3 — arithmetic for computers...6 performance issues critical path of n-bit ripple-carry adder is...
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1
Chapter 3 Arithmetic for Computers
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2 2 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Arithmetic for Computers Operations on integers
Addition and subtraction Multiplication and division Dealing with overflow
Floating-point real numbers Representation and operations
§3.1 Introduction
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3 3
MIPS Arithmetic Logic Unit (ALU)
Must support the Arithmetic/Logic operations of the ISA add, addi, addiu, addu sub, subu mult, multu, div, divu sqrt and, andi, nor, or, ori, xor, xori beq, bne, slt, slti, sltiu, sltu
With special handling for sign extend – addi, addiu, slti, sltiu zero extend – andi, ori, xori overflow detection – add, addi, sub
Rechnerstrukturen 182.092 3 — Arithmetic for Computers
32
32
32
m (operation)
result
A
B
ALU
4
zero ovf
1 1
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4 4
(Simplyfied) 1-bit MIPS ALU
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AND, OR, ADD, SLT
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5 5
Final 32-bit ALU
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6 6
Performance issues Critical path of n-bit ripple-carry adder is n*CP
Design trick – throw hardware at it (Carry Lookahead)
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A0
B0
1-bit ALU
result0
CarryIn0
CarryOut0
A1
B1
1-bit ALU
result1
CarryIn1
CarryOut1
A2
B2
1-bit ALU
result2
CarryIn2
CarryOut2
A3
B3
1-bit ALU
result3
CarryIn3
CarryOut3
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7 7
Carry Lookahead Logic (4 bit adder)
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LS 283
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8 8 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Integer Addition Example: 7 + 6
§3.2 Addition and S
ubtraction
Overflow if result out of range Adding +ve and –ve operands, no overflow Adding two +ve operands
Overflow if result sign is 1
Adding two –ve operands Overflow if result sign is 0
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9 9 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Integer Subtraction Add negation of second operand Example: 7 – 6 = 7 + (–6)
+7: 0000 0000 … 0000 0111 –6: 1111 1111 … 1111 1010 +1: 0000 0000 … 0000 0001
Overflow if result out of range Subtracting two +ve or two –ve operands, no overflow Subtracting +ve from –ve operand
Overflow if result sign is 0
Subtracting –ve from +ve operand Overflow if result sign is 1
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10 10
Dealing with Overflow (1) Overflow occurs when the result of an operation cannot
be represented in 32-bits, i.e., when the sign bit contains a value bit of the result and not the proper sign bit When adding operands with different signs or when subtracting
operands with the same sign, overflow can never occur
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MIPS signals overflow with an exception (aka interrupt) – an unscheduled procedure call where the EPC contains the address of the instruction that caused the exception
Operation Operand A Operand B Result indicating overflow
A + B ≥ 0 ≥ 0 < 0 A + B < 0 < 0 ≥ 0 A - B ≥ 0 < 0 < 0 A - B < 0 ≥ 0 ≥ 0
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11 11 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Dealing with Overflow (2) Some languages (e.g., C) ignore overflow
Use MIPS addu, addui, subu instructions Other languages (e.g., Ada, Fortran)
require raising an exception Use MIPS add, addi, sub instructions On overflow, invoke exception handler
Save PC in exception program counter (EPC) register
Jump to predefined handler address mfc0 (move from system control) instruction can
retrieve EPC value, to return after corrective action
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12 12 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Arithmetic for Multimedia Graphics and media processing operates
on vectors of 8-bit and 16-bit data Use 64-bit adder, with partitioned carry chain
Operate on 8×8-bit, 4×16-bit, or 2×32-bit vectors SIMD (single-instruction, multiple-data)
Saturating operations On overflow, result is largest representable
value c.f. 2s-complement modulo arithmetic
E.g., clipping in audio, saturation in video
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13 13
Multiply Binary multiplication is just a bunch of right
shifts and adds
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multiplicand
multiplier
partial product array
double precision product
n
2n
n can be formed in parallel and added in parallel for faster multiplication
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14 14 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Long-multiplication Approach
1000 × 1001 1000 0000 0000 1000 1001000
Length of product is the sum of operand lengths
multiplicand
multiplier
