seoul national university archi & network lab lrfu (least recently/frequently used) block...
TRANSCRIPT
![Page 1: Seoul National University Archi & Network LAB LRFU (Least Recently/Frequently Used) Block Replacement Policy Sang Lyul Min Dept. of Computer Engineering](https://reader031.vdocuments.mx/reader031/viewer/2022012922/5519c6af550346a45b8b45e2/html5/thumbnails/1.jpg)
Seoul National University
Archi & Network LAB
LRFU (Least Recently/Frequently Used)Block Replacement Policy
Sang Lyul Min
Dept. of Computer Engineering
Seoul National University
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Seoul National University
Archi & Network LAB
Why file cache?
Processor - Disk Speed Gap
1950’s 1990’s
• Processor - IBM 701
• 17,000 ins/sec
• Disk - IBM 305 RAMAC
• Density - 0.002 Mbits/sq. in
• Average seek time - 500 ms
• Processor - IBM PowerPC 603e
• 350,000,000 ins/sec
• Disk - IBM Deskstar 5
• Density - 1,319 Mbits/sq. in
• Average seek time - 10 ms
x 600,000
x 50
x 20,000
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Seoul National University
Archi & Network LAB
File Cache
main memory disk controller
file cache or buffer cache disk cache
processor disks
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Seoul National University
Archi & Network LAB
Operating System 101
• LRU Replacement • LFU Replacement
LRU Block
MRU Block
LFU Block
MFU Block
New reference
New reference
O(1) complexity O(n) complexity
heap
O(log n) complexity
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Seoul National University
Archi & Network LAB
Operating System 101
• LRU– Advantage
• High Adaptability
– Disadvantage• Short sighted
• LFU– Advantage
• Long sighted
– Disadvantage• Cache pollution
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Seoul National University
Archi & Network LAB
Motivation
• Cache size = 20 blocks
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Seoul National University
Archi & Network LAB
• Cache size = 60 blocks
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Seoul National University
Archi & Network LAB
• Cache size = 100 blocks
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Seoul National University
Archi & Network LAB
• Cache size = 200 blocks
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Seoul National University
Archi & Network LAB
• Cache size = 300 blocks
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Seoul National University
Archi & Network LAB
• Cache size = 500 blocks
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Seoul National University
Archi & Network LAB
Observation
• Both recency and frequency affect the likelih
ood of future references
• The relative impact of each is largely determi
ned by cache size
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Seoul National University
Archi & Network LAB
Goal
A replacement algorithm that allows a flexible trade-off between recency and frequency
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Seoul National University
Archi & Network LAB
Results
LRFU (Least Recently/Frequently Used)
Replacement Algorithm that
(1) subsumes both the LRU and LFU
algorithms
(2) subsumes their implementations
(3) yields better performance than them
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Seoul National University
Archi & Network LAB
CRF (Combined Recency and Frequency) Value
Current time tc
time
t3t2t1
Ctc(b) = F(1) + F(2) + F(3) || || || tc - t1 tc - t2 tc - t3
1 23
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Seoul National University
Archi & Network LAB
CRF (Combined Recency and Frequency) Valu
e
• Estimate of how likely a block will be
referenced in the future
• Every reference to a block contributes to the
CRF value of the block
• A reference’s contribution is determined by
weighing function F(x)
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Seoul National University
Archi & Network LAB
Hints and Constraints on F(x)
• should be monotonically decreasing
• should subsume LRU and LFU
• should allow efficient implementation
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Seoul National University
Archi & Network LAB
Conditions for LRU and LFU
• LRU Condition– If F(x) satisfies the following condition, then the LRF
U algorithm becomes the LRU algorithm
• LFU Condition– If F(x) = c, then the LRFU algorithm becomes the L
FU algorithm
1ij
F(j)F(i) i
block a: xblock b: x x x x x x x x
i
i+1i+2
i+3
currenttime
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Seoul National University
Archi & Network LAB
Weighing function F(x)
F(x) = ()x
Meaning: a reference’s contribution to the target
block’s CRF value is halved after every 1/
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Seoul National University
