mirror of
https://github.com/fpganinja/taxi.git
synced 2026-04-08 04:58:43 -07:00
math: Add MT19937 Mersenne Twister PRNG module and testbench
Signed-off-by: Alex Forencich <alex@alexforencich.com>
This commit is contained in:
116
src/math/tb/mt19937.py
Normal file
116
src/math/tb/mt19937.py
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@@ -0,0 +1,116 @@
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#!/usr/bin/env python3
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# SPDX-License-Identifier: CERN-OHL-S-2.0
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"""
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Copyright (c) 2014-2025 FPGA Ninja, LLC
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Authors:
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- Alex Forencich
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This is a python implementation of MT19937 from
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http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/MT2002/emt19937ar.html
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http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/MT2002/CODES/mt19937ar.c
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"""
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class mt19937(object):
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def __init__(self):
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self.mt = [0]*624
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self.mti = 625
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def seed(self, seed):
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self.mt[0] = seed & 0xffffffff
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for i in range(1,624):
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self.mt[i] = (1812433253 * (self.mt[i-1] ^ (self.mt[i-1] >> 30)) + i) & 0xffffffff
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self.mti = 624
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def init_by_array(self, key):
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self.seed(19650218)
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i = 1
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j = 0
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k = max(624, len(key))
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for ki in range(k):
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self.mt[i] = ((self.mt[i] ^ ((self.mt[i-1] ^ (self.mt[i-1] >> 30)) * 1664525)) + key[j] + j) & 0xffffffff
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i += 1
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j += 1
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if i >= 624:
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self.mt[0] = self.mt[623]
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i = 1
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if j >= len(key):
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j = 0
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for ki in range(624):
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self.mt[i] = ((self.mt[i] ^ ((self.mt[i-1] ^ (self.mt[i-1] >> 30)) * 1566083941)) - i) & 0xffffffff
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i += 1
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if i >= 624:
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self.mt[0] = self.mt[623]
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i = 1
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self.mt[0] = 0x80000000
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def int32(self):
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if self.mti >= 624:
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if self.mti == 625:
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self.seed(5489)
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for k in range(623):
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y = (self.mt[k] & 0x80000000) | (self.mt[k+1] & 0x7fffffff)
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if k < 624 - 397:
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self.mt[k] = self.mt[k+397] ^ (y >> 1) ^ (0x9908b0df if y & 1 else 0)
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else:
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self.mt[k] = self.mt[k+397-624] ^ (y >> 1) ^ (0x9908b0df if y & 1 else 0)
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y = (self.mt[623] & 0x80000000) | (self.mt[0] & 0x7fffffff)
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self.mt[623] = self.mt[396] ^ (y >> 1) ^ (0x9908b0df if y & 1 else 0)
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self.mti = 0
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y = self.mt[self.mti]
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self.mti += 1
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y ^= (y >> 11)
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y ^= (y << 7) & 0x9d2c5680
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y ^= (y << 15) & 0xefc60000
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y ^= (y >> 18)
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return y
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def int32b(self):
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if self.mti == 625:
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self.seed(5489)
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k = self.mti
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if k == 624:
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k = 0
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self.mti = 0
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if k == 623:
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y = (self.mt[623] & 0x80000000) | (self.mt[0] & 0x7fffffff)
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self.mt[623] = self.mt[396] ^ (y >> 1) ^ (0x9908b0df if y & 1 else 0)
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else:
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y = (self.mt[k] & 0x80000000) | (self.mt[k+1] & 0x7fffffff)
