2018-10-24 12:52:11 +00:00
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pragma solidity >=0.0;
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2017-07-12 13:46:33 +00:00
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/// @title Math library - Allows calculation of logarithmic and exponential functions
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/// @author Alan Lu - <alan.lu@gnosis.pm>
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/// @author Stefan George - <stefan@gnosis.pm>
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library Math {
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/*
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* Constants
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*/
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// This is equal to 1 in our calculations
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uint public constant ONE = 0x10000000000000000;
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uint public constant LN2 = 0xb17217f7d1cf79ac;
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uint public constant LOG2_E = 0x171547652b82fe177;
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/*
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* Public functions
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*/
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/// @dev Returns natural exponential function value of given x
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/// @param x x
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/// @return e**x
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function exp(int x)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (uint)
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{
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// revert if x is > MAX_POWER, where
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// MAX_POWER = int(mp.floor(mp.log(mpf(2**256 - 1) / ONE) * ONE))
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require(x <= 2454971259878909886679);
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// return 0 if exp(x) is tiny, using
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// MIN_POWER = int(mp.floor(mp.log(mpf(1) / ONE) * ONE))
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if (x < -818323753292969962227)
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return 0;
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// Transform so that e^x -> 2^x
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x = x * int(ONE) / int(LN2);
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// 2^x = 2^whole(x) * 2^frac(x)
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// ^^^^^^^^^^ is a bit shift
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// so Taylor expand on z = frac(x)
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int shift;
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uint z;
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if (x >= 0) {
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shift = x / int(ONE);
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z = uint(x % int(ONE));
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}
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else {
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shift = x / int(ONE) - 1;
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z = ONE - uint(-x % int(ONE));
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}
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// 2^x = 1 + (ln 2) x + (ln 2)^2/2! x^2 + ...
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//
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// Can generate the z coefficients using mpmath and the following lines
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// >>> from mpmath import mp
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// >>> mp.dps = 100
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// >>> ONE = 0x10000000000000000
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// >>> print('\n'.join(hex(int(mp.log(2)**i / mp.factorial(i) * ONE)) for i in range(1, 7)))
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// 0xb17217f7d1cf79ab
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// 0x3d7f7bff058b1d50
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// 0xe35846b82505fc5
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// 0x276556df749cee5
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// 0x5761ff9e299cc4
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// 0xa184897c363c3
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uint zpow = z;
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uint result = ONE;
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result += 0xb17217f7d1cf79ab * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x3d7f7bff058b1d50 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0xe35846b82505fc5 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x276556df749cee5 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x5761ff9e299cc4 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0xa184897c363c3 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0xffe5fe2c4586 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x162c0223a5c8 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x1b5253d395e * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x1e4cf5158b * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x1e8cac735 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x1c3bd650 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x1816193 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x131496 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0xe1b7 * zpow / ONE;
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zpow = zpow * z / ONE;
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result += 0x9c7 * zpow / ONE;
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if (shift >= 0) {
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2020-05-11 22:06:25 +00:00
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if (result >> uint(256 - shift) > 0)
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return (2 ** 256 - 1);
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return result << uint(shift);
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2017-07-12 13:46:33 +00:00
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}
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else
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2020-05-11 22:06:25 +00:00
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return result >> uint(-shift);
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2017-07-12 13:46:33 +00:00
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}
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/// @dev Returns natural logarithm value of given x
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/// @param x x
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/// @return ln(x)
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function ln(uint x)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (int)
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{
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require(x > 0);
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// binary search for floor(log2(x))
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int ilog2 = floorLog2(x);
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int z;
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if (ilog2 < 0)
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z = int(x << uint(-ilog2));
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else
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z = int(x >> uint(ilog2));
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// z = x * 2^-⌊log₂x⌋
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// so 1 <= z < 2
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// and ln z = ln x - ⌊log₂x⌋/log₂e
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// so just compute ln z using artanh series
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// and calculate ln x from that
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int term = (z - int(ONE)) * int(ONE) / (z + int(ONE));
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int halflnz = term;
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int termpow = term * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 3;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 5;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 7;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 9;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 11;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 13;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 15;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 17;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 19;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 21;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 23;
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termpow = termpow * term / int(ONE) * term / int(ONE);
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halflnz += termpow / 25;
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return (ilog2 * int(ONE)) * int(ONE) / int(LOG2_E) + 2 * halflnz;
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}
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/// @dev Returns base 2 logarithm value of given x
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/// @param x x
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2019-10-21 22:05:34 +00:00
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/// @return lo logarithmic value
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2017-07-12 13:46:33 +00:00
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function floorLog2(uint x)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (int lo)
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{
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lo = -64;
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int hi = 193;
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// I use a shift here instead of / 2 because it floors instead of rounding towards 0
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int mid = (hi + lo) >> 1;
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while((lo + 1) < hi) {
