IP Library Granted Patent US 8,543,555
Granted Patent B2
US 8,543,555 · App. 13/436,388 · Granted Sep 24, 2013

Dictionary for data deduplication

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Quick Facts
Patent No.
US 8,543,555
App. No.
13/436,388
Filed
Mar 30, 2012
Granted
Sep 24, 2013
Kind
B2
Examiner
LE, HUNG D
Art Unit
2161
USPC
707/692
Abstract

Mechanisms are provided for efficiently improving a dictionary used for data deduplication. Dictionaries are used to hold hash key and location pairs for deduplicated data. Strong hash keys prevent collisions but weak hash keys are more computation and storage efficient. Mechanisms are provided to use both a weak hash key and a strong hash key. Weak hash keys and corresponding location pairs are stored in an improved dictionary while strong hash keys are maintained with the deduplicated data itself. The need for having uniqueness from a strong hash function is balanced with the deduplication dictionary space savings from a weak hash function.

Claims (30)

1. A method comprising:

generating a first hash value for a segment, wherein the first hash value is a weak hash value;

accessing a deduplication dictionary using the first hash value, wherein the first hash value comprises fewer bits than the segment;

identifying a segment entry corresponding to the first hash value;

generating a second hash value for the segment, wherein the second hash value is a strong hash value; and

comparing the second hash value for the segment with a stored second hash value maintained in deduplicated data corresponding to the segment entry.

2. The method of claim 1 , wherein if the second hash does match the stored second hash value, a reference count associated with the segment entry is incremented.

3. The method of claim 1 , wherein if the second hash value generated does not match the stored second hash value, the segment and the second hash value generated is added to a suitcase.

4. The method of claim 3 , wherein the second hash value generated is included in the metadata for the segment.

5. The method of claim 1 , wherein the first hash value is compared to a plurality of weak hash values maintained in the deduplication dictionary.

6. The method of claim 5 , wherein metadata from the segment entry corresponding to the weak hash value is accessed.

7. The method of claim 1 , wherein deduplicated data corresponding to the segment entry is maintained in a suitcase location.

8. The method of claim 1 , wherein the first hash value is maintained using fewer bits than the second hash value.

9. A system comprising:

an interface operable to receive a segment;

a processor operable to generate a first hash value and a second hash value for the segment, the first hash value comprising fewer bits than the segment, wherein the first hash value is a weak hash value;

storage operable to maintain a deduplication dictionary, wherein the deduplication dictionary is access using the first hash value for the segment to identify a segment entry corresponding to the first hash value;

wherein the second hash value for the segment is compared to a stored second hash value maintained in deduplicated data corresponding to the segment entry, wherein the second hash value is a strong hash value.

10. The system of claim 9 , wherein if the second hash does match the stored second hash value, a reference count associated with the segment entry is incremented.

11. The system of claim 9 , wherein if the second hash value generated does not match the stored second hash value, the segment and the second hash value generated is added to a suitcase.

12. The system of claim 11 , wherein the second hash value generated is included in the metadata for the segment.

13. The system of claim 9 , wherein the first hash value is compared to a plurality of weak hash values maintained in the deduplication dictionary.

14. The system of claim 13 , wherein metadata from the segment entry corresponding to the weak hash value is accessed.

15. The system of claim 9 , wherein deduplicated data corresponding to the segment entry is maintained in a suitcase location.

16. A non-transitory computer readable medium comprising:

computer code for generating a first hash value for a segment, the first hash value comprising fewer bits than the segment, wherein the first hash value is a weak hash value;

computer code for accessing a deduplication dictionary using the first hash value for the segment;

computer code for identifying a segment entry corresponding to the first hash value for the segment;

computer code for generating a second hash value for the segment, wherein the second hash value is a strong hash value; and

computer code for comparing the second hash value for the segment with a stored second hash value maintained in deduplicated data corresponding to the segment entry.

Assignments (19)
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 071527/0001 →
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 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (045455/0001) Recorded May 20, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061753/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (040136/0001) Recorded Apr 26, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061324/0001 →
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 SECURITY INTEREST Recorded Nov 3, 2021
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL, L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 058216/0001 →
CHANGE OF NAME Recorded Mar 21, 2018
From: DELL SOFTWARE INC.
To: QUEST SOFTWARE INC.
Reel/Frame 045660/0755 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 16, 2018
From: DELL PRODUCTS L.P.
To: DELL SOFTWARE INC.
Reel/Frame 045355/0817 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
Reel/Frame 040136/0001 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040134/0001 →
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 →
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 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 (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 (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 (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 →