product
§3.3 Multiplication
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15 15 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Multiplication Hardware
Initially 0
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16 16
2 x 3 or 0010 x 0011
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17 17 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Optimized Multiplier Perform steps in parallel: add/shift
One cycle per partial-product addition That’s ok, if frequency of multiplications is low
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18 18 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Faster Multiplier Uses multiple adders
Cost/performance tradeoff
Can be pipelined Several multiplication performed in parallel
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19 19 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
MIPS Multiplication Two 32-bit registers for product
HI: most-significant 32 bits LO: least-significant 32-bits
Instructions mult rs, rt / multu rs, rt
64-bit product in HI/LO mfhi rd / mflo rd
Move from HI/LO to rd Can test HI value to see if product overflows 32 bits
mul rd, rs, rt
Least-significant 32 bits of product –> rd
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20 20
Division Division is just a bunch of quotient digit guesses and left
shifts and subtracts dividend = quotient x divisor + remainder
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dividend
divisor
partial remainder array
quotient n n
remainder
n
0 0 0
0
0
0
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21 21 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Division Check for 0 divisor Long division approach
If divisor ≤ dividend bits 1 bit in quotient, subtract
Otherwise 0 bit in quotient, bring down next
dividend bit
Restoring division Do the subtract, and if remainder
goes < 0, add divisor back Signed division
Divide using absolute values Adjust sign of quotient and remainder
as required
1001 1000|1001010 -1000 10 101 1010 -1000 10
n-bit operands yield n-bit quotient and remainder
quotient
dividend
remainder
divisor
§3.4 Division
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22 22 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Division Hardware
Initially dividend
Initially divisor in left half
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23 23
7:2 0111:0010
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24 24 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Optimized Divider
One cycle per partial-remainder subtraction Looks a lot like a multiplier!
Same hardware can be used for both
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25 25 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Faster Division Can’t use parallel hardware as in multiplier
Subtraction is conditional on sign of remainder Faster dividers (e.g. SweeneyRobertsonTocher
division) generate multiple quotient bits per step Still require multiple steps
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26 26 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
MIPS Division Use HI/LO registers for result
HI: 32-bit remainder LO: 32-bit quotient
Instructions div rs, rt / divu rs, rt
No overflow or divide-by-0 checking Software must perform checks if required
Use mfhi, mflo to access result
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27 27 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating Point Representation for non-integral numbers
Including very small and very large numbers Like scientific notation
–2.34 × 1056 +0.002 × 10–4 +987.02 × 109
In binary ±1.xxxxxxx2 × 2yyyy
Types float and double in C
normalized
not normalized
§3.5 Floating Point
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28 28 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating Point Standard Defined by IEEE Std 754-1985 Developed in response to divergence of
representations Portability issues for scientific code
Now almost universally adopted Two representations
Single precision (32-bit) Double precision (64-bit)
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29 29 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
IEEE Floating-Point Format
S: sign bit (0 ⇒ non-negative, 1 ⇒ negative) Normalize significand: 1.0 ≤ |significand| < 2.0
Always has a leading pre-binary-point 1 bit, so no need to represent it explicitly (hidden bit)
Significand is Fraction with the “1.” restored Exponent: excess representation: actual exponent + Bias
Ensures exponent is unsigned (non-negative) Single: Bias = 127; Double: Bias = 1203
S Exponent Fraction
single: 8 bits double: 11 bits
single: 23 bits double: 52 bits
Bias)(ExponentS 2Fraction)(11)(x −×+×−=
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30 30 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Single-Precision Range Exponents 00000000 and 11111111 reserved Smallest value
Exponent: 00000001 ⇒ actual exponent = 1 – 127 = –126
Fraction: 000…00 ⇒ significand = 1.0 ±1.0 × 2–126 ≈ ±1.2 × 10–38
