IP Library Granted Patent US 7,970,216
Granted Patent B2
US 7,970,216 · App. 11/774,310 · Granted Jun 28, 2011

Methods and apparatus for reducing storage size

Assignee: Dell Products L.P.
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Quick Facts
Patent No.
US 7,970,216
App. No.
11/774,310
Granted
Jun 28, 2011
Kind
B2
Abstract

Prediction-based compression engines are spoon-fed with sequentially efficiently compressible (SEC) streams of input data that make it possible for the compression engines to more efficiently compress or otherwise compact the incoming data than would be possible with streams of input data accepted on a TV-raster scan basis. Various techniques are disclosed for intentionally forming SEC input data streams. Among these are the tight packing of alike files or fragments into concatenation suitcases and the decomposition of files into substantially predictably consistent (SPC) fragments or segments that are routed to different suitcases according to their type. In a graphics-directed embodiment, image frames are partitioned into segment areas that are internally SPC and multidirectional walks (i.e., U-turning walks) are defined in the segment areas where these defined walks are traced during compression and also during decompression. A variety of pre-compression data transformation methods are disclosed for causing apparently random data sequences to appear more compressibly alike to each other. The methods are usable in systems that permit substantially longer times for data compaction operations than for data decompaction operations.

Claims (20)

1. A machine-implemented data compression/decompression method comprising:

(a) within a computer, segmenting a data containing address space for a memory associated with the computer to thereby define a plurality of segments where each segment contains a consecutively addressable sequence of data containing tiles and each tile contains at least one symbol occurring in a predefined alphabet;

(b) within the memory, recording a first expression of a corresponding first boundary approximating plot that extends across the data containing address space where the first plot cuts through end tiles of two or more of said segments and where the first plot further lays to one side or another or on a predefined reference point of each tile it cuts through and the positioning of the reference point relative to the first plot deterministically indicates in accordance with a predefined system convention whether the cut-through tile is to be deemed as being wholly disposed to one side or the other of a segmentation boundary represented by the first boundary approximating plot;

(c) within the computer, beginning or discontinuing a compressing or decompressing walk through a first of said segments in response to a machine determination that a corresponding first end tile of the first segment has a reference point lying to one side or another or on the first boundary approximating plot; and

(d) within the computer, beginning or discontinuing a continuation of said compressing or decompressing walk through a second of said segments in response to a machine determination that a corresponding second end tile of the second segment has a reference point lying to one side or another or on the first boundary approximating plot, where the first and second segments are spaced apart address-wise from each other in said data containing address space.

2. The method of claim 1 wherein:

(b.1) said first recorded expression defines the first boundary approximating plot as having a linear section cutting through end tiles of at least two of the plural segments.

3. The method of claim 1 wherein:

(b.1) said first recorded expression defines at least one Bezier anchor point for thereby defining the first boundary approximating plot.

4. The method of claim 1 and further comprising:

(e) recording a second expression of a corresponding second boundary approximating plot that extends across the data containing address space where the second plot cuts through end tiles of two or more of said segments and where the second plot further lays to one side or another or on a predefined reference point of each tile it cuts through and the positioning of the reference point relative to the second plot deterministically indicates in accordance with the predefined system convention whether the cut-through tile is to be deemed as being wholly disposed to one side or the other of a second segmentation boundary represented by the second boundary approximating plot, wherein the first and second boundary approximating plots thereby identifying opposed ends of at least one of the segments; and

(f) beginning or discontinuing a second compressing or decompressing walk through a third of said segments in response to a machine determination that a corresponding first end tile of the third segment has a reference point lying to one side or another or on the second boundary approximating plot.

5. The method of claim 1 wherein said address space defines a displayable image frame and the at least one symbol contained in each tile wholly defines a corresponding pixel of the displayable image frame.

6. The method of claim 1 wherein each tile is subdivided into a plurality of tile subareas and said compressing or decompressing walk walks through all the tile subareas of tiles included in said first segment.

7. The method of claim 1 wherein said address space defines a displayable image frame and the at least one symbol contained in each tile defines a Discrete Cosine Transform (DCT) coefficient corresponding to a plurality of pixels of the displayable image frame.

8. A machine-implemented data compression method comprising:

(a) within a computer, identifying a subset of image tiles from among a matrix of image tiles where the identified subset contains data that is to be successively encoded into a more compact code stream by a compression engine, where each tile includes a plurality of digitized image pixels, and where said machine-implemented identifying step includes:

(a.1) within the computer, identifying anchor point data signals that define a plurality of anchor points, where said anchor points define a boundary approximating curve that maps across said matrix of image tiles, the boundary approximating curve cutting through at least one of said identified image tiles; and

(a.2) within the computer, determining whether a predefined center of gravity of a given one of said image tiles is to be deemed as logically lying to one side or another of the boundary approximating curve so as to thereby determine if the given one image tile is or is not a member of said subset of image tiles whose contained is to be successively compressed by the compression engine even if the boundary approximating curve cuts through the given one image tile.