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if k < 624 - 397:
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self.mt[k] = self.mt[k+397] ^ (y >> 1) ^ (0x9908b0df if y & 1 else 0)
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else:
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self.mt[k] = self.mt[k+397-624] ^ (y >> 1) ^ (0x9908b0df if y & 1 else 0)
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y = self.mt[self.mti]
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self.mti += 1
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y ^= (y >> 11)
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y ^= (y << 7) & 0x9d2c5680
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y ^= (y << 15) & 0xefc60000
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y ^= (y >> 18)
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return y
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if __name__ == '__main__':
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mt = mt19937()
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mt.init_by_array([0x123, 0x234, 0x345, 0x456])
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print("1000 outputs of int32")
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s=''
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for i in range(1000):
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s += "%10lu " % mt.int32()
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if i % 5 == 4:
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print(s)
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s = ''
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if len(s) > 0:
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print(s)
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116
src/math/tb/mt19937_64.py
Normal file
116
src/math/tb/mt19937_64.py
Normal file
@@ -0,0 +1,116 @@
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#!/usr/bin/env python3
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# SPDX-License-Identifier: CERN-OHL-S-2.0
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"""
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Copyright (c) 2014-2025 FPGA Ninja, LLC
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Authors:
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- Alex Forencich
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This is a python implementation of MT19937-64 from
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http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/emt64.html
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http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/VERSIONS/C-LANG/mt19937-64.c
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"""
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class mt19937_64(object):
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def __init__(self):
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self.mt = [0]*312
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self.mti = 313
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def seed(self, seed):
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self.mt[0] = seed & 0xffffffffffffffff
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for i in range(1,312):
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self.mt[i] = (6364136223846793005 * (self.mt[i-1] ^ (self.mt[i-1] >> 62)) + i) & 0xffffffffffffffff
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self.mti = 312
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def init_by_array(self, key):
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self.seed(19650218)
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i = 1
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j = 0
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k = max(312, len(key))
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for ki in range(k):
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self.mt[i] = ((self.mt[i] ^ ((self.mt[i-1] ^ (self.mt[i-1] >> 62)) * 3935559000370003845)) + key[j] + j) & 0xffffffffffffffff
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i += 1
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j += 1
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if i >= 312:
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self.mt[0] = self.mt[311]
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i = 1
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if j >= len(key):
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j = 0
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for ki in range(312):
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self.mt[i] = ((self.mt[i] ^ ((self.mt[i-1] ^ (self.mt[i-1] >> 62)) * 2862933555777941757)) - i) & 0xffffffffffffffff
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i += 1
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if i >= 312:
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self.mt[0] = self.mt[311]
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i = 1
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self.mt[0] = 1 << 63
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def int64(self):
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if self.mti >= 312:
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if self.mti == 313:
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self.seed(5489)
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for k in range(311):
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y = (self.mt[k] & 0xFFFFFFFF80000000) | (self.mt[k+1] & 0x7fffffff)
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if k < 312 - 156:
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self.mt[k] = self.mt[k+156] ^ (y >> 1) ^ (0xB5026F5AA96619E9 if y & 1 else 0)
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else:
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self.mt[k] = self.mt[k+156-624] ^ (y >> 1) ^ (0xB5026F5AA96619E9 if y & 1 else 0)
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y = (self.mt[311] & 0xFFFFFFFF80000000) | (self.mt[0] & 0x7fffffff)
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self.mt[311] = self.mt[155] ^ (y >> 1) ^ (0xB5026F5AA96619E9 if y & 1 else 0)
