now be thought of as a three-dimensional array.

Advantages Since a single entry in the grid file contains pointers to all records indexed by the specified keys:

No special computations are required Only the right records are retrieved Can also be used for single search key queries Easy to extend to queries on n search keys Significant improvement in processing time for multiple-key queries Has a two-disk-access upper bound for accessing data.

Disadvantages However, because of the nature of the grid file, which gives it its advantages, there are also some disadvantages:

Imposes space overhead Performance overhead on insertion and deletion

Related data structures Multilayer grid file Twin grid files BANG file

See also Lattice graph Grid (spatial index) Index (database), quadtree, k-d tree, UB-tree, R-tree, range tree as alternatives.

References

Worked examples

Example 1 — a first encounter with Grid file

Start with the simplest possible case. Write down what Grid file claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In computer science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Grid file before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Grid file ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Grid file

In research
Grid file appears in computer science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Grid file in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Grid file is common in secondary-school and first-year university syllabi. It links to neighbouring topics Arrays, Computer files, so understanding it makes those chapters shorter.
In everyday life
Look for Grid file outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Grid file in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Grid file means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Grid file out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Grid file in simple terms?

In computer science, a grid file or bucket grid is a point access method which splits a space into a non-periodic grid where one or more cells of the grid refer to a small set of points. Grid files (a symmetric data structure) provide an efficient method of storing these indexes on disk to perform…

Why does Grid file matter?

Because it connects several computer science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Grid file?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Grid file.

Tags

  • Arrays
  • Computer files

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