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28 changes: 13 additions & 15 deletions modules/styles.py
Original file line number Diff line number Diff line change
Expand Up @@ -65,7 +65,7 @@ def select_from_weighted_list(inner: str) -> str:
w = float(wstr.strip())
except Exception:
w = 0.0
w = max(0.0, min(1.0, w))
w = max(0.0, w)
weighted[name] = weighted.get(name, 0.0) + w
else:
unweighted.append(p)
Expand All @@ -78,34 +78,32 @@ def select_from_weighted_list(inner: str) -> str:
if not keys:
return ''
if W == 0.0:
return random.choice(keys)
return ''
if abs(W - 1.0) > 1e-12:
for k in weighted:
weighted[k] = weighted[k] / W
weighted = {k: v / W for k, v in weighted.items()}
else: # mix of weighted and unweighted
if W >= 1.0: # weighted probabilities consume whole mass -> normalize them, unweighted get 0
for k in weighted:
weighted[k] = weighted[k] / W
if W > 1.0: # weighted probabilities consume whole mass -> normalize them, unweighted get 0
for name in unweighted:
weighted[name] = weighted.get(name, 0.0) + 1.0
total_before = sum(weighted.values())
if total_before > 0.0:
weighted = {k: v / total_before for k, v in weighted.items()}
else:
remaining = 1.0 - W
per = remaining / U
per = remaining / U if U > 0 else 0.0
for name in unweighted:
weighted[name] = weighted.get(name, 0.0) + per

items = list(weighted.items())
if not items:
return ''

total = sum(v for _, v in items)
if total <= 0.0:
return items[0][0]

r = random.random() * total
cum = 0.0
for name, prob in items:
cum += prob
if r <= cum:
return name
return items[-1][0]
names, weights = zip(*items)
return random.choices(names, weights=weights, k=1)[0]


def apply_curly_braces_to_prompt(prompt, seed=-1):
Expand Down