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self.mti = 0
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y = self.mt[self.mti]
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self.mti += 1
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y ^= (y >> 29) & 0x5555555555555555
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y ^= (y << 17) & 0x71D67FFFEDA60000
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y ^= (y << 37) & 0xFFF7EEE000000000
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y ^= (y >> 43)
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return y
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def int64b(self):
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if self.mti == 313:
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self.seed(5489)
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k = self.mti
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if k == 312:
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k = 0
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self.mti = 0
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if k == 311:
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y = (self.mt[311] & 0xFFFFFFFF80000000) | (self.mt[0] & 0x7fffffff)
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self.mt[311] = self.mt[155] ^ (y >> 1) ^ (0xB5026F5AA96619E9 if y & 1 else 0)
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else:
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y = (self.mt[k] & 0xFFFFFFFF80000000) | (self.mt[k+1] & 0x7fffffff)
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if k < 312 - 156:
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self.mt[k] = self.mt[k+156] ^ (y >> 1) ^ (0xB5026F5AA96619E9 if y & 1 else 0)
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else:
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self.mt[k] = self.mt[k+156-624] ^ (y >> 1) ^ (0xB5026F5AA96619E9 if y & 1 else 0)
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y = self.mt[self.mti]
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self.mti += 1
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y ^= (y >> 29) & 0x5555555555555555
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y ^= (y << 17) & 0x71D67FFFEDA60000
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y ^= (y << 37) & 0xFFF7EEE000000000
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y ^= (y >> 43)
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return y
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if __name__ == '__main__':
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mt = mt19937_64()
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mt.init_by_array([0x12345, 0x23456, 0x34567, 0x45678])
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print("1000 outputs of int64")
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s=''
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for i in range(1000):
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s += "%10lu " % mt.int64b()
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if i % 5 == 4:
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print(s)
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s = ''
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if len(s) > 0:
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print(s)
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52
src/math/tb/taxi_mt19937/Makefile
Normal file
52
src/math/tb/taxi_mt19937/Makefile
Normal file
@@ -0,0 +1,52 @@
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# SPDX-License-Identifier: CERN-OHL-S-2.0
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#
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# Copyright (c) 2021-2025 FPGA Ninja, LLC
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#
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# Authors:
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# - Alex Forencich
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TOPLEVEL_LANG = verilog
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SIM ?= verilator
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WAVES ?= 0
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COCOTB_HDL_TIMEUNIT = 1ns
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COCOTB_HDL_TIMEPRECISION = 1ps
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RTL_DIR = ../../rtl
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LIB_DIR = ../../lib
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TAXI_SRC_DIR = $(LIB_DIR)/taxi/src
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DUT = taxi_mt19937
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COCOTB_TEST_MODULES = test_$(DUT)
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COCOTB_TOPLEVEL = test_$(DUT)
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MODULE = $(COCOTB_TEST_MODULES)
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TOPLEVEL = $(COCOTB_TOPLEVEL)
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VERILOG_SOURCES += $(COCOTB_TOPLEVEL).sv
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VERILOG_SOURCES += $(RTL_DIR)/$(DUT).sv
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VERILOG_SOURCES += $(TAXI_SRC_DIR)/axis/rtl/taxi_axis_if.sv
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# handle file list files
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process_f_file = $(call process_f_files,$(addprefix $(dir $1),$(shell cat $1)))
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process_f_files = $(foreach f,$1,$(if $(filter %.f,$f),$(call process_f_file,$f),$f))
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uniq_base = $(if $1,$(call uniq_base,$(foreach f,$1,$(if $(filter-out $(notdir $(lastword $1)),$(notdir $f)),$f,))) $(lastword $1))
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VERILOG_SOURCES := $(call uniq_base,$(call process_f_files,$(VERILOG_SOURCES)))
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# module parameters
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export PARAM_MT_W := 32
