feat(nodes): make Lora Stack Combiner inputs dynamic

This commit is contained in:
Will Miao
2026-08-02 22:04:40 +08:00
parent 042dd4088d
commit 823f71f269
4 changed files with 504 additions and 13 deletions

View File

@@ -1,27 +1,102 @@
from __future__ import annotations
import inspect
import re
from typing import Any
_STACK_INPUT_PATTERN = re.compile(r"^lora_stack(?:_([ab])|(\d+))$")
def _is_stack_input(name: str) -> bool:
return bool(_STACK_INPUT_PATTERN.match(name))
def _stack_slot_number(name: str) -> int:
"""Numeric slot used to order stack inputs; legacy a/b map to 1/2."""
match = _STACK_INPUT_PATTERN.match(name)
if not match:
return -1
letter, digits = match.group(1), match.group(2)
if digits is not None:
return int(digits)
return 1 if letter == "a" else 2
class _LoraStackOptionalInputs:
"""Lookup that preserves explicit optional inputs and dynamic lora_stack slots."""
def __init__(self, explicit_inputs: dict[str, tuple[str, dict[str, Any]]]) -> None:
self._explicit_inputs = explicit_inputs
def __contains__(self, item: object) -> bool:
if not isinstance(item, str):
return False
return item in self._explicit_inputs or _is_stack_input(item)
def __getitem__(self, key: str) -> tuple[str, dict[str, Any]]:
if key in self._explicit_inputs:
return self._explicit_inputs[key]
if _is_stack_input(key):
return (
"LORA_STACK",
{
"tooltip": "A LoRA stack to combine. Connect to add more inputs.",
},
)
raise KeyError(key)
class LoraStackCombinerLM:
NAME = "Lora Stack Combiner (LoraManager)"
CATEGORY = "Lora Manager/stackers"
DESCRIPTION = (
"Combines multiple LoRA stacks into a single stack. "
"Supports dynamic inputs: connect a stack to add more inputs."
)
@classmethod
def INPUT_TYPES(cls):
optional_inputs: dict[str, tuple[str, dict[str, Any]]] = {
"lora_stack1": (
"LORA_STACK",
{
"tooltip": "A LoRA stack to combine. Connect to add more inputs.",
},
),
"lora_stack2": (
"LORA_STACK",
{
"tooltip": "A LoRA stack to combine. Connect to add more inputs.",
},
),
}
stack = inspect.stack()
if len(stack) > 2 and stack[2].function == "get_input_info":
optional_inputs = _LoraStackOptionalInputs(optional_inputs) # type: ignore[assignment]
return {
"required": {},
"optional": {
"lora_stack_a": ("LORA_STACK",),
"lora_stack_b": ("LORA_STACK",),
},
"optional": optional_inputs,
}
RETURN_TYPES = ("LORA_STACK",)
RETURN_NAMES = ("LORA_STACK",)
FUNCTION = "combine_stacks"
def combine_stacks(self, lora_stack_a=None, lora_stack_b=None):
combined_stack = []
def combine_stacks(self, lora_stack1=None, lora_stack2=None, **kwargs):
stacks = {
"lora_stack1": lora_stack1,
"lora_stack2": lora_stack2,
}
for key, value in kwargs.items():
if _is_stack_input(key) and value is not None:
stacks[key] = value
if lora_stack_a:
combined_stack.extend(lora_stack_a)
if lora_stack_b:
combined_stack.extend(lora_stack_b)
combined_stack = []
for key in sorted(stacks, key=_stack_slot_number):
stack = stacks[key]
if stack:
combined_stack.extend(stack)
return (combined_stack,)