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import math | ||
import util | ||
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n_threads = 64 | ||
xor_op = lambda x, y: x ^ y | ||
n_bits = 64 | ||
full_t = sbits.get_type(64) | ||
sbits.n = n_bits | ||
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if len(program.args) > 1: | ||
n_batches = int(program.args[1]) | ||
else: | ||
n_batches = 78 | ||
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batch_size = 64 | ||
n = n_batches * batch_size | ||
l = 16 | ||
a = Matrix(n, l, full_t) | ||
b = Matrix(n, l, full_t) | ||
t = sbitint.get_type(int(math.ceil(math.log(batch_size * l, 2))) + 1) | ||
matches = Matrix(n, n, t.bit_type) | ||
mismatches = Matrix(n, n, t) | ||
threshold = MemValue(t(10)) | ||
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for i in range(n): | ||
for j in range(l): | ||
a[i][j] = full_t.get_input_from(0) | ||
b[i][j] = full_t.get_input_from(1) | ||
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# test, create match between a[0] and b[1] but no match for a[1] | ||
a.assign_all(0) | ||
b.assign_all(0) | ||
a[0][0] = -1 | ||
b[1][0] = -1 | ||
a[1][1] = -1 | ||
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@for_range_multithread(n_batches, 1, n) | ||
def _(i): | ||
print_ln('%s', i) | ||
@for_range_parallel(100, n_batches) | ||
def _(j): | ||
j = j * batch_size | ||
av = sbitintvec.from_matrix((a[i][kk] for _ in range(batch_size)) \ | ||
for kk in range(l)) | ||
bv = sbitintvec.from_matrix((b[j + k][kk] for k in range(batch_size)) \ | ||
for kk in range(l)) | ||
res = xor_op(av, bv).popcnt() | ||
mismatches[i].set_range(j, (t(x) for x in res.elements())) | ||
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@for_range_multithread(n_batches, 8, n) | ||
def _(i): | ||
print_ln('%s', i) | ||
@for_range_parallel(100, n_batches) | ||
def _(j): | ||
j = j * batch_size | ||
v = sbitintvec(mismatches[i].get_range(j, batch_size)) | ||
vv = sbitintvec([threshold.read()] * batch_size) | ||
matches[i].set_range(j, v.less_than(vv, 10).elements()) | ||
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mg = MultiArray([n_batches, n, t.n], full_t) | ||
ag = Matrix(n_batches, n, full_t) | ||
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@for_range_multithread(n_batches, 1, n_batches) | ||
def _(i): | ||
m = mg[i] | ||
a = ag[i] | ||
i = i * batch_size | ||
print_ln('best %s', i) | ||
@for_range(n) | ||
def _(j): | ||
m[j].assign(sbitintvec(mismatches[i + k][j] | ||
for k in range(batch_size)).v) | ||
m = [sbitintvec.from_vec(m[j]) for j in range(n)] | ||
def reducer(a, b): | ||
c = a[0].less_than(b[0]) | ||
return util.if_else(c, (a[0], a[1] + [0] * len(b[1])), | ||
(b[0], [0] * len(a[1]) + b[1])) | ||
mm = util.tree_reduce(reducer, ((x, [2**batch_size - 1]) for x in m)) | ||
a.assign(mm[1]) | ||
@for_range_parallel(100, len(a)) | ||
def _(j): | ||
x = a[j] | ||
pm = sbitintvec(matches[i + k][j] for k in range(batch_size)) | ||
x = sbitintvec.from_vec([x]) | ||
for k, y in enumerate((pm & x).elements()): | ||
matches[i + k][j] = y | ||
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def test(result, expected): | ||
print_ln('%s ?= %s', result.reveal(), expected) | ||
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test(matches[0][1], 1) | ||
test(matches[0][0], 0) | ||
test(matches[1][0], 0) | ||
test(matches[1][1], 0) | ||
test(sum(matches[2]), 1) | ||
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test(mismatches[0][1], 0) | ||
test(mismatches[0][0], 64) | ||
test(mismatches[1][0], 64) | ||
test(mismatches[1][1], 128) |
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from Compiler.GC.types import sbits, sbit, cbits | ||
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import random | ||
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n = 4096 | ||
m = 1 | ||
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if len(program.args) > 1: | ||
n = int(program.args[1]) | ||
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if len(program.args) > 2: | ||
m = int(program.args[2]) | ||
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pack = min(n, 50) | ||
n = (n + pack - 1) / pack | ||
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a = sbit(1) | ||
b = sbit(1, n=pack) | ||
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start_timer(1) | ||
@for_range(m) | ||
def f(_): | ||
for i in range(n): | ||
a * b | ||
stop_timer(1) |
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sfix = sbitfix | ||
sint = sbitint.get_type(20) | ||
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sfix.set_precision(16, 32) | ||
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n = 10 | ||
m = 5 | ||
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# array of fixed points | ||
A = Array(n, sfix) | ||
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for i in range(n): | ||
A[i] = sfix(i) | ||
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print_ln('mrray of fixed points') | ||
for i in range(n): | ||
print_ln('%s', A[i].reveal()) | ||
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# matrix of fixed points | ||
M = Matrix(n, m, sfix) | ||
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for i in range(n): | ||
for j in range(m): | ||
M[i][j] = sfix(i*j) | ||
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print_ln('matrix of fixed points') | ||