9. The data compression method of claim 8 wherein said boundary approximating curve is a Bezier curve.

Assignments (28)
RELEASE OF SECURITY INTEREST Recorded Nov 19, 2025
From: MORGAN STANLEY SENIOR FUNDING, INC.
To: QUEST SOFTWARE INC.; ANALYTIX DATA SERVICES INC.; BINARYTREE.COM LLC; ERWIN, INC.
Reel/Frame 073606/0001 →
RELEASE OF SECURITY INTEREST Recorded Nov 18, 2025
From: GOLDMAN SACHS BANK USA, AS COLLATERAL AGENT
To: QUEST SOFTWARE INC.; ANALYTIX DATA SERVICES INC.; BINARYTREE.COM LLC; ERWIN, INC.
Reel/Frame 073613/0326 →
SECURITY INTEREST Recorded Jun 8, 2025
From: QUEST SOFTWARE INC.; ANALYTIX DATA SERVICES INC.; ERWIN, INC.
To: ALTER DOMUS (US) LLC
Reel/Frame 071527/0649 →
SECURITY INTEREST Recorded Jun 8, 2025
From: QUEST SOFTWARE INC.; ANALYTIX DATA SERVICES INC.; ERWIN, INC.
To: ALTER DOMUS (US) LLC
Reel/Frame 071527/0001 →
SECOND LIEN INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Feb 2, 2022
From: QUEST SOFTWARE INC.; ANALYTIX DATA SERVICES INC.; BINARYTREE.COM LLC; ERWIN, INC.; ONE IDENTITY LLC; ONELOGIN, INC.; ONE IDENTITY SOFTWARE INTERNATIONAL DESIGNATED ACTIVITY COMPANY
To: MORGAN STANLEY SENIOR FUNDING, INC.
Reel/Frame 058952/0279 →
FIRST LIEN INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Feb 2, 2022
From: QUEST SOFTWARE INC.; ANALYTIX DATA SERVICES INC.; BINARYTREE.COM LLC; ERWIN, INC.; ONE IDENTITY LLC; ONELOGIN, INC.; ONE IDENTITY SOFTWARE INTERNATIONAL DESIGNATED ACTIVITY COMPANY
To: GOLDMAN SACHS BANK USA
Reel/Frame 058945/0778 →
RELEASE OF SECOND LIEN SECURITY INTEREST IN PATENTS Recorded Feb 2, 2022
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
To: QUEST SOFTWARE INC.
Reel/Frame 059096/0683 →
RELEASE OF FIRST LIEN SECURITY INTEREST IN PATENTS Recorded Feb 2, 2022
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
To: QUEST SOFTWARE INC.
Reel/Frame 059105/0479 →
FIRST LIEN PATENT SECURITY AGREEMENT Recorded Jun 7, 2018
From: QUEST SOFTWARE INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 046327/0347 →
SECOND LIEN PATENT SECURITY AGREEMENT Recorded Jun 7, 2018
From: QUEST SOFTWARE INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 046327/0486 →
RELEASE OF FIRST LIEN SECURITY INTEREST IN PATENTS RECORDED AT R/F 040581/0850 Recorded May 22, 2018
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
To: QUEST SOFTWARE INC. (F/K/A DELL SOFTWARE INC.); AVENTAIL LLC
Reel/Frame 046211/0735 →
CORRECTIVE ASSIGNMENT TO CORRECT THE ASSIGNEE PREVIOUSLY RECORDED AT REEL: 040587 FRAME: 0624. ASSIGNOR(S) HEREBY CONFIRMS THE ASSIGNMENT. Recorded Nov 28, 2017
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: QUEST SOFTWARE INC. (F/K/A DELL SOFTWARE INC.); AVENTAIL LLC
Reel/Frame 044811/0598 →
SECOND LIEN PATENT SECURITY AGREEMENT Recorded Nov 10, 2016
From: DELL SOFTWARE INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040587/0624 →
FIRST LIEN PATENT SECURITY AGREEMENT Recorded Nov 9, 2016
From: DELL SOFTWARE INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040581/0850 →
CHANGE OF NAME Recorded Nov 2, 2016
From: DELL SOFTWARE INC.
To: QUEST SOFTWARE INC.
Reel/Frame 040551/0885 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 31, 2016
From: DELL PRODUCTS L.P.
To: DELL SOFTWARE INC.
Reel/Frame 040520/0220 →
RELEASE OF SECURITY INTEREST IN CERTAIN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (040039/0642) Recorded Oct 31, 2016
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
To: AVENTAIL LLC; DELL PRODUCTS L.P.; DELL SOFTWARE INC.
Reel/Frame 040521/0016 →
RELEASE OF SECURITY INTEREST Recorded Oct 31, 2016