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export PARAM_INIT_SEED := 5489
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ifeq ($(SIM), icarus)
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PLUSARGS += -fst
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COMPILE_ARGS += $(foreach v,$(filter PARAM_%,$(.VARIABLES)),-P $(COCOTB_TOPLEVEL).$(subst PARAM_,,$(v))=$($(v)))
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else ifeq ($(SIM), verilator)
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COMPILE_ARGS += $(foreach v,$(filter PARAM_%,$(.VARIABLES)),-G$(subst PARAM_,,$(v))=$($(v)))
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ifeq ($(WAVES), 1)
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COMPILE_ARGS += --trace-fst
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VERILATOR_TRACE = 1
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endif
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endif
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include $(shell cocotb-config --makefiles)/Makefile.sim
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1
src/math/tb/taxi_mt19937/mt19937.py
Symbolic link
1
src/math/tb/taxi_mt19937/mt19937.py
Symbolic link
@@ -0,0 +1 @@
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../mt19937.py
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1
src/math/tb/taxi_mt19937/mt19937_64.py
Symbolic link
1
src/math/tb/taxi_mt19937/mt19937_64.py
Symbolic link
@@ -0,0 +1 @@
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../mt19937_64.py
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168
src/math/tb/taxi_mt19937/test_taxi_mt19937.py
Normal file
168
src/math/tb/taxi_mt19937/test_taxi_mt19937.py
Normal file
@@ -0,0 +1,168 @@
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#!/usr/bin/env python3
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# SPDX-License-Identifier: CERN-OHL-S-2.0
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"""
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Copyright (c) 2021-2025 FPGA Ninja, LLC
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Authors:
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- Alex Forencich
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"""
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import itertools
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import logging
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import os
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import sys
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import pytest
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import cocotb_test.simulator
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import cocotb
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from cocotb.clock import Clock
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from cocotb.triggers import RisingEdge
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from cocotb.regression import TestFactory
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from cocotbext.axi import AxiStreamBus, AxiStreamSink
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try:
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import mt19937, mt19937_64
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except ImportError:
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# attempt import from current directory
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sys.path.insert(0, os.path.join(os.path.dirname(__file__)))
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try:
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import mt19937, mt19937_64
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finally:
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del sys.path[0]
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class TB(object):
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def __init__(self, dut):
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self.dut = dut
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self.log = logging.getLogger("cocotb.tb")
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self.log.setLevel(logging.DEBUG)
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cocotb.start_soon(Clock(dut.clk, 10, units="ns").start())
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self.sink = AxiStreamSink(AxiStreamBus.from_entity(dut.m_axis), dut.clk, dut.rst)
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def set_backpressure_generator(self, generator=None):
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if generator:
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self.sink.set_pause_generator(generator())
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async def reset(self):
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self.dut.rst.setimmediatevalue(0)
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await RisingEdge(self.dut.clk)
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await RisingEdge(self.dut.clk)
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self.dut.rst.value = 1
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await RisingEdge(self.dut.clk)
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await RisingEdge(self.dut.clk)
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self.dut.rst.value = 0
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await RisingEdge(self.dut.clk)
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await RisingEdge(self.dut.clk)
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async def run_test(dut, seed=None, backpressure_inserter=None):
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tb = TB(dut)
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await tb.reset()
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tb.set_backpressure_generator(backpressure_inserter)
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if dut.MT_W.value == 32:
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mt = mt19937.mt19937()
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else:
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mt = mt19937_64.mt19937_64()