for i in range(n): | ||
for j in range(m): | ||
print_str('%s ', M[i][j].reveal()) | ||
print_ln(' ') | ||
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# assign scalar to sfix | ||
A[5] = sfix(1.12345) | ||
print_ln('%s', A[5].reveal()) | ||
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# assign sint to sfix | ||
s = sint(10) | ||
sa = sfix(); sa.load_int(s) | ||
print_ln('successfully assigned sint to sfix %s', sa.reveal()) | ||
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# division between fixed points | ||
sb = sfix(2.5) | ||
print_ln('division between %s %s = %s', sa.reveal(), sb.reveal(), (sa/sb).reveal()) |
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# sbitint: factory for signed integer types | ||
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sint = sbitint.get_type(32) | ||
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def test(a, b, value_type=None): | ||
try: | ||
a = a.reveal() | ||
except AttributeError: | ||
pass | ||
import inspect | ||
print_ln('line %s: diff %s, got %s, expected %s', | ||
inspect.currentframe().f_back.f_lineno, \ | ||
(a ^ cbits(b, n=a.n)).reveal(), a, hex(b)) | ||
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a = sint(1) | ||
b = sint(2) | ||
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test(a + b, 3) | ||
test(a + a, 2) | ||
test(a * b, 2) | ||
test(a * a, 1) | ||
test(a - b, -1) | ||
test(a < b, 1) | ||
test(a <= b, 1) | ||
test(a >= b, 0) | ||
test(a > b, 0) | ||
test(a == b, 0) | ||
test(a != b, 1) | ||
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clear_a = a.reveal() | ||
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# arrays and loops | ||
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a = Array(100, sint) | ||
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@for_range(100) | ||
def f(i): | ||
a[i] = sint(i)**2 | ||
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test(a[99], 99**2) | ||
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# conditional | ||
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if_then(regint(0)) | ||
a[0] = 123 | ||
else_then() | ||
a[0] = 789 | ||
end_if() | ||
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test(a[0], 789) |
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from Compiler.GC.types import sbitfix, cbits | ||
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#sbitfix.set_precision(3, 7) | ||
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def test(a, b, value_type=None): | ||
try: | ||
b = int(round((b * (1 << a.f)))) | ||
a = a.v.reveal() | ||
except AttributeError: | ||
pass | ||
try: | ||
a = a.reveal() | ||
except AttributeError: | ||
pass | ||
import inspect | ||
print_ln('%s: %s %s %s', inspect.currentframe().f_back.f_lineno, \ | ||
(a ^ cbits(b)).reveal(), a, (b)) | ||
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aa = 5321.0 | ||
bb = 142.0 | ||
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for a_sign, b_sign in (1, -1), (-1, -1): | ||
a = a_sign * aa | ||
b = b_sign * bb | ||
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sa = sbitfix(a) | ||
sb = sbitfix(b) | ||
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test(sa + sb, a+b) | ||
test(sa - sb, a-b) | ||
test(sa * sb, a*b) | ||
test(sa / sb, a/b) | ||
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test(-sa, -a) | ||
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a = 126 | ||
b = 125 | ||
sa = sbitfix(a) | ||
sb = sbitfix(b) | ||
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test(sa < sb, int(a<b)) | ||
test(sa < sa, int(a<a)) | ||
test(sa < sa + sbitfix(1), int(a<a+1)) | ||
test(-sa < sa, int(-a<a)) | ||
test(-sb < sb, int(-b<b)) | ||
test(sa < -sb, int(a<-b)) | ||
test(-sa < -sb, int(-a<-b)) | ||
test(sa > sb, int(a>b)) | ||
test(sa <= sb, int(a<=b)) | ||
test(sa >= sb, int(a>=b)) | ||
test(sa == sb, int(a==b)) | ||
test(sa != sb, int(a!=b)) | ||
test(sa != sa, int(a!=a)) |
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program.options.merge_opens = False | ||
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from Compiler.GC.types import * | ||
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def test(a, b, value_type=None): | ||
try: | ||
a = a.reveal() | ||
except AttributeError: | ||
pass | ||
import inspect | ||
print_ln('%s: %s %s %s', inspect.currentframe().f_back.f_lineno, \ | ||
(a ^ cbits(b)).reveal(), a, hex(b)) | ||
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si32 = sbitint.get_type(32) | ||
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test(si32(3) + si32(2), 5) | ||
test(si32(3) - si32(2), 1) | ||
test(si32(3) < si32(2), 0) | ||
test(si32(3) > si32(2), 1) | ||
test(si32(2) <= si32(2), 1) | ||
test((si32(0) < si32(1)).if_else(si32(1), si32(2)) + si32(3), 4) | ||
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test(si32(3) * si32(2), 6) | ||
test(3 * si32(2), 6) | ||
test(si32(3) * 2, 6) | ||
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test(si32(-1), 2**32 - 1) | ||
test(si32(-1) + si32(3), 2) | ||
test(si32(-1) - si32(-2), 1) | ||
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test(si32(1) * 2 * 2, 4) | ||
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for i in range(3, 32): | ||
t = sbitint.get_type(i) | ||
test(t(3) + t(2), 5) | ||
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test(abs(si32(-2)), 2) | ||
test(abs(si32(2)), 2) |