Archi & Network LAB
Properties of F(x) = ()x
• Property 1
– When = 0, (i.e., F(x) = 1), then it becomes LFU
– When = 1, (i.e., F(x) = ()x ), then it becomes LRU
– When 0 < < 1, it is between LFU and LRU
F(x) = ()x (LRU extreme)
Spectrum(LRU/LFU)
1
0
F(x) = 1 (LFU extreme)F(x)
Xcurrent time - reference time
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Seoul National University
Archi & Network LAB
Results
LRFU (Least Recently/Frequently Used)
Replacement Algorithm that
(1) subsumes both the LRU and LFU algorithms
(2) subsumes their implementations
(3) yields better performance than them
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Seoul National University
Archi & Network LAB
Difficulties of Naive Implementation
• Enormous space overheads
– Information about the time of every reference to
each block
• Enormous time overheads
– Computation of the CRF value of every block at
each time
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Seoul National University
Archi & Network LAB
Update of CRF value over timet1
time
t2
= (t2 - t1)
1
2 3
C t2(b) = F (1+) + F (2+) + F (3+)
= ()(1+ ) + () (2+ ) + () (3+ )
= (()1 + ()2 + ()3 ) ()
= C t1(b) x F ()
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Seoul National University
Archi & Network LAB
Properties of F(x) = ()x
• Property 2– With F(x) = ()x, Ctk(b) can be computed from Ctk-1(b) as
follows
Ctk(b) = Ctk-1(b) F () + F (0) || tk - tk-1
– Implications: Only two variables are required for each block for maintaining the CRF value
• One for the time of the last reference
• The other for the CRF value at that time
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Seoul National University
Archi & Network LAB
Difficulties of Naive Implementation
• Enormous space overheads
– Information about the time of every reference to
each block
• Enormous time overheads
– Computation of the CRF value of every block at
each time
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Seoul National University
Archi & Network LAB
Properties of F(x) = ()x
• Property 3– If Ct(a) > Ct(b) and neither a or b is referenced afte
r t, then Ct'(a) > Ct'(b) for all t' > t• Why?
Ct'(a) = Ct(a) F() > Ct(b) F() = Ct'(b) (since F() > 0 )
• Implications– Reordering of blocks is needed only upon a block r
eference– Heap data structure can be used to maintain the o
rdering of blocks with O(log n) time complexity
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Seoul National University
Archi & Network LAB
Optimized Implementation
Blocks that can compete with a
currently referenced block
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Seoul National University
Archi & Network LAB
linked list
heap
1. replaced
2. demoted3. new block4. heap restored
linked list
heap
1. demoted
2. promoted
referencedblock
3. heaprestored
linked list
heap
referenced block1. heap
restored
Optimized Implementation
Reference to a new block
Reference to a block in the linked list
Reference to a block in the heap
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Seoul National University
Archi & Network LAB
QuestionWhat is the maximum number of blocks that
can potentially compete with a currently referenced block?
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Seoul National University
Archi & Network LAB
• • •
block a: x
block b: x x x x x
time
• • • + F(d threshold +2) + F(d threshold +1) + F(d threshold ) < F(0)
dthreshold
dthreshold +1
dthreshold +2
currenttime
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Properties of F(x) = ()x
• Property 4 :
log (1- ())
dthreshold =
log (1- ())
When 0
When 1
=
= 1log (1- ())
Seoul National University
Archi & Network LAB
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Optimized implementation (Cont’d)
linked list linked list
heap(single element)
LRU extreme
LFU extreme
heap
linked list (null)
heap
O(log n) O(1)
Seoul National University
Archi & Network LAB
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Seoul National University
Archi & Network LAB
Results
LRFU (Least Recently/Frequently Used)
Replacement Algorithm that
(1) subsumes both the LRU and LFU algorithms
(2) subsumes their implementations
(3) yields better performance than them
![Page 34: Seoul National University Archi & Network LAB LRFU (Least Recently/Frequently Used) Block Replacement Policy Sang Lyul Min Dept. of Computer Engineering](https://reader031.vdocuments.mx/reader031/viewer/2022012922/5519c6af550346a45b8b45e2/html5/thumbnails/34.jpg)
Seoul National University
Archi & Network LAB
Correlated References
correlated references
correlated references
correlated references
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LRFU with correlated references
• Masking function Gc(x)