Largest value exponent: 11111110 ⇒ actual exponent = 254 – 127 = +127
Fraction: 111…11 ⇒ significand ≈ 2.0 ±2.0 × 2+127 ≈ ±3.4 × 10+38
Powers of Ten: Quark 10-16 Universe 1025
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31 31 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Double-Precision Range Exponents 0000…00 and 1111…11 reserved Smallest value
Exponent: 00000000001 ⇒ actual exponent = 1 – 1023 = –1022
Fraction: 000…00 ⇒ significand = 1.0 ±1.0 × 2–1022 ≈ ±2.2 × 10–308
Largest value Exponent: 11111111110 ⇒ actual exponent = 2046 – 1023 = +1023
Fraction: 111…11 ⇒ significand ≈ 2.0 ±2.0 × 2+1023 ≈ ±1.8 × 10+308
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32 32 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating-Point Precision Relative precision
all fraction bits are significant Single: approx 2–23
Equivalent to 23 × log102 ≈ 23 × 0.3 ≈ 6 decimal digits of precision
Double: approx 2–52
Equivalent to 52 × log102 ≈ 52 × 0.3 ≈ 16 decimal digits of precision
0.09999999403953552 < 0.1 < 0.10000000149011612
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33 33 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating-Point Example Represent –0.75
–0.75 = (–1)1 × 1.12 × 2–1
S = 1 Fraction = 1000…002 Exponent = –1 + Bias
Single: –1 + 127 = 126 = 011111102 Double: –1 + 1023 = 1022 = 011111111102
Single: 1011111101000…00 Double: 1011111111101000…00
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34 34 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating-Point Example What number is represented by the single-
precision float 11000000101000…00
S = 1 Fraction = 01000…002 Fxponent = 100000012 = 129
x = (–1)1 × (1 + 012) × 2(129 – 127) = (–1) × 1.25 × 22 = –5.0
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37 37 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
127 ( 1) 2 ( )
1. If 255 (max.) and 0, than is not a number (NaN)
2. If 255 (max.) and 0, than (
0 ; -0
1 1;1)
3. If 0 255,
0 0
than ( 1) 2
S E
s
s E
M
E M
E M
E
−
−
= − ⋅
= ≠
= = = − ⋅∞
< < =
∞ ∞
⇒ ∞ ⇒ −∞−
− ⋅
X
X
X
X 127
126
( . ) 4. If 0 and 0, than ( 1) 2 (
normalizeddenormalized (fixed point). )
5. If 0 and 0, than ( 1) 0
s
s
ME M ME M
−= ≠ = − ⋅
= = = − ⋅
10X
X
E = 255 M ≠ 0 0 11111111 00000000010000000000000 = NaN 1 11111111 00001000000100000010000 = NaN
E = 255 M = 0 0 11111111 000000000O0000000000000 = ∞ 1 11111111 00000000000000000000000 = - ∞
E = 0 M = 0 0 00000000 000000000O0000000000000 = 0 1 00000000 00000000000000000000000 = - 0
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38 38
http://www.h-schmidt.net/FloatApplet/IEEE754de.html
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39 39
IEEE 754 not only a format … Rounding algorithms Arithmetic operations (add, subtract,
multiply, divide, square root, fused-multiply-add, remainder, etc.)
Conversions (between formats, to and from strings, etc.)
Exception handling Invalid (√-1), /0, over/under-flow
http://754r.ucbtest.org/standards/754.pdf (ANSI/IEEE Std 754–1985)
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40 40 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating-Point Addition Consider a 4-digit decimal example
9.999 × 101 + 1.610 × 10–1
1. Align decimal points Shift number with smaller exponent 9.999 × 101 + 0.016 × 101
2. Add significands 9.999 × 101 + 0.016 × 101 = 10.015 × 101
3. Normalize result & check for over/underflow 1.0015 × 102
4. Round and renormalize if necessary 1.002 × 102
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41 41 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Floating-Point Addition Now consider a 4-digit binary example
1.0002 × 2–1 + –1.1102 × 2–2 (0.5 + –0.4375) 1. Align binary points
Shift number with smaller exponent 1.0002 × 2–1 + –0.1112 × 2–1
2. Add significands 1.0002 × 2–1 + –0.1112 × 2–1 = 0.0012 × 2–1
3. Normalize result & check for over/underflow 1.0002 × 2–4, with no over/underflow
4. Round and renormalize if necessary 1.0002 × 2–4 (no change) = 0.0625
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42 42 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
FP Adder Hardware Much more complex than integer adder Doing it in one clock cycle would take too
long Much longer than integer operations Slower clock would penalize all instructions
FP adder usually takes several cycles Can be pipelined
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43 43 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
FP Adder Hardware
Step 1
Step 2
Step 3
Step 4
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46 46 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
FP Arithmetic Hardware FP multiplier is of similar complexity to FP
adder But uses a multiplier for significands instead of
an adder FP arithmetic hardware usually does
Addition, subtraction, multiplication, division, reciprocal, square-root
FP ↔ integer conversion Operations usually takes several cycles
Can be pipelined
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47 47 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
