1) Systolic arrays are specialized parallel computing systems where multiple processors are connected by short wires and data flows synchronously between neighboring processors.
2) They are useful for solving problems like matrix multiplication and the n-body problem in linear or polynomial time rather than quadratic or exponential time.
3) Examples provided include using a systolic array to calculate gravitational forces between planets in the n-body problem in linear time rather than quadratic time for a conventional approach. Matrix multiplication was also shown to be computed in linear time using a systolic array rather than cubic time for a conventional approach.
FIR Filter Implementation by Systolization using DA-based DecompositionIDES Editor
In this paper we present 1D and 2D systolic
Distributed Arithmetic (DA) based structures that are designed
for the implementation of Finite Impulse Response (FIR) filters.
The paper compares the 1D DA based systolic structure with
1D systolic DA based decomposition method. The filters are
implemented on a Xilinx Virtex II Pro (XC2VP30) FPGA using
HDL and system metrics like Area, Gate Count, Maximum
Usable Frequency and Power consumption are estimated for
different filter orders and address lengths. The 1D systolic
decomposition structure is also compared with the existing
system generator implementation of DA FIR.. Results for an
exemplary implementation are presented.
Interconnection Network
in this presentation there are some explain to Interconnection Network , and espically in computer architecture and parallel processing.
FIR Filter Implementation by Systolization using DA-based DecompositionIDES Editor
In this paper we present 1D and 2D systolic
Distributed Arithmetic (DA) based structures that are designed
for the implementation of Finite Impulse Response (FIR) filters.
The paper compares the 1D DA based systolic structure with
1D systolic DA based decomposition method. The filters are
implemented on a Xilinx Virtex II Pro (XC2VP30) FPGA using
HDL and system metrics like Area, Gate Count, Maximum
Usable Frequency and Power consumption are estimated for
different filter orders and address lengths. The 1D systolic
decomposition structure is also compared with the existing
system generator implementation of DA FIR.. Results for an
exemplary implementation are presented.
Interconnection Network
in this presentation there are some explain to Interconnection Network , and espically in computer architecture and parallel processing.
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This presentation is about Apache Cassandra cluster, data model, read and write operations on node and on cluster and the same about update & delete. Why Delete is overhead and why all engineers have to know business needs to build right architecture and select the best tools.
Selection Sort, Insertion Sort, Bubble Sort Main idea: find the smallest element put it in the first position find the next smallest element put it in the second position
CrewScout is an expert-team finding system based on the concept of skyline teams and efficient algorithms for finding such teams. Given a set of experts, CrewScout finds all k-expert skyline teams, which are not dominated by any other k-expert teams. The dominance between teams is governed by comparing their aggregated expertise vectors. The need for finding expert teams prevails in applications such as question answering, crowdsourcing, panel selection, and project team formation. The new contributions of this paper include an end-to-end system with an interactive user interface that assists users in choosing teams and an demonstration of its application domains.
A presentation on prim's and kruskal's algorithmGaurav Kolekar
This slides are for a presentation on Prim's and Kruskal's algorithm. Where I have tried to explain how both the algorithms work, their similarities and their differences.
Magnetic fields are ubiquitous in the universe and fundamentally determine the dynamics of many astrophysical bodies. Their evolution shows a variety of characteristics like reconnection, forward and inverse cascade and relaxation to lower energy states. wen absence of any external forcing or driving of the system the field is expected relax to a lower energy state with vanishing Lorentz-force. How such a state is reached and how the evolution depends on the initial field topology is under debate.
Using mimetic numerical operators to compute the electric current density we developed a numerical code to study the relaxation of magnetic fields in an ideal environment, i.e. without viscosity or resistivity. Combined with a Lagrangian grid scheme we solve the magneto-frictional equations to study the ideal relaxation of magnetic fields into a force-free state, which is also the minimum energy state. The methods conserve the field line topology and the divergence freeness exactly. Compared to previous approaches the final state is by various measures closer to the expected force-free state and is able to reduce the free magnetic energy to almost zero. Using these tools we present results which contest the validity of the Parker conjecture in solar physics, which claims the formation of singular current sheets during the relaxation of some braided magnetic fields which are bounded within two planes.