• C'tk(b), CRF value when correlated references are consid
ered, can be derived from C'tk-1(b)
C'tk(b) = F(tk - tk) + F(tk - ti )*Gc(ti+1 - ti )
= F( tk - tk-1) * [F(0) * Gc( tk - tk-1) + C'tk-1(b) - F(0)] + F(0)
period correlated :c c,x:1
cx:0(x)Gc
1k
1i
Seoul National University
Archi & Network LAB
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Trace-driven simulation
• Sprite client trace
– Collection of block references from a Sprite client
– contains 203,808 references to 4,822 unique blocks
• DB2 trace
– Collection of block references from a DB2 installation
– Contains 500,000 references to 75,514 unique blocks
Seoul National University
Archi & Network LAB
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Effects of on the performance
(b) DB2
Hit Rate
X
X
X
X
Hit Rate
(a) Sprite client
X
X
X
X
Seoul National University
Archi & Network LAB
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Combined effects of and correlated period
Hit Rate
CorrelatedPeriod
(a) Sprite client
Hit Rate
CorrelatedPeriod
(b) DB2
Seoul National University
Archi & Network LAB
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Previous works• FBR (Frequency-Based Replacement) algorithm
– Introduces correlated reference concept
• LRU-K algorithm– Replaces blocks based on time of the K’th-to-last non-correlated references
– Discriminates well the frequently and infrequently used blocks
– Problems• Ignores the K-1 references • linear space complexity to keep the last K reference times
• 2Q and sLRU algorithms– Use two queues or two segments
– Move only the hot blocks to the main part of the disk cache
– Work very well for “used-only-once” blocks
Seoul National University
Archi & Network LAB
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Comparison of the LRFU policy with other policies
Hit Rate
Cache Size (# of blocks)
(a) Sprite client
Hit Rate
Cache Size (# of blocks)
(b) DB2
Seoul National University
Archi & Network LAB
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Implementation of the LRFU algorithm
• Buffer cache of the FreeBSD 3.0 operating sy
stem
• Benchmark: SPEC SDET benchmark
– Simulates a multi-programming environment
– consists of concurrent shell scripts each with abou
t 150 UNIX commands
– gives results in scripts / hour
Seoul National University
Archi & Network LAB
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SDET benchmark results
CacheSize
LRU LRFU
50 69.6 71.2
100 70.0 73.6
200 71.2 74.9
300 72.4 75.7
Hit rate SDET Throughput
(scripts/ hour)Hit Rate
Seoul National University
Archi & Network LAB
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Seoul National University
Archi & Network LAB
Conclusions
LRFU (Least Recently/Frequently Used)
Replacement Algorithm that
(1) subsumes both the LRU and LFU algorithms
(2) subsumes their implementations
(3) yields better performance than them
![Page 44: Seoul National University Archi & Network LAB LRFU (Least Recently/Frequently Used) Block Replacement Policy Sang Lyul Min Dept. of Computer Engineering](https://reader031.vdocuments.mx/reader031/viewer/2022012922/5519c6af550346a45b8b45e2/html5/thumbnails/44.jpg)
Seoul National University
Archi & Network LAB
Future Research
• Dynamic version of the LRFU algorithm
• LRFU algorithm for heterogeneous workloads
– File requests vs. VM requests
– Disk block requests vs. Parity block requests (RAI
D)
– Requests to different files (index files, data files)
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Seoul National University
Archi & Network LAB
People
• REAL PEOPLE (Graduate students)
– Lee, Donghee
– Choi, Jongmoo
– Kim, Jong-Hun
• Guides (Professors)
– Noh, Sam H.
– Min, Sang Lyul
– Cho, Yookun
– Kim, Chong Sang
http://archi.snu.ac.kr/symin/
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Adaptive LRFU policy
• Adjust periodically depending on the evolution of workload
• Use the LRU policy as the reference model to quantify how good (or bad) the locality of the workload has been
• Algorithm of the Adaptive LRFU policy
– if ( > )
value for period i+1 is updated in the same direction
– else the direction is reversed
1)(iHIT
1)(iHIT(i)Hit
LRFU
LRFULRFU
1)(iHIT
1)(iHIT(i)Hit
LRU
LRULRU
Seoul National University
Archi & Network LAB
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Results of the Adaptive LRFU
CacheSize
LRU LRFU AdaptiveLRFU
1200 0.5588 0.6049 0.5872
1500 0.6494 0.7326 0.7093
2000 0.7939 0.8634 0.8461
2500 0.9198 0.9440 0.9291
3000 0.9657 0.9726 0.9707
Client Workstation 54
CacheSize
LRU LRFUAdaptive
LRFU
1000 0.6544 0.6899 0.6772
3000 0.7295 0.7527 0.7463
5000 0.7625 0.7802 0.7652
7000 0.7809 0.7962 0.7815
10000 0.8009 0.8107 0.8023
DB2
Seoul National University
Archi & Network LAB