def test_mergemap()->None:
def _mm(a:TMap[int,int], b:TMap[int,int], f)->TMap[int,int]:
return mergemap(a,b,f)
assert _mm(mkmap({1:1,2:2}),
mkmap({1:10,3:30}),
lambda a,b:a+b)==mkmap({1:11,2:2,3:30})
assert _mm(mkmap({1:1,3:3}),mkmap({}), lambda a,b:int(a+b))==mkmap({1:1,3:3})
assert _mm(mkmap({}),mkmap({1:1,3:3}), lambda a,b:int(a+b))==mkmap({1:1,3:3})
def test_serimem():
def _test(ie):
assert ie == bin2imem(imem2bin(ie))
assert ie == jstr2imem(imem2jstr(ie))
_test(mkmap({Ref('a'):ival(0),
Ref('b'):ival(1),
Ref('c'):ival(2)}))
def test_let2()->None:
e = let(num(33), lambda a:
let(num(42), lambda b:
intrin(MethodName("add"), [('a',a),('b',b)])))
v,_ = interp(e, lib_arith, mkmap())
assert isinstance(v, IVal)
assert v.val==33+42
def _test_example_pickle(i:int)->Example:
e1=Example(
inp=mkmap({}),
expr=EXPRS[i % len(EXPRS)],
out=IVal(i))
e2=bin2ex(ex2bin(e1))
check_expr(e2.expr)
return e2
def freqs(e: Expr) -> TMap[MethodName, int]:
""" returns the intrinciq usage statistics """
def mm(a, b):
return mergemap(a, b, lambda x, y: x + y)
if isinstance(e, Val):
return mkmap({})
elif isinstance(e, Ap):
return mm(freqs(e.func), freqs(e.arg))
elif isinstance(e, Lam):
return freqs(e.body)
elif isinstance(e, Let):
return mm(freqs(e.expr), freqs(e.body))
elif isinstance(e, Intrin):
return mkmap({e.name: 1})
else:
raise ValueError(f"Invalid expression '{e}'")
def test_gather()->None:
mn = MethodName
mem = Mem({
Ref('a'): num(33),
Ref('b'): intrin(mn('neg'),[('a',ref('i'))]),
Ref('c'): intrin(mn('add'),[('a',ref('a')),('b',ref('b'))])
})
expr = gather(Ref('c'), mem)
assert extrefs(expr)==set([Ref('i')])
iexpr,_ = interp(expr, lib_arith, mkmap({Ref('i'):ival(32)}))
assert iexpr == IVal(1)
def _make(b:Build):
build_setoutpaths(b, 1)
builtin_inputs:dict={
# Ref("i0"):IVal(0),
# Ref("i1"):IVal(1)
}
IMEMs:List[IMem] = [mkmap(_union(builtin_inputs,
{Ref(f"i{i+len(builtin_inputs.keys())}"): IVal(randint(range_min,range_max))
for i in range(num_inputs)}))
for _ in range(batch_size)]
writejson(mklens(b).out_inputs.syspath, [imem2json(M) for M in IMEMs])
def test_serexpr2():
wlib = mkwlib(lib_arith, 5)
imem:IMem = mkmap({Ref('a'):ival(0),
Ref('b'):ival(1),
Ref('c'):ival(2)})
g = genexpr(wlib, [imem])
for i in range(1000):
ref,mem,vals,w = next(g)
expr1 = gather(ref,mem)
expr2 = jstr2expr(expr2jstr(expr1))
assert expr1==expr2
expr2 = bin2expr(expr2bin(expr1))
assert expr1==expr2
def test_genexpr()->None:
wlib = mkwlib(lib_arith, 5)
imem:IMem = mkmap({Ref('a'):ival(0),
Ref('b'):ival(1),
Ref('c'):ival(2)})
g = genexpr(wlib, [imem])
for i in range(1000):
ref,mem,vals,exprw = next(g)
expr = gather(ref,mem)
iexpr,_ = interp(expr, lib_arith, imem)
assert len(vals)==1
assert iexpr==vals[0][ref]
assert len(extrefs(expr))>0
assert extrefs(expr).issubset(set([Ref('a'),Ref('b'),Ref('c')]))
print(print_expr(expr), iexpr)
def test_example():
e=Example(inp=mkmap({Ref('a'):ival(0)}),
expr=ap(ref('a'),ref('b')),
out=IVal(33))
with open('/tmp/binfile','wb') as f:
add=examples2fd(f)
add(e)
add(e)
with open('/tmp/binfile','rb') as f:
_next=fd2examples(f)
n=_next()
assert n==e
n=_next()
assert n==e
def test_let1()->None: e = let(num(33), lambda x: x) v,_ = interp(e, lib_arith, mkmap()) assert isinstance(v, IVal) assert v.val==33
def ival(n:int)->IVal: r,_ = interp(num(n), lib_arith, mkmap()) assert isinstance(r,IVal) return r
def labels(e:Example, l:Lib=lib_arith)->Tensor:
s=mergemap(mkmap({mn:0 for mn in l.keys()}),freqs(e.expr),lambda x,y:x+y)
f={mn:n/sum(s.values()) for mn,n in s.items()}
# print({mn.val:i for mn,i in f.items()})
return Tensor(list(f.values()))