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if seed is not None:
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mt.seed(seed)
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await RisingEdge(dut.clk)
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dut.seed_val.value = seed
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dut.seed_start.value = 1
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await RisingEdge(dut.clk)
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dut.seed_start.value = 0
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await RisingEdge(dut.clk)
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tb.sink.clear()
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for i in range(1000):
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frame = await tb.sink.recv()
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if dut.MT_W.value == 32:
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ref = mt.int32()
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else:
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ref = mt.int64()
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assert frame.tdata[0] == ref
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await RisingEdge(dut.clk)
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await RisingEdge(dut.clk)
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def cycle_pause():
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return itertools.cycle([1, 1, 1, 0])
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if getattr(cocotb, 'top', None) is not None:
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factory = TestFactory(run_test)
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factory.add_option("backpressure_inserter", [None, cycle_pause])
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factory.add_option("seed", [None, 0x12345678])
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factory.generate_tests()
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# cocotb-test
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tests_dir = os.path.dirname(__file__)
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rtl_dir = os.path.abspath(os.path.join(tests_dir, '..', '..', 'rtl'))
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lib_dir = os.path.abspath(os.path.join(tests_dir, '..', '..', 'lib'))
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taxi_src_dir = os.path.abspath(os.path.join(lib_dir, 'taxi', 'src'))
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def process_f_files(files):
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lst = {}
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for f in files:
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if f[-2:].lower() == '.f':
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with open(f, 'r') as fp:
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l = fp.read().split()
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for f in process_f_files([os.path.join(os.path.dirname(f), x) for x in l]):
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lst[os.path.basename(f)] = f
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else:
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lst[os.path.basename(f)] = f
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return list(lst.values())
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@pytest.mark.parametrize("mt_w", [32, 64])
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def test_taxi_mt19937(request, mt_w):
|
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dut = "taxi_mt19937"
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module = os.path.splitext(os.path.basename(__file__))[0]
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toplevel = module
|
||||
|
||||
verilog_sources = [
|
||||
os.path.join(tests_dir, f"{toplevel}.sv"),
|
||||
os.path.join(rtl_dir, f"{dut}.sv"),
|
||||
os.path.join(taxi_src_dir, "axis", "rtl", "taxi_axis_if.sv"),
|
||||
]
|
||||
|
||||
verilog_sources = process_f_files(verilog_sources)
|
||||
|
||||
parameters = {}
|
||||
|
||||
parameters['MT_W'] = mt_w
|
||||
parameters['INIT_SEED'] = 5489
|
||||
|
||||
extra_env = {f'PARAM_{k}': str(v) for k, v in parameters.items()}
|
||||
|
||||
sim_build = os.path.join(tests_dir, "sim_build",
|
||||
request.node.name.replace('[', '-').replace(']', ''))
|
||||
|
||||
cocotb_test.simulator.run(
|
||||
simulator="verilator",
|
||||
python_search=[tests_dir],
|
||||
verilog_sources=verilog_sources,
|
||||
toplevel=toplevel,
|
||||
module=module,
|
||||
parameters=parameters,
|
||||
sim_build=sim_build,
|
||||
extra_env=extra_env,
|
||||
)
|
||||
68
src/math/tb/taxi_mt19937/test_taxi_mt19937.sv
Normal file
68
src/math/tb/taxi_mt19937/test_taxi_mt19937.sv
Normal file
@@ -0,0 +1,68 @@
|
||||
// SPDX-License-Identifier: CERN-OHL-S-2.0
|
||||
/*
|
||||
|
||||
Copyright (c) 2025 FPGA Ninja, LLC
|
||||
|
||||
Authors:
|
||||
- Alex Forencich
|
||||
|
||||
*/
|
||||
|
||||
`resetall
|
||||
`timescale 1ns / 1ps
|
||||
`default_nettype none
|
||||
|
||||
/*
|
||||
* MT19937/MT19937-64 Mersenne Twister PRNG testbench
|
||||
*/
|
||||
module test_taxi_mt19937 #(
|
||||
/* verilator lint_off WIDTHTRUNC */
|
||||
/* verilator lint_off WIDTHEXPAND */
|
||||
parameter integer MT_W = 32,
|
||||
parameter logic [MT_W-1:0] INIT_SEED = 5489
|
||||
/* verilator lint_on WIDTHTRUNC */
|
||||
/* verilator lint_on WIDTHEXPAND */
|
||||
)
|
||||
();
|
||||
|
||||
logic clk;
|
||||
logic rst;
|
||||
|
||||
taxi_axis_if #(
|
||||
.DATA_W(MT_W),
|
||||
.KEEP_W(1)
|
||||
) m_axis();
|
||||
|
||||
wire busy;
|
||||
|
||||
logic [MT_W-1:0] seed_val;
|
||||
logic seed_start;
|
||||
|
||||
taxi_mt19937 #(
|
||||
.MT_W(MT_W),
|
||||
.INIT_SEED(INIT_SEED)
|
||||
)
|
||||
uut (
|
||||
.clk(clk),
|
||||
.rst(rst),
|
||||
|
||||
/*
|
||||
* AXI output (source)
|
||||
*/
|
||||
.m_axis(m_axis),
|
||||
|
||||
/*
|
||||
* Status
|
||||
*/
|
||||
.busy(busy),
|
||||
|
||||
/*
|
||||
* Configuration
|
||||
*/
|
||||
.seed_val(seed_val),
|
||||
.seed_start(seed_start)
|
||||
);
|
||||
|
||||
endmodule
|
||||
|
||||
`resetall
|
||||
Reference in New Issue
Block a user