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if (mid < 0 && x << uint(-mid) < ONE || mid >= 0 && x >> uint(mid) < ONE)
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hi = mid;
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else
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lo = mid;
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mid = (hi + lo) >> 1;
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}
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}
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/// @dev Returns maximum of an array
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/// @param nums Numbers to look through
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2019-10-21 22:05:34 +00:00
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/// @return max Maximum number
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2018-07-14 21:42:01 +00:00
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function max(int[] memory nums)
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2017-07-12 13:46:33 +00:00
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (int max)
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{
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require(nums.length > 0);
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max = -2**255;
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for (uint i = 0; i < nums.length; i++)
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if (nums[i] > max)
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max = nums[i];
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}
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/// @dev Returns whether an add operation causes an overflow
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/// @param a First addend
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/// @param b Second addend
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/// @return Did no overflow occur?
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function safeToAdd(uint a, uint b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (bool)
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{
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return a + b >= a;
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}
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/// @dev Returns whether a subtraction operation causes an underflow
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/// @param a Minuend
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/// @param b Subtrahend
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/// @return Did no underflow occur?
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function safeToSub(uint a, uint b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (bool)
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{
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return a >= b;
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}
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/// @dev Returns whether a multiply operation causes an overflow
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/// @param a First factor
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/// @param b Second factor
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/// @return Did no overflow occur?
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function safeToMul(uint a, uint b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (bool)
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{
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return b == 0 || a * b / b == a;
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}
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/// @dev Returns sum if no overflow occurred
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/// @param a First addend
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/// @param b Second addend
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/// @return Sum
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function add(uint a, uint b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (uint)
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{
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require(safeToAdd(a, b));
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return a + b;
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}
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/// @dev Returns difference if no overflow occurred
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/// @param a Minuend
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/// @param b Subtrahend
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/// @return Difference
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function sub(uint a, uint b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (uint)
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{
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require(safeToSub(a, b));
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return a - b;
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}
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/// @dev Returns product if no overflow occurred
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/// @param a First factor
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/// @param b Second factor
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/// @return Product
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function mul(uint a, uint b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (uint)
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{
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require(safeToMul(a, b));
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return a * b;
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}
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/// @dev Returns whether an add operation causes an overflow
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/// @param a First addend
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/// @param b Second addend
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/// @return Did no overflow occur?
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function safeToAdd(int a, int b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (bool)
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{
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return (b >= 0 && a + b >= a) || (b < 0 && a + b < a);
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}
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/// @dev Returns whether a subtraction operation causes an underflow
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/// @param a Minuend
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/// @param b Subtrahend
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/// @return Did no underflow occur?
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function safeToSub(int a, int b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (bool)
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{
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return (b >= 0 && a - b <= a) || (b < 0 && a - b > a);
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}
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/// @dev Returns whether a multiply operation causes an overflow
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/// @param a First factor
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/// @param b Second factor
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/// @return Did no overflow occur?
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function safeToMul(int a, int b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (bool)
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{
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return (b == 0) || (a * b / b == a);
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}
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/// @dev Returns sum if no overflow occurred
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/// @param a First addend
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/// @param b Second addend
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/// @return Sum
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function add(int a, int b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (int)
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{
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require(safeToAdd(a, b));
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return a + b;
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}
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/// @dev Returns difference if no overflow occurred
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/// @param a Minuend
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/// @param b Subtrahend
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/// @return Difference
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function sub(int a, int b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (int)
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{
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require(safeToSub(a, b));
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return a - b;
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}
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/// @dev Returns product if no overflow occurred
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/// @param a First factor
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/// @param b Second factor
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/// @return Product
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function mul(int a, int b)
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public
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2018-07-02 09:14:28 +00:00
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pure
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2017-07-12 13:46:33 +00:00
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returns (int)
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{
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require(safeToMul(a, b));
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return a * b;
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}
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}
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