def draw_template(self, random, pv):
sign = int(dist.biased_coin(random, pv.negative_probability))
if dist.biased_coin(random, pv.subnormal_probability):
exponent = 0
else:
exponent = random.getrandbits(11)
return compose_float(sign, exponent, random.getrandbits(52))
def draw_template(self, random, pv):
sign = int(dist.biased_coin(random, pv.negative_probability))
if dist.biased_coin(random, pv.subnormal_probability):
exponent = 0
else:
exponent = random.getrandbits(11)
return compose_float(sign, exponent, random.getrandbits(52))
def produce_template(self, context, pv):
sign = int(dist.biased_coin(context.random, pv.negative_probability))
if dist.biased_coin(context.random, pv.subnormal_probability):
exponent = 0
else:
exponent = context.random.getrandbits(11)
return compose_float(sign, exponent, context.random.getrandbits(52))
def produce_template(self, context, pv):
sign = int(dist.biased_coin(context.random, pv.negative_probability))
if dist.biased_coin(context.random, pv.subnormal_probability):
exponent = 0
else:
exponent = context.random.getrandbits(11)
return compose_float(
sign,
exponent,
context.random.getrandbits(52)
)
def produce_template(self, context, pv):
base = math.ldexp(
context.random.random(),
-context.random.randint(pv.min_exponent, self.max_exponent)
)
if dist.biased_coin(context.random, pv.negative_probability):
base = -base
return base
def produce_template(self, context, pv):
base = math.ldexp(
context.random.random(),
-context.random.randint(pv.min_exponent, self.max_exponent)
)
if dist.biased_coin(context.random, pv.negative_probability):
base = -base
return base
def draw_template(self, random, pv):
sign = int(dist.biased_coin(random, pv.negative_probability))
if dist.biased_coin(random, pv.subnormal_probability):
return compose_float(sign, 0, random.getrandbits(52))
else:
if self.allow_infinity and self.allow_nan:
return compose_float(sign, random.getrandbits(11),
random.getrandbits(52))
if not self.allow_infinity and not self.allow_nan:
exponent = random.getrandbits(11)
while exponent == 2047:
exponent = random.getrandbits(11)
return compose_float(sign, exponent, random.getrandbits(52))
exponent = random.getrandbits(11)
if exponent == 2047:
return compose_float(sign, exponent,
0 if self.allow_infinity else 1)
return compose_float(sign, exponent, random.getrandbits(52))
def draw_template(self, random, pv):
sign = int(dist.biased_coin(random, pv.negative_probability))
if dist.biased_coin(random, pv.subnormal_probability):
return compose_float(
sign,
0,
random.getrandbits(52)
)
else:
if self.allow_infinity and self.allow_nan:
return compose_float(
sign,
random.getrandbits(11),
random.getrandbits(52)
)
if not self.allow_infinity and not self.allow_nan:
exponent = random.getrandbits(11)
while exponent == 2047:
exponent = random.getrandbits(11)
return compose_float(
sign,
exponent,
random.getrandbits(52)
)
exponent = random.getrandbits(11)
if exponent == 2047:
return compose_float(
sign,
exponent,
0 if self.allow_infinity else 1
)
return compose_float(
sign,
exponent,
random.getrandbits(52)
)
def draw_template(self, random, parameter):
value = dist.geometric(random, parameter.p)
if dist.biased_coin(random, parameter.negative_probability):
value = -value
return value
def produce_template(self, context, p):
return dist.biased_coin(context.random, p)
def produce_parameter(self, random):
return self.Parameter(
cut=random.random(),
leftwards=dist.biased_coin(random, 0.5)
)
def produce_parameter(self, random):
return self.Parameter(
lambd=random.gammavariate(2, 50),
zero_point=random.normalvariate(0, 1),
negative=dist.biased_coin(random, 0.5),
)
def produce_template(self, context, parameter):
value = dist.geometric(context.random, parameter.p)
if dist.biased_coin(context.random, parameter.negative_probability):
value = -value
return value
def draw_template(self, random, parameter):
value = dist.geometric(random, parameter.p)
if dist.biased_coin(random, parameter.negative_probability):
value = -value
return value
def draw_template(self, random, p):
return dist.biased_coin(random, p)
def produce_template(self, context, parameter):
value = dist.geometric(context.random, parameter.p)
if dist.biased_coin(context.random, parameter.negative_probability):
value = -value
return value
def draw_parameter(self, random):
return self.Parameter(
cut=random.random(),
leftwards=dist.biased_coin(random, 0.5)
)
def draw_parameter(self, random):
return self.Parameter(
lambd=random.gammavariate(2, 50),
zero_point=random.normalvariate(0, 1),
negative=dist.biased_coin(random, 0.5),
)
def draw_template(self, random, p):
return dist.biased_coin(random, p)