IP Library Granted Patent US 8,423,520
Granted Patent B2
US 8,423,520 · App. 12/624,354 · Granted Apr 16, 2013

Methods and apparatus for efficient compression and deduplication

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Quick Facts
Patent No.
US 8,423,520
App. No.
12/624,354
Granted
Apr 16, 2013
Kind
B2
Abstract

Mechanisms are provided for performing efficient compression and deduplication of data segments. Compression algorithms are learning algorithms that perform better when data segments are large. Deduplication algorithms, however, perform better when data segments are small, as more duplicate small segments are likely to exist. As an optimizer is processing and storing data segments, the optimizer applies the same compression context to compress multiple individual deduplicated data segments as though they are one segment. By compressing deduplicated data segments together within the same context, data reduction can be improved for both deduplication and compression. Mechanisms are applied to compensate for possible performance degradation.

Claims (26)

1. A method, comprising:

receiving a plurality of data files;

partitioning the plurality of data files into a plurality of data segments for deduplication, wherein a segment size is determined using file type information associated with the plurality of data files;

identifying a plurality of deduplicated data segments configured for storage at a storage system;

compressing a plurality of deduplicated data segments using a common compression context, wherein the plurality of deduplicated data segments are compressed upon determining that the plurality of deduplicated data segments are infrequently accessed, wherein a compressor examines patterns across the plurality of infrequently accessed deduplicated data segments to determine frequently occurring patterns, wherein a single deduplicated data segment is compressed using a non-shared compression context upon determining that the single deduplicated data segment is accessed frequently.

2. The method of claim 1 , wherein the plurality of data segments span a plurality of files.

3. The method of claim 1 , wherein the plurality of files are determined to be container or non-container files based on the file types associated with the files.

4. The method of claim 3 , wherein non-container files are evaluated to identify whether the non-container files would benefit from more fine-grained segmentation, wherein non-container files that would not benefit from more fine-grained segmentation have segment boundaries set to the file boundaries.

5. The method of claim 4 , wherein container files are recursively parsed to determine whether components of the container files are container or non-container components.

6. The method of claim 4 , wherein deduplicating the plurality of files comprises generating a plurality of filemaps corresponding to the plurality of files.

7. The method of claim 4 , wherein deduplicating the plurality of files comprises generating a plurality of datastore suitcases.

8. The method of claim 7 , wherein the datastore suitcase further comprises a plurality of reference counts corresponding to the plurality of deduplicated data segments.

9. The method of claim 8 , wherein the plurality of deduplicated data segments are determined to be infrequently accessed if they have low associated reference counts.

10. A system, comprising:

an interface configured to receive a plurality of data files;

a processor configured to partition the plurality of data files into a plurality of data segments for deduplication, wherein a segment size is determined using file type information associated with the plurality of data files;

storage configured to maintain a plurality of deduplicated data segments;

wherein a plurality of deduplicated data segments are compressed using a common compression context, wherein the plurality of deduplicated data segments are compressed upon determining that the plurality of deduplicated data segments are infrequently accessed, wherein a compressor examines patterns across the plurality of infrequently accessed deduplicated data segments to determine frequently occurring patterns, wherein a single deduplicated data segment is compressed using a non-shared compression context upon determining that the single deduplicated data segment is accessed frequently.

11. The system of claim 10 , wherein the plurality of data segments span a plurality of files.

12. The system of claim 10 , wherein the plurality of files are determined to be container or non-container files based on the file types associated with the files.

13. The system of claim 12 , wherein non-container files are evaluated to identify whether the non-container files would benefit from more fine-grained segmentation, wherein non-container files that would not benefit from more fine-grained segmentation have segment boundaries set to the file boundaries.

14. The system of claim 13 , wherein container files are recursively parsed to determine whether components of the container files are container or non-container components.

15. The system of claim 13 , wherein deduplicating the plurality of files comprises generating a plurality of filemaps corresponding to the plurality of files.

16. The system of claim 13 , wherein deduplicating the plurality of files comprises generating a plurality of datastore suitcases.

17. The system of claim 16 , wherein the datastore suitcase further comprises a plurality of reference counts corresponding to the plurality of deduplicated data segments.

18. The system of claim 17 , wherein the plurality of deduplicated data segments are determined to be infrequently accessed if they have low associated reference counts.

Assignments (29)
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.
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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
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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
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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 →
MERGER Recorded Dec 12, 2011
From: OCARINA NETWORKS, INC.
To: DELL PRODUCTS L.P.
Reel/Frame 027362/0060 →
CORRECTIVE ASSIGNMENT TO CORRECT THE ASSIGNEE'S NAME PREVIOUSLY RECORDED ON REEL 023914 FRAME 0909. ASSIGNOR(S) HEREBY CONFIRMS THE ASSIGNEE'S NAME IS OCARINA NETWORKS, INC.. Recorded Jul 16, 2010
From: RAO, GOUTHAM; BASHYAM, MURALI; JAYARAMAN, VINOD
To: OCARINA NETWORKS, INC.
Reel/Frame 024701/0713 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 9, 2010
From: RAO, GOUTHAM; BASHYAM, MURALI; JAYARAMAN, VINOD
To: OCARINA NETWORKS
Reel/Frame 023914/0909 →