Mimblewimble on Ethereum talk @ Devcon5. A user can enter into the magical world by depositing ERC20 tokens to Ethereum 9¾ and then sending ERC20s privately using Mimblewimble spells. Also, the user can withdraw ERC20 tokens to the muggle world by submitting proof.
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3. What Is a Systolic Array?What Is a Systolic Array?
A systolic array is an arrangement of processors in an array
where data flows synchronously across the array between
neighbors, usually with different data flowing in different directions
Each processor at each step takes in data from one or more
neighbors (e.g. North and West), processes it and, in the next
step, outputs results in the opposite direction (South and East).
H. T. Kung and Charles Leiserson were the first to publish
a paper on systolic arrays in 1978, and coined the name.
4. What Is a Systolic Array?What Is a Systolic Array?
A specialized form of parallel computing.
Multiple processors connected by short
wires.
Unlike many forms of parallelism which
lose speed through their connection.
Cells(processors), compute data and store it
independently of each other.
5. Systolic Unit(cell)Systolic Unit(cell)
Each unit is an independent processor.
Every processor has some registers and an
ALU.
The cells share information with their
neighbors, after performing the needed
operations on the data.
8. B1
B2
B3
B6
B4
B5
Six planets in orbit with different masses, and different forces
acting on each other, so are systolic array will look like this.
9. Each processor will hold the newtonian force formula:
Fij = kmimj/d2
ij , k being the gravitational constant.
Then load the array with values.
B1 B2 B3 B4 B5 B6
Now that the array has the mass and the coordinates of
Each body we can begin are computation.
17. Matrix MultiplicationMatrix Multiplication
a11 a12 a13
a21 a22 a23
a31 a32 a33
*
b11 b12 b13
b21 b22 b23
b31 b32 b33
=
c11 c12 c13
c21 c22 c23
c31 c32 c33
Conventional Method: N3
For I = 1 to N
For J = 1 to N
For K = 1 to N
C[I,J] = C[I,J] + A[J,K] * B[K,J];
18. Systolic MethodSystolic Method
This will run in O(n) time!
To run in N time we need N x N processing units, in this case
we need 9.
P9P8P7
P6P5P4
P1 P2 P3
19. We need to modify the input data, like so:
a13 a12 a11
a23 a22 a21
a33 a32 a31
b31 b32 b33
b21 b22 b23
b11 b12 b13
Flip columns 1 & 3
Flip rows 1 & 3
and finally stagger the data sets for input.
20. P9P8P7
P6P5P4
P1 P2 P3a13 a12 a11
a23 a22 a21
a33 a32 a31
b31
b21
b11
b32
b22
b12
b33
b23
b13
At every tick of the global system clock data is passed to each
processor from two different directions, then it is multiplied
and the result is saved in a register.
29. 373228
343925
23 36 28
23 36 28 25 39 34 28 32 37
P1 P2 P3 P4 P6P5 P7 P8 P9
Same answer! In 2n + 1 time, can we do better?
The answer is yes, there is an optimization.
30. CannonCannon’’s Techniques Technique
No processor is idle.
Instead of feeding the data, it is cycled.
Data is staggered, but slightly different than
before.
Not including the loading which can be
done in parallel for a time of 1, this
technique is effectively N.
32. Samba: Systolic AcceleratorSamba: Systolic Accelerator
for Molecular Biologicalfor Molecular Biological
ApplicationsApplications
This systolic array contains 128 processors shared into 32 full custom
VLSI chips. One chip houses 4 processors, and one processor performs
10 millions matrix cells per second.
33. Why Systolic?Why Systolic?
Extremely fast.
Easily scalable architecture.
Can do many tasks single processor
machines cannot attain.
Turns some exponential problems into
linear or polynomial time.
34. Why Not Systolic?Why Not Systolic?
Expensive.
Not needed on most applications, they are a
highly specialized processor type.
Difficult to implement and build.