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: AVENTAIL LLC; DELL PRODUCTS, L.P.; DELL SOFTWARE INC.
Reel/Frame 040521/0467 →
RELEASE OF SECURITY INTEREST Recorded Sep 14, 2016
From: BANK OF AMERICA, N.A., AS COLLATERAL AGENT
To: DELL MARKETING L.P.; ASAP SOFTWARE EXPRESS, INC.; APPASSURE SOFTWARE, INC.; COMPELLENT TECHNOLOGIES, INC.; CREDANT TECHNOLOGIES, INC.; DELL INC.; DELL PRODUCTS L.P.; DELL USA L.P.; DELL SOFTWARE INC.; FORCE10 NETWORKS, INC.; PEROT SYSTEMS CORPORATION; SECUREWORKS, INC.; WYSE TECHNOLOGY L.L.C.
Reel/Frame 040040/0001 →
RELEASE OF SECURITY INTEREST Recorded Sep 14, 2016
From: BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS COLLATERAL AGENT
To: DELL MARKETING L.P.; ASAP SOFTWARE EXPRESS, INC.; APPASSURE SOFTWARE, INC.; COMPELLENT TECHNOLOGIES, INC.; CREDANT TECHNOLOGIES, INC.; DELL INC.; DELL PRODUCTS L.P.; DELL USA L.P.; DELL SOFTWARE INC.; FORCE10 NETWORKS, INC.; PEROT SYSTEMS CORPORATION; SECUREWORKS, INC.; WYSE TECHNOLOGY L.L.C.
Reel/Frame 040065/0618 →
SECURITY AGREEMENT Recorded Sep 14, 2016
From: AVENTAIL LLC; DELL PRODUCTS, L.P.; DELL SOFTWARE INC.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040030/0187 →
SECURITY AGREEMENT Recorded Sep 14, 2016
From: AVENTAIL LLC; DELL PRODUCTS L.P.; DELL SOFTWARE INC.
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
Reel/Frame 040039/0642 →
RELEASE OF SECURITY INTEREST Recorded Sep 13, 2016
From: BANK OF AMERICA, N.A., AS ADMINISTRATIVE AGENT
To: DELL MARKETING L.P.; ASAP SOFTWARE EXPRESS, INC.; APPASSURE SOFTWARE, INC.; COMPELLANT TECHNOLOGIES, INC.; CREDANT TECHNOLOGIES, INC.; DELL INC.; DELL PRODUCTS L.P.; DELL USA L.P.; DELL SOFTWARE INC.; FORCE10 NETWORKS, INC.; PEROT SYSTEMS CORPORATION; SECUREWORKS, INC.; WYSE TECHNOLOGY L.L.C.
Reel/Frame 040065/0216 →
PATENT SECURITY AGREEMENT (ABL) Recorded Jan 2, 2014
From: DELL INC.; APPASSURE SOFTWARE, INC.; ASAP SOFTWARE EXPRESS, INC.; BOOMI, INC.; COMPELLENT TECHNOLOGIES, INC.; CREDANT TECHNOLOGIES, INC.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL USA L.P.; FORCE10 NETWORKS, INC.; GALE TECHNOLOGIES, INC.; PEROT SYSTEMS CORPORATION; SECUREWORKS, INC.; WYSE TECHNOLOGY L.L.C.
To: BANK OF AMERICA, N.A., AS ADMINISTRATIVE AGENT
Reel/Frame 031898/0001 →
PATENT SECURITY AGREEMENT (NOTES) Recorded Jan 2, 2014
From: APPASSURE SOFTWARE, INC.; ASAP SOFTWARE EXPRESS, INC.; BOOMI, INC.; COMPELLENT TECHNOLOGIES, INC.; CREDANT TECHNOLOGIES, INC.; DELL INC.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL USA L.P.; FORCE10 NETWORKS, INC.; GALE TECHNOLOGIES, INC.; PEROT SYSTEMS CORPORATION; SECUREWORKS, INC.; WYSE TECHNOLOGY L.L.C.
To: BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS FIRST LIEN COLLATERAL AGENT
Reel/Frame 031897/0348 →
PATENT SECURITY AGREEMENT (TERM LOAN) Recorded Jan 2, 2014
From: DELL INC.; APPASSURE SOFTWARE, INC.; ASAP SOFTWARE EXPRESS, INC.; BOOMI, INC.; COMPELLENT TECHNOLOGIES, INC.; CREDANT TECHNOLOGIES, INC.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL USA L.P.; FORCE10 NETWORKS, INC.; GALE TECHNOLOGIES, INC.; PEROT SYSTEMS CORPORATION; SECUREWORKS, INC.; WYSE TECHNOLOGY L.L.C.
To: BANK OF AMERICA, N.A., AS COLLATERAL AGENT
Reel/Frame 031899/0261 →
MERGER Recorded May 18, 2011
From: OCARINA NETWORKS, INC.
To: DELL PRODUCTS, L.P.
Reel/Frame 026303/0104 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 26, 2007
From: BASHYAM, MURALI; RAO, GOUTHAM; GEORGE, CARTER; BRUEGGEMANN, ERIC
To: OCARINA NETWORKS, INC.
Reel/Frame 019885/0727 →
Continuity (3)
Provisional Application 60840378 · Aug 24, 2006
Provisional Application 60874657 · Dec 12, 2006
Related Publication 20080050027A1 · Feb 28, 2008