FP Instructions in MIPS FP hardware is coprocessor 1
Adjunct processor that extends the ISA Separate FP registers
32 single-precision: $f0, $f1, … $f31 Paired for double-precision: $f0/$f1, $f2/$f3, …
Release 2 of MIPs ISA supports 32 × 64-bit FP reg’s FP instructions operate only on FP registers
Programs generally don’t do integer ops on FP data, or vice versa
More registers with minimal code-size impact FP load and store instructions
lwc1, ldc1, swc1, sdc1 e.g., ldc1 $f8, 32($sp)
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48 48 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
FP Instructions in MIPS Single-precision arithmetic
add.s, sub.s, mul.s, div.s e.g., add.s $f0, $f1, $f6
Double-precision arithmetic add.d, sub.d, mul.d, div.d
e.g., mul.d $f4, $f4, $f6 Single- and double-precision comparison
c.xx.s, c.xx.d (xx is eq, lt, le, …) Sets or clears FP condition-code bit
e.g. c.lt.s $f3, $f4 Branch on FP condition code true or false
bc1t, bc1f e.g., bc1t TargetLabel
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50 50
Frequency of Common MIPS Instruction
Rechnerstrukturen 182.092 3 — Arithmetic for Computers
SPECint SPECfp addu 5.2% 3.5% addiu 9.0% 7.2% or 4.0% 1.2% sll 4.4% 1.9% lui 3.3% 0.5% lw 18.6% 5.8% sw 7.6% 2.0% lbu 3.7% 0.1% beq 8.6% 2.2% bne 8.4% 1.4% slt 9.9% 2.3% slti 3.1% 0.3% sltu 3.4% 0.8%
SPECint SPECfp add.d 0.0% 10.6% sub.d 0.0% 4.9% mul.d 0.0% 15.0% add.s 0.0% 1.5% sub.s 0.0% 1.8% mul.s 0.0% 2.4% l.d 0.0% 17.5% s.d 0.0% 4.9% l.s 0.0% 4.2% s.s 0.0% 1.1% lhu 1.3% 0.0%
Only included those with >3% and >1%
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51 51 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Interpretation of Data
Bits have no inherent meaning Interpretation depends on the instructions
applied Computer representations of numbers
Finite range and precision Need to account for this in programs
The BIG Picture
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52 52 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Associativity Parallel programs may interleave
operations in unexpected orders Assumptions of associativity may fail
§3.6 Parallelism
and Com
puter Arithm
etic: Associativity
(x+y)+z x+(y+z)x -1.50E+38 -1.50E+38y 1.50E+38z 1.0 1.0
1.00E+00 0.00E+00
0.00E+001.50E+38
Need to validate parallel programs under varying degrees of parallelism
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53 53 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
x86 FP Architecture Originally based on 8087 FP coprocessor
8 × 80-bit extended-precision registers Used as a push-down stack Registers indexed from TOS: ST(0), ST(1), …
FP values are 32-bit or 64 in memory Converted on load/store of memory operand Integer operands can also be converted
on load/store Very difficult to generate and optimize code
Result: poor FP performance
§3.7 Real S
tuff: Floating Point in the x86
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54 54 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
x86 FP Instructions
Optional variations I: integer operand P: pop operand from stack R: reverse operand order But not all combinations allowed
Data transfer Arithmetic Compare Transcendental FILD mem/ST(i)
FISTP mem/ST(i)
FLDPI
FLD1
FLDZ
FIADDP mem/ST(i)
FISUBRP mem/ST(i) FIMULP mem/ST(i) FIDIVRP mem/ST(i)
FSQRT
FABS
FRNDINT
FICOMP
FIUCOMP
FSTSW AX/mem
FPATAN
F2XMI
FCOS
FPTAN
FPREM
FPSIN
FYL2X
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55 55 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Streaming SIMD Extension 2 (SSE2)
Adds 4 × 128-bit registers Extended to 8 registers in AMD64/EM64T
Can be used for multiple FP operands 2 × 64-bit double precision 4 × 32-bit double precision Instructions operate on them simultaneously
Single-Instruction Multiple-Data
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56 56 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Right Shift and Division Left shift by i places multiplies an integer
by 2i Right shift divides by 2i?
Only for unsigned integers For signed integers
Arithmetic right shift: replicate the sign bit e.g., –5 / 4
111110112 >> 2 = 111111102 = –2 Rounds toward –∞
c.f. 111110112 >>> 2 = 001111102 = +62
§3.8 Fallacies and Pitfalls
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57 57 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Who Cares About FP Accuracy? Important for scientific code
But for everyday consumer use? »My bank balance is out by 0.0002¢!«
The Intel Pentium FDIV bug The market expects accuracy See Colwell, The Pentium Chronicles
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58 58 Rechnerstrukturen 182.092 3 — Arithmetic for Computers
Concluding Remarks ISAs support arithmetic
Signed and unsigned integers Floating-point approximation to reals
Bounded range and precision Operations can overflow and underflow
MIPS ISA Core instructions: 54 most frequently used
100% of SPECINT, 97% of SPECFP Other instructions: less frequent
§3.9 Concluding R
emarks